diff --git a/nncf/experimental/common/quantization/algorithms/post_training/__init__.py b/nncf/experimental/common/quantization/algorithms/post_training/__init__.py new file mode 100644 index 00000000000..2e49d63977d --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/post_training/__init__.py @@ -0,0 +1,10 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. diff --git a/nncf/experimental/common/quantization/algorithms/post_training/algorithm.py b/nncf/experimental/common/quantization/algorithms/post_training/algorithm.py new file mode 100644 index 00000000000..2b61689c638 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/post_training/algorithm.py @@ -0,0 +1,106 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import itertools +from typing import Callable, List, Optional, TypeVar + +from nncf import Dataset +from nncf.common.graph.graph import NNCFGraph +from nncf.common.tensor_statistics.statistic_point import StatisticPointsContainer +from nncf.common.utils.backend import BackendType +from nncf.experimental.common.quantization.algorithms.post_training.pipeline import experimental_create_ptq_pipeline +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.quantization.advanced_parameters import AdvancedBiasCorrectionParameters +from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters +from nncf.quantization.advanced_parameters import RangeEstimatorParameters +from nncf.quantization.algorithms.algorithm import Algorithm + +TModel = TypeVar("TModel") +TPass = Callable[[TModel], TModel] + + +class ExperimentalPostTrainingQuantization(Algorithm): + """ + Implements Experimental Post-Training Quantization algorithm, which basically includes: + 1) ChannelAlignment + 2) MinMaxRangeInit + 3) FastBiasCorrection or BiasCorrection + """ + + def __init__( + self, + quantizer: NNCFQuantizer, + subset_size: int = 300, + fast_bias_correction: Optional[bool] = True, + smooth_quant: bool = False, + bias_correction_params: Optional[AdvancedBiasCorrectionParameters] = None, + smooth_quant_params: Optional[AdvancedSmoothQuantParameters] = None, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + batchwise_statistics: bool = False, + ): + """ + :param quantizer: NNCFQuantizer to use in MiMaxRangeInit algorithm. + :param subset_size: Size of a subset to calculate activations + statistics used for quantization. + :param fast_bias_correction: Setting this option to `False` enables a different + bias correction method which is more accurate, in general, and takes + more time but requires less memory. None disables the bias correction algorithm. + :param smooth_quant: Setting this option to `True` enables the SmoothQuant algorithm. + :param bias_correction_params: Contains advanced parameters for fine-tuning bias correction algorithm. + :param smooth_quant_params: Contains advanced alpha parameters for SmoothQuant algorithm. + :param activations_range_estimator_params: Contains parameters for estimating the range + of activations of the model. + :param weights_range_estimator_params: Contains parameters for estimating the range + of weights of the model. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + """ + self._pipeline = experimental_create_ptq_pipeline( + quantizer=quantizer, + subset_size=subset_size, + fast_bias_correction=fast_bias_correction, + smooth_quant=smooth_quant, + bias_correction_params=bias_correction_params, + smooth_quant_params=smooth_quant_params, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + batchwise_statistics=batchwise_statistics, + ) + + @property + def available_backends(self) -> List[BackendType]: + backends = set(BackendType) + for algorithm in itertools.chain.from_iterable(self._pipeline.pipeline_steps): + backends = backends.intersection(algorithm.available_backends) + return list(backends) + + def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: + return self._pipeline.get_statistic_points_for_step(0, model, graph) + + def apply( + self, + model: TModel, + graph: NNCFGraph, + statistic_points: Optional[StatisticPointsContainer] = None, + dataset: Optional[Dataset] = None, + ) -> TModel: + if dataset is None and len(self._pipeline.pipeline_steps) > 1: + raise ValueError( + "A dataset is required for the post-training quantization " + "algorithm to collect statistics for intermediate models." + ) + + step_index_to_statistics = None + if statistic_points: + step_index_to_statistics = {0: statistic_points} + + return self._pipeline.run_from_step(model, dataset, graph, 0, step_index_to_statistics) diff --git a/nncf/experimental/common/quantization/algorithms/post_training/pipeline.py b/nncf/experimental/common/quantization/algorithms/post_training/pipeline.py new file mode 100644 index 00000000000..c7dbaf796c3 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/post_training/pipeline.py @@ -0,0 +1,117 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import Optional, TypeVar + +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.experimental.common.quantization.algorithms.range_estimator.range_estimator import MinMaxRangeEstimator +from nncf.quantization.advanced_parameters import AdvancedBiasCorrectionParameters +from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters +from nncf.quantization.advanced_parameters import RangeEstimatorParameters +from nncf.quantization.algorithms.bias_correction.algorithm import BIAS_CORRECTION_THRESHOLD +from nncf.quantization.algorithms.bias_correction.algorithm import BiasCorrection +from nncf.quantization.algorithms.fast_bias_correction.algorithm import FAST_BIAS_CORRECTION_THRESHOLD +from nncf.quantization.algorithms.fast_bias_correction.algorithm import FastBiasCorrection +from nncf.quantization.algorithms.pipeline import Pipeline +from nncf.quantization.algorithms.smooth_quant.algorithm import SmoothQuant + +TModel = TypeVar("TModel") + + +def experimental_create_ptq_pipeline( + quantizer: NNCFQuantizer, + subset_size: int = 300, + fast_bias_correction: Optional[bool] = True, + smooth_quant: bool = False, + bias_correction_params: Optional[AdvancedBiasCorrectionParameters] = None, + smooth_quant_params: Optional[AdvancedSmoothQuantParameters] = None, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + batchwise_statistics: bool = None, +) -> Pipeline: + """ + Creates an experimental post-training quantization pipeline. + + The experimental post-training quantization pipeline includes the following steps: + 1) SmoothQuant + 2) MinMaxRangeInit + 3) FastBiasCorrection or BiasCorrection + + :param quantizer: NNCFQuantizer to use in MiMaxRangeInit algorithm. + :param subset_size: Size of a subset to calculate activations + statistics used for quantization. + :param fast_bias_correction: Setting this option to `False` enables a different + bias correction method which is more accurate, in general, and takes + more time but requires less memory. None disables the bias correction algorithm. + :param smooth_quant: Setting this option to `True` enables the SmoothQuant algorithm. + :param bias_correction_params: Contains advanced parameters for fine-tuning bias correction algorithm. + :param smooth_quant_params: Contains advanced alpha parameters for SmoothQuant algorithm. + :param activations_range_estimator_params: Contains parameters for estimating the range + of activations of the model. + :param weights_range_estimator_params: Contains parameters for estimating the range + of weights of the model. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + :return: An experimental post-training quantization pipeline. + """ + + # Build the post-training quantization pipeline. + pipeline_steps = [] + + if smooth_quant_params is None: + smooth_quant_params = AdvancedSmoothQuantParameters() + + if smooth_quant and (smooth_quant_params.convolution >= 0 or smooth_quant_params.matmul >= 0): + alpha_map = {"convolution": smooth_quant_params.convolution, "matmul": smooth_quant_params.matmul} + pipeline_steps.append([SmoothQuant(subset_size, False, alpha_map=alpha_map)]) + + # Add the `MinMaxQuantization` algorithm as the third step of the pipeline. + pipeline_steps.append( + [ + MinMaxRangeEstimator( + quantizer=quantizer, + subset_size=subset_size, + inplace_statistics=False, + batchwise_statistics=batchwise_statistics, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + ) + ] + ) + + if fast_bias_correction is not None: + # Add the `FastBiasCorrection` or `BiasCorrection` as additional algorithm + # inside the third step of the pipeline. It is added after `MinMaxQuantization` + # algorithm. + if fast_bias_correction: + threshold = FAST_BIAS_CORRECTION_THRESHOLD + bias_correction_subset_size = subset_size + bias_correction_cls = FastBiasCorrection + else: + threshold = BIAS_CORRECTION_THRESHOLD + bias_correction_subset_size = max(int(subset_size * 0.2), 1) + bias_correction_cls = BiasCorrection + + if bias_correction_params is None: + bias_correction_params = AdvancedBiasCorrectionParameters() + + if bias_correction_params.threshold is not None: + threshold = bias_correction_params.threshold + + pipeline_steps[-1].append( + bias_correction_cls( + bias_correction_subset_size, + threshold, + bias_correction_params.apply_for_all_nodes, + ) + ) + + return Pipeline(pipeline_steps) diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/base_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/base_quantizer.py new file mode 100644 index 00000000000..f7a4d6018ba --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/quantizer/base_quantizer.py @@ -0,0 +1,30 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from abc import abstractmethod +from typing import TypeVar + +from nncf.common.graph.graph import NNCFGraph +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup + +TModel = TypeVar("TModel") + + +class NNCFQuantizer: + @abstractmethod + def get_quantization_setup(self, model: TModel, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: + """ + Builds SingleConfigQuantizerSetup for the given model. + + :param model: Backend-specific model, for which Quantization Target Points are being seek. + :param nncf_graph: NNCFGraph instance. + :return: SingleConfigQuantizerSetup for the given model. + """ diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py new file mode 100644 index 00000000000..33e0ef94a79 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py @@ -0,0 +1,130 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +from collections import defaultdict +from copy import deepcopy +from typing import Dict, Tuple, Union + +import torch +import torch.fx +from torch.ao.quantization.quantizer import Quantizer +from torch.ao.quantization.quantizer.quantizer import QuantizationSpec +from torch.ao.quantization.quantizer.quantizer import QuantizationSpecBase +from torch.ao.quantization.quantizer.quantizer import SharedQuantizationSpec + +import nncf +from nncf.common.graph.graph import NNCFGraph +from nncf.common.quantization.quantizer_setup import ActivationQuantizationInsertionPoint +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizationPoint +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup +from nncf.common.quantization.quantizer_setup import WeightQuantizationInsertionPoint +from nncf.common.quantization.structs import QuantizationScheme as QuantizationMode +from nncf.common.quantization.structs import QuantizerConfig +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer + +EdgeOrNode = Union[Tuple[torch.fx.Node, torch.fx.Node]] + + +class NNCFFXQuantizer(NNCFQuantizer): + def __init__(self, quantizer: Quantizer): + self._quantizer = quantizer + + def get_quantization_setup(self, model: torch.fx.GraphModule, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: + anotated_model = deepcopy(model) + + # self._quantizer.transform_for_annotation is called in the nncf quantize_pt2e method + # before the nncf_graph building. + self._quantizer.annotate(anotated_model) + self._quantizer.validate(anotated_model) + return self.get_quantizer_config_from_anotated_model(anotated_model) + + @staticmethod + def get_quantizer_config_from_anotated_model(anotated_model: torch.fx.GraphModule) -> SingleConfigQuantizerSetup: + edge_or_node_to_qspec = _get_edge_or_node_to_qspec(anotated_model) + + q_map = defaultdict(list) + for edge, qspec in edge_or_node_to_qspec.items(): + if not isinstance(edge, tuple): + continue + from_n, to_n = edge + q_map[from_n].append(to_n) + + q_setup = SingleConfigQuantizerSetup() + for from_n, to_nodes in q_map.items(): + to_n = to_nodes[0] + qspec = edge_or_node_to_qspec[(from_n, to_n)] + if qspec is None: + continue + if isinstance(qspec, QuantizationSpec): + if qspec.qscheme in [torch.per_channel_affine, torch.per_channel_symmetric]: + per_channel = True + elif qspec.qscheme in [torch.per_tensor_affine, torch.per_tensor_symmetric]: + per_channel = False + else: + raise nncf.InternalError(f"Unknown qscheme: {qspec.qscheme}") + signed = qspec.dtype is torch.uint8 + mode = ( + QuantizationMode.SYMMETRIC + if qspec.qscheme in [torch.per_channel_symmetric, torch.per_tensor_symmetric] + else QuantizationMode.ASYMMETRIC + ) + qconfig = QuantizerConfig(mode=mode, signedness_to_force=signed, per_channel=per_channel) + qps = [] + # If input node is a constant and placed not at activations port (0) + if from_n.op == "get_attr" and to_n.args.index(from_n) != 0: + qip = WeightQuantizationInsertionPoint(to_n.name) + qp = SingleConfigQuantizationPoint(qip, qconfig, [x.name for x in to_nodes]) + qps.append(qp) + else: + if len(from_n.users) == len(to_nodes): + qip = ActivationQuantizationInsertionPoint(from_n.name) + qp = SingleConfigQuantizationPoint(qip, qconfig, [x.name for x in to_nodes]) + qps.append(qp) + else: + for to_n_ in to_nodes: + input_port_id = to_n_.args.index(from_n) + qip = ActivationQuantizationInsertionPoint(to_n_.name, input_port_id) + qp = SingleConfigQuantizationPoint(qip, qconfig, [to_n_.name]) + qps.append(qp) + + for qp in qps: + q_setup.add_independent_quantization_point(qp) + + elif isinstance(qspec, SharedQuantizationSpec): + pass + else: + raise nncf.InternalError(f"Unknown torch.ao quantization spec: {qspec}") + + return q_setup + + +def _get_edge_or_node_to_qspec( + model: torch.fx.GraphModule, +) -> Dict[EdgeOrNode, QuantizationSpecBase]: + """ + Get a map from EdgeOrNode to quantization spec based on annotations on the nodes. + + :param model: torch.fx.GraphModule instance. + :return: A map from EdgeOrNode to quantization spec based on annotations on the nodes. + """ + edge_or_node_to_qspec: Dict[EdgeOrNode, QuantizationSpecBase] = {} + for n in model.graph.nodes: + if hasattr(n, "meta") and "quantization_annotation" in n.meta: + qa = n.meta["quantization_annotation"] + for input_to_n, qspec in qa.input_qspec_map.items(): + input_edge = (input_to_n, n) + edge_or_node_to_qspec[input_edge] = qspec + if qa.output_qspec is not None: + output_node = n + qspec = qa.output_qspec + edge_or_node_to_qspec[output_node] = qspec + return edge_or_node_to_qspec diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py new file mode 100644 index 00000000000..7683d1efb2d --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py @@ -0,0 +1,171 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from collections import defaultdict +from typing import Optional, Union + +import torch.fx +from torch.ao.quantization.observer import HistogramObserver +from torch.ao.quantization.observer import PerChannelMinMaxObserver +from torch.ao.quantization.quantizer.quantizer import QuantizationAnnotation as InductorQAnotation +from torch.ao.quantization.quantizer.quantizer import QuantizationSpec as InductorQuantizationSpec +from torch.ao.quantization.quantizer.quantizer import Quantizer as InductorQuantizer + +from nncf.common.graph.graph import NNCFGraph +from nncf.common.quantization.quantizer_propagation.solver import QuantizerPropagationRule +from nncf.common.quantization.quantizer_setup import ActivationQuantizationInsertionPoint +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup +from nncf.common.quantization.structs import QuantizationPreset +from nncf.common.quantization.structs import QuantizationScheme +from nncf.common.quantization.structs import QuantizerConfig as NNCFQuantizerConfig +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.experimental.torch.fx.nncf_graph_builder import GraphConverter +from nncf.experimental.torch.fx.node_utils import get_graph_node_by_name +from nncf.experimental.torch.fx.transformations import fold_constant_except_qdq +from nncf.parameters import ModelType +from nncf.parameters import QuantizationMode +from nncf.parameters import TargetDevice +from nncf.quantization.advanced_parameters import FP8QuantizationParameters +from nncf.quantization.advanced_parameters import OverflowFix +from nncf.quantization.advanced_parameters import QuantizationParameters +from nncf.quantization.algorithms.min_max.algorithm import MinMaxQuantization +from nncf.scopes import IgnoredScope + +QUANT_ANNOTATION_KEY = "quantization_annotation" + + +class OpenVINOQuantizer(InductorQuantizer, NNCFQuantizer): + def __init__( + self, + mode: Optional[QuantizationMode] = None, + preset: Optional[QuantizationPreset] = None, + target_device: TargetDevice = TargetDevice.ANY, + model_type: Optional[ModelType] = None, + ignored_scope: Optional[IgnoredScope] = None, + overflow_fix: Optional[OverflowFix] = None, + quantize_outputs: bool = False, + activations_quantization_params: Union[QuantizationParameters, FP8QuantizationParameters] = None, + weights_quantization_params: Union[QuantizationParameters, FP8QuantizationParameters] = None, + quantizer_propagation_rule: Optional[QuantizerPropagationRule] = None, + ): + """ + :param mode: Defines optimization mode for the algorithm. None by default. + :param preset: A preset controls the quantization mode (symmetric and asymmetric). + It can take the following values: + - `performance`: Symmetric quantization of weights and activations. + - `mixed`: Symmetric quantization of weights and asymmetric quantization of activations. + Default value is None. In this case, `mixed` preset is used for `transformer` + model type otherwise `performance`. + :param target_device: A target device the specificity of which will be taken + into account while compressing in order to obtain the best performance + for this type of device, defaults to TargetDevice.ANY. + :param model_type: Model type is needed to specify additional patterns + in the model. Supported only `transformer` now. + :param ignored_scope: An ignored scope that defined the list of model control + flow graph nodes to be ignored during quantization. + :param overflow_fix: This option controls whether to apply the overflow issue + fix for the 8-bit quantization. + :param quantize_outputs: Whether to insert additional quantizers right before + each of the model outputs. + :param activations_quantization_params: Quantization parameters for model + activations. + :param weights_quantization_params: Quantization parameters for model weights. + :param quantizer_propagation_rule: The strategy to be used while propagating and merging quantizers. + """ + self._min_max_algo = MinMaxQuantization( + mode=mode, + preset=preset, + target_device=target_device, + model_type=model_type, + ignored_scope=ignored_scope, + overflow_fix=overflow_fix, + quantize_outputs=quantize_outputs, + activations_quantization_params=activations_quantization_params, + weights_quantization_params=weights_quantization_params, + quantizer_propagation_rule=quantizer_propagation_rule, + ) + + def get_quantization_setup(self, model: torch.fx.GraphModule, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: + self._min_max_algo._set_backend_entity(model) + return self._min_max_algo.find_quantization_setup(model, nncf_graph) + + def annotate(self, model: torch.fx.GraphModule) -> torch.fx.GraphModule: + nncf_grpah = GraphConverter.create_nncf_graph(model) + quantization_setup = self.get_quantization_setup(model, nncf_grpah) + target_node_vs_qp = defaultdict(list) + graph = model.graph + for qp in quantization_setup.quantization_points.values(): + target_node_vs_qp[qp.insertion_point.target_node_name].append(qp) + + for target_node_name, qps in target_node_vs_qp.items(): + input_qspec_map = dict() + output_qspec = None + target_node = get_graph_node_by_name(graph, target_node_name) + for qp in qps: + ip = qp.insertion_point + if isinstance(ip, ActivationQuantizationInsertionPoint): + inductor_qspec = self._convert_nncf_qspec_to_inductor_qspec(qp.qconfig, is_weight=False) + if ip.input_port_id is None: + output_qspec = inductor_qspec + else: + node = target_node.all_input_nodes[ip.input_port_id] + input_qspec_map[node] = inductor_qspec + else: + inductor_qspec = self._convert_nncf_qspec_to_inductor_qspec(qp.qconfig, is_weight=True) + weight_node = target_node.all_input_nodes[1] + input_qspec_map[weight_node] = inductor_qspec + + annotation = InductorQAnotation(input_qspec_map=input_qspec_map, output_qspec=output_qspec) + assert QUANT_ANNOTATION_KEY not in target_node.meta + target_node.meta[QUANT_ANNOTATION_KEY] = annotation + + def _convert_nncf_qspec_to_inductor_qspec(self, qspec: NNCFQuantizerConfig, is_weight: bool): + extra_args = {"eps": 2**-12} + if qspec.per_channel: + torch_qscheme = ( + torch.per_channel_symmetric if qspec.mode is QuantizationScheme.SYMMETRIC else torch.per_channel_affine + ) + else: + torch_qscheme = ( + torch.per_tensor_symmetric if qspec.mode is QuantizationScheme.SYMMETRIC else torch.per_tensor_affine + ) + if is_weight: + observer = PerChannelMinMaxObserver + quant_min = -128 + quant_max = 127 + dtype = torch.int8 + channel_axis = 0 + else: + observer = ( + HistogramObserver + if torch_qscheme in [torch.per_tensor_symmetric, torch.per_tensor_affine] + else PerChannelMinMaxObserver + ) + quant_min = 0 + quant_max = 255 + dtype = torch.int8 if qspec.signedness_to_force else torch.uint8 + channel_axis = 1 # channel dim for activations + return InductorQuantizationSpec( + dtype=dtype, + observer_or_fake_quant_ctr=observer.with_args(**extra_args), + quant_min=quant_min, + quant_max=quant_max, + qscheme=torch_qscheme, + ch_axis=channel_axis, + is_dynamic=False, + ) + + def validate(self, model: torch.fx.GraphModule) -> None: + pass + + def transform_for_annotation(self, model: torch.fx.GraphModule) -> torch.fx.GraphModule: + fold_constant_except_qdq(model) + return model diff --git a/nncf/experimental/common/quantization/algorithms/range_estimator/range_estimator.py b/nncf/experimental/common/quantization/algorithms/range_estimator/range_estimator.py new file mode 100644 index 00000000000..1b5ad8c5692 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/range_estimator/range_estimator.py @@ -0,0 +1,81 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import List, Optional, TypeVar + +from nncf import Dataset +from nncf.common.graph.graph import NNCFGraph +from nncf.common.tensor_statistics.statistic_point import StatisticPointsContainer +from nncf.common.utils.backend import BackendType +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.quantization.algorithms.algorithm import Algorithm +from nncf.quantization.algorithms.min_max.algorithm import MinMaxQuantization +from nncf.quantization.range_estimator import RangeEstimatorParameters + +TModel = TypeVar("TModel") + + +class MinMaxRangeEstimator(Algorithm): + def __init__( + self, + quantizer: NNCFQuantizer, + subset_size: int = 300, + inplace_statistics: bool = True, + batchwise_statistics: bool = False, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + ): + """ + :param subset_size: Size of a subset to calculate activations statistics used + for quantization, defaults to 300. + :param inplace_statistics: Defines wheather to calculate quantizers statistics + by backend graph operations or by default Python implementation, defaults + to True. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + :param activations_range_estimator_params: Quantization range estimation + parameters for activation. + :param weights_range_estimator_params: Quantization range estimation parameters + for weights. + """ + self._quantizer = quantizer + self._min_max_algo = MinMaxQuantization( + subset_size=subset_size, + inplace_statistics=inplace_statistics, + batchwise_statistics=batchwise_statistics, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + ) + + @property + def available_backends(self) -> List[BackendType]: + return [BackendType.TORCH_FX] + + def apply( + self, + model: TModel, + graph: NNCFGraph, + statistic_points: Optional[StatisticPointsContainer] = None, + dataset: Optional[Dataset] = None, + ) -> TModel: + if self._min_max_algo._quantization_target_points_to_qconfig is None: + raise RuntimeError( + "Static points are not available." + " Please call `get_statistic_points` before calling the `apply` method." + ) + return self._min_max_algo.apply(model=model, graph=graph, statistic_points=statistic_points) + + def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: + quantizer_setup = self._quantizer.get_quantization_setup(model, graph) + self._min_max_algo._set_backend_entity(model) + self._min_max_algo._init_cache() + self._min_max_algo.fill_quantization_target_points(quantizer_setup, graph) + return self._min_max_algo.get_cached_statistic_points(model, graph) diff --git a/nncf/experimental/torch/fx/quantization/quantize_pt2e.py b/nncf/experimental/torch/fx/quantization/quantize_pt2e.py new file mode 100644 index 00000000000..f6267ecfb69 --- /dev/null +++ b/nncf/experimental/torch/fx/quantization/quantize_pt2e.py @@ -0,0 +1,151 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from copy import deepcopy +from typing import Optional + +import torch +import torch.fx +from torch.ao.quantization.pt2e.duplicate_dq_pass import DuplicateDQPass +from torch.ao.quantization.pt2e.port_metadata_pass import PortNodeMetaForQDQ +from torch.ao.quantization.pt2e.qat_utils import _fold_conv_bn_qat +from torch.ao.quantization.pt2e.utils import _disallow_eval_train +from torch.ao.quantization.quantizer import Quantizer +from torch.fx import GraphModule +from torch.fx.passes.infra.pass_manager import PassManager + +import nncf +from nncf.common.factory import NNCFGraphFactory +from nncf.common.logging import nncf_logger +from nncf.data import Dataset +from nncf.experimental.common.quantization.algorithms.post_training.algorithm import ( + ExperimentalPostTrainingQuantization, +) +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.experimental.common.quantization.algorithms.quantizer.fx_quantizer import NNCFFXQuantizer +from nncf.experimental.torch.fx.constant_folding import constant_fold +from nncf.experimental.torch.fx.transformations import QUANTIZE_NODE_TARGETS +from nncf.experimental.torch.fx.transformations import fuse_conv_bn +from nncf.quantization.advanced_parameters import AdvancedBiasCorrectionParameters +from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters +from nncf.quantization.advanced_parameters import RangeEstimatorParameters + + +def quantize_pt2e( + model: torch.fx.GraphModule, + quantizer: Quantizer, + calibration_dataset: Dataset, + subset_size: int = 300, + fast_bias_correction: Optional[bool] = True, + smooth_quant: bool = False, + bias_correction_params: Optional[AdvancedBiasCorrectionParameters] = None, + smooth_quant_params: Optional[AdvancedSmoothQuantParameters] = None, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + batchwise_statistics: bool = False, + fold_quantize: bool = False, +) -> torch.fx.GraphModule: + """ + Applies post-training quantization to the torch.fx.GraphModule provided model + using provided torch.ao quantizer. + + :param quantizer: Torch ao quantizer to annotate nodes in the graph with quantization setups + to convey the desired way of quantization. + :param subset_size: Size of a subset to calculate activations + statistics used for quantization. + :param fast_bias_correction: Setting this option to `False` enables a different + bias correction method which is more accurate, in general, and takes + more time but requires less memory. None disables the bias correction algorithm. + :param smooth_quant: Setting this option to `True` enables the SmoothQuant algorithm. + :param bias_correction_params: Contains advanced parameters for fine-tuning bias correction algorithm. + :param smooth_quant_params: Contains advanced alpha parameters for SmoothQuant algorithm. + :param activations_range_estimator_params: Contains parameters for estimating the range + of activations of the model. + :param weights_range_estimator_params: Contains parameters for estimating the range + of weights of the model. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + :param fold_quantize: Boolean flag for whether fold the quantize op or not. + """ + nncf_logger.warning( + "Experimental Torch FX quantization backend is being used for the given torch.fx.GraphModule model." + " Torch FX PTQ is an experimental feature, consider using Torch or OpenVino PTQ backends" + " in case of errors or a poor model performance." + ) + + if subset_size < 1: + raise nncf.ValidationError("Subset size must be positive.") + + batch_size = calibration_dataset.get_batch_size() + if batch_size is not None and batch_size > 1 and batchwise_statistics is not None: + batchwise_statistics = True + + original_graph_meta = model.meta + + copied_model = deepcopy(model) + + # To make it easier for bias correction algorithms, + # biases are being separated by the followng calls. + fuse_conv_bn(copied_model) + # Call ao quantizer transform_for_annotation + # before the NNCFGraph creation + quantizer.transform_for_annotation(copied_model) + + if not isinstance(quantizer, NNCFQuantizer): + quantizer = NNCFFXQuantizer(quantizer) + + quantization_algorithm = ExperimentalPostTrainingQuantization( + quantizer=quantizer, + subset_size=subset_size, + fast_bias_correction=fast_bias_correction, + smooth_quant=smooth_quant, + bias_correction_params=bias_correction_params, + smooth_quant_params=smooth_quant_params, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + batchwise_statistics=batchwise_statistics, + ) + + nncf_graph = NNCFGraphFactory.create(copied_model) + quantized_model = quantization_algorithm.apply(copied_model, nncf_graph, dataset=calibration_dataset) + + # Magic. Without this call compiled model + # is not preformant + quantized_model = GraphModule(quantized_model, quantized_model.graph) + + quantized_model = _fold_conv_bn_qat(quantized_model) + if fold_quantize: + constant_fold(quantized_model, _quant_node_constraint) + + pm = PassManager([DuplicateDQPass()]) + + quantized_model = pm(quantized_model).graph_module + pm = PassManager([PortNodeMetaForQDQ()]) + quantized_model = pm(quantized_model).graph_module + + quantized_model.meta.update(original_graph_meta) + quantized_model = _disallow_eval_train(quantized_model) + # Each transformation adds a duplicate tensor value to the model buffer. + # This step removes the duplicates tensor values from the buffer. + quantized_model = GraphModule(quantized_model, quantized_model.graph) + + return quantized_model + + +def _quant_node_constraint(n: torch.fx.Node) -> bool: + """If there is any pure ops between get_attr and quantize op they will be const propagated + e.g. get_attr(weight) -> transpose -> quantize -> dequantize* + (Note: dequantize op is not going to be constant propagated) + + This filter is added because we don't want to constant fold the things that are not + related to quantization + """ + return n.op == "call_function" and n.target in QUANTIZE_NODE_TARGETS diff --git a/nncf/experimental/torch/fx/transformations.py b/nncf/experimental/torch/fx/transformations.py index 6d4ecaf72a8..38541a1ae5f 100644 --- a/nncf/experimental/torch/fx/transformations.py +++ b/nncf/experimental/torch/fx/transformations.py @@ -47,10 +47,12 @@ QUANTIZE_NODE_TARGETS = [ torch.ops.quantized_decomposed.quantize_per_tensor.default, + torch.ops.quantized_decomposed.quantize_per_tensor.tensor, torch.ops.quantized_decomposed.quantize_per_channel.default, ] DEQUANTIZE_NODE_TARGETS = [ torch.ops.quantized_decomposed.dequantize_per_tensor.default, + torch.ops.quantized_decomposed.dequantize_per_tensor.tensor, torch.ops.quantized_decomposed.dequantize_per_channel.default, ] # Map quantize_per_tensor to dequantize_per_tensor, the same for per_channel and vice-versa diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py index dea9211b734..4388cae02c6 100644 --- a/nncf/quantization/algorithms/min_max/algorithm.py +++ b/nncf/quantization/algorithms/min_max/algorithm.py @@ -723,16 +723,13 @@ def _get_activation_quantization_target_point( ) return activation_quantization_target_point - def _find_quantization_target_points( - self, model: TModel, nncf_graph: NNCFGraph - ) -> Tuple[OrderedDict[TargetPoint, QuantizerConfig], List[List[TargetPoint]]]: + def find_quantization_setup(self, model: TModel, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: """ - Initializes a cache, finds quantization target points and them puts in the cache. + Builds SingleConfigQuantizerSetup for the given model. :param model: Backend-specific model, for which Quantization Target Points are being seek. :param nncf_graph: NNCFGraph instance. - :return: Mapping of quantization target points with associated quantization configuration, - along with target points for scale unification. + :return: SingleConfigQuantizerSetup for the given model. """ backend = get_backend(model) device = self._target_device @@ -753,6 +750,19 @@ def _find_quantization_target_points( quantizer_setup = self._get_quantizer_setup(nncf_graph, inference_nncf_graph, hw_patterns, ignored_patterns) self._apply_model_type_pass(self._model_type, quantizer_setup, nncf_graph) self._apply_device_pass(self._target_device, quantizer_setup, inference_nncf_graph) + return quantizer_setup + + def fill_quantization_target_points( + self, quantizer_setup: SingleConfigQuantizerSetup, nncf_graph: NNCFGraph + ) -> Tuple[OrderedDict[TargetPoint, QuantizerConfig], List[List[TargetPoint]]]: + """ + Initializes a cache, finds quantization target points and them puts in the cache. + + :param model: Backend-specific model, for which Quantization Target Points are being seek. + :param nncf_graph: NNCFGraph instance. + :return: Mapping of quantization target points with associated quantization configuration, + along with target points for scale unification. + """ self._unified_scale_groups = self._collect_unified_groups(quantizer_setup, nncf_graph) quantization_points = list(quantizer_setup.quantization_points.values()) quantization_points = self._topological_sort_quantization_points(quantization_points, nncf_graph) @@ -780,7 +790,8 @@ def _get_quantization_target_points( if self._quantization_target_points_to_qconfig is not None: return self._quantization_target_points_to_qconfig, self._unified_scale_groups self._init_cache() - return self._find_quantization_target_points(model, nncf_graph) + quantizer_setup = self.find_quantization_setup(model, nncf_graph) + return self.fill_quantization_target_points(quantizer_setup, nncf_graph) def _collect_unified_groups( self, quantizer_setup: SingleConfigQuantizerSetup, nncf_graph: NNCFGraph @@ -989,10 +1000,30 @@ def filter_func(point: StatisticPoint) -> bool: quantized_model = model_transformer.transform(transformation_layout) return quantized_model + def get_cached_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: + """ + Build statistic point container using already cached target points vs qconfigs cache. + + :param model: Model instance. + :param graph: NNCFGraph instance corespondent to the passed model. + :return: Filled statistic point container. + """ + if self._quantization_target_points_to_qconfig is None: + raise RuntimeError("get_cached_statistic_points is called before statistic caching.") + self._set_backend_entity(model) + return self._get_statistic_point_container(self._quantization_target_points_to_qconfig, graph) + def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: self._set_backend_entity(model) self._reset_cache() quantization_target_points, _ = self._get_quantization_target_points(model, graph) + return self._get_statistic_point_container(quantization_target_points, graph) + + def _get_statistic_point_container( + self, + quantization_target_points: Tuple[OrderedDict[TargetPoint, QuantizerConfig], List[List[TargetPoint]]], + graph: NNCFGraph, + ) -> StatisticPointsContainer: output = StatisticPointsContainer() for quantization_target_point, qconfig in quantization_target_points.items(): nncf_logger.debug( diff --git a/tests/common/quantization/test_minmax.py b/tests/common/quantization/test_minmax.py index 2a63d3c7ac8..2f780ea652f 100644 --- a/tests/common/quantization/test_minmax.py +++ b/tests/common/quantization/test_minmax.py @@ -215,14 +215,20 @@ def test_min_max_caching(): Checks that the _get_quantization_target_points(...) of MinMaxQuantization called once utilizing the cache. Checks that after _reset_cache() it called one more time. """ - called = 0 + find_called = 0 + fill_called = 0 - def foo(self, *args): + def find_qsetup_mock(self, *args): + nonlocal find_called + find_called += 1 + return None + + def fill_qsetup_mock(self, *args): """ Mocked _find_quantization_target_points. """ - nonlocal called - called += 1 + nonlocal fill_called + fill_called += 1 # Set up cache self._quantization_target_points_to_qconfig = collections.OrderedDict() self._unified_scale_groups = [] @@ -230,11 +236,12 @@ def foo(self, *args): run_nums = 2 algo = MinMaxQuantization() - algo._find_quantization_target_points = types.MethodType(foo, algo) + algo.find_quantization_setup = types.MethodType(find_qsetup_mock, algo) + algo.fill_quantization_target_points = types.MethodType(fill_qsetup_mock, algo) for _ in range(run_nums): algo._get_quantization_target_points(None, None) - assert called == 1 + assert find_called == fill_called == 1 algo._reset_cache() for _ in range(run_nums): algo._get_quantization_target_points(None, None) - assert called == 2 + assert find_called == fill_called == 2 diff --git a/tests/post_training/conftest.py b/tests/post_training/conftest.py index a05d20d0d5c..6bdae739ff6 100644 --- a/tests/post_training/conftest.py +++ b/tests/post_training/conftest.py @@ -19,6 +19,11 @@ def pytest_addoption(parser): parser.addoption("--fp32", action="store_true", help="Test original model") parser.addoption("--cuda", action="store_true", help="Enable CUDA_TORCH backend") parser.addoption("--benchmark", action="store_true", help="Run benchmark_app") + parser.addoption( + "--validate-in-backend", + action="store_true", + help="Validate quantized model in native backend, not in openvino.", + ) parser.addoption( "--extra-columns", action="store_true", diff --git a/tests/post_training/data/ptq_reference_data.yaml b/tests/post_training/data/ptq_reference_data.yaml index 94f70f3a931..5f5421647ee 100644 --- a/tests/post_training/data/ptq_reference_data.yaml +++ b/tests/post_training/data/ptq_reference_data.yaml @@ -38,6 +38,14 @@ torchvision/resnet18_backend_CUDA_TORCH: metric_value: 0.69152 torchvision/resnet18_backend_FX_TORCH: metric_value: 0.6946 +torchvision/resnet18_backend_OV_QUANTIZER_NNCF: + metric_value: 0.6946 +torchvision/resnet18_backend_OV_QUANTIZER_AO: + metric_value: 0.6946 +torchvision/resnet18_backend_X86_QUANTIZER_NNCF: + metric_value: 0.6946 +torchvision/resnet18_backend_X86_QUANTIZER_AO: + metric_value: 0.6946 torchvision/mobilenet_v3_small_BC_backend_FP32: metric_value: 0.6766 torchvision/mobilenet_v3_small_BC_backend_OV: @@ -46,18 +54,70 @@ torchvision/mobilenet_v3_small_BC_backend_ONNX: metric_value: 0.6679 torchvision/mobilenet_v3_small_BC_backend_FX_TORCH: metric_value: 0.6679 +torchvision/mobilenet_v3_small_BC_backend_OV_QUANTIZER_NNCF: + metric_value: 0.6679 +torchvision/mobilenet_v3_small_BC_backend_OV_QUANTIZER_AO: + metric_value: 0.6679 +torchvision/mobilenet_v3_small_BC_backend_X86_QUANTIZER_NNCF: + metric_value: 0.6679 +torchvision/mobilenet_v3_small_BC_backend_X86_QUANTIZER_AO: + metric_value: 0.6679 torchvision/vit_b_16_backend_FP32: metric_value: 0.8107 torchvision/vit_b_16_backend_OV: metric_value: 0.80948 torchvision/vit_b_16_backend_FX_TORCH: metric_value: 0.80922 +torchvision/vit_b_16_backend_OV_QUANTIZER_NNCF: + metric_value: 0.80922 +torchvision/vit_b_16_backend_OV_QUANTIZER_AO: + metric_value: 0.80922 +torchvision/vit_b_16_backend_X86_QUANTIZER_NNCF: + metric_value: 0.80922 +torchvision/vit_b_16_backend_X86_QUANTIZER_AO: + metric_value: 0.80922 torchvision/swin_v2_s_backend_FP32: metric_value: 0.83712 torchvision/swin_v2_s_backend_OV: metric_value: 0.83638 torchvision/swin_v2_s_backend_FX_TORCH: metric_value: 0.8360 +torchvision/swin_v2_s_backend_OV_QUANTIZER_NNCF: + metric_value: 0.8360 +torchvision/swin_v2_s_backend_OV_QUANTIZER_AO: + metric_value: 0.8360 +torchvision/swin_v2_s_backend_X86_QUANTIZER_NNCF: + metric_value: 0.8360 +torchvision/swin_v2_s_backend_X86_QUANTIZER_AO: + metric_value: 0.8360 +ultralytics/yolov8n_backend_FP32: + metric_value: 0.6056 +ultralytics/yolov8n_backend_FX_TORCH: + metric_value: 0.61417 +ultralytics/yolov8n_backend_OV_QUANTIZER_NNCF: + metric_value: 0.61417 +ultralytics/yolov8n_backend_OV_QUANTIZER_AO: + metric_value: 0.61417 +ultralytics/yolov8n_backend_X86_QUANTIZER_NNCF: + metric_value: 0.61417 +ultralytics/yolov8n_backend_X86_QUANTIZER_AO: + metric_value: 0.61417 +ultralytics/yolov8n_backend_OV: + metric_value: 0.6188 +ultralytics/yolo11n_backend_FP32: + metric_value: 0.6770 +ultralytics/yolo11n_backend_FX_TORCH: + metric_value: 0.6735 +ultralytics/yolo11n_backend_OV_QUANTIZER_NNCF: + metric_value: 0.6735 +ultralytics/yolo11n_backend_OV_QUANTIZER_AO: + metric_value: 0.6735 +ultralytics/yolo11n_backend_X86_QUANTIZER_NNCF: + metric_value: 0.6735 +ultralytics/yolo11n_backend_X86_QUANTIZER_AO: + metric_value: 0.6735 +ultralytics/yolo11n_backend_OV: + metric_value: 0.6752 timm/crossvit_9_240_backend_CUDA_TORCH: metric_value: 0.7275 timm/crossvit_9_240_backend_FP32: diff --git a/tests/post_training/model_scope.py b/tests/post_training/model_scope.py index 54b49d63a21..1e98872ca5b 100644 --- a/tests/post_training/model_scope.py +++ b/tests/post_training/model_scope.py @@ -15,6 +15,7 @@ import nncf from nncf import ModelType from nncf import QuantizationPreset +from nncf.experimental.torch.fx.quantization.backend_parameters import FXBackendParameters from nncf.parameters import BackupMode from nncf.parameters import CompressWeightsMode from nncf.parameters import SensitivityMetric @@ -24,6 +25,7 @@ from nncf.quantization.advanced_parameters import AdvancedScaleEstimationParameters from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters from tests.post_training.pipelines.base import ALL_PTQ_BACKENDS +from tests.post_training.pipelines.base import FX_BACKENDS from tests.post_training.pipelines.base import NNCF_PTQ_BACKENDS from tests.post_training.pipelines.base import BackendType from tests.post_training.pipelines.causal_language_model import CausalLMHF @@ -32,6 +34,7 @@ from tests.post_training.pipelines.image_classification_torchvision import ImageClassificationTorchvision from tests.post_training.pipelines.lm_weight_compression import LMWeightCompression from tests.post_training.pipelines.masked_language_modeling import MaskedLanguageModelingHF +from tests.post_training.pipelines.ultralytics_detection import UltralyticsDetection QUANTIZATION_MODELS = [ # HF models @@ -87,7 +90,7 @@ "model_id": "resnet18", "pipeline_cls": ImageClassificationTorchvision, "compression_params": {}, - "backends": [BackendType.FX_TORCH, BackendType.TORCH, BackendType.CUDA_TORCH, BackendType.OV, BackendType.ONNX], + "backends": FX_BACKENDS + [BackendType.TORCH, BackendType.CUDA_TORCH, BackendType.OV, BackendType.ONNX], "batch_size": 128, }, { @@ -98,7 +101,7 @@ "fast_bias_correction": False, "preset": QuantizationPreset.MIXED, }, - "backends": [BackendType.FX_TORCH, BackendType.OV, BackendType.ONNX], + "backends": FX_BACKENDS + [BackendType.OV, BackendType.ONNX], "batch_size": 128, }, { @@ -109,7 +112,7 @@ "model_type": ModelType.TRANSFORMER, "advanced_parameters": AdvancedQuantizationParameters(smooth_quant_alpha=0.15), }, - "backends": [BackendType.FX_TORCH, BackendType.OV], + "backends": FX_BACKENDS + [BackendType.OV], "batch_size": 1, }, { @@ -120,7 +123,90 @@ "model_type": ModelType.TRANSFORMER, "advanced_parameters": AdvancedQuantizationParameters(smooth_quant_alpha=0.5), }, - "backends": [BackendType.FX_TORCH, BackendType.OV], + "backends": FX_BACKENDS + [BackendType.OV], + "batch_size": 1, + }, + # Ultralytics models + { + "reported_name": "ultralytics/yolov8n", + "model_id": "yolov8n", + "pipeline_cls": UltralyticsDetection, + "compression_params": { + "preset": nncf.QuantizationPreset.MIXED, + "ignored_scope": nncf.IgnoredScope( + types=["mul", "sub", "sigmoid", "__getitem__"], + subgraphs=[ + nncf.Subgraph( + inputs=["cat_13", "cat_14", "cat_15"], + outputs=["output"], + ) + ], + ), + }, + "backends": FX_BACKENDS, + "batch_size": 1, + }, + { + "reported_name": "ultralytics/yolov8n", + "model_id": "yolov8n", + "pipeline_cls": UltralyticsDetection, + "compression_params": { + "preset": QuantizationPreset.MIXED, + "ignored_scope": nncf.IgnoredScope( + types=["Multiply", "Subtract", "Sigmoid"], + subgraphs=[ + nncf.Subgraph( + inputs=["/model.22/Concat", "/model.22/Concat_1", "/model.22/Concat_2"], + outputs=["output0/sink_port_0"], + ) + ], + ), + }, + "backends": [BackendType.OV], + "batch_size": 1, + }, + { + "reported_name": "ultralytics/yolo11n", + "model_id": "yolo11n", + "pipeline_cls": UltralyticsDetection, + "compression_params": { + "model_type": nncf.ModelType.TRANSFORMER, + "preset": QuantizationPreset.MIXED, + "ignored_scope": nncf.IgnoredScope( + types=["mul", "sub", "sigmoid", "__getitem__"], + subgraphs=[ + nncf.Subgraph( + inputs=["cat_13", "cat_14", "cat_15"], + outputs=["output"], + ) + ], + ), + "advanced_parameters": AdvancedQuantizationParameters( + # Weight compression decreases accuracu on 0.2 + backend_params={FXBackendParameters.COMPRESS_WEIGHTS: False} + ), + }, + "backends": FX_BACKENDS, + "batch_size": 1, + }, + { + "reported_name": "ultralytics/yolo11n", + "model_id": "yolo11n", + "pipeline_cls": UltralyticsDetection, + "compression_params": { + "model_type": nncf.ModelType.TRANSFORMER, + "preset": QuantizationPreset.MIXED, + "ignored_scope": nncf.IgnoredScope( + types=["Multiply", "Subtract", "Sigmoid"], + subgraphs=[ + nncf.Subgraph( + inputs=["/model.23/Concat", "/model.23/Concat_1", "/model.23/Concat_2"], + outputs=["output0/sink_port_0"], + ) + ], + ), + }, + "backends": [BackendType.OV], "batch_size": 1, }, # Timm models diff --git a/tests/post_training/pipelines/base.py b/tests/post_training/pipelines/base.py index 41e9bcf17e4..5687b81795d 100644 --- a/tests/post_training/pipelines/base.py +++ b/tests/post_training/pipelines/base.py @@ -8,6 +8,11 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + +import os + +os.environ["TORCHINDUCTOR_FREEZING"] = "1" + import datetime as dt import gc import os @@ -15,9 +20,11 @@ import time from abc import ABC from abc import abstractmethod +from copy import deepcopy from dataclasses import dataclass from datetime import timedelta from enum import Enum +from itertools import islice from pathlib import Path from typing import Dict, Optional @@ -27,9 +34,17 @@ import torch from memory_profiler import memory_usage from optimum.intel import OVQuantizer +from torch.ao.quantization.quantize_pt2e import convert_pt2e +from torch.ao.quantization.quantize_pt2e import prepare_pt2e +from torch.ao.quantization.quantizer.x86_inductor_quantizer import X86InductorQuantizer +from torch.ao.quantization.quantizer.x86_inductor_quantizer import get_default_x86_inductor_quantization_config import nncf +from nncf import AdvancedQuantizationParameters from nncf import TargetDevice +from nncf.experimental.common.quantization.algorithms.quantizer.openvino_quantizer import OpenVINOQuantizer +from nncf.experimental.torch.fx.quantization.quantize_pt2e import quantize_pt2e +from nncf.torch import disable_patching from tests.cross_fw.shared.command import Command from tools.memory_monitor import MemoryType from tools.memory_monitor import MemoryUnit @@ -44,6 +59,10 @@ class BackendType(Enum): TORCH = "TORCH" CUDA_TORCH = "CUDA_TORCH" FX_TORCH = "FX_TORCH" + OV_QUANTIZER_NNCF = "OV_QUANTIZER_NNCF" + OV_QUANTIZER_AO = "OV_QUANTIZER_AO" + X86_QUANTIZER_NNCF = "X86_QUANTIZER_NNCF" + X86_QUANTIZER_AO = "X86_QUANTIZER_AO" ONNX = "ONNX" OV = "OV" OPTIMUM = "OPTIMUM" @@ -52,6 +71,13 @@ class BackendType(Enum): NNCF_PTQ_BACKENDS = [BackendType.TORCH, BackendType.CUDA_TORCH, BackendType.ONNX, BackendType.OV] ALL_PTQ_BACKENDS = NNCF_PTQ_BACKENDS PT_BACKENDS = [BackendType.TORCH, BackendType.CUDA_TORCH] +FX_BACKENDS = [ + BackendType.FX_TORCH, + BackendType.OV_QUANTIZER_NNCF, + BackendType.OV_QUANTIZER_AO, + BackendType.X86_QUANTIZER_NNCF, + BackendType.X86_QUANTIZER_AO, +] OV_BACKENDS = [BackendType.OV, BackendType.OPTIMUM] LIMIT_LENGTH_OF_STATUS = 120 @@ -211,6 +237,7 @@ def __init__( reference_data: dict, no_eval: bool, run_benchmark_app: bool, + validate_in_backend: bool = False, params: dict = None, batch_size: int = 1, memory_monitor: bool = False, @@ -227,6 +254,7 @@ def __init__( self.memory_monitor = memory_monitor self.no_eval = no_eval self.run_benchmark_app = run_benchmark_app + self.validate_in_backend = validate_in_backend self.output_model_dir: Path = self.output_dir / self.reported_name / self.backend.value self.output_model_dir.mkdir(parents=True, exist_ok=True) self.model_name = f"{self.reported_name}_{self.backend.value}" @@ -345,7 +373,7 @@ class PTQTestPipeline(BaseTestPipeline): Base class to test post training quantization. """ - def _compress(self): + def _compress_nncf_quantize(self): """ Quantize self.model """ @@ -405,8 +433,8 @@ def save_compressed_model(self) -> None: ) self.path_compressed_ir = self.output_model_dir / "model.xml" ov.serialize(ov_model, self.path_compressed_ir) - elif self.backend == BackendType.FX_TORCH: - exported_model = torch.export.export(self.compressed_model, (self.dummy_tensor,)) + elif self.backend in FX_BACKENDS: + exported_model = torch.export.export(self.model, (self.dummy_tensor,)) ov_model = ov.convert_model(exported_model, example_input=self.dummy_tensor.cpu(), input=self.input_size) self.path_compressed_ir = self.output_model_dir / "model.xml" ov.serialize(ov_model, self.path_compressed_ir) @@ -482,3 +510,98 @@ def collect_data_from_stdout(self, stdout: str): stats = PTQTimeStats() stats.fill(stdout) self.run_info.stats_from_output = stats + + def _compress_torch_ao(self, quantizer): + with disable_patching(): + with torch.no_grad(): + prepared_model = prepare_pt2e(deepcopy(self.model), quantizer) + subset_size = self.compression_params.get("subset_size", 300) + for data in islice(self.calibration_dataset.get_inference_data(), subset_size): + prepared_model(data) + self.compressed_model = convert_pt2e(prepared_model) + + def _compress_nncf_pt2e(self, quantizer): + pt2e_kwargs = {} + for key in ( + "subset_size", + "fast_bias_correction", + ): + if key in self.compression_params: + pt2e_kwargs[key] = self.compression_params[key] + + advanced_parameters: AdvancedQuantizationParameters = self.compression_params.get( + "advanced_parameters", AdvancedQuantizationParameters() + ) + + sq_params = advanced_parameters.smooth_quant_alphas + sq_alpha = advanced_parameters.smooth_quant_alpha + if sq_alpha is not None: + if sq_alpha < 0: + sq_params.convolution = -1 + sq_params.matmul = -1 + else: + sq_params.matmul = sq_alpha + pt2e_kwargs["smooth_quant_params"] = sq_params + pt2e_kwargs["bias_correction_params"] = advanced_parameters.bias_correction_params + pt2e_kwargs["activations_range_estimator_params"] = advanced_parameters.activations_range_estimator_params + pt2e_kwargs["weights_range_estimator_params"] = advanced_parameters.weights_range_estimator_params + + smooth_quant = False + if self.compression_params.get("model_type", False): + smooth_quant = self.compression_params["model_type"] == nncf.ModelType.TRANSFORMER + + with disable_patching(): + with torch.no_grad(): + self.compressed_model = quantize_pt2e( + self.model, + quantizer, + self.calibration_dataset, + smooth_quant=smooth_quant, + fold_quantize=False, + **pt2e_kwargs, + ) + + def _compress(self): + """ + Quantize self.model + """ + if self.backend not in FX_BACKENDS: + self._compress_nncf_quantize() + + return + if self.backend == BackendType.FX_TORCH: + with disable_patching(): + with torch.no_grad(): + self._compress_nncf_quantize() + return + + if self.backend in [BackendType.OV_QUANTIZER_AO, BackendType.OV_QUANTIZER_NNCF]: + quantizer_kwargs = {} + for key in ( + "mode", + "preset", + "target_device", + "model_type", + "ignored_scope", + ): + if key in self.compression_params: + quantizer_kwargs[key] = self.compression_params[key] + advanced_parameters: AdvancedQuantizationParameters = self.compression_params.get( + "advanced_parameters", AdvancedQuantizationParameters() + ) + quantizer_kwargs["overflow_fix"] = advanced_parameters.overflow_fix + quantizer_kwargs["quantize_outputs"] = advanced_parameters.quantize_outputs + quantizer_kwargs["activations_quantization_params"] = advanced_parameters.activations_quantization_params + quantizer_kwargs["weights_quantization_params"] = advanced_parameters.weights_quantization_params + quantizer_kwargs["quantizer_propagation_rule"] = advanced_parameters.quantizer_propagation_rule + + quantizer = OpenVINOQuantizer(**quantizer_kwargs) + else: + + quantizer = X86InductorQuantizer() + quantizer.set_global(get_default_x86_inductor_quantization_config()) + + if self.backend in [BackendType.OV_QUANTIZER_NNCF, BackendType.X86_QUANTIZER_NNCF]: + self._compress_nncf_pt2e(quantizer) + else: + self._compress_torch_ao(quantizer) diff --git a/tests/post_training/pipelines/image_classification_base.py b/tests/post_training/pipelines/image_classification_base.py index 22e60a5ae3b..0bbbd893ac1 100644 --- a/tests/post_training/pipelines/image_classification_base.py +++ b/tests/post_training/pipelines/image_classification_base.py @@ -12,15 +12,29 @@ import copy import os +os.environ["TORCHINDUCTOR_FREEZING"] = "1" + +from itertools import islice + import numpy as np import openvino as ov import torch from sklearn.metrics import accuracy_score +from torch.ao.quantization.quantize_pt2e import convert_pt2e +from torch.ao.quantization.quantize_pt2e import prepare_pt2e +from torch.ao.quantization.quantizer.x86_inductor_quantizer import X86InductorQuantizer +from torch.ao.quantization.quantizer.x86_inductor_quantizer import get_default_x86_inductor_quantization_config from torchvision import datasets import nncf +from nncf import AdvancedQuantizationParameters from nncf.common.logging.track_progress import track +from nncf.experimental.common.quantization.algorithms.quantizer.openvino_quantizer import OpenVINOQuantizer +from nncf.experimental.torch.fx.quantization.quantize_pt2e import quantize_pt2e +from nncf.torch import disable_patching from tests.post_training.pipelines.base import DEFAULT_VAL_THREADS +from tests.post_training.pipelines.base import FX_BACKENDS +from tests.post_training.pipelines.base import BackendType from tests.post_training.pipelines.base import PTQTestPipeline @@ -33,18 +47,15 @@ def prepare_calibration_dataset(self): self.calibration_dataset = nncf.Dataset(loader, self.get_transform_calibration_fn()) - def _validate(self): - val_dataset = datasets.ImageFolder(root=self.data_dir / "imagenet" / "val", transform=self.transform) - val_loader = torch.utils.data.DataLoader(val_dataset, batch_size=1, num_workers=2, shuffle=False) - - dataset_size = len(val_loader) - - # Initialize result tensors for async inference support. - predictions = np.zeros((dataset_size)) - references = -1 * np.ones((dataset_size)) + def _validate_ov( + self, + val_loader: torch.utils.data.DataLoader, + predictions: np.ndarray, + references: np.ndarray, + dataset_size: int, + ): core = ov.Core() - if os.environ.get("INFERENCE_NUM_THREADS"): # Set CPU_THREADS_NUM for OpenVINO inference inference_num_threads = os.environ.get("INFERENCE_NUM_THREADS") @@ -73,8 +84,146 @@ def process_result(request, userdata): references[i] = target infer_queue.wait_all() + return predictions, references + + def _validate_torch_compile( + self, val_loader: torch.utils.data.DataLoader, predictions: np.ndarray, references: np.ndarray + ): + # compiled_model = torch.compile(self.compressed_model, backend="openvino") + q_num = 0 + for node in self.compressed_model.graph.nodes: + if ".quantize_per" in str(node.target): + q_num += 1 + + print(f"Qunatize ops num: {q_num}") + + with disable_patching(): + with torch.no_grad(): + if self.backend in [BackendType.X86_QUANTIZER_AO, BackendType.X86_QUANTIZER_NNCF]: + compiled_model = torch.compile(self.compressed_model) + else: + compiled_model = torch.compile(self.compressed_model, backend="openvino") + + for i, (images, target) in enumerate(val_loader): + # W/A for memory leaks when using torch DataLoader and OpenVINO + pred = compiled_model(images) + pred = torch.argmax(pred, dim=1) + predictions[i] = pred.numpy() + references[i] = target.numpy() + return predictions, references + + def _validate(self): + val_dataset = datasets.ImageFolder(root=self.data_dir / "imagenet" / "val", transform=self.transform) + val_loader = torch.utils.data.DataLoader(val_dataset, batch_size=1, num_workers=2, shuffle=False) + + dataset_size = len(val_loader) + + # Initialize result tensors for async inference support. + predictions = np.zeros((dataset_size)) + references = -1 * np.ones((dataset_size)) + + if self.backend in FX_BACKENDS: + predictions, references = self._validate_torch_compile(val_loader, predictions, references) + else: + predictions, references = self._validate_ov(val_loader, predictions, references, dataset_size) acc_top1 = accuracy_score(predictions, references) self.run_info.metric_name = "Acc@1" self.run_info.metric_value = acc_top1 + + def _compress_torch_ao(self, quantizer): + + with disable_patching(): + with torch.no_grad(): + prepared_model = prepare_pt2e(self.model, quantizer) + subset_size = self.compression_params.get("subset_size", 300) + for data in islice(self.calibration_dataset.get_inference_data(), subset_size): + prepared_model(data) + self.compressed_model = convert_pt2e(prepared_model) + + def _compress_nncf_pt2e(self, quantizer): + pt2e_kwargs = {} + for key in ( + "subset_size", + "fast_bias_correction", + ): + if key in self.compression_params: + pt2e_kwargs[key] = self.compression_params[key] + + advanced_parameters: AdvancedQuantizationParameters = self.compression_params.get( + "advanced_parameters", AdvancedQuantizationParameters() + ) + + sq_params = advanced_parameters.smooth_quant_alphas + sq_alpha = advanced_parameters.smooth_quant_alpha + if sq_alpha is not None: + if sq_alpha < 0: + sq_params.convolution = -1 + sq_params.matmul = -1 + else: + sq_params.matmul = sq_alpha + pt2e_kwargs["smooth_quant_params"] = sq_params + pt2e_kwargs["bias_correction_params"] = advanced_parameters.bias_correction_params + pt2e_kwargs["activations_range_estimator_params"] = advanced_parameters.activations_range_estimator_params + pt2e_kwargs["weights_range_estimator_params"] = advanced_parameters.weights_range_estimator_params + + smooth_quant = False + if self.compression_params.get("model_type", False): + smooth_quant = self.compression_params["model_type"] == nncf.ModelType.TRANSFORMER + + with disable_patching(): + with torch.no_grad(): + self.compressed_model = quantize_pt2e( + self.model, + quantizer, + self.calibration_dataset, + smooth_quant=smooth_quant, + fold_quantize=False, + **pt2e_kwargs, + ) + + def _compress(self): + """ + Quantize self.model + """ + if self.backend not in FX_BACKENDS: + super()._compress() + + return + if self.backend == BackendType.FX_TORCH: + with disable_patching(): + with torch.no_grad(): + super()._compress() + return + + if self.backend in [BackendType.OV_QUANTIZER_AO, BackendType.OV_QUANTIZER_NNCF]: + quantizer_kwargs = {} + for key in ( + "mode", + "preset", + "target_device", + "model_type", + "ignored_scope", + ): + if key in self.compression_params: + quantizer_kwargs[key] = self.compression_params[key] + advanced_parameters: AdvancedQuantizationParameters = self.compression_params.get( + "advanced_parameters", AdvancedQuantizationParameters() + ) + quantizer_kwargs["overflow_fix"] = advanced_parameters.overflow_fix + quantizer_kwargs["quantize_outputs"] = advanced_parameters.quantize_outputs + quantizer_kwargs["activations_quantization_params"] = advanced_parameters.activations_quantization_params + quantizer_kwargs["weights_quantization_params"] = advanced_parameters.weights_quantization_params + quantizer_kwargs["quantizer_propagation_rule"] = advanced_parameters.quantizer_propagation_rule + + quantizer = OpenVINOQuantizer(**quantizer_kwargs) + else: + + quantizer = X86InductorQuantizer() + quantizer.set_global(get_default_x86_inductor_quantization_config()) + + if self.backend in [BackendType.OV_QUANTIZER_NNCF, BackendType.X86_QUANTIZER_NNCF]: + self._compress_nncf_pt2e(quantizer) + else: + self._compress_torch_ao(quantizer) diff --git a/tests/post_training/pipelines/image_classification_torchvision.py b/tests/post_training/pipelines/image_classification_torchvision.py index eb2ffeb96a0..2c07752fce5 100644 --- a/tests/post_training/pipelines/image_classification_torchvision.py +++ b/tests/post_training/pipelines/image_classification_torchvision.py @@ -19,6 +19,7 @@ from torchvision import models from nncf.torch import disable_patching +from tests.post_training.pipelines.base import FX_BACKENDS from tests.post_training.pipelines.base import PT_BACKENDS from tests.post_training.pipelines.base import BackendType from tests.post_training.pipelines.image_classification_base import ImageClassificationBase @@ -74,7 +75,7 @@ def prepare_model(self) -> None: if self.batch_size > 1: # Dynamic batch_size shape export self.input_size[0] = -1 - if self.backend == BackendType.FX_TORCH: + if self.backend in FX_BACKENDS: with torch.no_grad(): with disable_patching(): self.model = self.model_params.export_fn(model, (self.dummy_tensor,)) @@ -120,7 +121,7 @@ def _dump_model_fp32(self) -> None: ) ov.serialize(ov_model, self.fp32_model_dir / "model_fp32.xml") - if self.backend == BackendType.FX_TORCH: + if self.backend in FX_BACKENDS: exported_model = torch.export.export(self.model, (self.dummy_tensor,)) ov_model = ov.convert_model(exported_model, example_input=self.dummy_tensor, input=self.input_size) ov.serialize(ov_model, self.fp32_model_dir / "fx_model_fp32.xml") @@ -132,7 +133,7 @@ def prepare_preprocessor(self) -> None: self.transform = self.model_params.weights.transforms() def get_transform_calibration_fn(self): - if self.backend in [BackendType.FX_TORCH] + PT_BACKENDS: + if self.backend in FX_BACKENDS + PT_BACKENDS: device = torch.device("cuda" if self.backend == BackendType.CUDA_TORCH else "cpu") def transform_fn(data_item): diff --git a/tests/post_training/pipelines/ultralytics_detection.py b/tests/post_training/pipelines/ultralytics_detection.py new file mode 100644 index 00000000000..41c6ba1cbd4 --- /dev/null +++ b/tests/post_training/pipelines/ultralytics_detection.py @@ -0,0 +1,139 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from pathlib import Path +from typing import Dict, Tuple + +import openvino as ov +import torch +from ultralytics import YOLO +from ultralytics.data.utils import check_det_dataset +from ultralytics.engine.validator import BaseValidator as Validator +from ultralytics.utils.torch_utils import de_parallel + +import nncf +from nncf.torch import disable_patching +from tests.post_training.pipelines.base import FX_BACKENDS +from tests.post_training.pipelines.base import OV_BACKENDS +from tests.post_training.pipelines.base import BackendType +from tests.post_training.pipelines.base import PTQTestPipeline + + +class UltralyticsDetection(PTQTestPipeline): + """Pipeline for Yolo detection models from the Ultralytics repository""" + + def prepare_model(self) -> None: + if self.batch_size != 1: + raise RuntimeError("Batch size > 1 is not supported") + + model_path = f"{self.fp32_model_dir}/{self.model_id}" + yolo = YOLO(f"{model_path}.pt") + self.validator, self.data_loader = self._prepare_validation(yolo, "coco128.yaml") + self.dummy_tensor = torch.ones((1, 3, 640, 640)) + + if self.backend in OV_BACKENDS + [BackendType.FP32]: + onnx_model_path = Path(f"{model_path}.onnx") + ir_model_path = self.fp32_model_dir / "model_fp32.xml" + yolo.export(format="onnx", dynamic=True, half=False) + ov.save_model(ov.convert_model(onnx_model_path), ir_model_path) + self.model = ov.Core().read_model(ir_model_path) + + if self.backend in FX_BACKENDS: + pt_model = yolo.model + # Run mode one time to initialize all + # internal variables + pt_model(self.dummy_tensor) + + with torch.no_grad(): + with disable_patching(): + self.model = torch.export.export(pt_model, args=(self.dummy_tensor,), strict=False).module() + + def prepare_preprocessor(self) -> None: + pass + + @staticmethod + def _validate_fx( + model: ov.Model, + data_loader: torch.utils.data.DataLoader, + validator: Validator, + backend: BackendType, + num_samples: int = None, + ) -> Tuple[Dict, int, int]: + if backend in [BackendType.FX_TORCH, BackendType.OV_QUANTIZER_AO, BackendType.OV_QUANTIZER_NNCF]: + compiled_model = torch.compile(model, backend="openvino") + else: + compiled_model = torch.compile(model) + + for batch_i, batch in enumerate(data_loader): + if num_samples is not None and batch_i == num_samples: + break + batch = validator.preprocess(batch) + preds = compiled_model(batch["img"]) + preds = validator.postprocess(preds) + validator.update_metrics(preds, batch) + stats = validator.get_stats() + return stats, validator.seen, validator.nt_per_class.sum() + + @staticmethod + def _validate_ov( + model: ov.Model, data_loader: torch.utils.data.DataLoader, validator: Validator, num_samples: int = None + ) -> Tuple[Dict, int, int]: + model.reshape({0: [1, 3, -1, -1]}) + compiled_model = ov.compile_model(model) + output_layer = compiled_model.output(0) + for batch_i, batch in enumerate(data_loader): + if num_samples is not None and batch_i == num_samples: + break + batch = validator.preprocess(batch) + preds = torch.from_numpy(compiled_model(batch["img"])[output_layer]) + preds = validator.postprocess(preds) + validator.update_metrics(preds, batch) + stats = validator.get_stats() + return stats, validator.seen, validator.nt_per_class.sum() + + def get_transform_calibration_fn(self): + def transform_func(batch): + return self.validator.preprocess(batch)["img"] + + return transform_func + + def prepare_calibration_dataset(self): + self.calibration_dataset = nncf.Dataset(self.data_loader, self.get_transform_calibration_fn()) + + @staticmethod + def _prepare_validation(model: YOLO, data: str) -> Tuple[Validator, torch.utils.data.DataLoader]: + custom = {"rect": False, "batch": 1} # method defaults + args = {**model.overrides, **custom, "mode": "val"} # highest priority args on the right + + validator = model._smart_load("validator")(args=args, _callbacks=model.callbacks) + stride = 32 # default stride + validator.stride = stride # used in get_dataloader() for padding + validator.data = check_det_dataset(data) + validator.init_metrics(de_parallel(model)) + + data_loader = validator.get_dataloader(validator.data.get(validator.args.split), validator.args.batch) + + return validator, data_loader + + def _validate(self): + if self.backend == BackendType.FP32: + stats, _, _ = self._validate_ov(self.model, self.data_loader, self.validator) + elif self.backend in OV_BACKENDS: + stats, _, _ = self._validate_ov(self.compressed_model, self.data_loader, self.validator) + elif self.backend in FX_BACKENDS: + stats, _, _ = self._validate_fx( + self.compressed_model, self.data_loader, self.validator, backend=self.backend + ) + else: + raise RuntimeError(f"Backend {self.backend} is not supported in UltralyticsDetection") + + self.run_info.metric_name = "mAP50(B)" + self.run_info.metric_value = stats["metrics/mAP50(B)"] diff --git a/tests/post_training/requirements.txt b/tests/post_training/requirements.txt index 93103066aab..e2de7cef9d0 100644 --- a/tests/post_training/requirements.txt +++ b/tests/post_training/requirements.txt @@ -19,3 +19,4 @@ timm==0.9.2 transformers==4.38.2 whowhatbench @ git+https://github.com/andreyanufr/who_what_benchmark@456d3584ce628f6c8605f37cd9a3ab2db1ebf933 datasets==2.21.0 +ultralytics==8.3.27 diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/mobilenet_v3_small.dot new file mode 100644 index 00000000000..ca81831bd41 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/mobilenet_v3_small.dot @@ -0,0 +1,1042 @@ +strict digraph { +"0 features_1_block_1_fc1_weight" [id=0, type=get_attr]; +"1 features_1_block_1_fc1_bias" [id=1, type=get_attr]; +"2 features_1_block_1_fc2_weight" [id=2, type=get_attr]; +"3 features_1_block_1_fc2_bias" [id=3, type=get_attr]; +"4 features_4_block_2_fc1_weight" [id=4, type=get_attr]; +"5 features_4_block_2_fc1_bias" [id=5, type=get_attr]; +"6 features_4_block_2_fc2_weight" [id=6, type=get_attr]; +"7 features_4_block_2_fc2_bias" [id=7, type=get_attr]; +"8 features_5_block_2_fc1_weight" [id=8, type=get_attr]; +"9 features_5_block_2_fc1_bias" [id=9, type=get_attr]; +"10 features_5_block_2_fc2_weight" [id=10, type=get_attr]; +"11 features_5_block_2_fc2_bias" [id=11, type=get_attr]; +"12 features_6_block_2_fc1_weight" [id=12, type=get_attr]; +"13 features_6_block_2_fc1_bias" [id=13, type=get_attr]; +"14 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type=get_attr]; +"465 dequantize_per_channel_default_43" [id=465, type=dequantize_per_channel]; +"466 conv2d_50" [id=466, type=conv2d]; +"467 quantize_per_tensor_default_45" [id=467, type=quantize_per_tensor]; +"468 dequantize_per_tensor_default_60" [id=468, type=dequantize_per_tensor]; +"469 add__5" [id=469, type=add_]; +"470 quantize_per_tensor_default_46" [id=470, type=quantize_per_tensor]; +"471 dequantize_per_tensor_default_61" [id=471, type=dequantize_per_tensor]; +"472 features_12_0_weight_bias" [id=472, type=get_attr]; +"473 conv2d_51_scale_0" [id=473, type=get_attr]; +"474 conv2d_51_zero_point_0" [id=474, type=get_attr]; +"475 _frozen_param33" [id=475, type=get_attr]; +"476 dequantize_per_channel_default_44" [id=476, type=dequantize_per_channel]; +"477 conv2d_51" [id=477, type=conv2d]; +"478 hardswish__17" [id=478, type=hardswish_]; +"479 quantize_per_tensor_default_47" [id=479, type=quantize_per_tensor]; +"480 dequantize_per_tensor_default_62" [id=480, type=dequantize_per_tensor]; +"481 adaptive_avg_pool2d_9" [id=481, type=adaptive_avg_pool2d]; +"482 flatten" [id=482, type=flatten]; +"483 flatten_0_0_nncf_smooth_quant_0" [id=483, type=call_module]; +"484 quantize_per_tensor_default_48" [id=484, type=quantize_per_tensor]; +"485 dequantize_per_tensor_default_63" [id=485, type=dequantize_per_tensor]; +"486 linear_scale_0" [id=486, type=get_attr]; +"487 linear_zero_point_0" [id=487, type=get_attr]; +"488 _frozen_param34" [id=488, type=get_attr]; +"489 dequantize_per_channel_default_45" [id=489, type=dequantize_per_channel]; +"490 linear" [id=490, type=linear]; +"491 hardswish__18" [id=491, type=hardswish_]; +"492 dropout_" [id=492, type=dropout_]; +"493 dropout__0_0_nncf_smooth_quant_0" [id=493, type=call_module]; +"494 quantize_per_tensor_default_49" [id=494, type=quantize_per_tensor]; +"495 dequantize_per_tensor_default_64" [id=495, type=dequantize_per_tensor]; +"496 linear_1_scale_0" [id=496, type=get_attr]; +"497 linear_1_zero_point_0" [id=497, type=get_attr]; +"498 _frozen_param35" [id=498, type=get_attr]; +"499 dequantize_per_channel_default_46" [id=499, type=dequantize_per_channel]; +"500 linear_1" [id=500, type=linear]; +"501 output" [id=501, type=output]; +"0 features_1_block_1_fc1_weight" -> "63 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"1 features_1_block_1_fc1_bias" -> "63 conv2d_2" [label="(8,)", style=solid]; +"2 features_1_block_1_fc2_weight" -> "65 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"3 features_1_block_1_fc2_bias" -> "65 conv2d_3" [label="(16,)", style=solid]; +"4 features_4_block_2_fc1_weight" -> "162 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"5 features_4_block_2_fc1_bias" -> "162 conv2d_13" [label="(24,)", style=solid]; +"6 features_4_block_2_fc2_weight" -> "164 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"7 features_4_block_2_fc2_bias" -> "164 conv2d_14" [label="(96,)", style=solid]; +"8 features_5_block_2_fc1_weight" -> "202 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"9 features_5_block_2_fc1_bias" -> "202 conv2d_18" [label="(64,)", style=solid]; +"10 features_5_block_2_fc2_weight" -> "204 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"11 features_5_block_2_fc2_bias" -> "204 conv2d_19" [label="(240,)", style=solid]; +"12 features_6_block_2_fc1_weight" -> "245 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"13 features_6_block_2_fc1_bias" -> "245 conv2d_23" [label="(64,)", style=solid]; +"14 features_6_block_2_fc2_weight" -> "247 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"15 features_6_block_2_fc2_bias" -> "247 conv2d_24" [label="(240,)", style=solid]; +"16 features_7_block_2_fc1_weight" -> "287 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"17 features_7_block_2_fc1_bias" -> "287 conv2d_28" [label="(32,)", style=solid]; +"18 features_7_block_2_fc2_weight" -> "289 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"19 features_7_block_2_fc2_bias" -> "289 conv2d_29" [label="(120,)", style=solid]; +"20 features_8_block_2_fc1_weight" -> "327 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"21 features_8_block_2_fc1_bias" -> "327 conv2d_33" [label="(40,)", style=solid]; +"22 features_8_block_2_fc2_weight" -> "329 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"23 features_8_block_2_fc2_bias" -> "329 conv2d_34" [label="(144,)", style=solid]; +"24 features_9_block_2_fc1_weight" -> "369 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"25 features_9_block_2_fc1_bias" -> "369 conv2d_38" [label="(72,)", style=solid]; +"26 features_9_block_2_fc2_weight" -> "371 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"27 features_9_block_2_fc2_bias" -> "371 conv2d_39" [label="(288,)", style=solid]; +"28 features_10_block_2_fc1_weight" -> "409 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"29 features_10_block_2_fc1_bias" -> "409 conv2d_43" [label="(144,)", style=solid]; +"30 features_10_block_2_fc2_weight" -> "411 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"31 features_10_block_2_fc2_bias" -> "411 conv2d_44" [label="(576,)", style=solid]; +"32 features_11_block_2_fc1_weight" -> "452 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"33 features_11_block_2_fc1_bias" -> "452 conv2d_48" [label="(144,)", style=solid]; +"34 features_11_block_2_fc2_weight" -> "454 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"35 features_11_block_2_fc2_bias" -> "454 conv2d_49" [label="(576,)", style=solid]; +"36 classifier_0_bias" -> "490 linear" [label="(1024,)", style=solid]; +"37 classifier_3_bias" -> "500 linear_1" [label="(1000,)", style=solid]; +"38 x" -> "39 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"39 quantize_per_tensor_default" -> "40 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"40 dequantize_per_tensor_default" -> "46 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"41 features_0_0_weight_bias" -> "46 conv2d" [label="(16,)", style=solid]; +"42 conv2d_scale_0" -> "45 dequantize_per_channel_default" [label="(16,)", style=solid]; +"43 conv2d_zero_point_0" -> "45 dequantize_per_channel_default" [label="(16,)", style=solid]; +"44 _frozen_param0" -> "45 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"45 dequantize_per_channel_default" -> "46 conv2d" [label="(16, 3, 3, 3)", style=solid]; +"46 conv2d" -> "49 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"47 hardswish__scale_0" -> "50 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"47 hardswish__scale_0" -> "51 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"48 hardswish__zero_point_0" -> "50 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"48 hardswish__zero_point_0" -> "51 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"49 hardswish_" -> "50 quantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"50 quantize_per_channel_default_1" -> "51 dequantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"51 dequantize_per_channel_default_1" -> "57 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; +"52 features_1_block_0_0_weight_bias" -> "57 conv2d_1" [label="(16,)", style=solid]; +"53 conv2d_1_scale_0" -> "56 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"54 conv2d_1_zero_point_0" -> "56 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"55 _frozen_param1" -> "56 dequantize_per_channel_default_2" [label="(16, 1, 3, 3)", style=solid]; +"56 dequantize_per_channel_default_2" -> "57 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; +"57 conv2d_1" -> "58 relu_" [label="(1, 16, 56, 56)", style=solid]; +"58 relu_" -> "59 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"59 quantize_per_tensor_default_1" -> "60 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"59 quantize_per_tensor_default_1" -> "61 dequantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"60 dequantize_per_tensor_default_2" -> "69 mul" [label="(1, 16, 56, 56)", style=solid]; +"61 dequantize_per_tensor_default_1" -> "62 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; +"62 adaptive_avg_pool2d" -> "63 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"63 conv2d_2" -> "64 relu" [label="(1, 8, 1, 1)", style=solid]; +"64 relu" -> "65 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"65 conv2d_3" -> "66 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"66 hardsigmoid" -> "67 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; +"67 quantize_per_tensor_default_2" -> "68 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"68 dequantize_per_tensor_default_3" -> "69 mul" [label="(1, 16, 1, 1)", style=solid]; +"69 mul" -> "70 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; +"70 quantize_per_tensor_default_3" -> "71 dequantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"71 dequantize_per_tensor_default_4" -> "77 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; +"72 features_1_block_2_0_weight_bias" -> "77 conv2d_4" [label="(16,)", style=solid]; +"73 conv2d_4_scale_0" -> "76 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"74 conv2d_4_zero_point_0" -> "76 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"75 _frozen_param2" -> "76 dequantize_per_channel_default_3" [label="(16, 16, 1, 1)", style=solid]; +"76 dequantize_per_channel_default_3" -> "77 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; +"77 conv2d_4" -> "78 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"78 quantize_per_tensor_default_4" -> "79 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"79 dequantize_per_tensor_default_5" -> "85 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; +"80 features_2_block_0_0_weight_bias" -> "85 conv2d_5" [label="(72,)", style=solid]; +"81 conv2d_5_scale_0" -> "84 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"82 conv2d_5_zero_point_0" -> "84 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"83 _frozen_param3" -> "84 dequantize_per_channel_default_4" [label="(72, 16, 1, 1)", style=solid]; +"84 dequantize_per_channel_default_4" -> "85 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; +"85 conv2d_5" -> "88 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"86 relu__1_scale_0" -> "89 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"86 relu__1_scale_0" -> "90 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"87 relu__1_zero_point_0" -> "89 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"87 relu__1_zero_point_0" -> "90 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"88 relu__1" -> "89 quantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"89 quantize_per_channel_default_5" -> "90 dequantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"90 dequantize_per_channel_default_5" -> "96 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; +"91 features_2_block_1_0_weight_bias" -> "96 conv2d_6" [label="(72,)", style=solid]; +"92 conv2d_6_scale_0" -> "95 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"93 conv2d_6_zero_point_0" -> "95 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"94 _frozen_param4" -> "95 dequantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; +"95 dequantize_per_channel_default_6" -> "96 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; +"96 conv2d_6" -> "97 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"97 relu__2" -> "98 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; +"98 quantize_per_tensor_default_5" -> "99 dequantize_per_tensor_default_6" [label="(1, 72, 28, 28)", style=solid]; +"99 dequantize_per_tensor_default_6" -> "105 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; +"100 features_2_block_2_0_weight_bias" -> "105 conv2d_7" [label="(24,)", style=solid]; +"101 conv2d_7_scale_0" -> "104 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"102 conv2d_7_zero_point_0" -> "104 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"103 _frozen_param5" -> "104 dequantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; +"104 dequantize_per_channel_default_7" -> "105 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; +"105 conv2d_7" -> "106 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; +"106 quantize_per_tensor_default_6" -> "107 dequantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"106 quantize_per_tensor_default_6" -> "108 dequantize_per_tensor_default_7" [label="(1, 24, 28, 28)", style=solid]; +"107 dequantize_per_tensor_default_8" -> "137 add_" [label="(1, 24, 28, 28)", style=solid]; +"108 dequantize_per_tensor_default_7" -> "114 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; +"109 features_3_block_0_0_weight_bias" -> "114 conv2d_8" [label="(88,)", style=solid]; +"110 conv2d_8_scale_0" -> "113 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"111 conv2d_8_zero_point_0" -> "113 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"112 _frozen_param6" -> "113 dequantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; +"113 dequantize_per_channel_default_8" -> "114 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; +"114 conv2d_8" -> "117 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"115 relu__3_scale_0" -> "118 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"115 relu__3_scale_0" -> "119 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"116 relu__3_zero_point_0" -> "118 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"116 relu__3_zero_point_0" -> "119 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"117 relu__3" -> "118 quantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"118 quantize_per_channel_default_9" -> "119 dequantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"119 dequantize_per_channel_default_9" -> "125 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; +"120 features_3_block_1_0_weight_bias" -> "125 conv2d_9" [label="(88,)", style=solid]; +"121 conv2d_9_scale_0" -> "124 dequantize_per_channel_default_10" [label="(88,)", style=solid]; +"122 conv2d_9_zero_point_0" -> "124 dequantize_per_channel_default_10" [label="(88,)", style=solid]; +"123 _frozen_param7" -> "124 dequantize_per_channel_default_10" [label="(88, 1, 3, 3)", style=solid]; +"124 dequantize_per_channel_default_10" -> "125 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; +"125 conv2d_9" -> "126 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"126 relu__4" -> "127 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; +"127 quantize_per_tensor_default_7" -> "128 dequantize_per_tensor_default_9" [label="(1, 88, 28, 28)", style=solid]; +"128 dequantize_per_tensor_default_9" -> "134 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; +"129 features_3_block_2_0_weight_bias" -> "134 conv2d_10" [label="(24,)", style=solid]; +"130 conv2d_10_scale_0" -> "133 dequantize_per_channel_default_11" [label="(24,)", style=solid]; +"131 conv2d_10_zero_point_0" -> "133 dequantize_per_channel_default_11" [label="(24,)", style=solid]; +"132 _frozen_param8" -> "133 dequantize_per_channel_default_11" [label="(24, 88, 1, 1)", style=solid]; +"133 dequantize_per_channel_default_11" -> "134 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; +"134 conv2d_10" -> "135 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"135 quantize_per_tensor_default_8" -> "136 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; +"136 dequantize_per_tensor_default_10" -> "137 add_" [label="(1, 24, 28, 28)", style=solid]; +"137 add_" -> "138 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"138 quantize_per_tensor_default_9" -> "139 dequantize_per_tensor_default_11" [label="(1, 24, 28, 28)", style=solid]; +"139 dequantize_per_tensor_default_11" -> "145 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; +"140 features_4_block_0_0_weight_bias" -> "145 conv2d_11" [label="(96,)", style=solid]; +"141 conv2d_11_scale_0" -> "144 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"142 conv2d_11_zero_point_0" -> "144 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"143 _frozen_param9" -> "144 dequantize_per_channel_default_12" [label="(96, 24, 1, 1)", style=solid]; +"144 dequantize_per_channel_default_12" -> "145 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; +"145 conv2d_11" -> "148 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"146 hardswish__1_scale_0" -> "149 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"146 hardswish__1_scale_0" -> "150 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"147 hardswish__1_zero_point_0" -> "149 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"147 hardswish__1_zero_point_0" -> "150 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"148 hardswish__1" -> "149 quantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"149 quantize_per_channel_default_13" -> "150 dequantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"150 dequantize_per_channel_default_13" -> "156 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; +"151 features_4_block_1_0_weight_bias" -> "156 conv2d_12" [label="(96,)", style=solid]; +"152 conv2d_12_scale_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"153 conv2d_12_zero_point_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"154 _frozen_param10" -> "155 dequantize_per_channel_default_14" [label="(96, 1, 5, 5)", style=solid]; +"155 dequantize_per_channel_default_14" -> "156 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; +"156 conv2d_12" -> "157 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"157 hardswish__2" -> "158 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; +"158 quantize_per_tensor_default_10" -> "159 dequantize_per_tensor_default_13" [label="(1, 96, 14, 14)", style=solid]; +"158 quantize_per_tensor_default_10" -> "160 dequantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"159 dequantize_per_tensor_default_13" -> "168 mul_1" [label="(1, 96, 14, 14)", style=solid]; +"160 dequantize_per_tensor_default_12" -> "161 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; +"161 adaptive_avg_pool2d_1" -> "162 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"162 conv2d_13" -> "163 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"163 relu_1" -> "164 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"164 conv2d_14" -> "165 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"165 hardsigmoid_1" -> "166 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; +"166 quantize_per_tensor_default_11" -> "167 dequantize_per_tensor_default_14" [label="(1, 96, 1, 1)", style=solid]; +"167 dequantize_per_tensor_default_14" -> "168 mul_1" [label="(1, 96, 1, 1)", style=solid]; +"168 mul_1" -> "169 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_12" -> "170 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; +"170 dequantize_per_tensor_default_15" -> "176 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; +"171 features_4_block_3_0_weight_bias" -> "176 conv2d_15" [label="(40,)", style=solid]; +"172 conv2d_15_scale_0" -> "175 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"173 conv2d_15_zero_point_0" -> "175 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"174 _frozen_param11" -> "175 dequantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; +"175 dequantize_per_channel_default_15" -> "176 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; +"176 conv2d_15" -> "177 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; +"177 quantize_per_tensor_default_13" -> "178 dequantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"177 quantize_per_tensor_default_13" -> "179 dequantize_per_tensor_default_16" [label="(1, 40, 14, 14)", style=solid]; +"178 dequantize_per_tensor_default_17" -> "219 add__1" [label="(1, 40, 14, 14)", style=solid]; +"179 dequantize_per_tensor_default_16" -> "185 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; +"180 features_5_block_0_0_weight_bias" -> "185 conv2d_16" [label="(240,)", style=solid]; +"181 conv2d_16_scale_0" -> "184 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"182 conv2d_16_zero_point_0" -> "184 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"183 _frozen_param12" -> "184 dequantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; +"184 dequantize_per_channel_default_16" -> "185 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; +"185 conv2d_16" -> "188 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"186 hardswish__3_scale_0" -> "189 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"186 hardswish__3_scale_0" -> "190 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"187 hardswish__3_zero_point_0" -> "189 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"187 hardswish__3_zero_point_0" -> "190 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"188 hardswish__3" -> "189 quantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"189 quantize_per_channel_default_17" -> "190 dequantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"190 dequantize_per_channel_default_17" -> "196 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; +"191 features_5_block_1_0_weight_bias" -> "196 conv2d_17" [label="(240,)", style=solid]; +"192 conv2d_17_scale_0" -> "195 dequantize_per_channel_default_18" [label="(240,)", style=solid]; +"193 conv2d_17_zero_point_0" -> "195 dequantize_per_channel_default_18" [label="(240,)", style=solid]; +"194 _frozen_param13" -> "195 dequantize_per_channel_default_18" [label="(240, 1, 5, 5)", style=solid]; +"195 dequantize_per_channel_default_18" -> "196 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; +"196 conv2d_17" -> "197 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"197 hardswish__4" -> "198 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; +"198 quantize_per_tensor_default_14" -> "199 dequantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"198 quantize_per_tensor_default_14" -> "200 dequantize_per_tensor_default_18" [label="(1, 240, 14, 14)", style=solid]; +"199 dequantize_per_tensor_default_19" -> "208 mul_2" [label="(1, 240, 14, 14)", style=solid]; +"200 dequantize_per_tensor_default_18" -> "201 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; +"201 adaptive_avg_pool2d_2" -> "202 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"202 conv2d_18" -> "203 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"203 relu_2" -> "204 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"204 conv2d_19" -> "205 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"205 hardsigmoid_2" -> "206 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; +"206 quantize_per_tensor_default_15" -> "207 dequantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"207 dequantize_per_tensor_default_20" -> "208 mul_2" [label="(1, 240, 1, 1)", style=solid]; +"208 mul_2" -> "209 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; +"209 quantize_per_tensor_default_16" -> "210 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"210 dequantize_per_tensor_default_21" -> "216 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; +"211 features_5_block_3_0_weight_bias" -> "216 conv2d_20" [label="(40,)", style=solid]; +"212 conv2d_20_scale_0" -> "215 dequantize_per_channel_default_19" [label="(40,)", style=solid]; +"213 conv2d_20_zero_point_0" -> "215 dequantize_per_channel_default_19" [label="(40,)", style=solid]; +"214 _frozen_param14" -> "215 dequantize_per_channel_default_19" [label="(40, 240, 1, 1)", style=solid]; +"215 dequantize_per_channel_default_19" -> "216 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; +"216 conv2d_20" -> "217 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"217 quantize_per_tensor_default_17" -> "218 dequantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"218 dequantize_per_tensor_default_22" -> "219 add__1" [label="(1, 40, 14, 14)", style=solid]; +"219 add__1" -> "220 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"220 quantize_per_tensor_default_18" -> "221 dequantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; +"220 quantize_per_tensor_default_18" -> "222 dequantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"221 dequantize_per_tensor_default_24" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"222 dequantize_per_tensor_default_23" -> "228 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; +"223 features_6_block_0_0_weight_bias" -> "228 conv2d_21" [label="(240,)", style=solid]; +"224 conv2d_21_scale_0" -> "227 dequantize_per_channel_default_20" [label="(240,)", style=solid]; +"225 conv2d_21_zero_point_0" -> "227 dequantize_per_channel_default_20" [label="(240,)", style=solid]; +"226 _frozen_param15" -> "227 dequantize_per_channel_default_20" [label="(240, 40, 1, 1)", style=solid]; +"227 dequantize_per_channel_default_20" -> "228 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; +"228 conv2d_21" -> "231 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"229 hardswish__5_scale_0" -> "232 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"229 hardswish__5_scale_0" -> "233 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"230 hardswish__5_zero_point_0" -> "232 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"230 hardswish__5_zero_point_0" -> "233 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"231 hardswish__5" -> "232 quantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"232 quantize_per_channel_default_21" -> "233 dequantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"233 dequantize_per_channel_default_21" -> "239 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; +"234 features_6_block_1_0_weight_bias" -> "239 conv2d_22" [label="(240,)", style=solid]; +"235 conv2d_22_scale_0" -> "238 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"236 conv2d_22_zero_point_0" -> "238 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"237 _frozen_param16" -> "238 dequantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; +"238 dequantize_per_channel_default_22" -> "239 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; +"239 conv2d_22" -> "240 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"240 hardswish__6" -> "241 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"241 quantize_per_tensor_default_19" -> "242 dequantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; +"241 quantize_per_tensor_default_19" -> "243 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"242 dequantize_per_tensor_default_26" -> "251 mul_3" [label="(1, 240, 14, 14)", style=solid]; +"243 dequantize_per_tensor_default_25" -> "244 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; +"244 adaptive_avg_pool2d_3" -> "245 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"245 conv2d_23" -> "246 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"246 relu_3" -> "247 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"247 conv2d_24" -> "248 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"248 hardsigmoid_3" -> "249 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"249 quantize_per_tensor_default_20" -> "250 dequantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; +"250 dequantize_per_tensor_default_27" -> "251 mul_3" [label="(1, 240, 1, 1)", style=solid]; +"251 mul_3" -> "252 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"252 quantize_per_tensor_default_21" -> "253 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; +"253 dequantize_per_tensor_default_28" -> "259 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; +"254 features_6_block_3_0_weight_bias" -> "259 conv2d_25" [label="(40,)", style=solid]; +"255 conv2d_25_scale_0" -> "258 dequantize_per_channel_default_23" [label="(40,)", style=solid]; +"256 conv2d_25_zero_point_0" -> "258 dequantize_per_channel_default_23" [label="(40,)", style=solid]; +"257 _frozen_param17" -> "258 dequantize_per_channel_default_23" [label="(40, 240, 1, 1)", style=solid]; +"258 dequantize_per_channel_default_23" -> "259 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; +"259 conv2d_25" -> "260 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"260 quantize_per_tensor_default_22" -> "261 dequantize_per_tensor_default_29" [label="(1, 40, 14, 14)", style=solid]; +"261 dequantize_per_tensor_default_29" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"262 add__2" -> "263 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"263 quantize_per_tensor_default_23" -> "264 dequantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; +"264 dequantize_per_tensor_default_30" -> "270 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; +"265 features_7_block_0_0_weight_bias" -> "270 conv2d_26" [label="(120,)", style=solid]; +"266 conv2d_26_scale_0" -> "269 dequantize_per_channel_default_24" [label="(120,)", style=solid]; +"267 conv2d_26_zero_point_0" -> "269 dequantize_per_channel_default_24" [label="(120,)", style=solid]; +"268 _frozen_param18" -> "269 dequantize_per_channel_default_24" [label="(120, 40, 1, 1)", style=solid]; +"269 dequantize_per_channel_default_24" -> "270 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; +"270 conv2d_26" -> "273 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"271 hardswish__7_scale_0" -> "274 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"271 hardswish__7_scale_0" -> "275 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"272 hardswish__7_zero_point_0" -> "274 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"272 hardswish__7_zero_point_0" -> "275 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"273 hardswish__7" -> "274 quantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"274 quantize_per_channel_default_25" -> "275 dequantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"275 dequantize_per_channel_default_25" -> "281 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; +"276 features_7_block_1_0_weight_bias" -> "281 conv2d_27" [label="(120,)", style=solid]; +"277 conv2d_27_scale_0" -> "280 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"278 conv2d_27_zero_point_0" -> "280 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"279 _frozen_param19" -> "280 dequantize_per_channel_default_26" [label="(120, 1, 5, 5)", style=solid]; +"280 dequantize_per_channel_default_26" -> "281 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; +"281 conv2d_27" -> "282 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"282 hardswish__8" -> "283 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; +"283 quantize_per_tensor_default_24" -> "284 dequantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; +"283 quantize_per_tensor_default_24" -> "285 dequantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; +"284 dequantize_per_tensor_default_32" -> "293 mul_4" [label="(1, 120, 14, 14)", style=solid]; +"285 dequantize_per_tensor_default_31" -> "286 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; +"286 adaptive_avg_pool2d_4" -> "287 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"287 conv2d_28" -> "288 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"288 relu_4" -> "289 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"289 conv2d_29" -> "290 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"290 hardsigmoid_4" -> "291 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; +"291 quantize_per_tensor_default_25" -> "292 dequantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; +"292 dequantize_per_tensor_default_33" -> "293 mul_4" [label="(1, 120, 1, 1)", style=solid]; +"293 mul_4" -> "294 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; +"294 quantize_per_tensor_default_26" -> "295 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; +"295 dequantize_per_tensor_default_34" -> "301 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; +"296 features_7_block_3_0_weight_bias" -> "301 conv2d_30" [label="(48,)", style=solid]; +"297 conv2d_30_scale_0" -> "300 dequantize_per_channel_default_27" [label="(48,)", style=solid]; +"298 conv2d_30_zero_point_0" -> "300 dequantize_per_channel_default_27" [label="(48,)", style=solid]; +"299 _frozen_param20" -> "300 dequantize_per_channel_default_27" [label="(48, 120, 1, 1)", style=solid]; +"300 dequantize_per_channel_default_27" -> "301 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; +"301 conv2d_30" -> "302 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; +"302 quantize_per_tensor_default_27" -> "303 dequantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; +"302 quantize_per_tensor_default_27" -> "304 dequantize_per_tensor_default_35" [label="(1, 48, 14, 14)", style=solid]; +"303 dequantize_per_tensor_default_36" -> "344 add__3" [label="(1, 48, 14, 14)", style=solid]; +"304 dequantize_per_tensor_default_35" -> "310 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; +"305 features_8_block_0_0_weight_bias" -> "310 conv2d_31" [label="(144,)", style=solid]; +"306 conv2d_31_scale_0" -> "309 dequantize_per_channel_default_28" [label="(144,)", style=solid]; +"307 conv2d_31_zero_point_0" -> "309 dequantize_per_channel_default_28" [label="(144,)", style=solid]; +"308 _frozen_param21" -> "309 dequantize_per_channel_default_28" [label="(144, 48, 1, 1)", style=solid]; +"309 dequantize_per_channel_default_28" -> "310 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; +"310 conv2d_31" -> "313 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"311 hardswish__9_scale_0" -> "314 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"311 hardswish__9_scale_0" -> "315 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"312 hardswish__9_zero_point_0" -> "314 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"312 hardswish__9_zero_point_0" -> "315 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"313 hardswish__9" -> "314 quantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"314 quantize_per_channel_default_29" -> "315 dequantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"315 dequantize_per_channel_default_29" -> "321 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; +"316 features_8_block_1_0_weight_bias" -> "321 conv2d_32" [label="(144,)", style=solid]; +"317 conv2d_32_scale_0" -> "320 dequantize_per_channel_default_30" [label="(144,)", style=solid]; +"318 conv2d_32_zero_point_0" -> "320 dequantize_per_channel_default_30" [label="(144,)", style=solid]; +"319 _frozen_param22" -> "320 dequantize_per_channel_default_30" [label="(144, 1, 5, 5)", style=solid]; +"320 dequantize_per_channel_default_30" -> "321 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; +"321 conv2d_32" -> "322 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"322 hardswish__10" -> "323 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_28" -> "324 dequantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_28" -> "325 dequantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; +"324 dequantize_per_tensor_default_38" -> "333 mul_5" [label="(1, 144, 14, 14)", style=solid]; +"325 dequantize_per_tensor_default_37" -> "326 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; +"326 adaptive_avg_pool2d_5" -> "327 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"327 conv2d_33" -> "328 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"328 relu_5" -> "329 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"329 conv2d_34" -> "330 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"330 hardsigmoid_5" -> "331 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; +"331 quantize_per_tensor_default_29" -> "332 dequantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; +"332 dequantize_per_tensor_default_39" -> "333 mul_5" [label="(1, 144, 1, 1)", style=solid]; +"333 mul_5" -> "334 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; +"334 quantize_per_tensor_default_30" -> "335 dequantize_per_tensor_default_40" [label="(1, 144, 14, 14)", style=solid]; +"335 dequantize_per_tensor_default_40" -> "341 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; +"336 features_8_block_3_0_weight_bias" -> "341 conv2d_35" [label="(48,)", style=solid]; +"337 conv2d_35_scale_0" -> "340 dequantize_per_channel_default_31" [label="(48,)", style=solid]; +"338 conv2d_35_zero_point_0" -> "340 dequantize_per_channel_default_31" [label="(48,)", style=solid]; +"339 _frozen_param23" -> "340 dequantize_per_channel_default_31" [label="(48, 144, 1, 1)", style=solid]; +"340 dequantize_per_channel_default_31" -> "341 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; +"341 conv2d_35" -> "342 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; +"342 quantize_per_tensor_default_31" -> "343 dequantize_per_tensor_default_41" [label="(1, 48, 14, 14)", style=solid]; +"343 dequantize_per_tensor_default_41" -> "344 add__3" [label="(1, 48, 14, 14)", style=solid]; +"344 add__3" -> "345 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; +"345 quantize_per_tensor_default_32" -> "346 dequantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; +"346 dequantize_per_tensor_default_42" -> "352 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; +"347 features_9_block_0_0_weight_bias" -> "352 conv2d_36" [label="(288,)", style=solid]; +"348 conv2d_36_scale_0" -> "351 dequantize_per_channel_default_32" [label="(288,)", style=solid]; +"349 conv2d_36_zero_point_0" -> "351 dequantize_per_channel_default_32" [label="(288,)", style=solid]; +"350 _frozen_param24" -> "351 dequantize_per_channel_default_32" [label="(288, 48, 1, 1)", style=solid]; +"351 dequantize_per_channel_default_32" -> "352 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; +"352 conv2d_36" -> "355 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"353 hardswish__11_scale_0" -> "356 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"353 hardswish__11_scale_0" -> "357 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"354 hardswish__11_zero_point_0" -> "356 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"354 hardswish__11_zero_point_0" -> "357 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"355 hardswish__11" -> "356 quantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"356 quantize_per_channel_default_33" -> "357 dequantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"357 dequantize_per_channel_default_33" -> "363 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; +"358 features_9_block_1_0_weight_bias" -> "363 conv2d_37" [label="(288,)", style=solid]; +"359 conv2d_37_scale_0" -> "362 dequantize_per_channel_default_34" [label="(288,)", style=solid]; +"360 conv2d_37_zero_point_0" -> "362 dequantize_per_channel_default_34" [label="(288,)", style=solid]; +"361 _frozen_param25" -> "362 dequantize_per_channel_default_34" [label="(288, 1, 5, 5)", style=solid]; +"362 dequantize_per_channel_default_34" -> "363 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; +"363 conv2d_37" -> "364 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"364 hardswish__12" -> "365 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; +"365 quantize_per_tensor_default_33" -> "366 dequantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; +"365 quantize_per_tensor_default_33" -> "367 dequantize_per_tensor_default_43" [label="(1, 288, 7, 7)", style=solid]; +"366 dequantize_per_tensor_default_44" -> "375 mul_6" [label="(1, 288, 7, 7)", style=solid]; +"367 dequantize_per_tensor_default_43" -> "368 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; +"368 adaptive_avg_pool2d_6" -> "369 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"369 conv2d_38" -> "370 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"370 relu_6" -> "371 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"371 conv2d_39" -> "372 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"372 hardsigmoid_6" -> "373 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; +"373 quantize_per_tensor_default_34" -> "374 dequantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; +"374 dequantize_per_tensor_default_45" -> "375 mul_6" [label="(1, 288, 1, 1)", style=solid]; +"375 mul_6" -> "376 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; +"376 quantize_per_tensor_default_35" -> "377 dequantize_per_tensor_default_46" [label="(1, 288, 7, 7)", style=solid]; +"377 dequantize_per_tensor_default_46" -> "383 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; +"378 features_9_block_3_0_weight_bias" -> "383 conv2d_40" [label="(96,)", style=solid]; +"379 conv2d_40_scale_0" -> "382 dequantize_per_channel_default_35" [label="(96,)", style=solid]; +"380 conv2d_40_zero_point_0" -> "382 dequantize_per_channel_default_35" [label="(96,)", style=solid]; +"381 _frozen_param26" -> "382 dequantize_per_channel_default_35" [label="(96, 288, 1, 1)", style=solid]; +"382 dequantize_per_channel_default_35" -> "383 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; +"383 conv2d_40" -> "384 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; +"384 quantize_per_tensor_default_36" -> "385 dequantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; +"384 quantize_per_tensor_default_36" -> "386 dequantize_per_tensor_default_47" [label="(1, 96, 7, 7)", style=solid]; +"385 dequantize_per_tensor_default_48" -> "426 add__4" [label="(1, 96, 7, 7)", style=solid]; +"386 dequantize_per_tensor_default_47" -> "392 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; +"387 features_10_block_0_0_weight_bias" -> "392 conv2d_41" [label="(576,)", style=solid]; +"388 conv2d_41_scale_0" -> "391 dequantize_per_channel_default_36" [label="(576,)", style=solid]; +"389 conv2d_41_zero_point_0" -> "391 dequantize_per_channel_default_36" [label="(576,)", style=solid]; +"390 _frozen_param27" -> "391 dequantize_per_channel_default_36" [label="(576, 96, 1, 1)", style=solid]; +"391 dequantize_per_channel_default_36" -> "392 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; +"392 conv2d_41" -> "395 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"393 hardswish__13_scale_0" -> "396 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"393 hardswish__13_scale_0" -> "397 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"394 hardswish__13_zero_point_0" -> "396 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"394 hardswish__13_zero_point_0" -> "397 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"395 hardswish__13" -> "396 quantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"396 quantize_per_channel_default_37" -> "397 dequantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"397 dequantize_per_channel_default_37" -> "403 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; +"398 features_10_block_1_0_weight_bias" -> "403 conv2d_42" [label="(576,)", style=solid]; +"399 conv2d_42_scale_0" -> "402 dequantize_per_channel_default_38" [label="(576,)", style=solid]; +"400 conv2d_42_zero_point_0" -> "402 dequantize_per_channel_default_38" [label="(576,)", style=solid]; +"401 _frozen_param28" -> "402 dequantize_per_channel_default_38" [label="(576, 1, 5, 5)", style=solid]; +"402 dequantize_per_channel_default_38" -> "403 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; +"403 conv2d_42" -> "404 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"404 hardswish__14" -> "405 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; +"405 quantize_per_tensor_default_37" -> "406 dequantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; +"405 quantize_per_tensor_default_37" -> "407 dequantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; +"406 dequantize_per_tensor_default_50" -> "415 mul_7" [label="(1, 576, 7, 7)", style=solid]; +"407 dequantize_per_tensor_default_49" -> "408 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; +"408 adaptive_avg_pool2d_7" -> "409 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"409 conv2d_43" -> "410 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"410 relu_7" -> "411 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"411 conv2d_44" -> "412 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"412 hardsigmoid_7" -> "413 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; +"413 quantize_per_tensor_default_38" -> "414 dequantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; +"414 dequantize_per_tensor_default_51" -> "415 mul_7" [label="(1, 576, 1, 1)", style=solid]; +"415 mul_7" -> "416 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; +"416 quantize_per_tensor_default_39" -> "417 dequantize_per_tensor_default_52" [label="(1, 576, 7, 7)", style=solid]; +"417 dequantize_per_tensor_default_52" -> "423 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; +"418 features_10_block_3_0_weight_bias" -> "423 conv2d_45" [label="(96,)", style=solid]; +"419 conv2d_45_scale_0" -> "422 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"420 conv2d_45_zero_point_0" -> "422 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"421 _frozen_param29" -> "422 dequantize_per_channel_default_39" [label="(96, 576, 1, 1)", style=solid]; +"422 dequantize_per_channel_default_39" -> "423 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; +"423 conv2d_45" -> "424 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; +"424 quantize_per_tensor_default_40" -> "425 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; +"425 dequantize_per_tensor_default_53" -> "426 add__4" [label="(1, 96, 7, 7)", style=solid]; +"426 add__4" -> "427 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; +"427 quantize_per_tensor_default_41" -> "428 dequantize_per_tensor_default_55" [label="(1, 96, 7, 7)", style=solid]; +"427 quantize_per_tensor_default_41" -> "429 dequantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; +"428 dequantize_per_tensor_default_55" -> "469 add__5" [label="(1, 96, 7, 7)", style=solid]; +"429 dequantize_per_tensor_default_54" -> "435 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; +"430 features_11_block_0_0_weight_bias" -> "435 conv2d_46" [label="(576,)", style=solid]; +"431 conv2d_46_scale_0" -> "434 dequantize_per_channel_default_40" [label="(576,)", style=solid]; +"432 conv2d_46_zero_point_0" -> "434 dequantize_per_channel_default_40" [label="(576,)", style=solid]; +"433 _frozen_param30" -> "434 dequantize_per_channel_default_40" [label="(576, 96, 1, 1)", style=solid]; +"434 dequantize_per_channel_default_40" -> "435 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; +"435 conv2d_46" -> "438 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"436 hardswish__15_scale_0" -> "439 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"436 hardswish__15_scale_0" -> "440 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"437 hardswish__15_zero_point_0" -> "439 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"437 hardswish__15_zero_point_0" -> "440 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"438 hardswish__15" -> "439 quantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"439 quantize_per_channel_default_41" -> "440 dequantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"440 dequantize_per_channel_default_41" -> "446 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; +"441 features_11_block_1_0_weight_bias" -> "446 conv2d_47" [label="(576,)", style=solid]; +"442 conv2d_47_scale_0" -> "445 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"443 conv2d_47_zero_point_0" -> "445 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"444 _frozen_param31" -> "445 dequantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; +"445 dequantize_per_channel_default_42" -> "446 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; +"446 conv2d_47" -> "447 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"447 hardswish__16" -> "448 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; +"448 quantize_per_tensor_default_42" -> "449 dequantize_per_tensor_default_57" [label="(1, 576, 7, 7)", style=solid]; +"448 quantize_per_tensor_default_42" -> "450 dequantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; +"449 dequantize_per_tensor_default_57" -> "458 mul_8" [label="(1, 576, 7, 7)", style=solid]; +"450 dequantize_per_tensor_default_56" -> "451 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; +"451 adaptive_avg_pool2d_8" -> "452 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"452 conv2d_48" -> "453 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"453 relu_8" -> "454 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"454 conv2d_49" -> "455 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"455 hardsigmoid_8" -> "456 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; +"456 quantize_per_tensor_default_43" -> "457 dequantize_per_tensor_default_58" [label="(1, 576, 1, 1)", style=solid]; +"457 dequantize_per_tensor_default_58" -> "458 mul_8" [label="(1, 576, 1, 1)", style=solid]; +"458 mul_8" -> "459 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; +"459 quantize_per_tensor_default_44" -> "460 dequantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; +"460 dequantize_per_tensor_default_59" -> "466 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; +"461 features_11_block_3_0_weight_bias" -> "466 conv2d_50" [label="(96,)", style=solid]; +"462 conv2d_50_scale_0" -> "465 dequantize_per_channel_default_43" [label="(96,)", style=solid]; +"463 conv2d_50_zero_point_0" -> "465 dequantize_per_channel_default_43" [label="(96,)", style=solid]; +"464 _frozen_param32" -> "465 dequantize_per_channel_default_43" [label="(96, 576, 1, 1)", style=solid]; +"465 dequantize_per_channel_default_43" -> "466 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; +"466 conv2d_50" -> "467 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; +"467 quantize_per_tensor_default_45" -> "468 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"468 dequantize_per_tensor_default_60" -> "469 add__5" [label="(1, 96, 7, 7)", style=solid]; +"469 add__5" -> "470 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; +"470 quantize_per_tensor_default_46" -> "471 dequantize_per_tensor_default_61" [label="(1, 96, 7, 7)", style=solid]; +"471 dequantize_per_tensor_default_61" -> "477 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; +"472 features_12_0_weight_bias" -> "477 conv2d_51" [label="(576,)", style=solid]; +"473 conv2d_51_scale_0" -> "476 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"474 conv2d_51_zero_point_0" -> "476 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"475 _frozen_param33" -> "476 dequantize_per_channel_default_44" [label="(576, 96, 1, 1)", style=solid]; +"476 dequantize_per_channel_default_44" -> "477 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; +"477 conv2d_51" -> "478 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"478 hardswish__17" -> "479 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; +"479 quantize_per_tensor_default_47" -> "480 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; +"480 dequantize_per_tensor_default_62" -> "481 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; +"481 adaptive_avg_pool2d_9" -> "482 flatten" [label="(1, 576, 1, 1)", style=solid]; +"482 flatten" -> "483 flatten_0_0_nncf_smooth_quant_0" [label="(1, 576)", style=solid]; +"483 flatten_0_0_nncf_smooth_quant_0" -> "484 quantize_per_tensor_default_48" [label="(1, 576)", style=solid]; +"484 quantize_per_tensor_default_48" -> "485 dequantize_per_tensor_default_63" [label="(1, 576)", style=solid]; +"485 dequantize_per_tensor_default_63" -> "490 linear" [label="(1, 576)", style=solid]; +"486 linear_scale_0" -> "489 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; +"487 linear_zero_point_0" -> "489 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; +"488 _frozen_param34" -> "489 dequantize_per_channel_default_45" [label="(1024, 576)", style=solid]; +"489 dequantize_per_channel_default_45" -> "490 linear" [label="(1024, 576)", style=solid]; +"490 linear" -> "491 hardswish__18" [label="(1, 1024)", style=solid]; +"491 hardswish__18" -> "492 dropout_" [label="(1, 1024)", style=solid]; +"492 dropout_" -> "493 dropout__0_0_nncf_smooth_quant_0" [label="(1, 1024)", style=solid]; +"493 dropout__0_0_nncf_smooth_quant_0" -> "494 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; +"494 quantize_per_tensor_default_49" -> "495 dequantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; +"495 dequantize_per_tensor_default_64" -> "500 linear_1" [label="(1, 1024)", style=solid]; +"496 linear_1_scale_0" -> "499 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; +"497 linear_1_zero_point_0" -> "499 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; +"498 _frozen_param35" -> "499 dequantize_per_channel_default_46" [label="(1000, 1024)", style=solid]; +"499 dequantize_per_channel_default_46" -> "500 linear_1" [label="(1000, 1024)", style=solid]; +"500 linear_1" -> "501 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/resnet18.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/resnet18.dot new file mode 100644 index 00000000000..ec542cff909 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/resnet18.dot @@ -0,0 +1,457 @@ +strict digraph { +"0 fc_bias" [id=0, type=get_attr]; +"1 x" [id=1, type=input]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 conv1_weight_bias" [id=4, type=get_attr]; +"5 conv2d_scale_0" [id=5, type=get_attr]; +"6 conv2d_zero_point_0" [id=6, type=get_attr]; +"7 _frozen_param0" [id=7, type=get_attr]; +"8 dequantize_per_channel_default" [id=8, type=dequantize_per_channel]; +"9 conv2d" [id=9, type=conv2d]; +"10 relu_" [id=10, type=relu_]; +"11 quantize_per_tensor_default_1" [id=11, type=quantize_per_tensor]; +"12 dequantize_per_tensor_default_1" [id=12, type=dequantize_per_tensor]; +"13 max_pool2d" [id=13, type=max_pool2d]; +"14 layer1_0_conv1_weight_bias" [id=14, type=get_attr]; +"15 conv2d_1_scale_0" [id=15, type=get_attr]; +"16 conv2d_1_zero_point_0" [id=16, type=get_attr]; +"17 _frozen_param1" [id=17, type=get_attr]; +"18 dequantize_per_channel_default_1" [id=18, type=dequantize_per_channel]; +"19 conv2d_1" [id=19, type=conv2d]; +"20 relu__1" [id=20, type=relu_]; +"21 quantize_per_tensor_default_2" [id=21, type=quantize_per_tensor]; +"22 dequantize_per_tensor_default_2" [id=22, type=dequantize_per_tensor]; +"23 layer1_0_conv2_weight_bias" [id=23, type=get_attr]; +"24 conv2d_2_scale_0" [id=24, type=get_attr]; +"25 conv2d_2_zero_point_0" [id=25, type=get_attr]; +"26 _frozen_param2" [id=26, type=get_attr]; +"27 dequantize_per_channel_default_2" [id=27, type=dequantize_per_channel]; +"28 conv2d_2" [id=28, type=conv2d]; +"29 quantize_per_tensor_default_3" [id=29, type=quantize_per_tensor]; +"30 dequantize_per_tensor_default_3" [id=30, type=dequantize_per_tensor]; +"31 add_" [id=31, type=add_]; +"32 relu__2" [id=32, type=relu_]; +"33 quantize_per_tensor_default_4" [id=33, type=quantize_per_tensor]; +"34 dequantize_per_tensor_default_5" [id=34, type=dequantize_per_tensor]; +"35 dequantize_per_tensor_default_4" [id=35, type=dequantize_per_tensor]; +"36 layer1_1_conv1_weight_bias" [id=36, type=get_attr]; +"37 conv2d_3_scale_0" [id=37, type=get_attr]; +"38 conv2d_3_zero_point_0" [id=38, type=get_attr]; +"39 _frozen_param3" [id=39, type=get_attr]; +"40 dequantize_per_channel_default_3" [id=40, type=dequantize_per_channel]; +"41 conv2d_3" [id=41, type=conv2d]; +"42 relu__3" [id=42, type=relu_]; +"43 quantize_per_tensor_default_5" [id=43, type=quantize_per_tensor]; +"44 dequantize_per_tensor_default_6" [id=44, type=dequantize_per_tensor]; +"45 layer1_1_conv2_weight_bias" [id=45, type=get_attr]; +"46 conv2d_4_scale_0" [id=46, type=get_attr]; +"47 conv2d_4_zero_point_0" [id=47, type=get_attr]; +"48 _frozen_param4" [id=48, type=get_attr]; +"49 dequantize_per_channel_default_4" [id=49, type=dequantize_per_channel]; +"50 conv2d_4" [id=50, type=conv2d]; +"51 quantize_per_tensor_default_6" [id=51, type=quantize_per_tensor]; +"52 dequantize_per_tensor_default_7" [id=52, type=dequantize_per_tensor]; +"53 add__1" [id=53, type=add_]; +"54 relu__4" [id=54, type=relu_]; +"55 quantize_per_tensor_default_7" [id=55, type=quantize_per_tensor]; +"56 dequantize_per_tensor_default_9" [id=56, type=dequantize_per_tensor]; +"57 dequantize_per_tensor_default_8" [id=57, type=dequantize_per_tensor]; +"58 layer2_0_conv1_weight_bias" [id=58, type=get_attr]; +"59 conv2d_5_scale_0" [id=59, type=get_attr]; +"60 conv2d_5_zero_point_0" [id=60, type=get_attr]; +"61 _frozen_param5" [id=61, type=get_attr]; +"62 dequantize_per_channel_default_5" [id=62, type=dequantize_per_channel]; +"63 conv2d_5" [id=63, type=conv2d]; +"64 relu__5" [id=64, type=relu_]; +"65 quantize_per_tensor_default_8" [id=65, type=quantize_per_tensor]; +"66 dequantize_per_tensor_default_10" [id=66, type=dequantize_per_tensor]; +"67 layer2_0_conv2_weight_bias" [id=67, type=get_attr]; +"68 conv2d_6_scale_0" [id=68, type=get_attr]; +"69 conv2d_6_zero_point_0" [id=69, type=get_attr]; +"70 _frozen_param6" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_6" [id=71, type=dequantize_per_channel]; +"72 conv2d_6" [id=72, type=conv2d]; +"73 quantize_per_tensor_default_9" [id=73, type=quantize_per_tensor]; +"74 dequantize_per_tensor_default_11" [id=74, type=dequantize_per_tensor]; +"75 layer2_0_downsample_0_weight_bias" [id=75, type=get_attr]; +"76 conv2d_7_scale_0" [id=76, type=get_attr]; +"77 conv2d_7_zero_point_0" [id=77, type=get_attr]; +"78 _frozen_param7" [id=78, type=get_attr]; +"79 dequantize_per_channel_default_7" [id=79, type=dequantize_per_channel]; +"80 conv2d_7" [id=80, type=conv2d]; +"81 quantize_per_tensor_default_10" [id=81, type=quantize_per_tensor]; +"82 dequantize_per_tensor_default_12" [id=82, type=dequantize_per_tensor]; +"83 add__2" [id=83, type=add_]; +"84 relu__6" [id=84, type=relu_]; +"85 quantize_per_tensor_default_11" [id=85, type=quantize_per_tensor]; +"86 dequantize_per_tensor_default_14" [id=86, type=dequantize_per_tensor]; +"87 dequantize_per_tensor_default_13" [id=87, type=dequantize_per_tensor]; +"88 layer2_1_conv1_weight_bias" [id=88, type=get_attr]; +"89 conv2d_8_scale_0" [id=89, type=get_attr]; +"90 conv2d_8_zero_point_0" [id=90, type=get_attr]; +"91 _frozen_param8" [id=91, type=get_attr]; +"92 dequantize_per_channel_default_8" [id=92, type=dequantize_per_channel]; +"93 conv2d_8" [id=93, type=conv2d]; +"94 relu__7" [id=94, type=relu_]; +"95 quantize_per_tensor_default_12" [id=95, type=quantize_per_tensor]; +"96 dequantize_per_tensor_default_15" [id=96, type=dequantize_per_tensor]; +"97 layer2_1_conv2_weight_bias" [id=97, type=get_attr]; +"98 conv2d_9_scale_0" [id=98, type=get_attr]; +"99 conv2d_9_zero_point_0" [id=99, type=get_attr]; +"100 _frozen_param9" [id=100, type=get_attr]; +"101 dequantize_per_channel_default_9" [id=101, type=dequantize_per_channel]; +"102 conv2d_9" [id=102, type=conv2d]; +"103 quantize_per_tensor_default_13" [id=103, type=quantize_per_tensor]; +"104 dequantize_per_tensor_default_16" [id=104, type=dequantize_per_tensor]; +"105 add__3" [id=105, type=add_]; +"106 relu__8" [id=106, type=relu_]; +"107 quantize_per_tensor_default_14" [id=107, type=quantize_per_tensor]; +"108 dequantize_per_tensor_default_18" [id=108, type=dequantize_per_tensor]; +"109 dequantize_per_tensor_default_17" [id=109, type=dequantize_per_tensor]; +"110 layer3_0_conv1_weight_bias" [id=110, type=get_attr]; +"111 conv2d_10_scale_0" [id=111, type=get_attr]; +"112 conv2d_10_zero_point_0" [id=112, type=get_attr]; +"113 _frozen_param10" [id=113, type=get_attr]; +"114 dequantize_per_channel_default_10" [id=114, type=dequantize_per_channel]; +"115 conv2d_10" [id=115, type=conv2d]; +"116 relu__9" [id=116, type=relu_]; +"117 quantize_per_tensor_default_15" [id=117, type=quantize_per_tensor]; +"118 dequantize_per_tensor_default_19" [id=118, type=dequantize_per_tensor]; +"119 layer3_0_conv2_weight_bias" [id=119, type=get_attr]; +"120 conv2d_11_scale_0" [id=120, type=get_attr]; +"121 conv2d_11_zero_point_0" [id=121, type=get_attr]; +"122 _frozen_param11" [id=122, type=get_attr]; +"123 dequantize_per_channel_default_11" [id=123, type=dequantize_per_channel]; +"124 conv2d_11" [id=124, type=conv2d]; +"125 quantize_per_tensor_default_16" [id=125, type=quantize_per_tensor]; +"126 dequantize_per_tensor_default_20" [id=126, type=dequantize_per_tensor]; +"127 layer3_0_downsample_0_weight_bias" [id=127, type=get_attr]; +"128 conv2d_12_scale_0" [id=128, type=get_attr]; +"129 conv2d_12_zero_point_0" [id=129, type=get_attr]; +"130 _frozen_param12" [id=130, type=get_attr]; +"131 dequantize_per_channel_default_12" [id=131, type=dequantize_per_channel]; +"132 conv2d_12" [id=132, type=conv2d]; +"133 quantize_per_tensor_default_17" [id=133, type=quantize_per_tensor]; +"134 dequantize_per_tensor_default_21" [id=134, type=dequantize_per_tensor]; +"135 add__4" [id=135, type=add_]; +"136 relu__10" [id=136, type=relu_]; +"137 quantize_per_tensor_default_18" [id=137, type=quantize_per_tensor]; +"138 dequantize_per_tensor_default_23" [id=138, type=dequantize_per_tensor]; +"139 dequantize_per_tensor_default_22" [id=139, type=dequantize_per_tensor]; +"140 layer3_1_conv1_weight_bias" [id=140, type=get_attr]; +"141 conv2d_13_scale_0" [id=141, type=get_attr]; +"142 conv2d_13_zero_point_0" [id=142, type=get_attr]; +"143 _frozen_param13" [id=143, type=get_attr]; +"144 dequantize_per_channel_default_13" [id=144, type=dequantize_per_channel]; +"145 conv2d_13" [id=145, type=conv2d]; +"146 relu__11" [id=146, type=relu_]; +"147 quantize_per_tensor_default_19" [id=147, type=quantize_per_tensor]; +"148 dequantize_per_tensor_default_24" [id=148, type=dequantize_per_tensor]; +"149 layer3_1_conv2_weight_bias" [id=149, type=get_attr]; +"150 conv2d_14_scale_0" [id=150, type=get_attr]; +"151 conv2d_14_zero_point_0" [id=151, type=get_attr]; +"152 _frozen_param14" [id=152, type=get_attr]; +"153 dequantize_per_channel_default_14" [id=153, type=dequantize_per_channel]; +"154 conv2d_14" [id=154, type=conv2d]; +"155 quantize_per_tensor_default_20" [id=155, type=quantize_per_tensor]; +"156 dequantize_per_tensor_default_25" [id=156, type=dequantize_per_tensor]; +"157 add__5" [id=157, type=add_]; +"158 relu__12" [id=158, type=relu_]; +"159 quantize_per_tensor_default_21" [id=159, type=quantize_per_tensor]; +"160 dequantize_per_tensor_default_27" [id=160, type=dequantize_per_tensor]; +"161 dequantize_per_tensor_default_26" [id=161, type=dequantize_per_tensor]; +"162 layer4_0_conv1_weight_bias" [id=162, type=get_attr]; +"163 conv2d_15_scale_0" [id=163, type=get_attr]; +"164 conv2d_15_zero_point_0" [id=164, type=get_attr]; +"165 _frozen_param15" [id=165, type=get_attr]; +"166 dequantize_per_channel_default_15" [id=166, type=dequantize_per_channel]; +"167 conv2d_15" [id=167, type=conv2d]; +"168 relu__13" [id=168, type=relu_]; +"169 quantize_per_tensor_default_22" [id=169, type=quantize_per_tensor]; +"170 dequantize_per_tensor_default_28" [id=170, type=dequantize_per_tensor]; +"171 layer4_0_conv2_weight_bias" [id=171, type=get_attr]; +"172 conv2d_16_scale_0" [id=172, type=get_attr]; +"173 conv2d_16_zero_point_0" [id=173, type=get_attr]; +"174 _frozen_param16" [id=174, type=get_attr]; +"175 dequantize_per_channel_default_16" [id=175, type=dequantize_per_channel]; +"176 conv2d_16" [id=176, type=conv2d]; +"177 quantize_per_tensor_default_23" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_29" [id=178, type=dequantize_per_tensor]; +"179 layer4_0_downsample_0_weight_bias" [id=179, type=get_attr]; +"180 conv2d_17_scale_0" [id=180, type=get_attr]; +"181 conv2d_17_zero_point_0" [id=181, type=get_attr]; +"182 _frozen_param17" [id=182, type=get_attr]; +"183 dequantize_per_channel_default_17" [id=183, type=dequantize_per_channel]; +"184 conv2d_17" [id=184, type=conv2d]; +"185 quantize_per_tensor_default_24" [id=185, type=quantize_per_tensor]; +"186 dequantize_per_tensor_default_30" [id=186, type=dequantize_per_tensor]; +"187 add__6" [id=187, type=add_]; +"188 relu__14" [id=188, type=relu_]; +"189 quantize_per_tensor_default_25" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_32" [id=190, type=dequantize_per_tensor]; +"191 dequantize_per_tensor_default_31" [id=191, type=dequantize_per_tensor]; +"192 layer4_1_conv1_weight_bias" [id=192, type=get_attr]; +"193 conv2d_18_scale_0" [id=193, type=get_attr]; +"194 conv2d_18_zero_point_0" [id=194, type=get_attr]; +"195 _frozen_param18" [id=195, type=get_attr]; +"196 dequantize_per_channel_default_18" [id=196, type=dequantize_per_channel]; +"197 conv2d_18" [id=197, type=conv2d]; +"198 relu__15" [id=198, type=relu_]; +"199 quantize_per_tensor_default_26" [id=199, type=quantize_per_tensor]; +"200 dequantize_per_tensor_default_33" [id=200, type=dequantize_per_tensor]; +"201 layer4_1_conv2_weight_bias" [id=201, type=get_attr]; +"202 conv2d_19_scale_0" [id=202, type=get_attr]; +"203 conv2d_19_zero_point_0" [id=203, type=get_attr]; +"204 _frozen_param19" [id=204, type=get_attr]; +"205 dequantize_per_channel_default_19" [id=205, type=dequantize_per_channel]; +"206 conv2d_19" [id=206, type=conv2d]; +"207 quantize_per_tensor_default_27" [id=207, type=quantize_per_tensor]; +"208 dequantize_per_tensor_default_34" [id=208, type=dequantize_per_tensor]; +"209 add__7" [id=209, type=add_]; +"210 relu__16" [id=210, type=relu_]; +"211 quantize_per_tensor_default_28" [id=211, type=quantize_per_tensor]; +"212 dequantize_per_tensor_default_35" [id=212, type=dequantize_per_tensor]; +"213 adaptive_avg_pool2d" [id=213, type=adaptive_avg_pool2d]; +"214 flatten" [id=214, type=flatten]; +"215 flatten_0_0_nncf_smooth_quant_0" [id=215, type=call_module]; +"216 quantize_per_tensor_default_29" [id=216, type=quantize_per_tensor]; +"217 dequantize_per_tensor_default_36" [id=217, type=dequantize_per_tensor]; +"218 linear_scale_0" [id=218, type=get_attr]; +"219 linear_zero_point_0" [id=219, type=get_attr]; +"220 _frozen_param20" [id=220, type=get_attr]; +"221 dequantize_per_channel_default_20" [id=221, type=dequantize_per_channel]; +"222 linear" [id=222, type=linear]; +"223 output" [id=223, type=output]; +"0 fc_bias" -> "222 linear" [label="(1000,)", style=solid]; +"1 x" -> "2 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"3 dequantize_per_tensor_default" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"4 conv1_weight_bias" -> "9 conv2d" [label="(64,)", style=solid]; +"5 conv2d_scale_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"6 conv2d_zero_point_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"7 _frozen_param0" -> "8 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"8 dequantize_per_channel_default" -> "9 conv2d" [label="(64, 3, 7, 7)", style=solid]; +"9 conv2d" -> "10 relu_" [label="(1, 64, 112, 112)", style=solid]; +"10 relu_" -> "11 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"11 quantize_per_tensor_default_1" -> "12 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"12 dequantize_per_tensor_default_1" -> "13 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; +"13 max_pool2d" -> "19 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"13 max_pool2d" -> "31 add_" [label="(1, 64, 56, 56)", style=solid]; +"14 layer1_0_conv1_weight_bias" -> "19 conv2d_1" [label="(64,)", style=solid]; +"15 conv2d_1_scale_0" -> "18 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"16 conv2d_1_zero_point_0" -> "18 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"17 _frozen_param1" -> "18 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"18 dequantize_per_channel_default_1" -> "19 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"19 conv2d_1" -> "20 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"20 relu__1" -> "21 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"21 quantize_per_tensor_default_2" -> "22 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"22 dequantize_per_tensor_default_2" -> "28 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; +"23 layer1_0_conv2_weight_bias" -> "28 conv2d_2" [label="(64,)", style=solid]; +"24 conv2d_2_scale_0" -> "27 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"25 conv2d_2_zero_point_0" -> "27 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"26 _frozen_param2" -> "27 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"27 dequantize_per_channel_default_2" -> "28 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; +"28 conv2d_2" -> "29 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"29 quantize_per_tensor_default_3" -> "30 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"30 dequantize_per_tensor_default_3" -> "31 add_" [label="(1, 64, 56, 56)", style=solid]; +"31 add_" -> "32 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"32 relu__2" -> "33 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"33 quantize_per_tensor_default_4" -> "34 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"33 quantize_per_tensor_default_4" -> "35 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"34 dequantize_per_tensor_default_5" -> "53 add__1" [label="(1, 64, 56, 56)", style=solid]; +"35 dequantize_per_tensor_default_4" -> "41 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; +"36 layer1_1_conv1_weight_bias" -> "41 conv2d_3" [label="(64,)", style=solid]; +"37 conv2d_3_scale_0" -> "40 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"38 conv2d_3_zero_point_0" -> "40 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"39 _frozen_param3" -> "40 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"40 dequantize_per_channel_default_3" -> "41 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; +"41 conv2d_3" -> "42 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"42 relu__3" -> "43 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"43 quantize_per_tensor_default_5" -> "44 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"44 dequantize_per_tensor_default_6" -> "50 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; +"45 layer1_1_conv2_weight_bias" -> "50 conv2d_4" [label="(64,)", style=solid]; +"46 conv2d_4_scale_0" -> "49 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"47 conv2d_4_zero_point_0" -> "49 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"48 _frozen_param4" -> "49 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"49 dequantize_per_channel_default_4" -> "50 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; +"50 conv2d_4" -> "51 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"51 quantize_per_tensor_default_6" -> "52 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"52 dequantize_per_tensor_default_7" -> "53 add__1" [label="(1, 64, 56, 56)", style=solid]; +"53 add__1" -> "54 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"54 relu__4" -> "55 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"55 quantize_per_tensor_default_7" -> "56 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; +"55 quantize_per_tensor_default_7" -> "57 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; +"56 dequantize_per_tensor_default_9" -> "80 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; +"57 dequantize_per_tensor_default_8" -> "63 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; +"58 layer2_0_conv1_weight_bias" -> "63 conv2d_5" [label="(128,)", style=solid]; +"59 conv2d_5_scale_0" -> "62 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"60 conv2d_5_zero_point_0" -> "62 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"61 _frozen_param5" -> "62 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"62 dequantize_per_channel_default_5" -> "63 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; +"63 conv2d_5" -> "64 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"64 relu__5" -> "65 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"65 quantize_per_tensor_default_8" -> "66 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"66 dequantize_per_tensor_default_10" -> "72 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; +"67 layer2_0_conv2_weight_bias" -> "72 conv2d_6" [label="(128,)", style=solid]; +"68 conv2d_6_scale_0" -> "71 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"69 conv2d_6_zero_point_0" -> "71 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"70 _frozen_param6" -> "71 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"71 dequantize_per_channel_default_6" -> "72 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; +"72 conv2d_6" -> "73 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"73 quantize_per_tensor_default_9" -> "74 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"74 dequantize_per_tensor_default_11" -> "83 add__2" [label="(1, 128, 28, 28)", style=solid]; +"75 layer2_0_downsample_0_weight_bias" -> "80 conv2d_7" [label="(128,)", style=solid]; +"76 conv2d_7_scale_0" -> "79 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"77 conv2d_7_zero_point_0" -> "79 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"78 _frozen_param7" -> "79 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"79 dequantize_per_channel_default_7" -> "80 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; +"80 conv2d_7" -> "81 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"81 quantize_per_tensor_default_10" -> "82 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"82 dequantize_per_tensor_default_12" -> "83 add__2" [label="(1, 128, 28, 28)", style=solid]; +"83 add__2" -> "84 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"84 relu__6" -> "85 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"85 quantize_per_tensor_default_11" -> "86 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"85 quantize_per_tensor_default_11" -> "87 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"86 dequantize_per_tensor_default_14" -> "105 add__3" [label="(1, 128, 28, 28)", style=solid]; +"87 dequantize_per_tensor_default_13" -> "93 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; +"88 layer2_1_conv1_weight_bias" -> "93 conv2d_8" [label="(128,)", style=solid]; +"89 conv2d_8_scale_0" -> "92 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"90 conv2d_8_zero_point_0" -> "92 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"91 _frozen_param8" -> "92 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"92 dequantize_per_channel_default_8" -> "93 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; +"93 conv2d_8" -> "94 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"94 relu__7" -> "95 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"95 quantize_per_tensor_default_12" -> "96 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; +"96 dequantize_per_tensor_default_15" -> "102 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; +"97 layer2_1_conv2_weight_bias" -> "102 conv2d_9" [label="(128,)", style=solid]; +"98 conv2d_9_scale_0" -> "101 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"99 conv2d_9_zero_point_0" -> "101 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"100 _frozen_param9" -> "101 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"101 dequantize_per_channel_default_9" -> "102 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; +"102 conv2d_9" -> "103 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"103 quantize_per_tensor_default_13" -> "104 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; +"104 dequantize_per_tensor_default_16" -> "105 add__3" [label="(1, 128, 28, 28)", style=solid]; +"105 add__3" -> "106 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"106 relu__8" -> "107 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"107 quantize_per_tensor_default_14" -> "108 dequantize_per_tensor_default_18" [label="(1, 128, 28, 28)", style=solid]; +"107 quantize_per_tensor_default_14" -> "109 dequantize_per_tensor_default_17" [label="(1, 128, 28, 28)", style=solid]; +"108 dequantize_per_tensor_default_18" -> "132 conv2d_12" [label="(1, 128, 28, 28)", style=solid]; +"109 dequantize_per_tensor_default_17" -> "115 conv2d_10" [label="(1, 128, 28, 28)", style=solid]; +"110 layer3_0_conv1_weight_bias" -> "115 conv2d_10" [label="(256,)", style=solid]; +"111 conv2d_10_scale_0" -> "114 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"112 conv2d_10_zero_point_0" -> "114 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"113 _frozen_param10" -> "114 dequantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; +"114 dequantize_per_channel_default_10" -> "115 conv2d_10" [label="(256, 128, 3, 3)", style=solid]; +"115 conv2d_10" -> "116 relu__9" [label="(1, 256, 14, 14)", style=solid]; +"116 relu__9" -> "117 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"117 quantize_per_tensor_default_15" -> "118 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"118 dequantize_per_tensor_default_19" -> "124 conv2d_11" [label="(1, 256, 14, 14)", style=solid]; +"119 layer3_0_conv2_weight_bias" -> "124 conv2d_11" [label="(256,)", style=solid]; +"120 conv2d_11_scale_0" -> "123 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"121 conv2d_11_zero_point_0" -> "123 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"122 _frozen_param11" -> "123 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"123 dequantize_per_channel_default_11" -> "124 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; +"124 conv2d_11" -> "125 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; +"125 quantize_per_tensor_default_16" -> "126 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"126 dequantize_per_tensor_default_20" -> "135 add__4" [label="(1, 256, 14, 14)", style=solid]; +"127 layer3_0_downsample_0_weight_bias" -> "132 conv2d_12" [label="(256,)", style=solid]; +"128 conv2d_12_scale_0" -> "131 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"129 conv2d_12_zero_point_0" -> "131 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"130 _frozen_param12" -> "131 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"131 dequantize_per_channel_default_12" -> "132 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; +"132 conv2d_12" -> "133 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"133 quantize_per_tensor_default_17" -> "134 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"134 dequantize_per_tensor_default_21" -> "135 add__4" [label="(1, 256, 14, 14)", style=solid]; +"135 add__4" -> "136 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"136 relu__10" -> "137 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"137 quantize_per_tensor_default_18" -> "138 dequantize_per_tensor_default_23" [label="(1, 256, 14, 14)", style=solid]; +"137 quantize_per_tensor_default_18" -> "139 dequantize_per_tensor_default_22" [label="(1, 256, 14, 14)", style=solid]; +"138 dequantize_per_tensor_default_23" -> "157 add__5" [label="(1, 256, 14, 14)", style=solid]; +"139 dequantize_per_tensor_default_22" -> "145 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"140 layer3_1_conv1_weight_bias" -> "145 conv2d_13" [label="(256,)", style=solid]; +"141 conv2d_13_scale_0" -> "144 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"142 conv2d_13_zero_point_0" -> "144 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"143 _frozen_param13" -> "144 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"144 dequantize_per_channel_default_13" -> "145 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"145 conv2d_13" -> "146 relu__11" [label="(1, 256, 14, 14)", style=solid]; +"146 relu__11" -> "147 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"147 quantize_per_tensor_default_19" -> "148 dequantize_per_tensor_default_24" [label="(1, 256, 14, 14)", style=solid]; +"148 dequantize_per_tensor_default_24" -> "154 conv2d_14" [label="(1, 256, 14, 14)", style=solid]; +"149 layer3_1_conv2_weight_bias" -> "154 conv2d_14" [label="(256,)", style=solid]; +"150 conv2d_14_scale_0" -> "153 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"151 conv2d_14_zero_point_0" -> "153 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"152 _frozen_param14" -> "153 dequantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; +"153 dequantize_per_channel_default_14" -> "154 conv2d_14" [label="(256, 256, 3, 3)", style=solid]; +"154 conv2d_14" -> "155 quantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"155 quantize_per_tensor_default_20" -> "156 dequantize_per_tensor_default_25" [label="(1, 256, 14, 14)", style=solid]; +"156 dequantize_per_tensor_default_25" -> "157 add__5" [label="(1, 256, 14, 14)", style=solid]; +"157 add__5" -> "158 relu__12" [label="(1, 256, 14, 14)", style=solid]; +"158 relu__12" -> "159 quantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"159 quantize_per_tensor_default_21" -> "160 dequantize_per_tensor_default_27" [label="(1, 256, 14, 14)", style=solid]; +"159 quantize_per_tensor_default_21" -> "161 dequantize_per_tensor_default_26" [label="(1, 256, 14, 14)", style=solid]; +"160 dequantize_per_tensor_default_27" -> "184 conv2d_17" [label="(1, 256, 14, 14)", style=solid]; +"161 dequantize_per_tensor_default_26" -> "167 conv2d_15" [label="(1, 256, 14, 14)", style=solid]; +"162 layer4_0_conv1_weight_bias" -> "167 conv2d_15" [label="(512,)", style=solid]; +"163 conv2d_15_scale_0" -> "166 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"164 conv2d_15_zero_point_0" -> "166 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"165 _frozen_param15" -> "166 dequantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; +"166 dequantize_per_channel_default_15" -> "167 conv2d_15" [label="(512, 256, 3, 3)", style=solid]; +"167 conv2d_15" -> "168 relu__13" [label="(1, 512, 7, 7)", style=solid]; +"168 relu__13" -> "169 quantize_per_tensor_default_22" [label="(1, 512, 7, 7)", style=solid]; +"169 quantize_per_tensor_default_22" -> "170 dequantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"170 dequantize_per_tensor_default_28" -> "176 conv2d_16" [label="(1, 512, 7, 7)", style=solid]; +"171 layer4_0_conv2_weight_bias" -> "176 conv2d_16" [label="(512,)", style=solid]; +"172 conv2d_16_scale_0" -> "175 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"173 conv2d_16_zero_point_0" -> "175 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"174 _frozen_param16" -> "175 dequantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; +"175 dequantize_per_channel_default_16" -> "176 conv2d_16" [label="(512, 512, 3, 3)", style=solid]; +"176 conv2d_16" -> "177 quantize_per_tensor_default_23" [label="(1, 512, 7, 7)", style=solid]; +"177 quantize_per_tensor_default_23" -> "178 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; +"178 dequantize_per_tensor_default_29" -> "187 add__6" [label="(1, 512, 7, 7)", style=solid]; +"179 layer4_0_downsample_0_weight_bias" -> "184 conv2d_17" [label="(512,)", style=solid]; +"180 conv2d_17_scale_0" -> "183 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"181 conv2d_17_zero_point_0" -> "183 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"182 _frozen_param17" -> "183 dequantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; +"183 dequantize_per_channel_default_17" -> "184 conv2d_17" [label="(512, 256, 1, 1)", style=solid]; +"184 conv2d_17" -> "185 quantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; +"185 quantize_per_tensor_default_24" -> "186 dequantize_per_tensor_default_30" [label="(1, 512, 7, 7)", style=solid]; +"186 dequantize_per_tensor_default_30" -> "187 add__6" [label="(1, 512, 7, 7)", style=solid]; +"187 add__6" -> "188 relu__14" [label="(1, 512, 7, 7)", style=solid]; +"188 relu__14" -> "189 quantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; +"189 quantize_per_tensor_default_25" -> "190 dequantize_per_tensor_default_32" [label="(1, 512, 7, 7)", style=solid]; +"189 quantize_per_tensor_default_25" -> "191 dequantize_per_tensor_default_31" [label="(1, 512, 7, 7)", style=solid]; +"190 dequantize_per_tensor_default_32" -> "209 add__7" [label="(1, 512, 7, 7)", style=solid]; +"191 dequantize_per_tensor_default_31" -> "197 conv2d_18" [label="(1, 512, 7, 7)", style=solid]; +"192 layer4_1_conv1_weight_bias" -> "197 conv2d_18" [label="(512,)", style=solid]; +"193 conv2d_18_scale_0" -> "196 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"194 conv2d_18_zero_point_0" -> "196 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"195 _frozen_param18" -> "196 dequantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; +"196 dequantize_per_channel_default_18" -> "197 conv2d_18" [label="(512, 512, 3, 3)", style=solid]; +"197 conv2d_18" -> "198 relu__15" [label="(1, 512, 7, 7)", style=solid]; +"198 relu__15" -> "199 quantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; +"199 quantize_per_tensor_default_26" -> "200 dequantize_per_tensor_default_33" [label="(1, 512, 7, 7)", style=solid]; +"200 dequantize_per_tensor_default_33" -> "206 conv2d_19" [label="(1, 512, 7, 7)", style=solid]; +"201 layer4_1_conv2_weight_bias" -> "206 conv2d_19" [label="(512,)", style=solid]; +"202 conv2d_19_scale_0" -> "205 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"203 conv2d_19_zero_point_0" -> "205 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"204 _frozen_param19" -> "205 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"205 dequantize_per_channel_default_19" -> "206 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; +"206 conv2d_19" -> "207 quantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; +"207 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type=quantize_per_tensor]; +"277 dequantize_per_tensor_default_7" [id=277, type=dequantize_per_tensor]; +"278 linear_8_scale_0" [id=278, type=get_attr]; +"279 linear_8_zero_point_0" [id=279, type=get_attr]; +"280 _frozen_param11_1" [id=280, type=get_attr]; +"281 dequantize_per_channel_default_5" [id=281, type=dequantize_per_channel]; +"282 linear_8" [id=282, type=linear]; +"283 reshape_5" [id=283, type=reshape]; +"284 permute_7" [id=284, type=permute]; +"285 select_3" [id=285, type=select]; +"286 select_4" [id=286, type=select]; +"287 select_5" [id=287, type=select]; +"288 linalg_vector_norm_2" [id=288, type=linalg_vector_norm]; +"289 clamp_min_2" [id=289, type=clamp_min]; +"290 expand_as_2" [id=290, type=expand_as]; +"291 div_2" [id=291, type=div]; +"292 quantize_per_tensor_default_8" [id=292, type=quantize_per_tensor]; +"293 dequantize_per_tensor_default_8" [id=293, type=dequantize_per_tensor]; +"294 linalg_vector_norm_3" [id=294, type=linalg_vector_norm]; +"295 clamp_min_3" [id=295, 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linear_11_zero_point_0" [id=357, type=get_attr]; +"358 _frozen_param14_1" [id=358, type=get_attr]; +"359 dequantize_per_channel_default_8" [id=359, type=dequantize_per_channel]; +"360 linear_11" [id=360, type=linear]; +"361 dropout_7" [id=361, type=dropout]; +"362 layer_norm_4" [id=362, type=layer_norm]; +"363 add_6" [id=363, type=add]; +"364 pad_2" [id=364, type=pad]; +"365 slice_25" [id=365, type=slice]; +"366 slice_26" [id=366, type=slice]; +"367 slice_27" [id=367, type=slice]; +"368 slice_28" [id=368, type=slice]; +"369 slice_29" [id=369, type=slice]; +"370 slice_30" [id=370, type=slice]; +"371 slice_31" [id=371, type=slice]; +"372 slice_32" [id=372, type=slice]; +"373 slice_33" [id=373, type=slice]; +"374 slice_34" [id=374, type=slice]; +"375 slice_35" [id=375, type=slice]; +"376 slice_36" [id=376, type=slice]; +"377 cat" [id=377, type=cat]; +"378 cat_0_0_nncf_smooth_quant_0" [id=378, type=call_module]; +"379 quantize_per_tensor_default_13" [id=379, type=quantize_per_tensor]; 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dequantize_per_tensor_default_110" [id=1841, type=dequantize_per_tensor]; +"1842 linear_109_scale_0" [id=1842, type=get_attr]; +"1843 linear_109_zero_point_0" [id=1843, type=get_attr]; +"1844 _frozen_param116_1" [id=1844, type=get_attr]; +"1845 dequantize_per_channel_default_74" [id=1845, type=dequantize_per_channel]; +"1846 linear_109" [id=1846, type=linear]; +"1847 dropout_71" [id=1847, type=dropout]; +"1848 layer_norm_38" [id=1848, type=layer_norm]; +"1849 add_62" [id=1849, type=add]; +"1850 _frozen_param153" [id=1850, type=get_attr]; +"1851 pad_20" [id=1851, type=pad]; +"1852 view_101" [id=1852, type=view]; +"1853 permute_83" [id=1853, type=permute]; +"1854 reshape_81" [id=1854, type=reshape]; +"1855 _frozen_param154" [id=1855, type=get_attr]; +"1856 reshape_81_0_0_nncf_smooth_quant_0" [id=1856, type=call_module]; +"1857 quantize_per_tensor_default_111" [id=1857, type=quantize_per_tensor]; +"1858 dequantize_per_tensor_default_111" [id=1858, type=dequantize_per_tensor]; +"1859 linear_112_scale_0" [id=1859, type=get_attr]; +"1860 linear_112_zero_point_0" [id=1860, type=get_attr]; +"1861 _frozen_param117_1" [id=1861, type=get_attr]; +"1862 dequantize_per_channel_default_75" [id=1862, type=dequantize_per_channel]; +"1863 linear_112" [id=1863, type=linear]; +"1864 reshape_82" [id=1864, type=reshape]; +"1865 permute_84" [id=1865, type=permute]; +"1866 select_54" [id=1866, type=select]; +"1867 select_55" [id=1867, type=select]; +"1868 select_56" [id=1868, type=select]; +"1869 linalg_vector_norm_36" [id=1869, type=linalg_vector_norm]; +"1870 clamp_min_36" [id=1870, type=clamp_min]; +"1871 expand_as_36" [id=1871, type=expand_as]; +"1872 div_36" [id=1872, type=div]; +"1873 quantize_per_tensor_default_112" [id=1873, type=quantize_per_tensor]; +"1874 dequantize_per_tensor_default_112" [id=1874, type=dequantize_per_tensor]; +"1875 linalg_vector_norm_37" [id=1875, type=linalg_vector_norm]; +"1876 clamp_min_37" [id=1876, type=clamp_min]; +"1877 expand_as_37" [id=1877, type=expand_as]; +"1878 div_37" [id=1878, type=div]; +"1879 quantize_per_tensor_default_113" [id=1879, type=quantize_per_tensor]; +"1880 dequantize_per_tensor_default_113" [id=1880, type=dequantize_per_tensor]; +"1881 transpose_36" [id=1881, type=transpose]; +"1882 matmul_36" [id=1882, type=matmul]; +"1883 _frozen_param156" [id=1883, type=get_attr]; +"1884 mul_37" [id=1884, type=mul]; +"1885 add_63" [id=1885, type=add]; +"1886 softmax_18" [id=1886, type=softmax]; +"1887 dropout_72" [id=1887, type=dropout]; +"1888 matmul_37" [id=1888, type=matmul]; +"1889 transpose_37" [id=1889, type=transpose]; +"1890 reshape_83" [id=1890, type=reshape]; +"1891 reshape_83_0_0_nncf_smooth_quant_0" [id=1891, type=call_module]; +"1892 quantize_per_tensor_default_114" [id=1892, type=quantize_per_tensor]; +"1893 dequantize_per_tensor_default_114" [id=1893, type=dequantize_per_tensor]; +"1894 linear_113_scale_0" [id=1894, type=get_attr]; +"1895 linear_113_zero_point_0" [id=1895, type=get_attr]; +"1896 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roll_18" [id=1933, type=roll]; +"1934 view_105" [id=1934, type=view]; +"1935 permute_87" [id=1935, type=permute]; +"1936 reshape_85" [id=1936, type=reshape]; +"1937 _frozen_param158" [id=1937, type=get_attr]; +"1938 reshape_85_0_0_nncf_smooth_quant_0" [id=1938, type=call_module]; +"1939 quantize_per_tensor_default_117" [id=1939, type=quantize_per_tensor]; +"1940 dequantize_per_tensor_default_117" [id=1940, type=dequantize_per_tensor]; +"1941 linear_118_scale_0" [id=1941, type=get_attr]; +"1942 linear_118_zero_point_0" [id=1942, type=get_attr]; +"1943 _frozen_param127_1" [id=1943, type=get_attr]; +"1944 dequantize_per_channel_default_79" [id=1944, type=dequantize_per_channel]; +"1945 linear_118" [id=1945, type=linear]; +"1946 reshape_86" [id=1946, type=reshape]; +"1947 permute_88" [id=1947, type=permute]; +"1948 select_57" [id=1948, type=select]; +"1949 select_58" [id=1949, type=select]; +"1950 select_59" [id=1950, type=select]; +"1951 linalg_vector_norm_38" [id=1951, type=linalg_vector_norm]; +"1952 clamp_min_38" [id=1952, type=clamp_min]; +"1953 expand_as_38" [id=1953, type=expand_as]; +"1954 div_38" [id=1954, type=div]; +"1955 quantize_per_tensor_default_118" [id=1955, type=quantize_per_tensor]; +"1956 dequantize_per_tensor_default_118" [id=1956, type=dequantize_per_tensor]; +"1957 linalg_vector_norm_39" [id=1957, type=linalg_vector_norm]; +"1958 clamp_min_39" [id=1958, type=clamp_min]; +"1959 expand_as_39" [id=1959, type=expand_as]; +"1960 div_39" [id=1960, type=div]; +"1961 quantize_per_tensor_default_119" [id=1961, type=quantize_per_tensor]; +"1962 dequantize_per_tensor_default_119" [id=1962, type=dequantize_per_tensor]; +"1963 transpose_38" [id=1963, type=transpose]; +"1964 matmul_38" [id=1964, type=matmul]; +"1965 _frozen_param160" [id=1965, type=get_attr]; +"1966 mul_39" [id=1966, type=mul]; +"1967 add_66" [id=1967, type=add]; +"1968 new_zeros_9" [id=1968, type=new_zeros]; +"1969 view_106" [id=1969, type=view]; +"1970 permute_89" [id=1970, type=permute]; +"1971 reshape_87" [id=1971, type=reshape]; +"1972 unsqueeze_56" [id=1972, type=unsqueeze]; +"1973 unsqueeze_57" [id=1973, type=unsqueeze]; +"1974 sub_9" [id=1974, type=sub]; +"1975 ne_9" [id=1975, type=ne]; +"1976 masked_fill_18" [id=1976, type=masked_fill]; +"1977 eq_9" [id=1977, type=eq]; +"1978 masked_fill_19" [id=1978, type=masked_fill]; +"1979 view_107" [id=1979, type=view]; +"1980 unsqueeze_58" [id=1980, type=unsqueeze]; +"1981 unsqueeze_59" [id=1981, type=unsqueeze]; +"1982 add_67" [id=1982, type=add]; +"1983 view_108" [id=1983, type=view]; +"1984 softmax_19" [id=1984, type=softmax]; +"1985 dropout_76" [id=1985, type=dropout]; +"1986 matmul_39" [id=1986, type=matmul]; +"1987 transpose_39" [id=1987, type=transpose]; +"1988 reshape_88" [id=1988, type=reshape]; +"1989 reshape_88_0_0_nncf_smooth_quant_0" [id=1989, type=call_module]; +"1990 quantize_per_tensor_default_120" [id=1990, type=quantize_per_tensor]; +"1991 dequantize_per_tensor_default_120" [id=1991, type=dequantize_per_tensor]; +"1992 linear_119_scale_0" [id=1992, type=get_attr]; +"1993 linear_119_zero_point_0" [id=1993, type=get_attr]; +"1994 _frozen_param128_1" [id=1994, type=get_attr]; +"1995 dequantize_per_channel_default_80" [id=1995, type=dequantize_per_channel]; +"1996 linear_119" [id=1996, type=linear]; +"1997 dropout_77" [id=1997, type=dropout]; +"1998 view_109" [id=1998, type=view]; +"1999 permute_90" [id=1999, type=permute]; +"2000 reshape_89" [id=2000, type=reshape]; +"2001 roll_19" [id=2001, type=roll]; +"2002 slice_297" [id=2002, type=slice]; +"2003 slice_298" [id=2003, type=slice]; +"2004 slice_299" [id=2004, type=slice]; +"2005 slice_300" [id=2005, type=slice]; +"2006 contiguous_37" [id=2006, type=contiguous]; +"2007 layer_norm_41" [id=2007, type=layer_norm]; +"2008 add_68" [id=2008, type=add]; +"2009 add_68_0_0_nncf_smooth_quant_0" [id=2009, type=call_module]; +"2010 quantize_per_tensor_default_121" [id=2010, type=quantize_per_tensor]; +"2011 dequantize_per_tensor_default_121" [id=2011, type=dequantize_per_tensor]; +"2012 linear_120_scale_0" [id=2012, type=get_attr]; +"2013 linear_120_zero_point_0" [id=2013, type=get_attr]; +"2014 _frozen_param129_1" [id=2014, type=get_attr]; +"2015 dequantize_per_channel_default_81" [id=2015, type=dequantize_per_channel]; +"2016 linear_120" [id=2016, type=linear]; +"2017 gelu_19" [id=2017, type=gelu]; +"2018 dropout_78" [id=2018, type=dropout]; +"2019 dropout_78_0_0_nncf_smooth_quant_0" [id=2019, type=call_module]; +"2020 quantize_per_tensor_default_122" [id=2020, type=quantize_per_tensor]; +"2021 dequantize_per_tensor_default_122" [id=2021, type=dequantize_per_tensor]; +"2022 linear_121_scale_0" [id=2022, type=get_attr]; +"2023 linear_121_zero_point_0" [id=2023, type=get_attr]; +"2024 _frozen_param130_1" [id=2024, type=get_attr]; +"2025 dequantize_per_channel_default_82" [id=2025, type=dequantize_per_channel]; +"2026 linear_121" [id=2026, type=linear]; +"2027 dropout_79" [id=2027, type=dropout]; +"2028 layer_norm_42" [id=2028, type=layer_norm]; +"2029 add_69" [id=2029, type=add]; +"2030 _frozen_param170" [id=2030, type=get_attr]; +"2031 pad_22" [id=2031, type=pad]; +"2032 view_112" [id=2032, type=view]; +"2033 permute_92" [id=2033, type=permute]; +"2034 reshape_90" [id=2034, type=reshape]; +"2035 _frozen_param171" [id=2035, type=get_attr]; +"2036 reshape_90_0_0_nncf_smooth_quant_0" [id=2036, type=call_module]; +"2037 quantize_per_tensor_default_123" [id=2037, type=quantize_per_tensor]; +"2038 dequantize_per_tensor_default_123" [id=2038, type=dequantize_per_tensor]; +"2039 linear_124_scale_0" [id=2039, type=get_attr]; +"2040 linear_124_zero_point_0" [id=2040, type=get_attr]; +"2041 _frozen_param131_1" [id=2041, type=get_attr]; +"2042 dequantize_per_channel_default_83" [id=2042, type=dequantize_per_channel]; +"2043 linear_124" [id=2043, type=linear]; +"2044 reshape_91" [id=2044, type=reshape]; +"2045 permute_93" [id=2045, type=permute]; +"2046 select_60" [id=2046, type=select]; +"2047 select_61" [id=2047, type=select]; +"2048 select_62" [id=2048, type=select]; +"2049 linalg_vector_norm_40" [id=2049, type=linalg_vector_norm]; +"2050 clamp_min_40" [id=2050, type=clamp_min]; +"2051 expand_as_40" [id=2051, type=expand_as]; +"2052 div_40" [id=2052, type=div]; +"2053 quantize_per_tensor_default_124" [id=2053, type=quantize_per_tensor]; +"2054 dequantize_per_tensor_default_124" [id=2054, type=dequantize_per_tensor]; +"2055 linalg_vector_norm_41" [id=2055, type=linalg_vector_norm]; +"2056 clamp_min_41" [id=2056, type=clamp_min]; +"2057 expand_as_41" [id=2057, type=expand_as]; +"2058 div_41" [id=2058, type=div]; +"2059 quantize_per_tensor_default_125" [id=2059, type=quantize_per_tensor]; +"2060 dequantize_per_tensor_default_125" [id=2060, type=dequantize_per_tensor]; +"2061 transpose_40" [id=2061, type=transpose]; +"2062 matmul_40" [id=2062, type=matmul]; +"2063 _frozen_param173" [id=2063, type=get_attr]; +"2064 mul_41" [id=2064, type=mul]; +"2065 add_70" [id=2065, type=add]; +"2066 softmax_20" [id=2066, type=softmax]; +"2067 dropout_80" [id=2067, type=dropout]; +"2068 matmul_41" [id=2068, type=matmul]; +"2069 transpose_41" [id=2069, type=transpose]; +"2070 reshape_92" [id=2070, type=reshape]; +"2071 reshape_92_0_0_nncf_smooth_quant_0" [id=2071, type=call_module]; +"2072 quantize_per_tensor_default_126" [id=2072, type=quantize_per_tensor]; +"2073 dequantize_per_tensor_default_126" [id=2073, type=dequantize_per_tensor]; +"2074 linear_125_scale_0" [id=2074, type=get_attr]; +"2075 linear_125_zero_point_0" [id=2075, type=get_attr]; +"2076 _frozen_param132_1" [id=2076, type=get_attr]; +"2077 dequantize_per_channel_default_84" [id=2077, type=dequantize_per_channel]; +"2078 linear_125" [id=2078, type=linear]; +"2079 dropout_81" [id=2079, type=dropout]; +"2080 view_113" [id=2080, type=view]; +"2081 permute_94" [id=2081, type=permute]; +"2082 reshape_93" [id=2082, type=reshape]; +"2083 slice_302" [id=2083, type=slice]; +"2084 slice_303" 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quantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; +"213 quantize_per_tensor_default_2" -> "214 dequantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; +"214 dequantize_per_tensor_default_2" -> "222 matmul" [label="(49, 3, 64, 32)", style=solid]; +"215 linalg_vector_norm_1" -> "216 clamp_min_1" [label="(49, 3, 64, 1)", style=solid]; +"216 clamp_min_1" -> "217 expand_as_1" [label="(49, 3, 64, 1)", style=solid]; +"217 expand_as_1" -> "218 div_1" [label="(49, 3, 64, 32)", style=solid]; +"218 div_1" -> "219 quantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; +"219 quantize_per_tensor_default_3" -> "220 dequantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; +"220 dequantize_per_tensor_default_3" -> "221 transpose" [label="(49, 3, 64, 32)", style=solid]; +"221 transpose" -> "222 matmul" [label="(49, 3, 32, 64)", style=solid]; +"222 matmul" -> "224 mul_1" [label="(49, 3, 64, 64)", style=solid]; +"223 _frozen_param3" -> 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+"235 linear_3_zero_point_0" -> "237 dequantize_per_channel_default_2" [label="(96,)", style=solid]; +"236 _frozen_param8_1" -> "237 dequantize_per_channel_default_2" [label="(96, 96)", style=solid]; +"237 dequantize_per_channel_default_2" -> "238 linear_3" [label="(96, 96)", style=solid]; +"238 linear_3" -> "239 dropout_1" [label="(49, 64, 96)", style=solid]; +"239 dropout_1" -> "240 view_3" [label="(49, 64, 96)", style=solid]; +"240 view_3" -> "241 permute_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"241 permute_4" -> "242 reshape_3" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"242 reshape_3" -> "243 slice_2" [label="(1, 56, 56, 96)", style=solid]; +"243 slice_2" -> "244 slice_3" [label="(1, 56, 56, 96)", style=solid]; +"244 slice_3" -> "245 layer_norm_1" [label="(1, 56, 56, 96)", style=solid]; +"245 layer_norm_1" -> "246 add_1" [label="(1, 56, 56, 96)", style=solid]; +"246 add_1" -> "247 add_1_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"246 add_1" -> "267 add_2" [label="(1, 56, 56, 96)", style=solid]; +"247 add_1_0_0_nncf_smooth_quant_0" -> "248 quantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; +"248 quantize_per_tensor_default_5" -> "249 dequantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; +"249 dequantize_per_tensor_default_5" -> "254 linear_4" [label="(1, 56, 56, 96)", style=solid]; +"250 linear_4_scale_0" -> "253 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"251 linear_4_zero_point_0" -> "253 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"252 _frozen_param9_1" -> "253 dequantize_per_channel_default_3" [label="(384, 96)", style=solid]; +"253 dequantize_per_channel_default_3" -> "254 linear_4" [label="(384, 96)", style=solid]; +"254 linear_4" -> "255 gelu" [label="(1, 56, 56, 384)", style=solid]; +"255 gelu" -> "256 dropout_2" [label="(1, 56, 56, 384)", style=solid]; +"256 dropout_2" -> "257 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"257 dropout_2_0_0_nncf_smooth_quant_0" -> "258 quantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; +"258 quantize_per_tensor_default_6" -> "259 dequantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; +"259 dequantize_per_tensor_default_6" -> "264 linear_5" [label="(1, 56, 56, 384)", style=solid]; +"260 linear_5_scale_0" -> "263 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"261 linear_5_zero_point_0" -> "263 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"262 _frozen_param10_1" -> "263 dequantize_per_channel_default_4" [label="(96, 384)", style=solid]; +"263 dequantize_per_channel_default_4" -> "264 linear_5" [label="(96, 384)", style=solid]; +"264 linear_5" -> "265 dropout_3" [label="(1, 56, 56, 96)", style=solid]; +"265 dropout_3" -> "266 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; +"266 layer_norm_2" -> "267 add_2" [label="(1, 56, 56, 96)", style=solid]; +"267 add_2" -> "269 pad_1" [label="(1, 56, 56, 96)", style=solid]; +"267 add_2" -> "342 add_5" [label="(1, 56, 56, 96)", style=solid]; +"268 _frozen_param4" -> "304 add_3" [label="(1, 3, 64, 64)", style=solid]; +"269 pad_1" -> "270 roll" [label="(1, 56, 56, 96)", style=solid]; +"270 roll" -> "271 view_6" [label="(1, 56, 56, 96)", style=solid]; +"271 view_6" -> "272 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"272 permute_6" -> "273 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"273 reshape_4" -> "275 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"273 reshape_4" -> "305 new_zeros" [label="(49, 64, 96)", style=solid]; +"274 _frozen_param5" -> "282 linear_8" [label="(288,)", style=solid]; +"275 reshape_4_0_0_nncf_smooth_quant_0" -> "276 quantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"276 quantize_per_tensor_default_7" -> "277 dequantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"277 dequantize_per_tensor_default_7" -> "282 linear_8" [label="(49, 64, 96)", style=solid]; +"278 linear_8_scale_0" -> "281 dequantize_per_channel_default_5" [label="(288,)", style=solid]; +"279 linear_8_zero_point_0" -> "281 dequantize_per_channel_default_5" [label="(288,)", style=solid]; +"280 _frozen_param11_1" -> "281 dequantize_per_channel_default_5" [label="(288, 96)", style=solid]; +"281 dequantize_per_channel_default_5" -> "282 linear_8" [label="(288, 96)", style=solid]; +"282 linear_8" -> "283 reshape_5" [label="(49, 64, 288)", style=solid]; +"283 reshape_5" -> "284 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; +"284 permute_7" -> "285 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; +"284 permute_7" -> "286 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; +"284 permute_7" -> "287 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; +"285 select_3" -> "288 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; +"285 select_3" -> "290 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; +"285 select_3" -> "291 div_2" [label="(49, 3, 64, 32)", style=solid]; +"286 select_4" -> "294 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; +"286 select_4" -> "296 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; +"286 select_4" -> "297 div_3" [label="(49, 3, 64, 32)", style=solid]; +"287 select_5" -> "323 matmul_3" [label="(49, 3, 64, 32)", style=solid]; +"288 linalg_vector_norm_2" -> "289 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; +"289 clamp_min_2" -> "290 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; +"290 expand_as_2" -> "291 div_2" [label="(49, 3, 64, 32)", style=solid]; +"291 div_2" -> "292 quantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; +"292 quantize_per_tensor_default_8" -> "293 dequantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; +"293 dequantize_per_tensor_default_8" -> "301 matmul_2" [label="(49, 3, 64, 32)", style=solid]; +"294 linalg_vector_norm_3" -> "295 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; +"295 clamp_min_3" -> "296 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; +"296 expand_as_3" -> "297 div_3" [label="(49, 3, 64, 32)", style=solid]; +"297 div_3" -> "298 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"298 quantize_per_tensor_default_9" -> "299 dequantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"299 dequantize_per_tensor_default_9" -> "300 transpose_2" [label="(49, 3, 64, 32)", style=solid]; +"300 transpose_2" -> "301 matmul_2" [label="(49, 3, 32, 64)", style=solid]; +"301 matmul_2" -> "303 mul_3" [label="(49, 3, 64, 64)", style=solid]; +"302 _frozen_param7" -> "303 mul_3" [label="(3, 1, 1)", style=solid]; +"303 mul_3" -> "304 add_3" [label="(49, 3, 64, 64)", style=solid]; +"304 add_3" -> "316 view_8" [label="(49, 3, 64, 64)", style=solid]; +"305 new_zeros" -> "306 view_7" [label="(56, 56)", style=solid]; +"306 view_7" -> "307 permute_8" [label="(7, 8, 7, 8)", style=solid]; +"307 permute_8" -> "308 reshape_6" [label="(7, 7, 8, 8)", style=solid]; +"308 reshape_6" -> "309 unsqueeze_2" [label="(49, 64)", style=solid]; +"308 reshape_6" -> "310 unsqueeze_3" [label="(49, 64)", style=solid]; +"309 unsqueeze_2" -> "311 sub" [label="(49, 1, 64)", style=solid]; +"310 unsqueeze_3" -> "311 sub" [label="(49, 64, 1)", style=solid]; +"311 sub" -> "312 ne" [label="(49, 64, 64)", style=solid]; +"311 sub" -> "313 masked_fill" [label="(49, 64, 64)", style=solid]; +"311 sub" -> "314 eq" [label="(49, 64, 64)", style=solid]; +"312 ne" -> "313 masked_fill" [label="(49, 64, 64)", style=solid]; +"313 masked_fill" -> "315 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"314 eq" -> "315 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"315 masked_fill_1" -> "317 unsqueeze_4" [label="(49, 64, 64)", style=solid]; +"316 view_8" -> "319 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; +"317 unsqueeze_4" -> "318 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; +"318 unsqueeze_5" -> "319 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; +"319 add_4" -> "320 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; +"320 view_9" -> "321 softmax_1" [label="(49, 3, 64, 64)", style=solid]; +"321 softmax_1" -> "322 dropout_4" [label="(49, 3, 64, 64)", style=solid]; +"322 dropout_4" -> "323 matmul_3" [label="(49, 3, 64, 64)", style=solid]; +"323 matmul_3" -> "324 transpose_3" [label="(49, 3, 64, 32)", style=solid]; +"324 transpose_3" -> "325 reshape_7" [label="(49, 64, 3, 32)", style=solid]; +"325 reshape_7" -> "326 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"326 reshape_7_0_0_nncf_smooth_quant_0" -> "327 quantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"327 quantize_per_tensor_default_10" -> "328 dequantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"328 dequantize_per_tensor_default_10" -> "333 linear_9" [label="(49, 64, 96)", style=solid]; +"329 linear_9_scale_0" -> "332 dequantize_per_channel_default_6" [label="(96,)", style=solid]; +"330 linear_9_zero_point_0" -> "332 dequantize_per_channel_default_6" [label="(96,)", style=solid]; +"331 _frozen_param12_1" -> "332 dequantize_per_channel_default_6" [label="(96, 96)", style=solid]; +"332 dequantize_per_channel_default_6" -> "333 linear_9" [label="(96, 96)", style=solid]; +"333 linear_9" -> "334 dropout_5" [label="(49, 64, 96)", style=solid]; +"334 dropout_5" -> "335 view_10" [label="(49, 64, 96)", style=solid]; +"335 view_10" -> "336 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"336 permute_9" -> "337 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"337 reshape_8" -> "338 roll_1" [label="(1, 56, 56, 96)", style=solid]; +"338 roll_1" -> "339 slice_23" [label="(1, 56, 56, 96)", style=solid]; +"339 slice_23" -> "340 slice_24" [label="(1, 56, 56, 96)", style=solid]; +"340 slice_24" -> "341 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; +"341 layer_norm_3" -> "342 add_5" [label="(1, 56, 56, 96)", style=solid]; +"342 add_5" -> "343 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"342 add_5" -> "363 add_6" [label="(1, 56, 56, 96)", style=solid]; +"343 add_5_0_0_nncf_smooth_quant_0" -> "344 quantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"344 quantize_per_tensor_default_11" -> "345 dequantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"345 dequantize_per_tensor_default_11" -> "350 linear_10" [label="(1, 56, 56, 96)", style=solid]; +"346 linear_10_scale_0" -> "349 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"347 linear_10_zero_point_0" -> "349 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"348 _frozen_param13_1" -> "349 dequantize_per_channel_default_7" [label="(384, 96)", style=solid]; +"349 dequantize_per_channel_default_7" -> "350 linear_10" [label="(384, 96)", style=solid]; +"350 linear_10" -> "351 gelu_1" [label="(1, 56, 56, 384)", style=solid]; +"351 gelu_1" -> "352 dropout_6" [label="(1, 56, 56, 384)", style=solid]; +"352 dropout_6" -> "353 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"353 dropout_6_0_0_nncf_smooth_quant_0" -> "354 quantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"354 quantize_per_tensor_default_12" -> "355 dequantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"355 dequantize_per_tensor_default_12" -> "360 linear_11" [label="(1, 56, 56, 384)", style=solid]; +"356 linear_11_scale_0" -> "359 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"357 linear_11_zero_point_0" -> "359 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"358 _frozen_param14_1" -> "359 dequantize_per_channel_default_8" [label="(96, 384)", style=solid]; +"359 dequantize_per_channel_default_8" -> "360 linear_11" [label="(96, 384)", style=solid]; +"360 linear_11" -> "361 dropout_7" [label="(1, 56, 56, 96)", style=solid]; +"361 dropout_7" -> "362 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; +"362 layer_norm_4" -> "363 add_6" [label="(1, 56, 56, 96)", style=solid]; +"363 add_6" -> "364 pad_2" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "365 slice_25" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "368 slice_28" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "371 slice_31" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "374 slice_34" [label="(1, 56, 56, 96)", style=solid]; +"365 slice_25" -> "366 slice_26" [label="(1, 28, 56, 96)", style=solid]; +"366 slice_26" -> "367 slice_27" [label="(1, 28, 28, 96)", style=solid]; +"367 slice_27" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"368 slice_28" -> "369 slice_29" [label="(1, 28, 56, 96)", style=solid]; +"369 slice_29" -> "370 slice_30" [label="(1, 28, 28, 96)", style=solid]; +"370 slice_30" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"371 slice_31" -> "372 slice_32" [label="(1, 28, 56, 96)", style=solid]; +"372 slice_32" -> "373 slice_33" [label="(1, 28, 28, 96)", style=solid]; +"373 slice_33" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"374 slice_34" -> "375 slice_35" [label="(1, 28, 56, 96)", style=solid]; +"375 slice_35" -> "376 slice_36" [label="(1, 28, 28, 96)", style=solid]; +"376 slice_36" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"377 cat" -> "378 cat_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 384)", style=solid]; +"378 cat_0_0_nncf_smooth_quant_0" -> "379 quantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"379 quantize_per_tensor_default_13" -> "380 dequantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"380 dequantize_per_tensor_default_13" -> "385 linear_12" [label="(1, 28, 28, 384)", style=solid]; +"381 linear_12_scale_0" -> "384 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"382 linear_12_zero_point_0" -> "384 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"383 _frozen_param15_1" -> "384 dequantize_per_channel_default_9" [label="(192, 384)", style=solid]; +"384 dequantize_per_channel_default_9" -> "385 linear_12" [label="(192, 384)", style=solid]; +"385 linear_12" -> "386 layer_norm_5" [label="(1, 28, 28, 192)", style=solid]; +"386 layer_norm_5" -> "388 pad_3" [label="(1, 28, 28, 192)", style=solid]; +"386 layer_norm_5" -> "446 add_8" [label="(1, 28, 28, 192)", style=solid]; +"387 _frozen_param17" -> "422 add_7" [label="(1, 6, 64, 64)", style=solid]; +"388 pad_3" -> "389 view_13" [label="(1, 32, 32, 192)", style=solid]; +"389 view_13" -> "390 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"390 permute_11" -> "391 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"391 reshape_9" -> "393 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"392 _frozen_param18" -> "400 linear_15" [label="(576,)", style=solid]; +"393 reshape_9_0_0_nncf_smooth_quant_0" -> "394 quantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"394 quantize_per_tensor_default_14" -> "395 dequantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"395 dequantize_per_tensor_default_14" -> "400 linear_15" [label="(16, 64, 192)", style=solid]; +"396 linear_15_scale_0" -> "399 dequantize_per_channel_default_10" [label="(576,)", style=solid]; +"397 linear_15_zero_point_0" -> "399 dequantize_per_channel_default_10" [label="(576,)", style=solid]; +"398 _frozen_param16_1" -> "399 dequantize_per_channel_default_10" [label="(576, 192)", style=solid]; +"399 dequantize_per_channel_default_10" -> "400 linear_15" [label="(576, 192)", style=solid]; +"400 linear_15" -> "401 reshape_10" [label="(16, 64, 576)", style=solid]; +"401 reshape_10" -> "402 permute_12" [label="(16, 64, 3, 6, 32)", style=solid]; +"402 permute_12" -> "403 select_6" [label="(3, 16, 6, 64, 32)", style=solid]; +"402 permute_12" -> "404 select_7" [label="(3, 16, 6, 64, 32)", style=solid]; +"402 permute_12" -> "405 select_8" [label="(3, 16, 6, 64, 32)", style=solid]; +"403 select_6" -> "406 linalg_vector_norm_4" [label="(16, 6, 64, 32)", style=solid]; +"403 select_6" -> "408 expand_as_4" [label="(16, 6, 64, 32)", style=solid]; +"403 select_6" -> "409 div_4" [label="(16, 6, 64, 32)", style=solid]; +"404 select_7" -> "412 linalg_vector_norm_5" [label="(16, 6, 64, 32)", style=solid]; +"404 select_7" -> "414 expand_as_5" [label="(16, 6, 64, 32)", style=solid]; +"404 select_7" -> "415 div_5" [label="(16, 6, 64, 32)", style=solid]; +"405 select_8" -> "425 matmul_5" [label="(16, 6, 64, 32)", style=solid]; +"406 linalg_vector_norm_4" -> "407 clamp_min_4" [label="(16, 6, 64, 1)", style=solid]; +"407 clamp_min_4" -> "408 expand_as_4" [label="(16, 6, 64, 1)", style=solid]; +"408 expand_as_4" -> "409 div_4" [label="(16, 6, 64, 32)", style=solid]; +"409 div_4" -> "410 quantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; +"410 quantize_per_tensor_default_15" -> "411 dequantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; +"411 dequantize_per_tensor_default_15" -> "419 matmul_4" [label="(16, 6, 64, 32)", style=solid]; +"412 linalg_vector_norm_5" -> "413 clamp_min_5" [label="(16, 6, 64, 1)", style=solid]; +"413 clamp_min_5" -> "414 expand_as_5" [label="(16, 6, 64, 1)", style=solid]; +"414 expand_as_5" -> "415 div_5" [label="(16, 6, 64, 32)", style=solid]; +"415 div_5" -> "416 quantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"416 quantize_per_tensor_default_16" -> "417 dequantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"417 dequantize_per_tensor_default_16" -> "418 transpose_4" [label="(16, 6, 64, 32)", style=solid]; +"418 transpose_4" -> "419 matmul_4" [label="(16, 6, 32, 64)", style=solid]; +"419 matmul_4" -> "421 mul_5" [label="(16, 6, 64, 64)", style=solid]; +"420 _frozen_param20" -> "421 mul_5" [label="(6, 1, 1)", style=solid]; +"421 mul_5" -> "422 add_7" [label="(16, 6, 64, 64)", style=solid]; +"422 add_7" -> "423 softmax_2" [label="(16, 6, 64, 64)", style=solid]; +"423 softmax_2" -> "424 dropout_8" [label="(16, 6, 64, 64)", style=solid]; +"424 dropout_8" -> "425 matmul_5" [label="(16, 6, 64, 64)", style=solid]; +"425 matmul_5" -> "426 transpose_5" [label="(16, 6, 64, 32)", style=solid]; +"426 transpose_5" -> "427 reshape_11" [label="(16, 64, 6, 32)", style=solid]; +"427 reshape_11" -> "428 reshape_11_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"428 reshape_11_0_0_nncf_smooth_quant_0" -> "429 quantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"429 quantize_per_tensor_default_17" -> "430 dequantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"430 dequantize_per_tensor_default_17" -> "435 linear_16" [label="(16, 64, 192)", style=solid]; +"431 linear_16_scale_0" -> "434 dequantize_per_channel_default_11" [label="(192,)", style=solid]; +"432 linear_16_zero_point_0" -> "434 dequantize_per_channel_default_11" [label="(192,)", style=solid]; +"433 _frozen_param19_1" -> 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quantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; +"476 quantize_per_tensor_default_20" -> "477 dequantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; +"477 dequantize_per_tensor_default_20" -> "482 linear_21" [label="(16, 64, 192)", style=solid]; +"478 linear_21_scale_0" -> "481 dequantize_per_channel_default_14" [label="(576,)", style=solid]; +"479 linear_21_zero_point_0" -> "481 dequantize_per_channel_default_14" [label="(576,)", style=solid]; +"480 _frozen_param26_1" -> "481 dequantize_per_channel_default_14" [label="(576, 192)", style=solid]; +"481 dequantize_per_channel_default_14" -> "482 linear_21" [label="(576, 192)", style=solid]; +"482 linear_21" -> "483 reshape_14" [label="(16, 64, 576)", style=solid]; +"483 reshape_14" -> "484 permute_16" [label="(16, 64, 3, 6, 32)", style=solid]; +"484 permute_16" -> "485 select_9" [label="(3, 16, 6, 64, 32)", style=solid]; +"484 permute_16" -> "486 select_10" [label="(3, 16, 6, 64, 32)", style=solid]; 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"493 dequantize_per_tensor_default_21" [label="(16, 6, 64, 32)", style=solid]; +"493 dequantize_per_tensor_default_21" -> "501 matmul_6" [label="(16, 6, 64, 32)", style=solid]; +"494 linalg_vector_norm_7" -> "495 clamp_min_7" [label="(16, 6, 64, 1)", style=solid]; +"495 clamp_min_7" -> "496 expand_as_7" [label="(16, 6, 64, 1)", style=solid]; +"496 expand_as_7" -> "497 div_7" [label="(16, 6, 64, 32)", style=solid]; +"497 div_7" -> "498 quantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; +"498 quantize_per_tensor_default_22" -> "499 dequantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; +"499 dequantize_per_tensor_default_22" -> "500 transpose_6" [label="(16, 6, 64, 32)", style=solid]; +"500 transpose_6" -> "501 matmul_6" [label="(16, 6, 32, 64)", style=solid]; +"501 matmul_6" -> "503 mul_7" [label="(16, 6, 64, 64)", style=solid]; +"502 _frozen_param24" -> "503 mul_7" [label="(6, 1, 1)", style=solid]; +"503 mul_7" -> "504 add_10" [label="(16, 6, 64, 64)", style=solid]; +"504 add_10" -> "516 view_19" [label="(16, 6, 64, 64)", style=solid]; +"505 new_zeros_1" -> "506 view_18" [label="(32, 32)", style=solid]; +"506 view_18" -> "507 permute_17" [label="(4, 8, 4, 8)", style=solid]; +"507 permute_17" -> "508 reshape_15" [label="(4, 4, 8, 8)", style=solid]; +"508 reshape_15" -> "509 unsqueeze_8" [label="(16, 64)", style=solid]; +"508 reshape_15" -> "510 unsqueeze_9" [label="(16, 64)", style=solid]; +"509 unsqueeze_8" -> "511 sub_1" [label="(16, 1, 64)", style=solid]; +"510 unsqueeze_9" -> "511 sub_1" [label="(16, 64, 1)", style=solid]; +"511 sub_1" -> "512 ne_1" [label="(16, 64, 64)", style=solid]; +"511 sub_1" -> "513 masked_fill_2" [label="(16, 64, 64)", style=solid]; +"511 sub_1" -> "514 eq_1" [label="(16, 64, 64)", style=solid]; +"512 ne_1" -> "513 masked_fill_2" [label="(16, 64, 64)", style=solid]; +"513 masked_fill_2" -> "515 masked_fill_3" [label="(16, 64, 64)", style=solid]; +"514 eq_1" -> "515 masked_fill_3" [label="(16, 64, 64)", style=solid]; +"515 masked_fill_3" -> "517 unsqueeze_10" [label="(16, 64, 64)", style=solid]; +"516 view_19" -> "519 add_11" [label="(1, 16, 6, 64, 64)", style=solid]; +"517 unsqueeze_10" -> "518 unsqueeze_11" [label="(16, 1, 64, 64)", style=solid]; +"518 unsqueeze_11" -> "519 add_11" [label="(1, 16, 1, 64, 64)", style=solid]; +"519 add_11" -> "520 view_20" [label="(1, 16, 6, 64, 64)", style=solid]; +"520 view_20" -> "521 softmax_3" [label="(16, 6, 64, 64)", style=solid]; +"521 softmax_3" -> "522 dropout_12" [label="(16, 6, 64, 64)", style=solid]; +"522 dropout_12" -> "523 matmul_7" [label="(16, 6, 64, 64)", style=solid]; +"523 matmul_7" -> "524 transpose_7" [label="(16, 6, 64, 32)", style=solid]; +"524 transpose_7" -> "525 reshape_16" [label="(16, 64, 6, 32)", style=solid]; +"525 reshape_16" -> "526 reshape_16_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"526 reshape_16_0_0_nncf_smooth_quant_0" -> "527 quantize_per_tensor_default_23" [label="(16, 64, 192)", style=solid]; +"527 quantize_per_tensor_default_23" -> "528 dequantize_per_tensor_default_23" [label="(16, 64, 192)", style=solid]; +"528 dequantize_per_tensor_default_23" -> "533 linear_22" [label="(16, 64, 192)", style=solid]; +"529 linear_22_scale_0" -> "532 dequantize_per_channel_default_15" [label="(192,)", style=solid]; +"530 linear_22_zero_point_0" -> "532 dequantize_per_channel_default_15" [label="(192,)", style=solid]; +"531 _frozen_param27_1" -> "532 dequantize_per_channel_default_15" [label="(192, 192)", style=solid]; +"532 dequantize_per_channel_default_15" -> "533 linear_22" [label="(192, 192)", style=solid]; +"533 linear_22" -> "534 dropout_13" [label="(16, 64, 192)", style=solid]; +"534 dropout_13" -> "535 view_21" [label="(16, 64, 192)", style=solid]; +"535 view_21" -> "536 permute_18" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"536 permute_18" -> "537 reshape_17" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"537 reshape_17" -> "538 roll_3" [label="(1, 32, 32, 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dequantize_per_tensor_default_24" -> "553 linear_23" [label="(1, 28, 28, 192)", style=solid]; +"549 linear_23_scale_0" -> "552 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"550 linear_23_zero_point_0" -> "552 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"551 _frozen_param28_1" -> "552 dequantize_per_channel_default_16" [label="(768, 192)", style=solid]; +"552 dequantize_per_channel_default_16" -> "553 linear_23" [label="(768, 192)", style=solid]; +"553 linear_23" -> "554 gelu_3" [label="(1, 28, 28, 768)", style=solid]; +"554 gelu_3" -> "555 dropout_14" [label="(1, 28, 28, 768)", style=solid]; +"555 dropout_14" -> "556 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"556 dropout_14_0_0_nncf_smooth_quant_0" -> "557 quantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; +"557 quantize_per_tensor_default_25" -> "558 dequantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; +"558 dequantize_per_tensor_default_25" -> "563 linear_24" [label="(1, 28, 28, 768)", style=solid]; +"559 linear_24_scale_0" -> "562 dequantize_per_channel_default_17" [label="(192,)", style=solid]; +"560 linear_24_zero_point_0" -> "562 dequantize_per_channel_default_17" [label="(192,)", style=solid]; +"561 _frozen_param29_1" -> "562 dequantize_per_channel_default_17" [label="(192, 768)", style=solid]; +"562 dequantize_per_channel_default_17" -> "563 linear_24" [label="(192, 768)", style=solid]; +"563 linear_24" -> "564 dropout_15" [label="(1, 28, 28, 192)", style=solid]; +"564 dropout_15" -> "565 layer_norm_9" [label="(1, 28, 28, 192)", style=solid]; +"565 layer_norm_9" -> "566 add_13" [label="(1, 28, 28, 192)", style=solid]; +"566 add_13" -> "567 pad_5" [label="(1, 28, 28, 192)", style=solid]; +"567 pad_5" -> "568 slice_65" [label="(1, 28, 28, 192)", style=solid]; +"567 pad_5" -> "571 slice_68" [label="(1, 28, 28, 192)", style=solid]; +"567 pad_5" -> "574 slice_71" [label="(1, 28, 28, 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dequantize_per_channel_default_72" -> "1816 linear_107" [label="(384, 384)", style=solid]; +"1816 linear_107" -> "1817 dropout_69" [label="(4, 64, 384)", style=solid]; +"1817 dropout_69" -> "1818 view_98" [label="(4, 64, 384)", style=solid]; +"1818 view_98" -> "1819 permute_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1819 permute_81" -> "1820 reshape_80" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1820 reshape_80" -> "1821 roll_17" [label="(1, 16, 16, 384)", style=solid]; +"1821 roll_17" -> "1822 slice_269" [label="(1, 16, 16, 384)", style=solid]; +"1822 slice_269" -> "1823 slice_270" [label="(1, 16, 16, 384)", style=solid]; +"1823 slice_270" -> "1824 slice_271" [label="(1, 14, 16, 384)", style=solid]; +"1824 slice_271" -> "1825 slice_272" [label="(1, 14, 14, 384)", style=solid]; +"1825 slice_272" -> "1826 contiguous_33" [label="(1, 14, 14, 384)", style=solid]; +"1826 contiguous_33" -> "1827 layer_norm_37" [label="(1, 14, 14, 384)", style=solid]; +"1827 layer_norm_37" -> "1828 add_61" [label="(1, 14, 14, 384)", style=solid]; +"1828 add_61" -> "1829 add_61_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1828 add_61" -> "1849 add_62" [label="(1, 14, 14, 384)", style=solid]; +"1829 add_61_0_0_nncf_smooth_quant_0" -> "1830 quantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; +"1830 quantize_per_tensor_default_109" -> "1831 dequantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; +"1831 dequantize_per_tensor_default_109" -> "1836 linear_108" [label="(1, 14, 14, 384)", style=solid]; +"1832 linear_108_scale_0" -> "1835 dequantize_per_channel_default_73" [label="(1536,)", style=solid]; +"1833 linear_108_zero_point_0" -> "1835 dequantize_per_channel_default_73" [label="(1536,)", style=solid]; +"1834 _frozen_param115_1" -> "1835 dequantize_per_channel_default_73" [label="(1536, 384)", style=solid]; +"1835 dequantize_per_channel_default_73" -> "1836 linear_108" [label="(1536, 384)", style=solid]; +"1836 linear_108" -> "1837 gelu_17" [label="(1, 14, 14, 1536)", style=solid]; +"1837 gelu_17" -> "1838 dropout_70" [label="(1, 14, 14, 1536)", style=solid]; +"1838 dropout_70" -> "1839 dropout_70_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1839 dropout_70_0_0_nncf_smooth_quant_0" -> "1840 quantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; +"1840 quantize_per_tensor_default_110" -> "1841 dequantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; +"1841 dequantize_per_tensor_default_110" -> "1846 linear_109" [label="(1, 14, 14, 1536)", style=solid]; +"1842 linear_109_scale_0" -> "1845 dequantize_per_channel_default_74" [label="(384,)", style=solid]; +"1843 linear_109_zero_point_0" -> "1845 dequantize_per_channel_default_74" [label="(384,)", style=solid]; +"1844 _frozen_param116_1" -> "1845 dequantize_per_channel_default_74" [label="(384, 1536)", style=solid]; +"1845 dequantize_per_channel_default_74" -> "1846 linear_109" [label="(384, 1536)", style=solid]; +"1846 linear_109" -> "1847 dropout_71" [label="(1, 14, 14, 384)", style=solid]; +"1847 dropout_71" -> "1848 layer_norm_38" [label="(1, 14, 14, 384)", style=solid]; +"1848 layer_norm_38" -> "1849 add_62" [label="(1, 14, 14, 384)", style=solid]; +"1849 add_62" -> "1851 pad_20" [label="(1, 14, 14, 384)", style=solid]; +"1849 add_62" -> "1909 add_64" [label="(1, 14, 14, 384)", style=solid]; +"1850 _frozen_param153" -> "1885 add_63" [label="(1, 12, 64, 64)", style=solid]; +"1851 pad_20" -> "1852 view_101" [label="(1, 16, 16, 384)", style=solid]; +"1852 view_101" -> "1853 permute_83" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1853 permute_83" -> "1854 reshape_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1854 reshape_81" -> "1856 reshape_81_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1855 _frozen_param154" -> "1863 linear_112" [label="(1152,)", style=solid]; +"1856 reshape_81_0_0_nncf_smooth_quant_0" -> "1857 quantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; +"1857 quantize_per_tensor_default_111" -> "1858 dequantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; +"1858 dequantize_per_tensor_default_111" -> "1863 linear_112" [label="(4, 64, 384)", style=solid]; +"1859 linear_112_scale_0" -> "1862 dequantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1860 linear_112_zero_point_0" -> "1862 dequantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1861 _frozen_param117_1" -> "1862 dequantize_per_channel_default_75" [label="(1152, 384)", style=solid]; +"1862 dequantize_per_channel_default_75" -> "1863 linear_112" [label="(1152, 384)", style=solid]; +"1863 linear_112" -> "1864 reshape_82" [label="(4, 64, 1152)", style=solid]; +"1864 reshape_82" -> "1865 permute_84" [label="(4, 64, 3, 12, 32)", style=solid]; +"1865 permute_84" -> "1866 select_54" [label="(3, 4, 12, 64, 32)", style=solid]; +"1865 permute_84" -> "1867 select_55" [label="(3, 4, 12, 64, 32)", style=solid]; +"1865 permute_84" -> "1868 select_56" [label="(3, 4, 12, 64, 32)", style=solid]; +"1866 select_54" -> "1869 linalg_vector_norm_36" [label="(4, 12, 64, 32)", style=solid]; +"1866 select_54" -> "1871 expand_as_36" [label="(4, 12, 64, 32)", style=solid]; +"1866 select_54" -> "1872 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1867 select_55" -> "1875 linalg_vector_norm_37" [label="(4, 12, 64, 32)", style=solid]; +"1867 select_55" -> "1877 expand_as_37" [label="(4, 12, 64, 32)", style=solid]; +"1867 select_55" -> "1878 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1868 select_56" -> "1888 matmul_37" [label="(4, 12, 64, 32)", style=solid]; +"1869 linalg_vector_norm_36" -> "1870 clamp_min_36" [label="(4, 12, 64, 1)", style=solid]; +"1870 clamp_min_36" -> "1871 expand_as_36" [label="(4, 12, 64, 1)", style=solid]; +"1871 expand_as_36" -> "1872 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1872 div_36" -> "1873 quantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1873 quantize_per_tensor_default_112" -> "1874 dequantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1874 dequantize_per_tensor_default_112" -> "1882 matmul_36" [label="(4, 12, 64, 32)", style=solid]; +"1875 linalg_vector_norm_37" -> "1876 clamp_min_37" [label="(4, 12, 64, 1)", style=solid]; +"1876 clamp_min_37" -> "1877 expand_as_37" [label="(4, 12, 64, 1)", style=solid]; +"1877 expand_as_37" -> "1878 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1878 div_37" -> "1879 quantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1879 quantize_per_tensor_default_113" -> "1880 dequantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1880 dequantize_per_tensor_default_113" -> "1881 transpose_36" [label="(4, 12, 64, 32)", style=solid]; +"1881 transpose_36" -> "1882 matmul_36" [label="(4, 12, 32, 64)", style=solid]; +"1882 matmul_36" -> "1884 mul_37" [label="(4, 12, 64, 64)", style=solid]; +"1883 _frozen_param156" -> "1884 mul_37" [label="(12, 1, 1)", style=solid]; +"1884 mul_37" -> "1885 add_63" [label="(4, 12, 64, 64)", style=solid]; +"1885 add_63" -> "1886 softmax_18" [label="(4, 12, 64, 64)", style=solid]; +"1886 softmax_18" -> "1887 dropout_72" [label="(4, 12, 64, 64)", style=solid]; +"1887 dropout_72" -> "1888 matmul_37" [label="(4, 12, 64, 64)", style=solid]; +"1888 matmul_37" -> "1889 transpose_37" [label="(4, 12, 64, 32)", style=solid]; +"1889 transpose_37" -> "1890 reshape_83" [label="(4, 64, 12, 32)", style=solid]; +"1890 reshape_83" -> "1891 reshape_83_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1891 reshape_83_0_0_nncf_smooth_quant_0" -> "1892 quantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1892 quantize_per_tensor_default_114" -> "1893 dequantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1893 dequantize_per_tensor_default_114" -> "1898 linear_113" [label="(4, 64, 384)", style=solid]; +"1894 linear_113_scale_0" -> "1897 dequantize_per_channel_default_76" [label="(384,)", style=solid]; +"1895 linear_113_zero_point_0" -> "1897 dequantize_per_channel_default_76" [label="(384,)", style=solid]; +"1896 _frozen_param118_1" -> "1897 dequantize_per_channel_default_76" [label="(384, 384)", style=solid]; +"1897 dequantize_per_channel_default_76" -> "1898 linear_113" [label="(384, 384)", style=solid]; +"1898 linear_113" -> "1899 dropout_73" [label="(4, 64, 384)", style=solid]; +"1899 dropout_73" -> "1900 view_102" [label="(4, 64, 384)", style=solid]; +"1900 view_102" -> "1901 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1901 permute_85" -> "1902 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1902 reshape_84" -> "1903 slice_274" [label="(1, 16, 16, 384)", style=solid]; +"1903 slice_274" -> "1904 slice_275" [label="(1, 16, 16, 384)", style=solid]; +"1904 slice_275" -> "1905 slice_276" [label="(1, 14, 16, 384)", style=solid]; +"1905 slice_276" -> "1906 slice_277" [label="(1, 14, 14, 384)", style=solid]; +"1906 slice_277" -> "1907 contiguous_35" [label="(1, 14, 14, 384)", style=solid]; +"1907 contiguous_35" -> "1908 layer_norm_39" [label="(1, 14, 14, 384)", style=solid]; +"1908 layer_norm_39" -> "1909 add_64" [label="(1, 14, 14, 384)", style=solid]; +"1909 add_64" -> "1910 add_64_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1909 add_64" -> "1930 add_65" [label="(1, 14, 14, 384)", style=solid]; +"1910 add_64_0_0_nncf_smooth_quant_0" -> "1911 quantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1911 quantize_per_tensor_default_115" -> "1912 dequantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1912 dequantize_per_tensor_default_115" -> "1917 linear_114" [label="(1, 14, 14, 384)", style=solid]; +"1913 linear_114_scale_0" -> "1916 dequantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1914 linear_114_zero_point_0" -> "1916 dequantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1915 _frozen_param121_1" -> "1916 dequantize_per_channel_default_77" [label="(1536, 384)", style=solid]; +"1916 dequantize_per_channel_default_77" -> "1917 linear_114" [label="(1536, 384)", style=solid]; +"1917 linear_114" -> "1918 gelu_18" [label="(1, 14, 14, 1536)", style=solid]; +"1918 gelu_18" -> "1919 dropout_74" [label="(1, 14, 14, 1536)", style=solid]; +"1919 dropout_74" -> "1920 dropout_74_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1920 dropout_74_0_0_nncf_smooth_quant_0" -> "1921 quantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"1921 quantize_per_tensor_default_116" -> "1922 dequantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"1922 dequantize_per_tensor_default_116" -> "1927 linear_115" [label="(1, 14, 14, 1536)", style=solid]; +"1923 linear_115_scale_0" -> "1926 dequantize_per_channel_default_78" [label="(384,)", style=solid]; +"1924 linear_115_zero_point_0" -> "1926 dequantize_per_channel_default_78" [label="(384,)", style=solid]; +"1925 _frozen_param125_1" -> "1926 dequantize_per_channel_default_78" [label="(384, 1536)", style=solid]; +"1926 dequantize_per_channel_default_78" -> "1927 linear_115" [label="(384, 1536)", style=solid]; +"1927 linear_115" -> "1928 dropout_75" [label="(1, 14, 14, 384)", style=solid]; +"1928 dropout_75" -> "1929 layer_norm_40" [label="(1, 14, 14, 384)", style=solid]; +"1929 layer_norm_40" -> "1930 add_65" [label="(1, 14, 14, 384)", style=solid]; +"1930 add_65" -> "1932 pad_21" [label="(1, 14, 14, 384)", style=solid]; +"1930 add_65" -> "2008 add_68" [label="(1, 14, 14, 384)", style=solid]; +"1931 _frozen_param157" -> "1967 add_66" [label="(1, 12, 64, 64)", style=solid]; +"1932 pad_21" -> "1933 roll_18" [label="(1, 16, 16, 384)", style=solid]; +"1933 roll_18" -> "1934 view_105" [label="(1, 16, 16, 384)", style=solid]; +"1934 view_105" -> "1935 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1935 permute_87" -> "1936 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1936 reshape_85" -> "1938 reshape_85_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1936 reshape_85" -> "1968 new_zeros_9" [label="(4, 64, 384)", style=solid]; +"1937 _frozen_param158" -> "1945 linear_118" [label="(1152,)", style=solid]; +"1938 reshape_85_0_0_nncf_smooth_quant_0" -> "1939 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"1939 quantize_per_tensor_default_117" -> "1940 dequantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"1940 dequantize_per_tensor_default_117" -> "1945 linear_118" [label="(4, 64, 384)", style=solid]; +"1941 linear_118_scale_0" -> "1944 dequantize_per_channel_default_79" [label="(1152,)", style=solid]; +"1942 linear_118_zero_point_0" -> "1944 dequantize_per_channel_default_79" [label="(1152,)", style=solid]; +"1943 _frozen_param127_1" -> "1944 dequantize_per_channel_default_79" [label="(1152, 384)", style=solid]; +"1944 dequantize_per_channel_default_79" -> "1945 linear_118" [label="(1152, 384)", style=solid]; +"1945 linear_118" -> "1946 reshape_86" [label="(4, 64, 1152)", style=solid]; +"1946 reshape_86" -> "1947 permute_88" [label="(4, 64, 3, 12, 32)", style=solid]; +"1947 permute_88" -> "1948 select_57" [label="(3, 4, 12, 64, 32)", style=solid]; +"1947 permute_88" -> "1949 select_58" [label="(3, 4, 12, 64, 32)", style=solid]; +"1947 permute_88" -> "1950 select_59" [label="(3, 4, 12, 64, 32)", style=solid]; +"1948 select_57" -> "1951 linalg_vector_norm_38" [label="(4, 12, 64, 32)", style=solid]; +"1948 select_57" -> "1953 expand_as_38" [label="(4, 12, 64, 32)", style=solid]; +"1948 select_57" -> "1954 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1949 select_58" -> "1957 linalg_vector_norm_39" [label="(4, 12, 64, 32)", style=solid]; +"1949 select_58" -> "1959 expand_as_39" [label="(4, 12, 64, 32)", style=solid]; +"1949 select_58" -> "1960 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1950 select_59" -> "1986 matmul_39" [label="(4, 12, 64, 32)", style=solid]; +"1951 linalg_vector_norm_38" -> "1952 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; +"1952 clamp_min_38" -> "1953 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; +"1953 expand_as_38" -> "1954 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1954 div_38" -> "1955 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"1955 quantize_per_tensor_default_118" -> "1956 dequantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"1956 dequantize_per_tensor_default_118" -> "1964 matmul_38" [label="(4, 12, 64, 32)", style=solid]; +"1957 linalg_vector_norm_39" -> "1958 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; +"1958 clamp_min_39" -> "1959 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; +"1959 expand_as_39" -> "1960 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1960 div_39" -> "1961 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"1961 quantize_per_tensor_default_119" -> "1962 dequantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"1962 dequantize_per_tensor_default_119" -> "1963 transpose_38" [label="(4, 12, 64, 32)", style=solid]; +"1963 transpose_38" -> "1964 matmul_38" [label="(4, 12, 32, 64)", style=solid]; +"1964 matmul_38" -> "1966 mul_39" [label="(4, 12, 64, 64)", style=solid]; +"1965 _frozen_param160" -> "1966 mul_39" [label="(12, 1, 1)", style=solid]; +"1966 mul_39" -> "1967 add_66" [label="(4, 12, 64, 64)", style=solid]; +"1967 add_66" -> "1979 view_107" [label="(4, 12, 64, 64)", style=solid]; +"1968 new_zeros_9" -> "1969 view_106" [label="(16, 16)", style=solid]; +"1969 view_106" -> "1970 permute_89" [label="(2, 8, 2, 8)", style=solid]; +"1970 permute_89" -> "1971 reshape_87" [label="(2, 2, 8, 8)", style=solid]; +"1971 reshape_87" -> "1972 unsqueeze_56" [label="(4, 64)", style=solid]; +"1971 reshape_87" -> "1973 unsqueeze_57" [label="(4, 64)", style=solid]; +"1972 unsqueeze_56" -> "1974 sub_9" [label="(4, 1, 64)", style=solid]; +"1973 unsqueeze_57" -> "1974 sub_9" [label="(4, 64, 1)", style=solid]; +"1974 sub_9" -> "1975 ne_9" [label="(4, 64, 64)", style=solid]; +"1974 sub_9" -> "1976 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"1974 sub_9" -> "1977 eq_9" [label="(4, 64, 64)", style=solid]; +"1975 ne_9" -> "1976 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"1976 masked_fill_18" -> "1978 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"1977 eq_9" -> "1978 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"1978 masked_fill_19" -> "1980 unsqueeze_58" [label="(4, 64, 64)", style=solid]; +"1979 view_107" -> "1982 add_67" [label="(1, 4, 12, 64, 64)", style=solid]; +"1980 unsqueeze_58" -> "1981 unsqueeze_59" [label="(4, 1, 64, 64)", style=solid]; +"1981 unsqueeze_59" -> "1982 add_67" [label="(1, 4, 1, 64, 64)", style=solid]; +"1982 add_67" -> "1983 view_108" [label="(1, 4, 12, 64, 64)", style=solid]; +"1983 view_108" -> "1984 softmax_19" [label="(4, 12, 64, 64)", style=solid]; +"1984 softmax_19" -> "1985 dropout_76" [label="(4, 12, 64, 64)", style=solid]; +"1985 dropout_76" -> "1986 matmul_39" [label="(4, 12, 64, 64)", style=solid]; +"1986 matmul_39" -> "1987 transpose_39" [label="(4, 12, 64, 32)", style=solid]; +"1987 transpose_39" -> "1988 reshape_88" [label="(4, 64, 12, 32)", style=solid]; +"1988 reshape_88" -> "1989 reshape_88_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1989 reshape_88_0_0_nncf_smooth_quant_0" -> "1990 quantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; +"1990 quantize_per_tensor_default_120" -> "1991 dequantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; +"1991 dequantize_per_tensor_default_120" -> "1996 linear_119" [label="(4, 64, 384)", style=solid]; +"1992 linear_119_scale_0" -> "1995 dequantize_per_channel_default_80" [label="(384,)", style=solid]; +"1993 linear_119_zero_point_0" -> "1995 dequantize_per_channel_default_80" [label="(384,)", style=solid]; +"1994 _frozen_param128_1" -> "1995 dequantize_per_channel_default_80" [label="(384, 384)", style=solid]; +"1995 dequantize_per_channel_default_80" -> "1996 linear_119" [label="(384, 384)", style=solid]; +"1996 linear_119" -> "1997 dropout_77" [label="(4, 64, 384)", style=solid]; +"1997 dropout_77" -> "1998 view_109" [label="(4, 64, 384)", style=solid]; +"1998 view_109" -> "1999 permute_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1999 permute_90" -> "2000 reshape_89" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2000 reshape_89" -> "2001 roll_19" [label="(1, 16, 16, 384)", style=solid]; +"2001 roll_19" -> "2002 slice_297" [label="(1, 16, 16, 384)", style=solid]; +"2002 slice_297" -> "2003 slice_298" [label="(1, 16, 16, 384)", style=solid]; +"2003 slice_298" -> "2004 slice_299" [label="(1, 14, 16, 384)", style=solid]; +"2004 slice_299" -> "2005 slice_300" [label="(1, 14, 14, 384)", style=solid]; +"2005 slice_300" -> "2006 contiguous_37" [label="(1, 14, 14, 384)", style=solid]; +"2006 contiguous_37" -> "2007 layer_norm_41" [label="(1, 14, 14, 384)", style=solid]; +"2007 layer_norm_41" -> "2008 add_68" [label="(1, 14, 14, 384)", style=solid]; +"2008 add_68" -> "2009 add_68_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2008 add_68" -> "2029 add_69" [label="(1, 14, 14, 384)", style=solid]; +"2009 add_68_0_0_nncf_smooth_quant_0" -> "2010 quantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; +"2010 quantize_per_tensor_default_121" -> "2011 dequantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; +"2011 dequantize_per_tensor_default_121" -> "2016 linear_120" [label="(1, 14, 14, 384)", style=solid]; +"2012 linear_120_scale_0" -> "2015 dequantize_per_channel_default_81" [label="(1536,)", style=solid]; +"2013 linear_120_zero_point_0" -> "2015 dequantize_per_channel_default_81" [label="(1536,)", style=solid]; +"2014 _frozen_param129_1" -> "2015 dequantize_per_channel_default_81" [label="(1536, 384)", style=solid]; +"2015 dequantize_per_channel_default_81" -> "2016 linear_120" [label="(1536, 384)", style=solid]; +"2016 linear_120" -> "2017 gelu_19" [label="(1, 14, 14, 1536)", style=solid]; +"2017 gelu_19" -> "2018 dropout_78" [label="(1, 14, 14, 1536)", style=solid]; +"2018 dropout_78" -> "2019 dropout_78_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2019 dropout_78_0_0_nncf_smooth_quant_0" -> "2020 quantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; +"2020 quantize_per_tensor_default_122" -> "2021 dequantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; +"2021 dequantize_per_tensor_default_122" -> "2026 linear_121" [label="(1, 14, 14, 1536)", style=solid]; +"2022 linear_121_scale_0" -> "2025 dequantize_per_channel_default_82" [label="(384,)", style=solid]; +"2023 linear_121_zero_point_0" -> "2025 dequantize_per_channel_default_82" [label="(384,)", style=solid]; +"2024 _frozen_param130_1" -> "2025 dequantize_per_channel_default_82" [label="(384, 1536)", style=solid]; +"2025 dequantize_per_channel_default_82" -> "2026 linear_121" [label="(384, 1536)", style=solid]; +"2026 linear_121" -> "2027 dropout_79" [label="(1, 14, 14, 384)", style=solid]; +"2027 dropout_79" -> "2028 layer_norm_42" [label="(1, 14, 14, 384)", style=solid]; +"2028 layer_norm_42" -> "2029 add_69" [label="(1, 14, 14, 384)", style=solid]; +"2029 add_69" -> "2031 pad_22" [label="(1, 14, 14, 384)", style=solid]; +"2029 add_69" -> "2089 add_71" [label="(1, 14, 14, 384)", style=solid]; +"2030 _frozen_param170" -> "2065 add_70" [label="(1, 12, 64, 64)", style=solid]; +"2031 pad_22" -> "2032 view_112" [label="(1, 16, 16, 384)", style=solid]; +"2032 view_112" -> "2033 permute_92" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2033 permute_92" -> "2034 reshape_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2034 reshape_90" -> "2036 reshape_90_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2035 _frozen_param171" -> "2043 linear_124" [label="(1152,)", style=solid]; +"2036 reshape_90_0_0_nncf_smooth_quant_0" -> "2037 quantize_per_tensor_default_123" [label="(4, 64, 384)", style=solid]; +"2037 quantize_per_tensor_default_123" -> "2038 dequantize_per_tensor_default_123" [label="(4, 64, 384)", style=solid]; +"2038 dequantize_per_tensor_default_123" -> "2043 linear_124" [label="(4, 64, 384)", style=solid]; +"2039 linear_124_scale_0" -> "2042 dequantize_per_channel_default_83" [label="(1152,)", style=solid]; +"2040 linear_124_zero_point_0" -> "2042 dequantize_per_channel_default_83" [label="(1152,)", style=solid]; +"2041 _frozen_param131_1" -> "2042 dequantize_per_channel_default_83" [label="(1152, 384)", style=solid]; +"2042 dequantize_per_channel_default_83" -> "2043 linear_124" [label="(1152, 384)", style=solid]; +"2043 linear_124" -> "2044 reshape_91" [label="(4, 64, 1152)", style=solid]; +"2044 reshape_91" -> "2045 permute_93" [label="(4, 64, 3, 12, 32)", style=solid]; +"2045 permute_93" -> "2046 select_60" [label="(3, 4, 12, 64, 32)", style=solid]; +"2045 permute_93" -> "2047 select_61" [label="(3, 4, 12, 64, 32)", style=solid]; +"2045 permute_93" -> "2048 select_62" [label="(3, 4, 12, 64, 32)", style=solid]; +"2046 select_60" -> "2049 linalg_vector_norm_40" [label="(4, 12, 64, 32)", style=solid]; +"2046 select_60" -> "2051 expand_as_40" [label="(4, 12, 64, 32)", style=solid]; +"2046 select_60" -> "2052 div_40" [label="(4, 12, 64, 32)", style=solid]; +"2047 select_61" -> "2055 linalg_vector_norm_41" [label="(4, 12, 64, 32)", style=solid]; +"2047 select_61" -> "2057 expand_as_41" [label="(4, 12, 64, 32)", style=solid]; +"2047 select_61" -> "2058 div_41" [label="(4, 12, 64, 32)", style=solid]; +"2048 select_62" -> "2068 matmul_41" [label="(4, 12, 64, 32)", style=solid]; +"2049 linalg_vector_norm_40" -> "2050 clamp_min_40" [label="(4, 12, 64, 1)", style=solid]; +"2050 clamp_min_40" -> "2051 expand_as_40" [label="(4, 12, 64, 1)", style=solid]; +"2051 expand_as_40" -> "2052 div_40" [label="(4, 12, 64, 32)", style=solid]; +"2052 div_40" -> "2053 quantize_per_tensor_default_124" [label="(4, 12, 64, 32)", style=solid]; +"2053 quantize_per_tensor_default_124" -> "2054 dequantize_per_tensor_default_124" [label="(4, 12, 64, 32)", style=solid]; +"2054 dequantize_per_tensor_default_124" -> "2062 matmul_40" [label="(4, 12, 64, 32)", style=solid]; +"2055 linalg_vector_norm_41" -> "2056 clamp_min_41" [label="(4, 12, 64, 1)", style=solid]; +"2056 clamp_min_41" -> "2057 expand_as_41" [label="(4, 12, 64, 1)", style=solid]; +"2057 expand_as_41" -> "2058 div_41" [label="(4, 12, 64, 32)", style=solid]; +"2058 div_41" -> "2059 quantize_per_tensor_default_125" [label="(4, 12, 64, 32)", style=solid]; +"2059 quantize_per_tensor_default_125" -> "2060 dequantize_per_tensor_default_125" [label="(4, 12, 64, 32)", style=solid]; +"2060 dequantize_per_tensor_default_125" -> "2061 transpose_40" [label="(4, 12, 64, 32)", style=solid]; +"2061 transpose_40" -> "2062 matmul_40" [label="(4, 12, 32, 64)", style=solid]; +"2062 matmul_40" -> "2064 mul_41" [label="(4, 12, 64, 64)", style=solid]; +"2063 _frozen_param173" -> "2064 mul_41" [label="(12, 1, 1)", style=solid]; +"2064 mul_41" -> "2065 add_70" [label="(4, 12, 64, 64)", style=solid]; +"2065 add_70" -> "2066 softmax_20" [label="(4, 12, 64, 64)", style=solid]; +"2066 softmax_20" -> "2067 dropout_80" [label="(4, 12, 64, 64)", style=solid]; +"2067 dropout_80" -> "2068 matmul_41" [label="(4, 12, 64, 64)", style=solid]; +"2068 matmul_41" -> "2069 transpose_41" [label="(4, 12, 64, 32)", style=solid]; +"2069 transpose_41" -> "2070 reshape_92" [label="(4, 64, 12, 32)", style=solid]; +"2070 reshape_92" -> "2071 reshape_92_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2071 reshape_92_0_0_nncf_smooth_quant_0" -> "2072 quantize_per_tensor_default_126" [label="(4, 64, 384)", style=solid]; +"2072 quantize_per_tensor_default_126" -> "2073 dequantize_per_tensor_default_126" [label="(4, 64, 384)", style=solid]; +"2073 dequantize_per_tensor_default_126" -> "2078 linear_125" [label="(4, 64, 384)", style=solid]; +"2074 linear_125_scale_0" -> "2077 dequantize_per_channel_default_84" [label="(384,)", style=solid]; +"2075 linear_125_zero_point_0" -> "2077 dequantize_per_channel_default_84" [label="(384,)", style=solid]; +"2076 _frozen_param132_1" -> "2077 dequantize_per_channel_default_84" [label="(384, 384)", style=solid]; +"2077 dequantize_per_channel_default_84" -> "2078 linear_125" [label="(384, 384)", style=solid]; +"2078 linear_125" -> "2079 dropout_81" [label="(4, 64, 384)", style=solid]; +"2079 dropout_81" -> "2080 view_113" [label="(4, 64, 384)", style=solid]; +"2080 view_113" -> "2081 permute_94" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2081 permute_94" -> "2082 reshape_93" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2082 reshape_93" -> "2083 slice_302" [label="(1, 16, 16, 384)", style=solid]; +"2083 slice_302" -> "2084 slice_303" [label="(1, 16, 16, 384)", style=solid]; +"2084 slice_303" -> "2085 slice_304" [label="(1, 14, 16, 384)", style=solid]; +"2085 slice_304" -> "2086 slice_305" [label="(1, 14, 14, 384)", style=solid]; +"2086 slice_305" -> "2087 contiguous_39" [label="(1, 14, 14, 384)", style=solid]; +"2087 contiguous_39" -> "2088 layer_norm_43" [label="(1, 14, 14, 384)", style=solid]; +"2088 layer_norm_43" -> "2089 add_71" [label="(1, 14, 14, 384)", style=solid]; +"2089 add_71" -> "2090 add_71_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2089 add_71" -> "2110 add_72" [label="(1, 14, 14, 384)", style=solid]; +"2090 add_71_0_0_nncf_smooth_quant_0" -> "2091 quantize_per_tensor_default_127" [label="(1, 14, 14, 384)", style=solid]; +"2091 quantize_per_tensor_default_127" -> "2092 dequantize_per_tensor_default_127" [label="(1, 14, 14, 384)", style=solid]; +"2092 dequantize_per_tensor_default_127" -> "2097 linear_126" [label="(1, 14, 14, 384)", style=solid]; +"2093 linear_126_scale_0" -> "2096 dequantize_per_channel_default_85" [label="(1536,)", style=solid]; +"2094 linear_126_zero_point_0" -> "2096 dequantize_per_channel_default_85" [label="(1536,)", style=solid]; +"2095 _frozen_param133_1" -> "2096 dequantize_per_channel_default_85" [label="(1536, 384)", style=solid]; +"2096 dequantize_per_channel_default_85" -> "2097 linear_126" [label="(1536, 384)", style=solid]; +"2097 linear_126" -> "2098 gelu_20" [label="(1, 14, 14, 1536)", style=solid]; +"2098 gelu_20" -> "2099 dropout_82" [label="(1, 14, 14, 1536)", style=solid]; +"2099 dropout_82" -> "2100 dropout_82_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2100 dropout_82_0_0_nncf_smooth_quant_0" -> "2101 quantize_per_tensor_default_128" [label="(1, 14, 14, 1536)", style=solid]; +"2101 quantize_per_tensor_default_128" -> "2102 dequantize_per_tensor_default_128" [label="(1, 14, 14, 1536)", style=solid]; +"2102 dequantize_per_tensor_default_128" -> "2107 linear_127" [label="(1, 14, 14, 1536)", style=solid]; +"2103 linear_127_scale_0" -> "2106 dequantize_per_channel_default_86" [label="(384,)", style=solid]; +"2104 linear_127_zero_point_0" -> "2106 dequantize_per_channel_default_86" [label="(384,)", style=solid]; +"2105 _frozen_param134_1" -> "2106 dequantize_per_channel_default_86" [label="(384, 1536)", style=solid]; +"2106 dequantize_per_channel_default_86" -> "2107 linear_127" [label="(384, 1536)", style=solid]; +"2107 linear_127" -> "2108 dropout_83" [label="(1, 14, 14, 384)", style=solid]; +"2108 dropout_83" -> "2109 layer_norm_44" [label="(1, 14, 14, 384)", style=solid]; +"2109 layer_norm_44" -> "2110 add_72" [label="(1, 14, 14, 384)", style=solid]; +"2110 add_72" -> "2112 pad_23" [label="(1, 14, 14, 384)", style=solid]; +"2110 add_72" -> "2188 add_75" [label="(1, 14, 14, 384)", style=solid]; +"2111 _frozen_param174" -> "2147 add_73" [label="(1, 12, 64, 64)", style=solid]; +"2112 pad_23" -> "2113 roll_20" [label="(1, 16, 16, 384)", style=solid]; +"2113 roll_20" -> "2114 view_116" [label="(1, 16, 16, 384)", style=solid]; +"2114 view_116" -> "2115 permute_96" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2115 permute_96" -> "2116 reshape_94" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2116 reshape_94" -> "2118 reshape_94_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2116 reshape_94" -> "2148 new_zeros_10" [label="(4, 64, 384)", style=solid]; +"2117 _frozen_param175" -> "2125 linear_130" [label="(1152,)", style=solid]; +"2118 reshape_94_0_0_nncf_smooth_quant_0" -> "2119 quantize_per_tensor_default_129" [label="(4, 64, 384)", style=solid]; +"2119 quantize_per_tensor_default_129" -> "2120 dequantize_per_tensor_default_129" [label="(4, 64, 384)", style=solid]; +"2120 dequantize_per_tensor_default_129" -> "2125 linear_130" [label="(4, 64, 384)", style=solid]; +"2121 linear_130_scale_0" -> "2124 dequantize_per_channel_default_87" [label="(1152,)", style=solid]; +"2122 linear_130_zero_point_0" -> "2124 dequantize_per_channel_default_87" [label="(1152,)", style=solid]; +"2123 _frozen_param135_1" -> "2124 dequantize_per_channel_default_87" [label="(1152, 384)", style=solid]; +"2124 dequantize_per_channel_default_87" -> "2125 linear_130" [label="(1152, 384)", style=solid]; +"2125 linear_130" -> "2126 reshape_95" [label="(4, 64, 1152)", style=solid]; +"2126 reshape_95" -> "2127 permute_97" [label="(4, 64, 3, 12, 32)", style=solid]; +"2127 permute_97" -> "2128 select_63" [label="(3, 4, 12, 64, 32)", style=solid]; +"2127 permute_97" -> "2129 select_64" [label="(3, 4, 12, 64, 32)", style=solid]; +"2127 permute_97" -> "2130 select_65" [label="(3, 4, 12, 64, 32)", style=solid]; +"2128 select_63" -> "2131 linalg_vector_norm_42" [label="(4, 12, 64, 32)", style=solid]; +"2128 select_63" -> "2133 expand_as_42" [label="(4, 12, 64, 32)", style=solid]; +"2128 select_63" -> "2134 div_42" [label="(4, 12, 64, 32)", style=solid]; +"2129 select_64" -> "2137 linalg_vector_norm_43" [label="(4, 12, 64, 32)", style=solid]; +"2129 select_64" -> "2139 expand_as_43" [label="(4, 12, 64, 32)", style=solid]; +"2129 select_64" -> "2140 div_43" [label="(4, 12, 64, 32)", style=solid]; +"2130 select_65" -> "2166 matmul_43" [label="(4, 12, 64, 32)", style=solid]; +"2131 linalg_vector_norm_42" -> "2132 clamp_min_42" [label="(4, 12, 64, 1)", style=solid]; +"2132 clamp_min_42" -> "2133 expand_as_42" [label="(4, 12, 64, 1)", style=solid]; +"2133 expand_as_42" -> "2134 div_42" [label="(4, 12, 64, 32)", style=solid]; +"2134 div_42" -> "2135 quantize_per_tensor_default_130" [label="(4, 12, 64, 32)", style=solid]; +"2135 quantize_per_tensor_default_130" -> "2136 dequantize_per_tensor_default_130" [label="(4, 12, 64, 32)", style=solid]; +"2136 dequantize_per_tensor_default_130" -> "2144 matmul_42" [label="(4, 12, 64, 32)", style=solid]; +"2137 linalg_vector_norm_43" -> "2138 clamp_min_43" [label="(4, 12, 64, 1)", style=solid]; +"2138 clamp_min_43" -> "2139 expand_as_43" [label="(4, 12, 64, 1)", style=solid]; +"2139 expand_as_43" -> "2140 div_43" [label="(4, 12, 64, 32)", style=solid]; +"2140 div_43" -> "2141 quantize_per_tensor_default_131" [label="(4, 12, 64, 32)", style=solid]; +"2141 quantize_per_tensor_default_131" -> "2142 dequantize_per_tensor_default_131" [label="(4, 12, 64, 32)", style=solid]; +"2142 dequantize_per_tensor_default_131" -> "2143 transpose_42" [label="(4, 12, 64, 32)", style=solid]; +"2143 transpose_42" -> "2144 matmul_42" [label="(4, 12, 32, 64)", style=solid]; +"2144 matmul_42" -> "2146 mul_43" [label="(4, 12, 64, 64)", style=solid]; +"2145 _frozen_param177" -> "2146 mul_43" [label="(12, 1, 1)", style=solid]; +"2146 mul_43" -> "2147 add_73" [label="(4, 12, 64, 64)", style=solid]; +"2147 add_73" -> "2159 view_118" [label="(4, 12, 64, 64)", style=solid]; +"2148 new_zeros_10" -> "2149 view_117" [label="(16, 16)", style=solid]; +"2149 view_117" -> 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dequantize_per_tensor_default_143" [label="(1, 24, 64, 32)", style=solid]; +"2338 dequantize_per_tensor_default_143" -> "2346 matmul_46" [label="(1, 24, 64, 32)", style=solid]; +"2339 linalg_vector_norm_47" -> "2340 clamp_min_47" [label="(1, 24, 64, 1)", style=solid]; +"2340 clamp_min_47" -> "2341 expand_as_47" [label="(1, 24, 64, 1)", style=solid]; +"2341 expand_as_47" -> "2342 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2342 div_47" -> "2343 quantize_per_tensor_default_144" [label="(1, 24, 64, 32)", style=solid]; +"2343 quantize_per_tensor_default_144" -> "2344 dequantize_per_tensor_default_144" [label="(1, 24, 64, 32)", style=solid]; +"2344 dequantize_per_tensor_default_144" -> "2345 transpose_46" [label="(1, 24, 64, 32)", style=solid]; +"2345 transpose_46" -> "2346 matmul_46" [label="(1, 24, 32, 64)", style=solid]; +"2346 matmul_46" -> "2348 mul_47" [label="(1, 24, 64, 64)", style=solid]; +"2347 _frozen_param194" -> "2348 mul_47" [label="(24, 1, 1)", style=solid]; +"2348 mul_47" -> "2349 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2349 add_80" -> "2350 softmax_23" [label="(1, 24, 64, 64)", style=solid]; +"2350 softmax_23" -> "2351 dropout_92" [label="(1, 24, 64, 64)", style=solid]; +"2351 dropout_92" -> "2352 matmul_47" [label="(1, 24, 64, 64)", style=solid]; +"2352 matmul_47" -> "2353 transpose_47" [label="(1, 24, 64, 32)", style=solid]; +"2353 transpose_47" -> "2354 reshape_105" [label="(1, 64, 24, 32)", style=solid]; +"2354 reshape_105" -> "2355 reshape_105_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2355 reshape_105_0_0_nncf_smooth_quant_0" -> "2356 quantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2356 quantize_per_tensor_default_145" -> "2357 dequantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2357 dequantize_per_tensor_default_145" -> "2362 linear_144" [label="(1, 64, 768)", style=solid]; +"2358 linear_144_scale_0" -> "2361 dequantize_per_channel_default_97" [label="(768,)", style=solid]; +"2359 linear_144_zero_point_0" -> "2361 dequantize_per_channel_default_97" [label="(768,)", style=solid]; +"2360 _frozen_param151_1" -> "2361 dequantize_per_channel_default_97" [label="(768, 768)", style=solid]; +"2361 dequantize_per_channel_default_97" -> "2362 linear_144" [label="(768, 768)", style=solid]; +"2362 linear_144" -> "2363 dropout_93" [label="(1, 64, 768)", style=solid]; +"2363 dropout_93" -> "2364 view_128" [label="(1, 64, 768)", style=solid]; +"2364 view_128" -> "2365 permute_107" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2365 permute_107" -> "2366 reshape_106" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2366 reshape_106" -> "2367 slice_347" [label="(1, 8, 8, 768)", style=solid]; +"2367 slice_347" -> "2368 slice_348" [label="(1, 8, 8, 768)", style=solid]; +"2368 slice_348" -> "2369 slice_349" [label="(1, 7, 8, 768)", style=solid]; +"2369 slice_349" -> "2370 slice_350" [label="(1, 7, 7, 768)", style=solid]; +"2370 slice_350" -> "2371 contiguous_45" [label="(1, 7, 7, 768)", style=solid]; +"2371 contiguous_45" -> "2372 layer_norm_50" [label="(1, 7, 7, 768)", style=solid]; +"2372 layer_norm_50" -> "2373 add_81" [label="(1, 7, 7, 768)", style=solid]; +"2373 add_81" -> "2374 add_81_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 768)", style=solid]; +"2373 add_81" -> "2394 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2374 add_81_0_0_nncf_smooth_quant_0" -> "2375 quantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2375 quantize_per_tensor_default_146" -> "2376 dequantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2376 dequantize_per_tensor_default_146" -> "2381 linear_145" [label="(1, 7, 7, 768)", style=solid]; +"2377 linear_145_scale_0" -> "2380 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2378 linear_145_zero_point_0" -> "2380 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2379 _frozen_param152_1" -> "2380 dequantize_per_channel_default_98" [label="(3072, 768)", style=solid]; +"2380 dequantize_per_channel_default_98" -> "2381 linear_145" [label="(3072, 768)", style=solid]; +"2381 linear_145" -> "2382 gelu_23" [label="(1, 7, 7, 3072)", style=solid]; +"2382 gelu_23" -> "2383 dropout_94" [label="(1, 7, 7, 3072)", style=solid]; +"2383 dropout_94" -> "2384 dropout_94_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 3072)", style=solid]; +"2384 dropout_94_0_0_nncf_smooth_quant_0" -> "2385 quantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2385 quantize_per_tensor_default_147" -> "2386 dequantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2386 dequantize_per_tensor_default_147" -> "2391 linear_146" [label="(1, 7, 7, 3072)", style=solid]; +"2387 linear_146_scale_0" -> "2390 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2388 linear_146_zero_point_0" -> "2390 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2389 _frozen_param155_1" -> "2390 dequantize_per_channel_default_99" [label="(768, 3072)", style=solid]; +"2390 dequantize_per_channel_default_99" -> "2391 linear_146" [label="(768, 3072)", style=solid]; +"2391 linear_146" -> "2392 dropout_95" [label="(1, 7, 7, 768)", style=solid]; +"2392 dropout_95" -> "2393 layer_norm_51" [label="(1, 7, 7, 768)", style=solid]; +"2393 layer_norm_51" -> "2394 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2394 add_82" -> "2395 layer_norm_52" [label="(1, 7, 7, 768)", style=solid]; +"2395 layer_norm_52" -> "2396 permute_108" [label="(1, 7, 7, 768)", style=solid]; +"2396 permute_108" -> "2397 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2397 adaptive_avg_pool2d" -> "2398 flatten" [label="(1, 768, 1, 1)", style=solid]; +"2398 flatten" -> "2399 flatten_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"2399 flatten_0_0_nncf_smooth_quant_0" -> "2400 quantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2400 quantize_per_tensor_default_148" -> "2401 dequantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2401 dequantize_per_tensor_default_148" -> "2406 linear_147" [label="(1, 768)", style=solid]; +"2402 linear_147_scale_0" -> "2405 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2403 linear_147_zero_point_0" -> "2405 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2404 _frozen_param159_1" -> "2405 dequantize_per_channel_default_100" [label="(1000, 768)", style=solid]; +"2405 dequantize_per_channel_default_100" -> "2406 linear_147" [label="(1000, 768)", style=solid]; +"2406 linear_147" -> "2407 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/synthetic_transformer.dot new file mode 100644 index 00000000000..462a2e45e41 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/synthetic_transformer.dot @@ -0,0 +1,45 @@ +strict digraph { +"0 wte_weight" [id=0, type=get_attr]; +"1 linear_bias" [id=1, type=get_attr]; +"2 lm_head_bias" [id=2, type=get_attr]; +"3 input_ids" [id=3, type=input]; +"4 embedding" [id=4, type=embedding]; +"5 embedding_0_0_nncf_smooth_quant_0" [id=5, type=call_module]; +"6 quantize_per_tensor_default" [id=6, type=quantize_per_tensor]; +"7 dequantize_per_tensor_default" [id=7, type=dequantize_per_tensor]; +"8 linear_scale_0" [id=8, type=get_attr]; +"9 linear_zero_point_0" [id=9, type=get_attr]; +"10 _frozen_param0" [id=10, type=get_attr]; +"11 dequantize_per_channel_default" [id=11, type=dequantize_per_channel]; +"12 linear" [id=12, type=linear]; +"13 linear_0_0_nncf_smooth_quant_0" [id=13, type=call_module]; +"14 quantize_per_tensor_default_1" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_1" [id=15, type=dequantize_per_tensor]; +"16 linear_1_scale_0" [id=16, type=get_attr]; +"17 linear_1_zero_point_0" [id=17, type=get_attr]; +"18 _frozen_param1" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_1" [id=19, type=dequantize_per_channel]; +"20 linear_1" [id=20, type=linear]; +"21 output" [id=21, type=output]; +"0 wte_weight" -> "4 embedding" [label="(10, 5)", style=solid]; +"1 linear_bias" -> "12 linear" [label="(5,)", style=solid]; +"2 lm_head_bias" -> "20 linear_1" [label="(10,)", style=solid]; +"3 input_ids" -> "4 embedding" [label="(5,)", style=solid]; +"4 embedding" -> "5 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"5 embedding_0_0_nncf_smooth_quant_0" -> "6 quantize_per_tensor_default" [label="(5, 5)", style=solid]; +"6 quantize_per_tensor_default" -> "7 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; +"7 dequantize_per_tensor_default" -> "12 linear" [label="(5, 5)", style=solid]; +"8 linear_scale_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"9 linear_zero_point_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"10 _frozen_param0" -> "11 dequantize_per_channel_default" [label="(5, 5)", style=solid]; +"11 dequantize_per_channel_default" -> "12 linear" [label="(5, 5)", style=solid]; +"12 linear" -> "13 linear_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"13 linear_0_0_nncf_smooth_quant_0" -> "14 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"14 quantize_per_tensor_default_1" -> "15 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"15 dequantize_per_tensor_default_1" -> "20 linear_1" [label="(5, 5)", style=solid]; +"16 linear_1_scale_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"17 linear_1_zero_point_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"18 _frozen_param1" -> "19 dequantize_per_channel_default_1" [label="(10, 5)", style=solid]; +"19 dequantize_per_channel_default_1" -> "20 linear_1" [label="(10, 5)", style=solid]; +"20 linear_1" -> "21 output" [label="(5, 10)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/unet.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/unet.dot new file mode 100644 index 00000000000..c1ab3d80c09 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/unet.dot @@ -0,0 +1,469 @@ +strict digraph { +"0 down_path_0_block_0_bias" [id=0, type=get_attr]; +"1 down_path_0_block_3_bias" [id=1, type=get_attr]; +"2 down_path_1_block_0_bias" [id=2, type=get_attr]; +"3 down_path_1_block_3_bias" [id=3, type=get_attr]; +"4 down_path_2_block_0_bias" [id=4, type=get_attr]; +"5 down_path_2_block_3_bias" [id=5, type=get_attr]; +"6 down_path_3_block_0_bias" [id=6, type=get_attr]; +"7 down_path_3_block_3_bias" [id=7, type=get_attr]; +"8 down_path_4_block_0_bias" [id=8, type=get_attr]; +"9 down_path_4_block_3_bias" [id=9, type=get_attr]; +"10 up_path_0_up_bias" [id=10, type=get_attr]; +"11 up_path_0_conv_block_block_0_bias" [id=11, type=get_attr]; +"12 up_path_0_conv_block_block_3_bias" [id=12, type=get_attr]; +"13 up_path_1_up_bias" [id=13, type=get_attr]; +"14 up_path_1_conv_block_block_0_bias" [id=14, type=get_attr]; +"15 up_path_1_conv_block_block_3_bias" [id=15, type=get_attr]; +"16 up_path_2_up_bias" [id=16, type=get_attr]; +"17 up_path_2_conv_block_block_0_bias" [id=17, type=get_attr]; +"18 up_path_2_conv_block_block_3_bias" [id=18, type=get_attr]; +"19 up_path_3_up_bias" [id=19, type=get_attr]; +"20 up_path_3_conv_block_block_0_bias" [id=20, type=get_attr]; +"21 up_path_3_conv_block_block_3_bias" [id=21, type=get_attr]; +"22 last_bias" [id=22, type=get_attr]; +"23 x" [id=23, type=input]; +"24 quantize_per_tensor_default_8" [id=24, type=quantize_per_tensor]; +"25 dequantize_per_tensor_default_12" [id=25, type=dequantize_per_tensor]; +"26 conv2d_scale_0" [id=26, type=get_attr]; +"27 conv2d_zero_point_0" [id=27, type=get_attr]; +"28 _frozen_param0" [id=28, type=get_attr]; +"29 dequantize_per_channel_default" [id=29, type=dequantize_per_channel]; +"30 conv2d" [id=30, type=conv2d]; +"31 relu" [id=31, type=relu]; +"32 quantize_per_tensor_default_9" [id=32, type=quantize_per_tensor]; +"33 dequantize_per_tensor_default_13" [id=33, type=dequantize_per_tensor]; +"34 conv2d_1_scale_0" [id=34, type=get_attr]; +"35 conv2d_1_zero_point_0" [id=35, type=get_attr]; +"36 _frozen_param1" [id=36, type=get_attr]; +"37 dequantize_per_channel_default_1" [id=37, type=dequantize_per_channel]; +"38 conv2d_1" [id=38, type=conv2d]; +"39 relu_1" [id=39, type=relu]; +"40 quantize_per_tensor_default" [id=40, type=quantize_per_tensor]; +"41 dequantize_per_tensor_default_1" [id=41, type=dequantize_per_tensor]; +"42 dequantize_per_tensor_default" [id=42, type=dequantize_per_tensor]; +"43 max_pool2d" [id=43, type=max_pool2d]; +"44 conv2d_2_scale_0" [id=44, type=get_attr]; +"45 conv2d_2_zero_point_0" [id=45, type=get_attr]; +"46 _frozen_param2" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_2" [id=47, type=dequantize_per_channel]; +"48 conv2d_2" [id=48, type=conv2d]; +"49 relu_2" [id=49, type=relu]; +"50 quantize_per_tensor_default_10" [id=50, type=quantize_per_tensor]; +"51 dequantize_per_tensor_default_14" [id=51, type=dequantize_per_tensor]; +"52 conv2d_3_scale_0" [id=52, type=get_attr]; +"53 conv2d_3_zero_point_0" [id=53, type=get_attr]; +"54 _frozen_param3" [id=54, type=get_attr]; +"55 dequantize_per_channel_default_3" [id=55, type=dequantize_per_channel]; +"56 conv2d_3" [id=56, type=conv2d]; +"57 relu_3" [id=57, type=relu]; +"58 quantize_per_tensor_default_3" [id=58, type=quantize_per_tensor]; +"59 dequantize_per_tensor_default_5" [id=59, type=dequantize_per_tensor]; +"60 dequantize_per_tensor_default_4" [id=60, type=dequantize_per_tensor]; +"61 max_pool2d_1" [id=61, type=max_pool2d]; +"62 conv2d_4_scale_0" [id=62, type=get_attr]; +"63 conv2d_4_zero_point_0" [id=63, type=get_attr]; +"64 _frozen_param4" [id=64, type=get_attr]; +"65 dequantize_per_channel_default_4" [id=65, type=dequantize_per_channel]; +"66 conv2d_4" [id=66, type=conv2d]; +"67 relu_4" [id=67, type=relu]; +"68 quantize_per_tensor_default_11" [id=68, type=quantize_per_tensor]; +"69 dequantize_per_tensor_default_15" [id=69, type=dequantize_per_tensor]; +"70 conv2d_5_scale_0" [id=70, type=get_attr]; +"71 conv2d_5_zero_point_0" [id=71, type=get_attr]; +"72 _frozen_param5" [id=72, type=get_attr]; +"73 dequantize_per_channel_default_5" [id=73, type=dequantize_per_channel]; +"74 conv2d_5" [id=74, type=conv2d]; +"75 relu_5" [id=75, type=relu]; +"76 quantize_per_tensor_default_4" [id=76, type=quantize_per_tensor]; +"77 dequantize_per_tensor_default_7" [id=77, type=dequantize_per_tensor]; +"78 dequantize_per_tensor_default_6" [id=78, type=dequantize_per_tensor]; +"79 max_pool2d_2" [id=79, type=max_pool2d]; +"80 conv2d_6_scale_0" [id=80, type=get_attr]; +"81 conv2d_6_zero_point_0" [id=81, type=get_attr]; +"82 _frozen_param6" [id=82, type=get_attr]; +"83 dequantize_per_channel_default_6" [id=83, type=dequantize_per_channel]; +"84 conv2d_6" [id=84, type=conv2d]; +"85 relu_6" [id=85, type=relu]; +"86 quantize_per_tensor_default_12" [id=86, type=quantize_per_tensor]; +"87 dequantize_per_tensor_default_16" [id=87, type=dequantize_per_tensor]; +"88 conv2d_7_scale_0" [id=88, type=get_attr]; +"89 conv2d_7_zero_point_0" [id=89, type=get_attr]; +"90 _frozen_param7" [id=90, type=get_attr]; +"91 dequantize_per_channel_default_7" [id=91, type=dequantize_per_channel]; +"92 conv2d_7" [id=92, type=conv2d]; +"93 relu_7" [id=93, type=relu]; +"94 quantize_per_tensor_default_7" [id=94, type=quantize_per_tensor]; +"95 dequantize_per_tensor_default_11" [id=95, type=dequantize_per_tensor]; +"96 dequantize_per_tensor_default_10" [id=96, type=dequantize_per_tensor]; +"97 max_pool2d_3" [id=97, type=max_pool2d]; +"98 conv2d_8_scale_0" [id=98, type=get_attr]; +"99 conv2d_8_zero_point_0" [id=99, type=get_attr]; +"100 _frozen_param8" [id=100, type=get_attr]; +"101 dequantize_per_channel_default_8" [id=101, type=dequantize_per_channel]; +"102 conv2d_8" [id=102, type=conv2d]; +"103 relu_8" [id=103, type=relu]; +"104 quantize_per_tensor_default_13" [id=104, type=quantize_per_tensor]; +"105 dequantize_per_tensor_default_17" [id=105, type=dequantize_per_tensor]; +"106 conv2d_9_scale_0" [id=106, type=get_attr]; +"107 conv2d_9_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param9" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_9" [id=109, type=dequantize_per_channel]; +"110 conv2d_9" [id=110, type=conv2d]; +"111 relu_9" [id=111, type=relu]; +"112 quantize_per_tensor_default_14" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_18" [id=113, type=dequantize_per_tensor]; +"114 conv_transpose2d_scale_0" [id=114, type=get_attr]; +"115 conv_transpose2d_zero_point_0" [id=115, type=get_attr]; +"116 _frozen_param10" [id=116, type=get_attr]; +"117 dequantize_per_channel_default_10" [id=117, type=dequantize_per_channel]; +"118 conv_transpose2d" [id=118, type=conv_transpose2d]; +"119 quantize_per_tensor_default_6" [id=119, type=quantize_per_tensor]; +"120 dequantize_per_tensor_default_9" [id=120, type=dequantize_per_tensor]; +"121 slice_1" [id=121, type=slice]; +"122 slice_2" [id=122, type=slice]; +"123 slice_3" [id=123, type=slice]; +"124 slice_4" [id=124, type=slice]; +"125 cat" [id=125, type=cat]; +"126 conv2d_10_scale_0" [id=126, type=get_attr]; +"127 conv2d_10_zero_point_0" [id=127, type=get_attr]; +"128 _frozen_param11" [id=128, type=get_attr]; +"129 dequantize_per_channel_default_11" [id=129, type=dequantize_per_channel]; +"130 conv2d_10" [id=130, type=conv2d]; +"131 relu_10" [id=131, type=relu]; +"132 quantize_per_tensor_default_15" [id=132, type=quantize_per_tensor]; +"133 dequantize_per_tensor_default_19" [id=133, type=dequantize_per_tensor]; +"134 conv2d_11_scale_0" [id=134, type=get_attr]; +"135 conv2d_11_zero_point_0" [id=135, type=get_attr]; +"136 _frozen_param12" [id=136, type=get_attr]; +"137 dequantize_per_channel_default_12" [id=137, type=dequantize_per_channel]; +"138 conv2d_11" [id=138, type=conv2d]; +"139 relu_11" [id=139, type=relu]; +"140 quantize_per_tensor_default_16" [id=140, type=quantize_per_tensor]; +"141 dequantize_per_tensor_default_20" [id=141, type=dequantize_per_tensor]; +"142 conv_transpose2d_1_scale_0" [id=142, type=get_attr]; +"143 conv_transpose2d_1_zero_point_0" [id=143, type=get_attr]; +"144 _frozen_param13" [id=144, type=get_attr]; +"145 dequantize_per_channel_default_13" [id=145, type=dequantize_per_channel]; +"146 conv_transpose2d_1" [id=146, type=conv_transpose2d]; +"147 quantize_per_tensor_default_5" [id=147, type=quantize_per_tensor]; +"148 dequantize_per_tensor_default_8" [id=148, type=dequantize_per_tensor]; +"149 slice_5" [id=149, type=slice]; +"150 slice_6" [id=150, type=slice]; +"151 slice_7" [id=151, type=slice]; +"152 slice_8" [id=152, type=slice]; +"153 cat_1" [id=153, type=cat]; +"154 conv2d_12_scale_0" [id=154, type=get_attr]; +"155 conv2d_12_zero_point_0" [id=155, type=get_attr]; +"156 _frozen_param14" [id=156, type=get_attr]; +"157 dequantize_per_channel_default_14" [id=157, type=dequantize_per_channel]; +"158 conv2d_12" [id=158, type=conv2d]; +"159 relu_12" [id=159, type=relu]; +"160 quantize_per_tensor_default_17" [id=160, type=quantize_per_tensor]; +"161 dequantize_per_tensor_default_21" [id=161, type=dequantize_per_tensor]; +"162 conv2d_13_scale_0" [id=162, type=get_attr]; +"163 conv2d_13_zero_point_0" [id=163, type=get_attr]; +"164 _frozen_param15" [id=164, type=get_attr]; +"165 dequantize_per_channel_default_15" [id=165, type=dequantize_per_channel]; +"166 conv2d_13" [id=166, type=conv2d]; +"167 relu_13" [id=167, type=relu]; +"168 quantize_per_tensor_default_18" [id=168, type=quantize_per_tensor]; +"169 dequantize_per_tensor_default_22" [id=169, type=dequantize_per_tensor]; +"170 conv_transpose2d_2_scale_0" [id=170, type=get_attr]; +"171 conv_transpose2d_2_zero_point_0" [id=171, type=get_attr]; +"172 _frozen_param16" [id=172, type=get_attr]; +"173 dequantize_per_channel_default_16" [id=173, type=dequantize_per_channel]; +"174 conv_transpose2d_2" [id=174, type=conv_transpose2d]; +"175 quantize_per_tensor_default_2" [id=175, type=quantize_per_tensor]; +"176 dequantize_per_tensor_default_3" [id=176, type=dequantize_per_tensor]; +"177 slice_9" [id=177, type=slice]; +"178 slice_10" [id=178, type=slice]; +"179 slice_11" [id=179, type=slice]; +"180 slice_12" [id=180, type=slice]; +"181 cat_2" [id=181, type=cat]; +"182 conv2d_14_scale_0" [id=182, type=get_attr]; +"183 conv2d_14_zero_point_0" [id=183, type=get_attr]; +"184 _frozen_param17" [id=184, type=get_attr]; +"185 dequantize_per_channel_default_17" [id=185, type=dequantize_per_channel]; +"186 conv2d_14" [id=186, type=conv2d]; +"187 relu_14" [id=187, type=relu]; +"188 quantize_per_tensor_default_19" [id=188, type=quantize_per_tensor]; +"189 dequantize_per_tensor_default_23" [id=189, type=dequantize_per_tensor]; +"190 conv2d_15_scale_0" [id=190, type=get_attr]; +"191 conv2d_15_zero_point_0" [id=191, type=get_attr]; +"192 _frozen_param18" [id=192, type=get_attr]; +"193 dequantize_per_channel_default_18" [id=193, type=dequantize_per_channel]; +"194 conv2d_15" [id=194, type=conv2d]; +"195 relu_15" [id=195, type=relu]; +"196 quantize_per_tensor_default_20" [id=196, type=quantize_per_tensor]; +"197 dequantize_per_tensor_default_24" [id=197, type=dequantize_per_tensor]; +"198 conv_transpose2d_3_scale_0" [id=198, type=get_attr]; +"199 conv_transpose2d_3_zero_point_0" [id=199, type=get_attr]; +"200 _frozen_param19" [id=200, type=get_attr]; +"201 dequantize_per_channel_default_19" [id=201, type=dequantize_per_channel]; +"202 conv_transpose2d_3" [id=202, type=conv_transpose2d]; +"203 quantize_per_tensor_default_1" [id=203, type=quantize_per_tensor]; +"204 dequantize_per_tensor_default_2" [id=204, type=dequantize_per_tensor]; +"205 slice_13" [id=205, type=slice]; +"206 slice_14" [id=206, type=slice]; +"207 slice_15" [id=207, type=slice]; +"208 slice_16" [id=208, type=slice]; +"209 cat_3" [id=209, type=cat]; +"210 conv2d_16_scale_0" [id=210, type=get_attr]; +"211 conv2d_16_zero_point_0" [id=211, type=get_attr]; +"212 _frozen_param20" [id=212, type=get_attr]; +"213 dequantize_per_channel_default_20" [id=213, type=dequantize_per_channel]; +"214 conv2d_16" [id=214, type=conv2d]; +"215 relu_16" [id=215, type=relu]; +"216 quantize_per_tensor_default_21" [id=216, type=quantize_per_tensor]; +"217 dequantize_per_tensor_default_25" [id=217, type=dequantize_per_tensor]; +"218 conv2d_17_scale_0" [id=218, type=get_attr]; +"219 conv2d_17_zero_point_0" [id=219, type=get_attr]; +"220 _frozen_param21" [id=220, type=get_attr]; +"221 dequantize_per_channel_default_21" [id=221, type=dequantize_per_channel]; +"222 conv2d_17" [id=222, type=conv2d]; +"223 relu_17" [id=223, type=relu]; +"224 quantize_per_tensor_default_22" [id=224, type=quantize_per_tensor]; +"225 dequantize_per_tensor_default_26" [id=225, type=dequantize_per_tensor]; +"226 conv2d_18_scale_0" [id=226, type=get_attr]; +"227 conv2d_18_zero_point_0" [id=227, type=get_attr]; +"228 _frozen_param22" [id=228, type=get_attr]; +"229 dequantize_per_channel_default_22" [id=229, type=dequantize_per_channel]; +"230 conv2d_18" [id=230, type=conv2d]; +"231 output" [id=231, type=output]; +"0 down_path_0_block_0_bias" -> "30 conv2d" [label="(64,)", style=solid]; +"1 down_path_0_block_3_bias" -> "38 conv2d_1" [label="(64,)", style=solid]; +"2 down_path_1_block_0_bias" -> "48 conv2d_2" [label="(128,)", style=solid]; +"3 down_path_1_block_3_bias" -> "56 conv2d_3" [label="(128,)", style=solid]; +"4 down_path_2_block_0_bias" -> "66 conv2d_4" [label="(256,)", style=solid]; +"5 down_path_2_block_3_bias" -> "74 conv2d_5" [label="(256,)", style=solid]; +"6 down_path_3_block_0_bias" -> "84 conv2d_6" [label="(512,)", style=solid]; +"7 down_path_3_block_3_bias" -> "92 conv2d_7" [label="(512,)", style=solid]; +"8 down_path_4_block_0_bias" -> "102 conv2d_8" [label="(1024,)", style=solid]; +"9 down_path_4_block_3_bias" -> "110 conv2d_9" [label="(1024,)", style=solid]; +"10 up_path_0_up_bias" -> "118 conv_transpose2d" [label="(512,)", style=solid]; +"11 up_path_0_conv_block_block_0_bias" -> "130 conv2d_10" [label="(512,)", style=solid]; +"12 up_path_0_conv_block_block_3_bias" -> "138 conv2d_11" [label="(512,)", style=solid]; +"13 up_path_1_up_bias" -> "146 conv_transpose2d_1" [label="(256,)", style=solid]; +"14 up_path_1_conv_block_block_0_bias" -> "158 conv2d_12" [label="(256,)", style=solid]; +"15 up_path_1_conv_block_block_3_bias" -> "166 conv2d_13" [label="(256,)", style=solid]; +"16 up_path_2_up_bias" -> "174 conv_transpose2d_2" [label="(128,)", style=solid]; +"17 up_path_2_conv_block_block_0_bias" -> "186 conv2d_14" [label="(128,)", style=solid]; +"18 up_path_2_conv_block_block_3_bias" -> "194 conv2d_15" [label="(128,)", style=solid]; +"19 up_path_3_up_bias" -> "202 conv_transpose2d_3" [label="(64,)", style=solid]; +"20 up_path_3_conv_block_block_0_bias" -> "214 conv2d_16" [label="(64,)", style=solid]; +"21 up_path_3_conv_block_block_3_bias" -> "222 conv2d_17" [label="(64,)", style=solid]; +"22 last_bias" -> "230 conv2d_18" [label="(12,)", style=solid]; +"23 x" -> "24 quantize_per_tensor_default_8" [label="(1, 3, 224, 224)", style=solid]; +"24 quantize_per_tensor_default_8" -> "25 dequantize_per_tensor_default_12" [label="(1, 3, 224, 224)", style=solid]; +"25 dequantize_per_tensor_default_12" -> "30 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"26 conv2d_scale_0" -> "29 dequantize_per_channel_default" [label="(64,)", style=solid]; +"27 conv2d_zero_point_0" -> "29 dequantize_per_channel_default" [label="(64,)", style=solid]; +"28 _frozen_param0" -> "29 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"29 dequantize_per_channel_default" -> "30 conv2d" [label="(64, 3, 3, 3)", style=solid]; +"30 conv2d" -> "31 relu" [label="(1, 64, 222, 222)", style=solid]; +"31 relu" -> "32 quantize_per_tensor_default_9" [label="(1, 64, 222, 222)", style=solid]; +"32 quantize_per_tensor_default_9" -> "33 dequantize_per_tensor_default_13" [label="(1, 64, 222, 222)", style=solid]; +"33 dequantize_per_tensor_default_13" -> "38 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; +"34 conv2d_1_scale_0" -> "37 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"35 conv2d_1_zero_point_0" -> "37 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"36 _frozen_param1" -> "37 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"37 dequantize_per_channel_default_1" -> "38 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"38 conv2d_1" -> "39 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"39 relu_1" -> "40 quantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"40 quantize_per_tensor_default" -> "41 dequantize_per_tensor_default_1" [label="(1, 64, 220, 220)", style=solid]; +"40 quantize_per_tensor_default" -> "42 dequantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"41 dequantize_per_tensor_default_1" -> "205 slice_13" [label="(1, 64, 220, 220)", style=solid]; +"42 dequantize_per_tensor_default" -> "43 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; +"43 max_pool2d" -> "48 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"44 conv2d_2_scale_0" -> "47 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"45 conv2d_2_zero_point_0" -> "47 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"46 _frozen_param2" -> "47 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"47 dequantize_per_channel_default_2" -> "48 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; +"48 conv2d_2" -> "49 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"49 relu_2" -> "50 quantize_per_tensor_default_10" [label="(1, 128, 108, 108)", style=solid]; +"50 quantize_per_tensor_default_10" -> "51 dequantize_per_tensor_default_14" [label="(1, 128, 108, 108)", style=solid]; +"51 dequantize_per_tensor_default_14" -> "56 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; +"52 conv2d_3_scale_0" -> "55 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"53 conv2d_3_zero_point_0" -> "55 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"54 _frozen_param3" -> "55 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"55 dequantize_per_channel_default_3" -> "56 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; +"56 conv2d_3" -> "57 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"57 relu_3" -> "58 quantize_per_tensor_default_3" [label="(1, 128, 106, 106)", style=solid]; +"58 quantize_per_tensor_default_3" -> "59 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"58 quantize_per_tensor_default_3" -> "60 dequantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; +"59 dequantize_per_tensor_default_5" -> "177 slice_9" [label="(1, 128, 106, 106)", style=solid]; +"60 dequantize_per_tensor_default_4" -> "61 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; +"61 max_pool2d_1" -> "66 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"62 conv2d_4_scale_0" -> "65 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"63 conv2d_4_zero_point_0" -> "65 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"64 _frozen_param4" -> "65 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"65 dequantize_per_channel_default_4" -> "66 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; +"66 conv2d_4" -> "67 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"67 relu_4" -> "68 quantize_per_tensor_default_11" [label="(1, 256, 51, 51)", style=solid]; +"68 quantize_per_tensor_default_11" -> "69 dequantize_per_tensor_default_15" [label="(1, 256, 51, 51)", style=solid]; +"69 dequantize_per_tensor_default_15" -> "74 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; +"70 conv2d_5_scale_0" -> "73 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"71 conv2d_5_zero_point_0" -> "73 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"72 _frozen_param5" -> "73 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"73 dequantize_per_channel_default_5" -> "74 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; +"74 conv2d_5" -> "75 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"75 relu_5" -> "76 quantize_per_tensor_default_4" [label="(1, 256, 49, 49)", style=solid]; +"76 quantize_per_tensor_default_4" -> "77 dequantize_per_tensor_default_7" [label="(1, 256, 49, 49)", style=solid]; +"76 quantize_per_tensor_default_4" -> "78 dequantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; +"77 dequantize_per_tensor_default_7" -> "149 slice_5" [label="(1, 256, 49, 49)", style=solid]; +"78 dequantize_per_tensor_default_6" -> "79 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; +"79 max_pool2d_2" -> "84 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"80 conv2d_6_scale_0" -> "83 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"81 conv2d_6_zero_point_0" -> "83 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"82 _frozen_param6" -> "83 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"83 dequantize_per_channel_default_6" -> "84 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; +"84 conv2d_6" -> "85 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"85 relu_6" -> "86 quantize_per_tensor_default_12" [label="(1, 512, 22, 22)", style=solid]; +"86 quantize_per_tensor_default_12" -> "87 dequantize_per_tensor_default_16" [label="(1, 512, 22, 22)", style=solid]; +"87 dequantize_per_tensor_default_16" -> "92 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; +"88 conv2d_7_scale_0" -> "91 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"89 conv2d_7_zero_point_0" -> "91 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"90 _frozen_param7" -> "91 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"91 dequantize_per_channel_default_7" -> "92 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; +"92 conv2d_7" -> "93 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"93 relu_7" -> "94 quantize_per_tensor_default_7" [label="(1, 512, 20, 20)", style=solid]; +"94 quantize_per_tensor_default_7" -> "95 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"94 quantize_per_tensor_default_7" -> "96 dequantize_per_tensor_default_10" [label="(1, 512, 20, 20)", style=solid]; +"95 dequantize_per_tensor_default_11" -> "121 slice_1" [label="(1, 512, 20, 20)", style=solid]; +"96 dequantize_per_tensor_default_10" -> "97 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; +"97 max_pool2d_3" -> "102 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"98 conv2d_8_scale_0" -> "101 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"99 conv2d_8_zero_point_0" -> "101 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"100 _frozen_param8" -> "101 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"101 dequantize_per_channel_default_8" -> "102 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; +"102 conv2d_8" -> "103 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"103 relu_8" -> "104 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"104 quantize_per_tensor_default_13" -> "105 dequantize_per_tensor_default_17" [label="(1, 1024, 8, 8)", style=solid]; +"105 dequantize_per_tensor_default_17" -> "110 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; +"106 conv2d_9_scale_0" -> "109 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"107 conv2d_9_zero_point_0" -> "109 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"108 _frozen_param9" -> "109 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"109 dequantize_per_channel_default_9" -> "110 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; +"110 conv2d_9" -> "111 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"111 relu_9" -> "112 quantize_per_tensor_default_14" [label="(1, 1024, 6, 6)", style=solid]; +"112 quantize_per_tensor_default_14" -> "113 dequantize_per_tensor_default_18" [label="(1, 1024, 6, 6)", style=solid]; +"113 dequantize_per_tensor_default_18" -> "118 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; +"114 conv_transpose2d_scale_0" -> "117 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"115 conv_transpose2d_zero_point_0" -> "117 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"116 _frozen_param10" -> "117 dequantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; +"117 dequantize_per_channel_default_10" -> "118 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; +"118 conv_transpose2d" -> "119 quantize_per_tensor_default_6" [label="(1, 512, 12, 12)", style=solid]; +"119 quantize_per_tensor_default_6" -> "120 dequantize_per_tensor_default_9" [label="(1, 512, 12, 12)", style=solid]; +"120 dequantize_per_tensor_default_9" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"121 slice_1" -> "122 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"122 slice_2" -> "123 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"123 slice_3" -> "124 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"124 slice_4" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"125 cat" -> "130 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"126 conv2d_10_scale_0" -> "129 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"127 conv2d_10_zero_point_0" -> "129 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"128 _frozen_param11" -> "129 dequantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; +"129 dequantize_per_channel_default_11" -> "130 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; +"130 conv2d_10" -> "131 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"131 relu_10" -> "132 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"132 quantize_per_tensor_default_15" -> "133 dequantize_per_tensor_default_19" [label="(1, 512, 10, 10)", style=solid]; +"133 dequantize_per_tensor_default_19" -> "138 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; +"134 conv2d_11_scale_0" -> "137 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"135 conv2d_11_zero_point_0" -> "137 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"136 _frozen_param12" -> "137 dequantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; +"137 dequantize_per_channel_default_12" -> "138 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; +"138 conv2d_11" -> "139 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"139 relu_11" -> "140 quantize_per_tensor_default_16" [label="(1, 512, 8, 8)", style=solid]; +"140 quantize_per_tensor_default_16" -> "141 dequantize_per_tensor_default_20" [label="(1, 512, 8, 8)", style=solid]; +"141 dequantize_per_tensor_default_20" -> "146 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; +"142 conv_transpose2d_1_scale_0" -> "145 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"143 conv_transpose2d_1_zero_point_0" -> "145 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"144 _frozen_param13" -> "145 dequantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; +"145 dequantize_per_channel_default_13" -> "146 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; +"146 conv_transpose2d_1" -> "147 quantize_per_tensor_default_5" [label="(1, 256, 16, 16)", style=solid]; +"147 quantize_per_tensor_default_5" -> "148 dequantize_per_tensor_default_8" [label="(1, 256, 16, 16)", style=solid]; +"148 dequantize_per_tensor_default_8" -> "153 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"149 slice_5" -> "150 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"150 slice_6" -> "151 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"151 slice_7" -> "152 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"152 slice_8" -> "153 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"153 cat_1" -> "158 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"154 conv2d_12_scale_0" -> "157 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"155 conv2d_12_zero_point_0" -> "157 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"156 _frozen_param14" -> "157 dequantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; +"157 dequantize_per_channel_default_14" -> "158 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; +"158 conv2d_12" -> "159 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"159 relu_12" -> "160 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"160 quantize_per_tensor_default_17" -> "161 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"161 dequantize_per_tensor_default_21" -> "166 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"162 conv2d_13_scale_0" -> "165 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"163 conv2d_13_zero_point_0" -> "165 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"164 _frozen_param15" -> "165 dequantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; +"165 dequantize_per_channel_default_15" -> "166 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"166 conv2d_13" -> "167 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"167 relu_13" -> "168 quantize_per_tensor_default_18" [label="(1, 256, 12, 12)", style=solid]; +"168 quantize_per_tensor_default_18" -> "169 dequantize_per_tensor_default_22" [label="(1, 256, 12, 12)", style=solid]; +"169 dequantize_per_tensor_default_22" -> "174 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; +"170 conv_transpose2d_2_scale_0" -> "173 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"171 conv_transpose2d_2_zero_point_0" -> "173 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"172 _frozen_param16" -> "173 dequantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; +"173 dequantize_per_channel_default_16" -> "174 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; +"174 conv_transpose2d_2" -> "175 quantize_per_tensor_default_2" [label="(1, 128, 24, 24)", style=solid]; +"175 quantize_per_tensor_default_2" -> "176 dequantize_per_tensor_default_3" [label="(1, 128, 24, 24)", style=solid]; +"176 dequantize_per_tensor_default_3" -> "181 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"177 slice_9" -> "178 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"178 slice_10" -> "179 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"179 slice_11" -> "180 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"180 slice_12" -> "181 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"181 cat_2" -> "186 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"182 conv2d_14_scale_0" -> "185 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"183 conv2d_14_zero_point_0" -> "185 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"184 _frozen_param17" -> "185 dequantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; +"185 dequantize_per_channel_default_17" -> "186 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; +"186 conv2d_14" -> "187 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"187 relu_14" -> "188 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"188 quantize_per_tensor_default_19" -> "189 dequantize_per_tensor_default_23" [label="(1, 128, 22, 22)", style=solid]; +"189 dequantize_per_tensor_default_23" -> "194 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; +"190 conv2d_15_scale_0" -> "193 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"191 conv2d_15_zero_point_0" -> "193 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"192 _frozen_param18" -> "193 dequantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; +"193 dequantize_per_channel_default_18" -> "194 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; +"194 conv2d_15" -> "195 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"195 relu_15" -> "196 quantize_per_tensor_default_20" [label="(1, 128, 20, 20)", style=solid]; +"196 quantize_per_tensor_default_20" -> "197 dequantize_per_tensor_default_24" [label="(1, 128, 20, 20)", style=solid]; +"197 dequantize_per_tensor_default_24" -> "202 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; +"198 conv_transpose2d_3_scale_0" -> "201 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"199 conv_transpose2d_3_zero_point_0" -> "201 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"200 _frozen_param19" -> "201 dequantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; +"201 dequantize_per_channel_default_19" -> "202 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; +"202 conv_transpose2d_3" -> "203 quantize_per_tensor_default_1" [label="(1, 64, 40, 40)", style=solid]; +"203 quantize_per_tensor_default_1" -> "204 dequantize_per_tensor_default_2" [label="(1, 64, 40, 40)", style=solid]; +"204 dequantize_per_tensor_default_2" -> "209 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"205 slice_13" -> "206 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"206 slice_14" -> "207 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"207 slice_15" -> "208 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"208 slice_16" -> "209 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"209 cat_3" -> "214 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"210 conv2d_16_scale_0" -> "213 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"211 conv2d_16_zero_point_0" -> "213 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"212 _frozen_param20" -> "213 dequantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; +"213 dequantize_per_channel_default_20" -> "214 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; +"214 conv2d_16" -> "215 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"215 relu_16" -> "216 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"216 quantize_per_tensor_default_21" -> "217 dequantize_per_tensor_default_25" [label="(1, 64, 38, 38)", style=solid]; +"217 dequantize_per_tensor_default_25" -> "222 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; +"218 conv2d_17_scale_0" -> "221 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"219 conv2d_17_zero_point_0" -> "221 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"220 _frozen_param21" -> "221 dequantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; +"221 dequantize_per_channel_default_21" -> "222 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; +"222 conv2d_17" -> "223 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"223 relu_17" -> "224 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"224 quantize_per_tensor_default_22" -> "225 dequantize_per_tensor_default_26" [label="(1, 64, 36, 36)", style=solid]; +"225 dequantize_per_tensor_default_26" -> "230 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; +"226 conv2d_18_scale_0" -> "229 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"227 conv2d_18_zero_point_0" -> "229 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"228 _frozen_param22" -> "229 dequantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; +"229 dequantize_per_channel_default_22" -> "230 conv2d_18" [label="(12, 64, 1, 1)", style=solid]; +"230 conv2d_18" -> "231 output" [label="(1, 12, 36, 36)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot new file mode 100644 index 00000000000..f4214d12db9 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot @@ -0,0 +1,1911 @@ +strict digraph { +"0 encoder_pos_embedding" [id=0, type=get_attr]; +"1 conv_proj_bias" [id=1, type=get_attr]; +"2 encoder_layers_encoder_layer_0_ln_1_weight" [id=2, type=get_attr]; +"3 encoder_layers_encoder_layer_0_ln_1_bias" [id=3, type=get_attr]; +"4 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" [id=4, type=get_attr]; +"5 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" [id=5, type=get_attr]; +"6 encoder_layers_encoder_layer_0_ln_2_weight" [id=6, type=get_attr]; +"7 encoder_layers_encoder_layer_0_ln_2_bias" [id=7, type=get_attr]; +"8 encoder_layers_encoder_layer_0_mlp_0_bias" [id=8, type=get_attr]; +"9 encoder_layers_encoder_layer_0_mlp_3_bias" [id=9, type=get_attr]; +"10 encoder_layers_encoder_layer_1_ln_1_weight" [id=10, type=get_attr]; +"11 encoder_layers_encoder_layer_1_ln_1_bias" [id=11, type=get_attr]; +"12 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" [id=12, type=get_attr]; +"13 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" [id=13, type=get_attr]; +"14 encoder_layers_encoder_layer_1_ln_2_weight" [id=14, type=get_attr]; +"15 encoder_layers_encoder_layer_1_ln_2_bias" [id=15, type=get_attr]; +"16 encoder_layers_encoder_layer_1_mlp_0_bias" [id=16, type=get_attr]; +"17 encoder_layers_encoder_layer_1_mlp_3_bias" [id=17, type=get_attr]; +"18 encoder_layers_encoder_layer_2_ln_1_weight" [id=18, type=get_attr]; +"19 encoder_layers_encoder_layer_2_ln_1_bias" [id=19, type=get_attr]; +"20 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" [id=20, type=get_attr]; +"21 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" [id=21, type=get_attr]; +"22 encoder_layers_encoder_layer_2_ln_2_weight" [id=22, type=get_attr]; +"23 encoder_layers_encoder_layer_2_ln_2_bias" [id=23, type=get_attr]; +"24 encoder_layers_encoder_layer_2_mlp_0_bias" [id=24, type=get_attr]; +"25 encoder_layers_encoder_layer_2_mlp_3_bias" [id=25, type=get_attr]; +"26 encoder_layers_encoder_layer_3_ln_1_weight" [id=26, type=get_attr]; +"27 encoder_layers_encoder_layer_3_ln_1_bias" [id=27, type=get_attr]; +"28 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" [id=28, type=get_attr]; +"29 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" [id=29, type=get_attr]; +"30 encoder_layers_encoder_layer_3_ln_2_weight" [id=30, type=get_attr]; +"31 encoder_layers_encoder_layer_3_ln_2_bias" [id=31, type=get_attr]; +"32 encoder_layers_encoder_layer_3_mlp_0_bias" [id=32, type=get_attr]; +"33 encoder_layers_encoder_layer_3_mlp_3_bias" [id=33, type=get_attr]; +"34 encoder_layers_encoder_layer_4_ln_1_weight" [id=34, type=get_attr]; +"35 encoder_layers_encoder_layer_4_ln_1_bias" [id=35, type=get_attr]; +"36 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" [id=36, type=get_attr]; +"37 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" [id=37, type=get_attr]; +"38 encoder_layers_encoder_layer_4_ln_2_weight" [id=38, type=get_attr]; +"39 encoder_layers_encoder_layer_4_ln_2_bias" [id=39, type=get_attr]; +"40 encoder_layers_encoder_layer_4_mlp_0_bias" [id=40, type=get_attr]; +"41 encoder_layers_encoder_layer_4_mlp_3_bias" [id=41, type=get_attr]; +"42 encoder_layers_encoder_layer_5_ln_1_weight" [id=42, type=get_attr]; +"43 encoder_layers_encoder_layer_5_ln_1_bias" [id=43, type=get_attr]; +"44 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" [id=44, type=get_attr]; +"45 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" [id=45, type=get_attr]; +"46 encoder_layers_encoder_layer_5_ln_2_weight" [id=46, 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quantize_per_tensor_default_61" [id=788, type=quantize_per_tensor]; +"789 dequantize_per_tensor_default_61" [id=789, type=dequantize_per_tensor]; +"790 linear_40_scale_0" [id=790, type=get_attr]; +"791 linear_40_zero_point_0" [id=791, type=get_attr]; +"792 _frozen_param42" [id=792, type=get_attr]; +"793 dequantize_per_channel_default_41" [id=793, type=dequantize_per_channel]; +"794 linear_40" [id=794, type=linear]; +"795 unflatten_10" [id=795, type=unflatten]; +"796 unsqueeze_10" [id=796, type=unsqueeze]; +"797 transpose_61" [id=797, type=transpose]; +"798 squeeze_10" [id=798, type=squeeze]; +"799 contiguous_10" [id=799, type=contiguous]; +"800 quantize_per_tensor_default_62" [id=800, type=quantize_per_tensor]; +"801 dequantize_per_tensor_default_62" [id=801, type=dequantize_per_tensor]; +"802 select_30" [id=802, type=select]; +"803 quantize_per_tensor_default_63" [id=803, type=quantize_per_tensor]; +"804 dequantize_per_tensor_default_63" [id=804, type=dequantize_per_tensor]; +"805 select_31" [id=805, type=select]; +"806 select_32" [id=806, type=select]; +"807 view_80" [id=807, type=view]; +"808 transpose_62" [id=808, type=transpose]; +"809 view_81" [id=809, type=view]; +"810 transpose_63" [id=810, type=transpose]; +"811 view_82" [id=811, type=view]; +"812 transpose_64" [id=812, type=transpose]; +"813 view_83" [id=813, type=view]; +"814 view_84" [id=814, type=view]; +"815 view_85" [id=815, type=view]; +"816 scaled_dot_product_attention_10" [id=816, type=scaled_dot_product_attention]; +"817 permute_11" [id=817, type=permute]; +"818 view_86" [id=818, type=view]; +"819 view_86_0_0_nncf_smooth_quant_0" [id=819, type=call_module]; +"820 quantize_per_tensor_default_64" [id=820, type=quantize_per_tensor]; +"821 dequantize_per_tensor_default_64" [id=821, type=dequantize_per_tensor]; +"822 linear_41_scale_0" [id=822, type=get_attr]; +"823 linear_41_zero_point_0" [id=823, type=get_attr]; +"824 _frozen_param43" [id=824, type=get_attr]; +"825 dequantize_per_channel_default_42" [id=825, type=dequantize_per_channel]; +"826 linear_41" [id=826, type=linear]; +"827 view_87" [id=827, type=view]; +"828 transpose_65" [id=828, type=transpose]; +"829 dropout_31" [id=829, type=dropout]; +"830 add_21" [id=830, type=add]; +"831 layer_norm_21" [id=831, type=layer_norm]; +"832 layer_norm_21_0_0_nncf_smooth_quant_0" [id=832, type=call_module]; +"833 quantize_per_tensor_default_65" [id=833, type=quantize_per_tensor]; +"834 dequantize_per_tensor_default_65" [id=834, type=dequantize_per_tensor]; +"835 linear_42_scale_0" [id=835, type=get_attr]; +"836 linear_42_zero_point_0" [id=836, type=get_attr]; +"837 _frozen_param44" [id=837, type=get_attr]; +"838 dequantize_per_channel_default_43" [id=838, type=dequantize_per_channel]; +"839 linear_42" [id=839, type=linear]; +"840 gelu_10" [id=840, type=gelu]; +"841 dropout_32" [id=841, type=dropout]; +"842 dropout_32_0_0_nncf_smooth_quant_0" [id=842, type=call_module]; +"843 quantize_per_tensor_default_66" [id=843, type=quantize_per_tensor]; +"844 dequantize_per_tensor_default_66" [id=844, type=dequantize_per_tensor]; +"845 linear_43_scale_0" [id=845, type=get_attr]; +"846 linear_43_zero_point_0" [id=846, type=get_attr]; +"847 _frozen_param45" [id=847, type=get_attr]; +"848 dequantize_per_channel_default_44" [id=848, type=dequantize_per_channel]; +"849 linear_43" [id=849, type=linear]; +"850 dropout_33" [id=850, type=dropout]; +"851 add_22" [id=851, type=add]; +"852 layer_norm_22" [id=852, type=layer_norm]; +"853 transpose_66" [id=853, type=transpose]; +"854 transpose_66_0_0_nncf_smooth_quant_0" [id=854, type=call_module]; +"855 quantize_per_tensor_default_67" [id=855, type=quantize_per_tensor]; +"856 dequantize_per_tensor_default_67" [id=856, type=dequantize_per_tensor]; +"857 linear_44_scale_0" [id=857, type=get_attr]; +"858 linear_44_zero_point_0" [id=858, type=get_attr]; +"859 _frozen_param46" [id=859, type=get_attr]; +"860 dequantize_per_channel_default_45" [id=860, type=dequantize_per_channel]; +"861 linear_44" [id=861, type=linear]; +"862 unflatten_11" [id=862, type=unflatten]; +"863 unsqueeze_11" [id=863, type=unsqueeze]; +"864 transpose_67" [id=864, type=transpose]; +"865 squeeze_11" [id=865, type=squeeze]; +"866 contiguous_11" [id=866, type=contiguous]; +"867 quantize_per_tensor_default_68" [id=867, type=quantize_per_tensor]; +"868 dequantize_per_tensor_default_68" [id=868, type=dequantize_per_tensor]; +"869 select_33" [id=869, type=select]; +"870 quantize_per_tensor_default_69" [id=870, type=quantize_per_tensor]; +"871 dequantize_per_tensor_default_69" [id=871, type=dequantize_per_tensor]; +"872 select_34" [id=872, type=select]; +"873 select_35" [id=873, type=select]; +"874 view_88" [id=874, type=view]; +"875 transpose_68" [id=875, type=transpose]; +"876 view_89" [id=876, type=view]; +"877 transpose_69" [id=877, type=transpose]; +"878 view_90" [id=878, type=view]; +"879 transpose_70" [id=879, type=transpose]; +"880 view_91" [id=880, type=view]; +"881 view_92" [id=881, type=view]; +"882 view_93" [id=882, type=view]; +"883 scaled_dot_product_attention_11" [id=883, type=scaled_dot_product_attention]; +"884 permute_12" [id=884, type=permute]; +"885 view_94" [id=885, type=view]; +"886 view_94_0_0_nncf_smooth_quant_0" [id=886, type=call_module]; +"887 quantize_per_tensor_default_70" [id=887, type=quantize_per_tensor]; +"888 dequantize_per_tensor_default_70" [id=888, type=dequantize_per_tensor]; +"889 linear_45_scale_0" [id=889, type=get_attr]; +"890 linear_45_zero_point_0" [id=890, type=get_attr]; +"891 _frozen_param47" [id=891, type=get_attr]; +"892 dequantize_per_channel_default_46" [id=892, type=dequantize_per_channel]; +"893 linear_45" [id=893, type=linear]; +"894 view_95" [id=894, type=view]; +"895 transpose_71" [id=895, type=transpose]; +"896 dropout_34" [id=896, type=dropout]; +"897 add_23" [id=897, type=add]; +"898 layer_norm_23" [id=898, type=layer_norm]; +"899 layer_norm_23_0_0_nncf_smooth_quant_0" [id=899, type=call_module]; +"900 quantize_per_tensor_default_71" [id=900, type=quantize_per_tensor]; +"901 dequantize_per_tensor_default_71" [id=901, type=dequantize_per_tensor]; +"902 linear_46_scale_0" [id=902, type=get_attr]; +"903 linear_46_zero_point_0" [id=903, type=get_attr]; +"904 _frozen_param48" [id=904, type=get_attr]; +"905 dequantize_per_channel_default_47" [id=905, type=dequantize_per_channel]; +"906 linear_46" [id=906, type=linear]; +"907 gelu_11" [id=907, type=gelu]; +"908 dropout_35" [id=908, type=dropout]; +"909 dropout_35_0_0_nncf_smooth_quant_0" [id=909, type=call_module]; +"910 quantize_per_tensor_default_72" [id=910, type=quantize_per_tensor]; +"911 dequantize_per_tensor_default_72" [id=911, type=dequantize_per_tensor]; +"912 linear_47_scale_0" [id=912, type=get_attr]; +"913 linear_47_zero_point_0" [id=913, type=get_attr]; +"914 _frozen_param49" [id=914, type=get_attr]; +"915 dequantize_per_channel_default_48" [id=915, type=dequantize_per_channel]; +"916 linear_47" [id=916, type=linear]; +"917 dropout_36" [id=917, type=dropout]; +"918 add_24" [id=918, type=add]; +"919 layer_norm_24" [id=919, type=layer_norm]; +"920 slice_1" [id=920, type=slice]; +"921 select_36" [id=921, type=select]; +"922 select_36_0_0_nncf_smooth_quant_0" [id=922, type=call_module]; +"923 quantize_per_tensor_default_73" [id=923, type=quantize_per_tensor]; +"924 dequantize_per_tensor_default_73" [id=924, type=dequantize_per_tensor]; +"925 linear_48_scale_0" [id=925, type=get_attr]; +"926 linear_48_zero_point_0" [id=926, type=get_attr]; +"927 _frozen_param50" [id=927, type=get_attr]; +"928 dequantize_per_channel_default_49" [id=928, type=dequantize_per_channel]; +"929 linear_48" [id=929, type=linear]; +"930 output" [id=930, type=output]; +"0 encoder_pos_embedding" -> "113 add" [label="(1, 197, 768)", style=solid]; +"1 conv_proj_bias" -> "108 conv2d" [label="(768,)", style=solid]; +"2 encoder_layers_encoder_layer_0_ln_1_weight" -> "115 layer_norm" [label="(768,)", style=solid]; +"3 encoder_layers_encoder_layer_0_ln_1_bias" -> "115 layer_norm" [label="(768,)", style=solid]; +"4 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" -> "124 linear" [label="(2304,)", style=solid]; +"5 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" -> "156 linear_1" [label="(768,)", style=solid]; +"6 encoder_layers_encoder_layer_0_ln_2_weight" -> "161 layer_norm_1" [label="(768,)", style=solid]; +"7 encoder_layers_encoder_layer_0_ln_2_bias" -> "161 layer_norm_1" [label="(768,)", style=solid]; +"8 encoder_layers_encoder_layer_0_mlp_0_bias" -> "169 linear_2" [label="(3072,)", style=solid]; +"9 encoder_layers_encoder_layer_0_mlp_3_bias" -> "179 linear_3" [label="(768,)", style=solid]; +"10 encoder_layers_encoder_layer_1_ln_1_weight" -> "182 layer_norm_2" [label="(768,)", style=solid]; +"11 encoder_layers_encoder_layer_1_ln_1_bias" -> "182 layer_norm_2" [label="(768,)", style=solid]; +"12 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" -> "191 linear_4" [label="(2304,)", style=solid]; +"13 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" -> "223 linear_5" [label="(768,)", style=solid]; +"14 encoder_layers_encoder_layer_1_ln_2_weight" -> "228 layer_norm_3" [label="(768,)", style=solid]; +"15 encoder_layers_encoder_layer_1_ln_2_bias" -> "228 layer_norm_3" [label="(768,)", style=solid]; +"16 encoder_layers_encoder_layer_1_mlp_0_bias" -> "236 linear_6" [label="(3072,)", style=solid]; +"17 encoder_layers_encoder_layer_1_mlp_3_bias" -> "246 linear_7" [label="(768,)", style=solid]; +"18 encoder_layers_encoder_layer_2_ln_1_weight" -> "249 layer_norm_4" [label="(768,)", style=solid]; +"19 encoder_layers_encoder_layer_2_ln_1_bias" -> "249 layer_norm_4" [label="(768,)", style=solid]; +"20 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" -> "258 linear_8" [label="(2304,)", style=solid]; +"21 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" -> "290 linear_9" [label="(768,)", style=solid]; +"22 encoder_layers_encoder_layer_2_ln_2_weight" -> "295 layer_norm_5" [label="(768,)", style=solid]; +"23 encoder_layers_encoder_layer_2_ln_2_bias" -> "295 layer_norm_5" [label="(768,)", style=solid]; +"24 encoder_layers_encoder_layer_2_mlp_0_bias" -> "303 linear_10" [label="(3072,)", style=solid]; +"25 encoder_layers_encoder_layer_2_mlp_3_bias" -> "313 linear_11" [label="(768,)", style=solid]; +"26 encoder_layers_encoder_layer_3_ln_1_weight" -> "316 layer_norm_6" [label="(768,)", style=solid]; +"27 encoder_layers_encoder_layer_3_ln_1_bias" -> "316 layer_norm_6" [label="(768,)", style=solid]; +"28 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" -> "325 linear_12" [label="(2304,)", style=solid]; +"29 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" -> "357 linear_13" [label="(768,)", style=solid]; +"30 encoder_layers_encoder_layer_3_ln_2_weight" -> "362 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encoder_layers_encoder_layer_4_mlp_0_bias" -> "437 linear_18" [label="(3072,)", style=solid]; +"41 encoder_layers_encoder_layer_4_mlp_3_bias" -> "447 linear_19" [label="(768,)", style=solid]; +"42 encoder_layers_encoder_layer_5_ln_1_weight" -> "450 layer_norm_10" [label="(768,)", style=solid]; +"43 encoder_layers_encoder_layer_5_ln_1_bias" -> "450 layer_norm_10" [label="(768,)", style=solid]; +"44 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" -> "459 linear_20" [label="(2304,)", style=solid]; +"45 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" -> "491 linear_21" [label="(768,)", style=solid]; +"46 encoder_layers_encoder_layer_5_ln_2_weight" -> "496 layer_norm_11" [label="(768,)", style=solid]; +"47 encoder_layers_encoder_layer_5_ln_2_bias" -> "496 layer_norm_11" [label="(768,)", style=solid]; +"48 encoder_layers_encoder_layer_5_mlp_0_bias" -> "504 linear_22" [label="(3072,)", style=solid]; +"49 encoder_layers_encoder_layer_5_mlp_3_bias" -> "514 linear_23" 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view_15" [label="(197, 768)", style=solid]; +"224 view_15" -> "225 transpose_11" [label="(197, 1, 768)", style=solid]; +"225 transpose_11" -> "226 dropout_4" [label="(1, 197, 768)", style=solid]; +"226 dropout_4" -> "227 add_3" [label="(1, 197, 768)", style=solid]; +"227 add_3" -> "228 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"227 add_3" -> "248 add_4" [label="(1, 197, 768)", style=solid]; +"228 layer_norm_3" -> "229 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"229 layer_norm_3_0_0_nncf_smooth_quant_0" -> "230 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"230 quantize_per_tensor_default_11" -> "231 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"231 dequantize_per_tensor_default_11" -> "236 linear_6" [label="(1, 197, 768)", style=solid]; +"232 linear_6_scale_0" -> "235 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"233 linear_6_zero_point_0" -> "235 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"234 _frozen_param8" -> "235 dequantize_per_channel_default_7" [label="(3072, 768)", style=solid]; +"235 dequantize_per_channel_default_7" -> "236 linear_6" [label="(3072, 768)", style=solid]; +"236 linear_6" -> "237 gelu_1" [label="(1, 197, 3072)", style=solid]; +"237 gelu_1" -> "238 dropout_5" [label="(1, 197, 3072)", style=solid]; +"238 dropout_5" -> "239 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"239 dropout_5_0_0_nncf_smooth_quant_0" -> "240 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"240 quantize_per_tensor_default_12" -> "241 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"241 dequantize_per_tensor_default_12" -> "246 linear_7" [label="(1, 197, 3072)", style=solid]; +"242 linear_7_scale_0" -> "245 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"243 linear_7_zero_point_0" -> "245 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"244 _frozen_param9" -> "245 dequantize_per_channel_default_8" [label="(768, 3072)", style=solid]; +"245 dequantize_per_channel_default_8" -> "246 linear_7" [label="(768, 3072)", style=solid]; +"246 linear_7" -> "247 dropout_6" [label="(1, 197, 768)", style=solid]; +"247 dropout_6" -> "248 add_4" [label="(1, 197, 768)", style=solid]; +"248 add_4" -> "249 layer_norm_4" [label="(1, 197, 768)", style=solid]; +"248 add_4" -> "294 add_5" [label="(1, 197, 768)", style=solid]; +"249 layer_norm_4" -> "250 transpose_12" [label="(1, 197, 768)", style=solid]; +"250 transpose_12" -> "251 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"251 transpose_12_0_0_nncf_smooth_quant_0" -> "252 quantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"252 quantize_per_tensor_default_13" -> "253 dequantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"253 dequantize_per_tensor_default_13" -> "258 linear_8" [label="(197, 1, 768)", style=solid]; +"254 linear_8_scale_0" -> "257 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; +"255 linear_8_zero_point_0" -> "257 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; +"256 _frozen_param10" -> "257 dequantize_per_channel_default_9" [label="(2304, 768)", style=solid]; +"257 dequantize_per_channel_default_9" -> "258 linear_8" [label="(2304, 768)", style=solid]; +"258 linear_8" -> "259 unflatten_2" [label="(197, 1, 2304)", style=solid]; +"259 unflatten_2" -> "260 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; +"260 unsqueeze_2" -> "261 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; +"261 transpose_13" -> "262 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; +"262 squeeze_2" -> "263 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; +"263 contiguous_2" -> "264 quantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"263 contiguous_2" -> "267 quantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"263 contiguous_2" -> "270 select_8" [label="(3, 197, 1, 768)", style=solid]; +"264 quantize_per_tensor_default_14" -> "265 dequantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"265 dequantize_per_tensor_default_14" -> "266 select_6" [label="(3, 197, 1, 768)", style=solid]; +"266 select_6" -> "271 view_16" [label="(197, 1, 768)", style=solid]; +"267 quantize_per_tensor_default_15" -> "268 dequantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"268 dequantize_per_tensor_default_15" -> "269 select_7" [label="(3, 197, 1, 768)", style=solid]; +"269 select_7" -> "273 view_17" [label="(197, 1, 768)", style=solid]; +"270 select_8" -> "275 view_18" [label="(197, 1, 768)", style=solid]; +"271 view_16" -> "272 transpose_14" [label="(197, 12, 64)", style=solid]; +"272 transpose_14" -> "277 view_19" [label="(12, 197, 64)", style=solid]; +"273 view_17" -> "274 transpose_15" [label="(197, 12, 64)", style=solid]; +"274 transpose_15" -> "278 view_20" [label="(12, 197, 64)", style=solid]; +"275 view_18" -> "276 transpose_16" [label="(197, 12, 64)", style=solid]; +"276 transpose_16" -> "279 view_21" [label="(12, 197, 64)", style=solid]; +"277 view_19" -> "280 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"278 view_20" -> "280 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"279 view_21" -> "280 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"280 scaled_dot_product_attention_2" -> "281 permute_3" [label="(1, 12, 197, 64)", style=solid]; +"281 permute_3" -> "282 view_22" [label="(197, 1, 12, 64)", style=solid]; +"282 view_22" -> "283 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"283 view_22_0_0_nncf_smooth_quant_0" -> "284 quantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"284 quantize_per_tensor_default_16" -> "285 dequantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"285 dequantize_per_tensor_default_16" -> "290 linear_9" [label="(197, 768)", style=solid]; +"286 linear_9_scale_0" -> "289 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"287 linear_9_zero_point_0" -> "289 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"288 _frozen_param11" -> "289 dequantize_per_channel_default_10" [label="(768, 768)", style=solid]; +"289 dequantize_per_channel_default_10" -> "290 linear_9" [label="(768, 768)", style=solid]; +"290 linear_9" -> "291 view_23" [label="(197, 768)", style=solid]; +"291 view_23" -> "292 transpose_17" [label="(197, 1, 768)", style=solid]; +"292 transpose_17" -> "293 dropout_7" [label="(1, 197, 768)", style=solid]; +"293 dropout_7" -> "294 add_5" [label="(1, 197, 768)", style=solid]; +"294 add_5" -> "295 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"294 add_5" -> "315 add_6" [label="(1, 197, 768)", style=solid]; +"295 layer_norm_5" -> "296 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"296 layer_norm_5_0_0_nncf_smooth_quant_0" -> "297 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"297 quantize_per_tensor_default_17" -> "298 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"298 dequantize_per_tensor_default_17" -> "303 linear_10" [label="(1, 197, 768)", style=solid]; +"299 linear_10_scale_0" -> "302 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"300 linear_10_zero_point_0" -> "302 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"301 _frozen_param12" -> "302 dequantize_per_channel_default_11" [label="(3072, 768)", style=solid]; +"302 dequantize_per_channel_default_11" -> "303 linear_10" [label="(3072, 768)", style=solid]; +"303 linear_10" -> "304 gelu_2" [label="(1, 197, 3072)", style=solid]; +"304 gelu_2" -> "305 dropout_8" [label="(1, 197, 3072)", style=solid]; +"305 dropout_8" -> "306 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"306 dropout_8_0_0_nncf_smooth_quant_0" -> "307 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"307 quantize_per_tensor_default_18" -> "308 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"308 dequantize_per_tensor_default_18" -> "313 linear_11" [label="(1, 197, 3072)", style=solid]; +"309 linear_11_scale_0" -> "312 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"310 linear_11_zero_point_0" -> "312 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"311 _frozen_param13" -> "312 dequantize_per_channel_default_12" [label="(768, 3072)", style=solid]; +"312 dequantize_per_channel_default_12" -> "313 linear_11" [label="(768, 3072)", style=solid]; +"313 linear_11" -> "314 dropout_9" [label="(1, 197, 768)", style=solid]; +"314 dropout_9" -> "315 add_6" [label="(1, 197, 768)", style=solid]; +"315 add_6" -> "316 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"315 add_6" -> "361 add_7" [label="(1, 197, 768)", style=solid]; +"316 layer_norm_6" -> "317 transpose_18" [label="(1, 197, 768)", style=solid]; +"317 transpose_18" -> "318 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"318 transpose_18_0_0_nncf_smooth_quant_0" -> "319 quantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"319 quantize_per_tensor_default_19" -> "320 dequantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"320 dequantize_per_tensor_default_19" -> "325 linear_12" [label="(197, 1, 768)", style=solid]; +"321 linear_12_scale_0" -> "324 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; +"322 linear_12_zero_point_0" -> "324 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; +"323 _frozen_param14" -> "324 dequantize_per_channel_default_13" [label="(2304, 768)", style=solid]; +"324 dequantize_per_channel_default_13" -> "325 linear_12" [label="(2304, 768)", style=solid]; +"325 linear_12" -> "326 unflatten_3" [label="(197, 1, 2304)", style=solid]; +"326 unflatten_3" -> "327 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; +"327 unsqueeze_3" -> "328 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; +"328 transpose_19" -> "329 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; +"329 squeeze_3" -> "330 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; +"330 contiguous_3" -> "331 quantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"330 contiguous_3" -> "334 quantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"330 contiguous_3" -> "337 select_11" [label="(3, 197, 1, 768)", style=solid]; +"331 quantize_per_tensor_default_20" -> "332 dequantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"332 dequantize_per_tensor_default_20" -> "333 select_9" [label="(3, 197, 1, 768)", style=solid]; +"333 select_9" -> "338 view_24" [label="(197, 1, 768)", style=solid]; +"334 quantize_per_tensor_default_21" -> "335 dequantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"335 dequantize_per_tensor_default_21" -> "336 select_10" [label="(3, 197, 1, 768)", style=solid]; +"336 select_10" -> "340 view_25" [label="(197, 1, 768)", style=solid]; +"337 select_11" -> "342 view_26" [label="(197, 1, 768)", style=solid]; +"338 view_24" -> "339 transpose_20" [label="(197, 12, 64)", style=solid]; +"339 transpose_20" -> "344 view_27" [label="(12, 197, 64)", style=solid]; +"340 view_25" -> "341 transpose_21" [label="(197, 12, 64)", style=solid]; +"341 transpose_21" -> "345 view_28" [label="(12, 197, 64)", style=solid]; +"342 view_26" -> "343 transpose_22" [label="(197, 12, 64)", style=solid]; +"343 transpose_22" -> "346 view_29" [label="(12, 197, 64)", style=solid]; +"344 view_27" -> "347 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"345 view_28" -> "347 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"346 view_29" -> "347 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"347 scaled_dot_product_attention_3" -> "348 permute_4" [label="(1, 12, 197, 64)", style=solid]; +"348 permute_4" -> "349 view_30" [label="(197, 1, 12, 64)", style=solid]; +"349 view_30" -> "350 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"350 view_30_0_0_nncf_smooth_quant_0" -> "351 quantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"351 quantize_per_tensor_default_22" -> "352 dequantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"352 dequantize_per_tensor_default_22" -> "357 linear_13" [label="(197, 768)", style=solid]; +"353 linear_13_scale_0" -> "356 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"354 linear_13_zero_point_0" -> "356 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"355 _frozen_param15" -> "356 dequantize_per_channel_default_14" [label="(768, 768)", style=solid]; +"356 dequantize_per_channel_default_14" -> "357 linear_13" [label="(768, 768)", style=solid]; +"357 linear_13" -> "358 view_31" [label="(197, 768)", style=solid]; +"358 view_31" -> "359 transpose_23" [label="(197, 1, 768)", style=solid]; +"359 transpose_23" -> "360 dropout_10" [label="(1, 197, 768)", style=solid]; +"360 dropout_10" -> "361 add_7" [label="(1, 197, 768)", style=solid]; +"361 add_7" -> "362 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"361 add_7" -> "382 add_8" [label="(1, 197, 768)", style=solid]; +"362 layer_norm_7" -> "363 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"363 layer_norm_7_0_0_nncf_smooth_quant_0" -> "364 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"364 quantize_per_tensor_default_23" -> "365 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"365 dequantize_per_tensor_default_23" -> "370 linear_14" [label="(1, 197, 768)", style=solid]; +"366 linear_14_scale_0" -> "369 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"367 linear_14_zero_point_0" -> "369 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"368 _frozen_param16" -> "369 dequantize_per_channel_default_15" [label="(3072, 768)", style=solid]; +"369 dequantize_per_channel_default_15" -> "370 linear_14" [label="(3072, 768)", style=solid]; +"370 linear_14" -> "371 gelu_3" [label="(1, 197, 3072)", style=solid]; +"371 gelu_3" -> "372 dropout_11" [label="(1, 197, 3072)", style=solid]; +"372 dropout_11" -> "373 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"373 dropout_11_0_0_nncf_smooth_quant_0" -> "374 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"374 quantize_per_tensor_default_24" -> "375 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"375 dequantize_per_tensor_default_24" -> "380 linear_15" [label="(1, 197, 3072)", style=solid]; +"376 linear_15_scale_0" -> "379 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"377 linear_15_zero_point_0" -> "379 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"378 _frozen_param17" -> "379 dequantize_per_channel_default_16" [label="(768, 3072)", style=solid]; +"379 dequantize_per_channel_default_16" -> "380 linear_15" [label="(768, 3072)", style=solid]; +"380 linear_15" -> "381 dropout_12" [label="(1, 197, 768)", style=solid]; +"381 dropout_12" -> "382 add_8" [label="(1, 197, 768)", style=solid]; +"382 add_8" -> "383 layer_norm_8" [label="(1, 197, 768)", style=solid]; +"382 add_8" -> "428 add_9" [label="(1, 197, 768)", style=solid]; +"383 layer_norm_8" -> "384 transpose_24" [label="(1, 197, 768)", style=solid]; +"384 transpose_24" -> "385 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"385 transpose_24_0_0_nncf_smooth_quant_0" -> "386 quantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"386 quantize_per_tensor_default_25" -> "387 dequantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"387 dequantize_per_tensor_default_25" -> "392 linear_16" [label="(197, 1, 768)", style=solid]; +"388 linear_16_scale_0" -> "391 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; +"389 linear_16_zero_point_0" -> "391 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; +"390 _frozen_param18" -> "391 dequantize_per_channel_default_17" [label="(2304, 768)", style=solid]; +"391 dequantize_per_channel_default_17" -> "392 linear_16" [label="(2304, 768)", style=solid]; +"392 linear_16" -> "393 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"393 unflatten_4" -> "394 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"394 unsqueeze_4" -> "395 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"395 transpose_25" -> "396 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"396 squeeze_4" -> "397 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"397 contiguous_4" -> "398 quantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"397 contiguous_4" -> "401 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"397 contiguous_4" -> "404 select_14" [label="(3, 197, 1, 768)", style=solid]; +"398 quantize_per_tensor_default_26" -> "399 dequantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"399 dequantize_per_tensor_default_26" -> "400 select_12" [label="(3, 197, 1, 768)", style=solid]; +"400 select_12" -> "405 view_32" [label="(197, 1, 768)", style=solid]; +"401 quantize_per_tensor_default_27" -> "402 dequantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"402 dequantize_per_tensor_default_27" -> "403 select_13" [label="(3, 197, 1, 768)", style=solid]; +"403 select_13" -> "407 view_33" [label="(197, 1, 768)", style=solid]; +"404 select_14" -> "409 view_34" [label="(197, 1, 768)", style=solid]; +"405 view_32" -> "406 transpose_26" [label="(197, 12, 64)", style=solid]; +"406 transpose_26" -> "411 view_35" [label="(12, 197, 64)", style=solid]; +"407 view_33" -> "408 transpose_27" [label="(197, 12, 64)", style=solid]; +"408 transpose_27" -> "412 view_36" [label="(12, 197, 64)", style=solid]; +"409 view_34" -> "410 transpose_28" [label="(197, 12, 64)", style=solid]; +"410 transpose_28" -> "413 view_37" [label="(12, 197, 64)", style=solid]; +"411 view_35" -> "414 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"412 view_36" -> "414 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"413 view_37" -> "414 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"414 scaled_dot_product_attention_4" -> "415 permute_5" [label="(1, 12, 197, 64)", style=solid]; +"415 permute_5" -> "416 view_38" [label="(197, 1, 12, 64)", style=solid]; +"416 view_38" -> "417 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"417 view_38_0_0_nncf_smooth_quant_0" -> "418 quantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"418 quantize_per_tensor_default_28" -> "419 dequantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"419 dequantize_per_tensor_default_28" -> "424 linear_17" [label="(197, 768)", style=solid]; +"420 linear_17_scale_0" -> "423 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"421 linear_17_zero_point_0" -> "423 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"422 _frozen_param19" -> "423 dequantize_per_channel_default_18" [label="(768, 768)", style=solid]; +"423 dequantize_per_channel_default_18" -> "424 linear_17" [label="(768, 768)", style=solid]; +"424 linear_17" -> "425 view_39" [label="(197, 768)", style=solid]; +"425 view_39" -> "426 transpose_29" [label="(197, 1, 768)", style=solid]; +"426 transpose_29" -> "427 dropout_13" [label="(1, 197, 768)", style=solid]; +"427 dropout_13" -> "428 add_9" [label="(1, 197, 768)", style=solid]; +"428 add_9" -> "429 layer_norm_9" [label="(1, 197, 768)", style=solid]; +"428 add_9" -> "449 add_10" [label="(1, 197, 768)", style=solid]; +"429 layer_norm_9" -> "430 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"430 layer_norm_9_0_0_nncf_smooth_quant_0" -> "431 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"431 quantize_per_tensor_default_29" -> "432 dequantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"432 dequantize_per_tensor_default_29" -> "437 linear_18" [label="(1, 197, 768)", style=solid]; +"433 linear_18_scale_0" -> "436 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"434 linear_18_zero_point_0" -> "436 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"435 _frozen_param20" -> "436 dequantize_per_channel_default_19" [label="(3072, 768)", style=solid]; +"436 dequantize_per_channel_default_19" -> "437 linear_18" [label="(3072, 768)", style=solid]; +"437 linear_18" -> "438 gelu_4" [label="(1, 197, 3072)", style=solid]; +"438 gelu_4" -> "439 dropout_14" [label="(1, 197, 3072)", style=solid]; +"439 dropout_14" -> "440 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"440 dropout_14_0_0_nncf_smooth_quant_0" -> "441 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"441 quantize_per_tensor_default_30" -> "442 dequantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"442 dequantize_per_tensor_default_30" -> "447 linear_19" [label="(1, 197, 3072)", style=solid]; +"443 linear_19_scale_0" -> "446 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"444 linear_19_zero_point_0" -> "446 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"445 _frozen_param21" -> "446 dequantize_per_channel_default_20" [label="(768, 3072)", style=solid]; +"446 dequantize_per_channel_default_20" -> "447 linear_19" [label="(768, 3072)", style=solid]; +"447 linear_19" -> "448 dropout_15" [label="(1, 197, 768)", style=solid]; +"448 dropout_15" -> "449 add_10" [label="(1, 197, 768)", style=solid]; +"449 add_10" -> "450 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"449 add_10" -> "495 add_11" [label="(1, 197, 768)", style=solid]; +"450 layer_norm_10" -> "451 transpose_30" [label="(1, 197, 768)", style=solid]; +"451 transpose_30" -> "452 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"452 transpose_30_0_0_nncf_smooth_quant_0" -> "453 quantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"453 quantize_per_tensor_default_31" -> "454 dequantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"454 dequantize_per_tensor_default_31" -> "459 linear_20" [label="(197, 1, 768)", style=solid]; +"455 linear_20_scale_0" -> "458 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; +"456 linear_20_zero_point_0" -> "458 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; +"457 _frozen_param22" -> "458 dequantize_per_channel_default_21" [label="(2304, 768)", style=solid]; +"458 dequantize_per_channel_default_21" -> "459 linear_20" [label="(2304, 768)", style=solid]; +"459 linear_20" -> "460 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"460 unflatten_5" -> "461 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"461 unsqueeze_5" -> "462 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"462 transpose_31" -> "463 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"463 squeeze_5" -> "464 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; +"464 contiguous_5" -> "465 quantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"464 contiguous_5" -> "468 quantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"464 contiguous_5" -> "471 select_17" [label="(3, 197, 1, 768)", style=solid]; +"465 quantize_per_tensor_default_32" -> "466 dequantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"466 dequantize_per_tensor_default_32" -> "467 select_15" [label="(3, 197, 1, 768)", style=solid]; +"467 select_15" -> "472 view_40" [label="(197, 1, 768)", style=solid]; +"468 quantize_per_tensor_default_33" -> "469 dequantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"469 dequantize_per_tensor_default_33" -> "470 select_16" [label="(3, 197, 1, 768)", style=solid]; +"470 select_16" -> "474 view_41" [label="(197, 1, 768)", style=solid]; +"471 select_17" -> "476 view_42" [label="(197, 1, 768)", style=solid]; +"472 view_40" -> "473 transpose_32" [label="(197, 12, 64)", style=solid]; +"473 transpose_32" -> "478 view_43" [label="(12, 197, 64)", style=solid]; +"474 view_41" -> "475 transpose_33" [label="(197, 12, 64)", style=solid]; +"475 transpose_33" -> "479 view_44" [label="(12, 197, 64)", style=solid]; +"476 view_42" -> "477 transpose_34" [label="(197, 12, 64)", style=solid]; +"477 transpose_34" -> "480 view_45" [label="(12, 197, 64)", style=solid]; +"478 view_43" -> "481 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"479 view_44" -> "481 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"480 view_45" -> "481 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"481 scaled_dot_product_attention_5" -> "482 permute_6" [label="(1, 12, 197, 64)", style=solid]; +"482 permute_6" -> "483 view_46" [label="(197, 1, 12, 64)", style=solid]; +"483 view_46" -> "484 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"484 view_46_0_0_nncf_smooth_quant_0" -> "485 quantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"485 quantize_per_tensor_default_34" -> "486 dequantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"486 dequantize_per_tensor_default_34" -> "491 linear_21" [label="(197, 768)", style=solid]; +"487 linear_21_scale_0" -> "490 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"488 linear_21_zero_point_0" -> "490 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"489 _frozen_param23" -> "490 dequantize_per_channel_default_22" [label="(768, 768)", style=solid]; +"490 dequantize_per_channel_default_22" -> "491 linear_21" [label="(768, 768)", style=solid]; +"491 linear_21" -> "492 view_47" [label="(197, 768)", style=solid]; +"492 view_47" -> "493 transpose_35" [label="(197, 1, 768)", style=solid]; +"493 transpose_35" -> "494 dropout_16" [label="(1, 197, 768)", style=solid]; +"494 dropout_16" -> "495 add_11" [label="(1, 197, 768)", style=solid]; +"495 add_11" -> "496 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"495 add_11" -> "516 add_12" [label="(1, 197, 768)", style=solid]; +"496 layer_norm_11" -> "497 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"497 layer_norm_11_0_0_nncf_smooth_quant_0" -> "498 quantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"498 quantize_per_tensor_default_35" -> "499 dequantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"499 dequantize_per_tensor_default_35" -> "504 linear_22" [label="(1, 197, 768)", style=solid]; +"500 linear_22_scale_0" -> "503 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"501 linear_22_zero_point_0" -> "503 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"502 _frozen_param24" -> "503 dequantize_per_channel_default_23" [label="(3072, 768)", style=solid]; +"503 dequantize_per_channel_default_23" -> "504 linear_22" [label="(3072, 768)", style=solid]; +"504 linear_22" -> "505 gelu_5" [label="(1, 197, 3072)", style=solid]; +"505 gelu_5" -> "506 dropout_17" [label="(1, 197, 3072)", style=solid]; +"506 dropout_17" -> "507 dropout_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"507 dropout_17_0_0_nncf_smooth_quant_0" -> "508 quantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"508 quantize_per_tensor_default_36" -> "509 dequantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"509 dequantize_per_tensor_default_36" -> "514 linear_23" [label="(1, 197, 3072)", style=solid]; +"510 linear_23_scale_0" -> "513 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"511 linear_23_zero_point_0" -> "513 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"512 _frozen_param25" -> "513 dequantize_per_channel_default_24" [label="(768, 3072)", style=solid]; +"513 dequantize_per_channel_default_24" -> "514 linear_23" [label="(768, 3072)", style=solid]; +"514 linear_23" -> "515 dropout_18" [label="(1, 197, 768)", style=solid]; +"515 dropout_18" -> "516 add_12" [label="(1, 197, 768)", style=solid]; +"516 add_12" -> "517 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"516 add_12" -> "562 add_13" [label="(1, 197, 768)", style=solid]; +"517 layer_norm_12" -> "518 transpose_36" [label="(1, 197, 768)", style=solid]; +"518 transpose_36" -> "519 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"519 transpose_36_0_0_nncf_smooth_quant_0" -> "520 quantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"520 quantize_per_tensor_default_37" -> "521 dequantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"521 dequantize_per_tensor_default_37" -> "526 linear_24" [label="(197, 1, 768)", style=solid]; +"522 linear_24_scale_0" -> "525 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; +"523 linear_24_zero_point_0" -> "525 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; +"524 _frozen_param26" -> "525 dequantize_per_channel_default_25" [label="(2304, 768)", style=solid]; +"525 dequantize_per_channel_default_25" -> "526 linear_24" [label="(2304, 768)", style=solid]; +"526 linear_24" -> "527 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"527 unflatten_6" -> "528 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; +"528 unsqueeze_6" -> "529 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; +"529 transpose_37" -> "530 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; +"530 squeeze_6" -> "531 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; +"531 contiguous_6" -> "532 quantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"531 contiguous_6" -> "535 quantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"531 contiguous_6" -> "538 select_20" [label="(3, 197, 1, 768)", style=solid]; +"532 quantize_per_tensor_default_38" -> "533 dequantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"533 dequantize_per_tensor_default_38" -> "534 select_18" [label="(3, 197, 1, 768)", style=solid]; +"534 select_18" -> "539 view_48" [label="(197, 1, 768)", style=solid]; +"535 quantize_per_tensor_default_39" -> "536 dequantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"536 dequantize_per_tensor_default_39" -> "537 select_19" [label="(3, 197, 1, 768)", style=solid]; +"537 select_19" -> "541 view_49" [label="(197, 1, 768)", style=solid]; +"538 select_20" -> "543 view_50" [label="(197, 1, 768)", style=solid]; +"539 view_48" -> "540 transpose_38" [label="(197, 12, 64)", style=solid]; +"540 transpose_38" -> "545 view_51" [label="(12, 197, 64)", style=solid]; +"541 view_49" -> "542 transpose_39" [label="(197, 12, 64)", style=solid]; +"542 transpose_39" -> "546 view_52" [label="(12, 197, 64)", style=solid]; +"543 view_50" -> "544 transpose_40" [label="(197, 12, 64)", style=solid]; +"544 transpose_40" -> "547 view_53" [label="(12, 197, 64)", style=solid]; +"545 view_51" -> "548 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"546 view_52" -> "548 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"547 view_53" -> "548 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"548 scaled_dot_product_attention_6" -> "549 permute_7" [label="(1, 12, 197, 64)", style=solid]; +"549 permute_7" -> "550 view_54" [label="(197, 1, 12, 64)", style=solid]; +"550 view_54" -> "551 view_54_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"551 view_54_0_0_nncf_smooth_quant_0" -> "552 quantize_per_tensor_default_40" [label="(197, 768)", style=solid]; +"552 quantize_per_tensor_default_40" -> "553 dequantize_per_tensor_default_40" [label="(197, 768)", style=solid]; +"553 dequantize_per_tensor_default_40" -> "558 linear_25" [label="(197, 768)", style=solid]; +"554 linear_25_scale_0" -> "557 dequantize_per_channel_default_26" [label="(768,)", style=solid]; +"555 linear_25_zero_point_0" -> "557 dequantize_per_channel_default_26" [label="(768,)", style=solid]; +"556 _frozen_param27" -> "557 dequantize_per_channel_default_26" [label="(768, 768)", style=solid]; +"557 dequantize_per_channel_default_26" -> "558 linear_25" [label="(768, 768)", style=solid]; +"558 linear_25" -> "559 view_55" [label="(197, 768)", style=solid]; +"559 view_55" -> "560 transpose_41" [label="(197, 1, 768)", style=solid]; +"560 transpose_41" -> "561 dropout_19" [label="(1, 197, 768)", style=solid]; +"561 dropout_19" -> "562 add_13" [label="(1, 197, 768)", style=solid]; +"562 add_13" -> "563 layer_norm_13" [label="(1, 197, 768)", style=solid]; +"562 add_13" -> "583 add_14" [label="(1, 197, 768)", style=solid]; +"563 layer_norm_13" -> "564 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"564 layer_norm_13_0_0_nncf_smooth_quant_0" -> "565 quantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"565 quantize_per_tensor_default_41" -> "566 dequantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"566 dequantize_per_tensor_default_41" -> "571 linear_26" [label="(1, 197, 768)", style=solid]; +"567 linear_26_scale_0" -> "570 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; +"568 linear_26_zero_point_0" -> "570 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; +"569 _frozen_param28" -> "570 dequantize_per_channel_default_27" [label="(3072, 768)", style=solid]; +"570 dequantize_per_channel_default_27" -> "571 linear_26" [label="(3072, 768)", style=solid]; +"571 linear_26" -> "572 gelu_6" [label="(1, 197, 3072)", style=solid]; +"572 gelu_6" -> "573 dropout_20" [label="(1, 197, 3072)", style=solid]; +"573 dropout_20" -> "574 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"574 dropout_20_0_0_nncf_smooth_quant_0" -> "575 quantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"575 quantize_per_tensor_default_42" -> "576 dequantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"576 dequantize_per_tensor_default_42" -> "581 linear_27" [label="(1, 197, 3072)", style=solid]; +"577 linear_27_scale_0" -> "580 dequantize_per_channel_default_28" [label="(768,)", style=solid]; +"578 linear_27_zero_point_0" -> "580 dequantize_per_channel_default_28" [label="(768,)", style=solid]; +"579 _frozen_param29" -> "580 dequantize_per_channel_default_28" [label="(768, 3072)", style=solid]; +"580 dequantize_per_channel_default_28" -> "581 linear_27" [label="(768, 3072)", style=solid]; +"581 linear_27" -> "582 dropout_21" [label="(1, 197, 768)", style=solid]; +"582 dropout_21" -> "583 add_14" [label="(1, 197, 768)", style=solid]; +"583 add_14" -> "584 layer_norm_14" [label="(1, 197, 768)", style=solid]; +"583 add_14" -> "629 add_15" [label="(1, 197, 768)", style=solid]; +"584 layer_norm_14" -> "585 transpose_42" [label="(1, 197, 768)", style=solid]; +"585 transpose_42" -> "586 transpose_42_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"586 transpose_42_0_0_nncf_smooth_quant_0" -> "587 quantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"587 quantize_per_tensor_default_43" -> "588 dequantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"588 dequantize_per_tensor_default_43" -> "593 linear_28" [label="(197, 1, 768)", style=solid]; +"589 linear_28_scale_0" -> "592 dequantize_per_channel_default_29" [label="(2304,)", style=solid]; +"590 linear_28_zero_point_0" -> "592 dequantize_per_channel_default_29" [label="(2304,)", style=solid]; +"591 _frozen_param30" -> "592 dequantize_per_channel_default_29" [label="(2304, 768)", style=solid]; +"592 dequantize_per_channel_default_29" -> "593 linear_28" [label="(2304, 768)", style=solid]; +"593 linear_28" -> "594 unflatten_7" [label="(197, 1, 2304)", style=solid]; +"594 unflatten_7" -> "595 unsqueeze_7" [label="(197, 1, 3, 768)", style=solid]; +"595 unsqueeze_7" -> "596 transpose_43" [label="(1, 197, 1, 3, 768)", style=solid]; +"596 transpose_43" -> "597 squeeze_7" [label="(3, 197, 1, 1, 768)", style=solid]; +"597 squeeze_7" -> "598 contiguous_7" [label="(3, 197, 1, 768)", style=solid]; +"598 contiguous_7" -> "599 quantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"598 contiguous_7" -> "602 quantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"598 contiguous_7" -> "605 select_23" [label="(3, 197, 1, 768)", style=solid]; +"599 quantize_per_tensor_default_44" -> "600 dequantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"600 dequantize_per_tensor_default_44" -> "601 select_21" [label="(3, 197, 1, 768)", style=solid]; +"601 select_21" -> "606 view_56" [label="(197, 1, 768)", style=solid]; +"602 quantize_per_tensor_default_45" -> "603 dequantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"603 dequantize_per_tensor_default_45" -> "604 select_22" [label="(3, 197, 1, 768)", style=solid]; +"604 select_22" -> "608 view_57" [label="(197, 1, 768)", style=solid]; +"605 select_23" -> "610 view_58" [label="(197, 1, 768)", style=solid]; +"606 view_56" -> "607 transpose_44" [label="(197, 12, 64)", style=solid]; +"607 transpose_44" -> "612 view_59" [label="(12, 197, 64)", style=solid]; +"608 view_57" -> "609 transpose_45" [label="(197, 12, 64)", style=solid]; +"609 transpose_45" -> "613 view_60" [label="(12, 197, 64)", style=solid]; +"610 view_58" -> "611 transpose_46" [label="(197, 12, 64)", style=solid]; +"611 transpose_46" -> "614 view_61" [label="(12, 197, 64)", style=solid]; +"612 view_59" -> "615 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"613 view_60" -> "615 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"614 view_61" -> "615 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"615 scaled_dot_product_attention_7" -> "616 permute_8" [label="(1, 12, 197, 64)", style=solid]; +"616 permute_8" -> "617 view_62" [label="(197, 1, 12, 64)", style=solid]; +"617 view_62" -> "618 view_62_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"618 view_62_0_0_nncf_smooth_quant_0" -> "619 quantize_per_tensor_default_46" [label="(197, 768)", style=solid]; +"619 quantize_per_tensor_default_46" -> "620 dequantize_per_tensor_default_46" [label="(197, 768)", style=solid]; 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dequantize_per_tensor_default_62" [label="(3, 197, 1, 768)", style=solid]; +"801 dequantize_per_tensor_default_62" -> "802 select_30" [label="(3, 197, 1, 768)", style=solid]; +"802 select_30" -> "807 view_80" [label="(197, 1, 768)", style=solid]; +"803 quantize_per_tensor_default_63" -> "804 dequantize_per_tensor_default_63" [label="(3, 197, 1, 768)", style=solid]; +"804 dequantize_per_tensor_default_63" -> "805 select_31" [label="(3, 197, 1, 768)", style=solid]; +"805 select_31" -> "809 view_81" [label="(197, 1, 768)", style=solid]; +"806 select_32" -> "811 view_82" [label="(197, 1, 768)", style=solid]; +"807 view_80" -> "808 transpose_62" [label="(197, 12, 64)", style=solid]; +"808 transpose_62" -> "813 view_83" [label="(12, 197, 64)", style=solid]; +"809 view_81" -> "810 transpose_63" [label="(197, 12, 64)", style=solid]; +"810 transpose_63" -> "814 view_84" [label="(12, 197, 64)", style=solid]; +"811 view_82" -> "812 transpose_64" [label="(197, 12, 64)", style=solid]; +"812 transpose_64" -> "815 view_85" [label="(12, 197, 64)", style=solid]; +"813 view_83" -> "816 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"814 view_84" -> "816 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"815 view_85" -> "816 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"816 scaled_dot_product_attention_10" -> "817 permute_11" [label="(1, 12, 197, 64)", style=solid]; +"817 permute_11" -> "818 view_86" [label="(197, 1, 12, 64)", style=solid]; +"818 view_86" -> "819 view_86_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"819 view_86_0_0_nncf_smooth_quant_0" -> "820 quantize_per_tensor_default_64" [label="(197, 768)", style=solid]; +"820 quantize_per_tensor_default_64" -> "821 dequantize_per_tensor_default_64" [label="(197, 768)", style=solid]; +"821 dequantize_per_tensor_default_64" -> "826 linear_41" [label="(197, 768)", style=solid]; +"822 linear_41_scale_0" -> "825 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"823 linear_41_zero_point_0" -> "825 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"824 _frozen_param43" -> "825 dequantize_per_channel_default_42" [label="(768, 768)", style=solid]; +"825 dequantize_per_channel_default_42" -> "826 linear_41" [label="(768, 768)", style=solid]; +"826 linear_41" -> "827 view_87" [label="(197, 768)", style=solid]; +"827 view_87" -> "828 transpose_65" [label="(197, 1, 768)", style=solid]; +"828 transpose_65" -> "829 dropout_31" [label="(1, 197, 768)", style=solid]; +"829 dropout_31" -> "830 add_21" [label="(1, 197, 768)", style=solid]; +"830 add_21" -> "831 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"830 add_21" -> "851 add_22" [label="(1, 197, 768)", style=solid]; +"831 layer_norm_21" -> "832 layer_norm_21_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"832 layer_norm_21_0_0_nncf_smooth_quant_0" -> "833 quantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"833 quantize_per_tensor_default_65" -> "834 dequantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"834 dequantize_per_tensor_default_65" -> "839 linear_42" [label="(1, 197, 768)", style=solid]; +"835 linear_42_scale_0" -> "838 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"836 linear_42_zero_point_0" -> "838 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"837 _frozen_param44" -> "838 dequantize_per_channel_default_43" [label="(3072, 768)", style=solid]; +"838 dequantize_per_channel_default_43" -> "839 linear_42" [label="(3072, 768)", style=solid]; +"839 linear_42" -> "840 gelu_10" [label="(1, 197, 3072)", style=solid]; +"840 gelu_10" -> "841 dropout_32" [label="(1, 197, 3072)", style=solid]; +"841 dropout_32" -> "842 dropout_32_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"842 dropout_32_0_0_nncf_smooth_quant_0" -> "843 quantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"843 quantize_per_tensor_default_66" -> "844 dequantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"844 dequantize_per_tensor_default_66" -> "849 linear_43" [label="(1, 197, 3072)", style=solid]; +"845 linear_43_scale_0" -> "848 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"846 linear_43_zero_point_0" -> "848 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"847 _frozen_param45" -> "848 dequantize_per_channel_default_44" [label="(768, 3072)", style=solid]; +"848 dequantize_per_channel_default_44" -> "849 linear_43" [label="(768, 3072)", style=solid]; +"849 linear_43" -> "850 dropout_33" [label="(1, 197, 768)", style=solid]; +"850 dropout_33" -> "851 add_22" [label="(1, 197, 768)", style=solid]; +"851 add_22" -> "852 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"851 add_22" -> "897 add_23" [label="(1, 197, 768)", style=solid]; +"852 layer_norm_22" -> "853 transpose_66" [label="(1, 197, 768)", style=solid]; +"853 transpose_66" -> "854 transpose_66_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"854 transpose_66_0_0_nncf_smooth_quant_0" -> "855 quantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"855 quantize_per_tensor_default_67" -> "856 dequantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"856 dequantize_per_tensor_default_67" -> "861 linear_44" [label="(197, 1, 768)", style=solid]; +"857 linear_44_scale_0" -> "860 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"858 linear_44_zero_point_0" -> "860 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"859 _frozen_param46" -> "860 dequantize_per_channel_default_45" [label="(2304, 768)", style=solid]; +"860 dequantize_per_channel_default_45" -> "861 linear_44" [label="(2304, 768)", style=solid]; +"861 linear_44" -> "862 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"862 unflatten_11" -> "863 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"863 unsqueeze_11" -> "864 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"864 transpose_67" -> "865 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"865 squeeze_11" -> "866 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"866 contiguous_11" -> "867 quantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"866 contiguous_11" -> "870 quantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"866 contiguous_11" -> "873 select_35" [label="(3, 197, 1, 768)", style=solid]; +"867 quantize_per_tensor_default_68" -> "868 dequantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"868 dequantize_per_tensor_default_68" -> "869 select_33" [label="(3, 197, 1, 768)", style=solid]; +"869 select_33" -> "874 view_88" [label="(197, 1, 768)", style=solid]; +"870 quantize_per_tensor_default_69" -> "871 dequantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"871 dequantize_per_tensor_default_69" -> "872 select_34" [label="(3, 197, 1, 768)", style=solid]; +"872 select_34" -> "876 view_89" [label="(197, 1, 768)", style=solid]; +"873 select_35" -> "878 view_90" [label="(197, 1, 768)", style=solid]; +"874 view_88" -> "875 transpose_68" [label="(197, 12, 64)", style=solid]; +"875 transpose_68" -> "880 view_91" [label="(12, 197, 64)", style=solid]; +"876 view_89" -> "877 transpose_69" [label="(197, 12, 64)", style=solid]; +"877 transpose_69" -> "881 view_92" [label="(12, 197, 64)", style=solid]; +"878 view_90" -> "879 transpose_70" [label="(197, 12, 64)", style=solid]; +"879 transpose_70" -> "882 view_93" [label="(12, 197, 64)", style=solid]; +"880 view_91" -> "883 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"881 view_92" -> "883 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"882 view_93" -> "883 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"883 scaled_dot_product_attention_11" -> "884 permute_12" [label="(1, 12, 197, 64)", style=solid]; +"884 permute_12" -> "885 view_94" [label="(197, 1, 12, 64)", style=solid]; +"885 view_94" -> "886 view_94_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"886 view_94_0_0_nncf_smooth_quant_0" -> "887 quantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"887 quantize_per_tensor_default_70" -> "888 dequantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"888 dequantize_per_tensor_default_70" -> "893 linear_45" [label="(197, 768)", style=solid]; +"889 linear_45_scale_0" -> "892 dequantize_per_channel_default_46" [label="(768,)", style=solid]; +"890 linear_45_zero_point_0" -> "892 dequantize_per_channel_default_46" [label="(768,)", style=solid]; +"891 _frozen_param47" -> "892 dequantize_per_channel_default_46" [label="(768, 768)", style=solid]; +"892 dequantize_per_channel_default_46" -> "893 linear_45" [label="(768, 768)", style=solid]; +"893 linear_45" -> "894 view_95" [label="(197, 768)", style=solid]; +"894 view_95" -> "895 transpose_71" [label="(197, 1, 768)", style=solid]; +"895 transpose_71" -> "896 dropout_34" [label="(1, 197, 768)", style=solid]; +"896 dropout_34" -> "897 add_23" [label="(1, 197, 768)", style=solid]; +"897 add_23" -> "898 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"897 add_23" -> "918 add_24" [label="(1, 197, 768)", style=solid]; +"898 layer_norm_23" -> "899 layer_norm_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"899 layer_norm_23_0_0_nncf_smooth_quant_0" -> "900 quantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"900 quantize_per_tensor_default_71" -> "901 dequantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"901 dequantize_per_tensor_default_71" -> "906 linear_46" [label="(1, 197, 768)", style=solid]; +"902 linear_46_scale_0" -> "905 dequantize_per_channel_default_47" [label="(3072,)", style=solid]; +"903 linear_46_zero_point_0" -> "905 dequantize_per_channel_default_47" [label="(3072,)", style=solid]; +"904 _frozen_param48" -> "905 dequantize_per_channel_default_47" [label="(3072, 768)", style=solid]; +"905 dequantize_per_channel_default_47" -> "906 linear_46" [label="(3072, 768)", style=solid]; +"906 linear_46" -> "907 gelu_11" [label="(1, 197, 3072)", style=solid]; +"907 gelu_11" -> "908 dropout_35" [label="(1, 197, 3072)", style=solid]; +"908 dropout_35" -> "909 dropout_35_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"909 dropout_35_0_0_nncf_smooth_quant_0" -> "910 quantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"910 quantize_per_tensor_default_72" -> "911 dequantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"911 dequantize_per_tensor_default_72" -> "916 linear_47" [label="(1, 197, 3072)", style=solid]; +"912 linear_47_scale_0" -> "915 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"913 linear_47_zero_point_0" -> "915 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"914 _frozen_param49" -> "915 dequantize_per_channel_default_48" [label="(768, 3072)", style=solid]; +"915 dequantize_per_channel_default_48" -> "916 linear_47" [label="(768, 3072)", style=solid]; +"916 linear_47" -> "917 dropout_36" [label="(1, 197, 768)", style=solid]; +"917 dropout_36" -> "918 add_24" [label="(1, 197, 768)", style=solid]; +"918 add_24" -> "919 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"919 layer_norm_24" -> "920 slice_1" [label="(1, 197, 768)", style=solid]; +"920 slice_1" -> "921 select_36" [label="(1, 197, 768)", style=solid]; +"921 select_36" -> "922 select_36_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"922 select_36_0_0_nncf_smooth_quant_0" -> "923 quantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"923 quantize_per_tensor_default_73" -> "924 dequantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"924 dequantize_per_tensor_default_73" -> "929 linear_48" [label="(1, 768)", style=solid]; +"925 linear_48_scale_0" -> "928 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"926 linear_48_zero_point_0" -> "928 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"927 _frozen_param50" -> "928 dequantize_per_channel_default_49" [label="(1000, 768)", style=solid]; +"928 dequantize_per_channel_default_49" -> "929 linear_48" [label="(1000, 768)", style=solid]; +"929 linear_48" -> "930 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/yolo11n_sdpa_block.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/yolo11n_sdpa_block.dot new file mode 100644 index 00000000000..63ad8ac0b09 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/yolo11n_sdpa_block.dot @@ -0,0 +1,61 @@ +strict digraph { +"0 x" [id=0, type=input]; +"1 x_0_0_nncf_smooth_quant_0" [id=1, type=call_module]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 linear_scale_0" [id=4, type=get_attr]; +"5 linear_zero_point_0" [id=5, type=get_attr]; +"6 _frozen_param0" [id=6, type=get_attr]; +"7 dequantize_per_channel_default" [id=7, type=dequantize_per_channel]; +"8 linear" [id=8, type=linear]; +"9 quantize_per_tensor_default_1" [id=9, type=quantize_per_tensor]; +"10 dequantize_per_tensor_default_1" [id=10, type=dequantize_per_tensor]; +"11 slice_1" [id=11, type=slice]; +"12 slice_2" [id=12, type=slice]; +"13 slice_3" [id=13, type=slice]; +"14 quantize_per_tensor_default_2" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_2" [id=15, type=dequantize_per_tensor]; +"16 slice_4" [id=16, type=slice]; +"17 slice_5" [id=17, type=slice]; +"18 slice_6" [id=18, type=slice]; +"19 slice_7" [id=19, type=slice]; +"20 slice_8" [id=20, type=slice]; +"21 slice_9" [id=21, type=slice]; +"22 transpose" [id=22, type=transpose]; +"23 matmul" [id=23, type=matmul]; +"24 div_" [id=24, type=div_]; +"25 softmax" [id=25, type=softmax]; +"26 transpose_1" [id=26, type=transpose]; +"27 matmul_1" [id=27, type=matmul]; +"28 output" [id=28, type=output]; +"0 x" -> "1 x_0_0_nncf_smooth_quant_0" [label="(1, 2, 4)", style=solid]; +"1 x_0_0_nncf_smooth_quant_0" -> "2 quantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"3 dequantize_per_tensor_default" -> "8 linear" [label="(1, 2, 4)", style=solid]; +"4 linear_scale_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"5 linear_zero_point_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"6 _frozen_param0" -> "7 dequantize_per_channel_default" [label="(12, 4)", style=solid]; +"7 dequantize_per_channel_default" -> "8 linear" [label="(12, 4)", style=solid]; +"8 linear" -> "9 quantize_per_tensor_default_1" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "14 quantize_per_tensor_default_2" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "19 slice_7" [label="(1, 2, 12)", style=solid]; +"9 quantize_per_tensor_default_1" -> "10 dequantize_per_tensor_default_1" [label="(1, 2, 12)", style=solid]; +"10 dequantize_per_tensor_default_1" -> "11 slice_1" [label="(1, 2, 12)", style=solid]; +"11 slice_1" -> "12 slice_2" [label="(1, 2, 12)", style=solid]; +"12 slice_2" -> "13 slice_3" [label="(1, 2, 12)", style=solid]; +"13 slice_3" -> "23 matmul" [label="(1, 2, 4)", style=solid]; +"14 quantize_per_tensor_default_2" -> "15 dequantize_per_tensor_default_2" [label="(1, 2, 12)", style=solid]; +"15 dequantize_per_tensor_default_2" -> "16 slice_4" [label="(1, 2, 12)", style=solid]; +"16 slice_4" -> "17 slice_5" [label="(1, 2, 12)", style=solid]; +"17 slice_5" -> "18 slice_6" [label="(1, 2, 12)", style=solid]; +"18 slice_6" -> "22 transpose" [label="(1, 2, 4)", style=solid]; +"19 slice_7" -> "20 slice_8" [label="(1, 2, 12)", style=solid]; +"20 slice_8" -> "21 slice_9" [label="(1, 2, 12)", style=solid]; +"21 slice_9" -> "27 matmul_1" [label="(1, 2, 4)", style=solid]; +"22 transpose" -> "23 matmul" [label="(1, 4, 2)", style=solid]; +"23 matmul" -> "24 div_" [label="(1, 2, 2)", style=solid]; +"24 div_" -> "25 softmax" [label="(1, 2, 2)", style=solid]; +"25 softmax" -> "26 transpose_1" [label="(1, 2, 2)", style=solid]; +"26 transpose_1" -> "27 matmul_1" [label="(1, 2, 2)", style=solid]; +"27 matmul_1" -> "28 output" [label="(1, 2, 4)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/mobilenet_v3_small.dot new file mode 100644 index 00000000000..fd17c484b76 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/mobilenet_v3_small.dot @@ -0,0 +1,1078 @@ +strict digraph { +"0 features_1_block_1_fc1_bias" [id=0, type=get_attr]; +"1 features_1_block_1_fc2_bias" [id=1, type=get_attr]; +"2 features_4_block_2_fc1_bias" [id=2, type=get_attr]; +"3 features_4_block_2_fc2_bias" [id=3, type=get_attr]; +"4 features_5_block_2_fc1_bias" [id=4, type=get_attr]; +"5 features_5_block_2_fc2_bias" [id=5, type=get_attr]; +"6 features_6_block_2_fc1_bias" [id=6, type=get_attr]; +"7 features_6_block_2_fc2_bias" [id=7, type=get_attr]; +"8 features_7_block_2_fc1_bias" [id=8, type=get_attr]; +"9 features_7_block_2_fc2_bias" [id=9, type=get_attr]; +"10 features_8_block_2_fc1_bias" [id=10, type=get_attr]; +"11 features_8_block_2_fc2_bias" [id=11, type=get_attr]; +"12 features_9_block_2_fc1_bias" [id=12, type=get_attr]; +"13 features_9_block_2_fc2_bias" [id=13, type=get_attr]; +"14 features_10_block_2_fc1_bias" [id=14, type=get_attr]; +"15 features_10_block_2_fc2_bias" [id=15, type=get_attr]; +"16 features_11_block_2_fc1_bias" [id=16, type=get_attr]; +"17 features_11_block_2_fc2_bias" [id=17, type=get_attr]; +"18 classifier_0_bias" [id=18, type=get_attr]; +"19 classifier_3_bias" [id=19, type=get_attr]; +"20 x" [id=20, type=input]; +"21 quantize_per_tensor_default" [id=21, type=quantize_per_tensor]; +"22 dequantize_per_tensor_default" [id=22, type=dequantize_per_tensor]; +"23 features_0_0_weight_bias" [id=23, type=get_attr]; +"24 conv2d_scale_0" [id=24, type=get_attr]; +"25 conv2d_zero_point_0" [id=25, type=get_attr]; +"26 _frozen_param0" [id=26, type=get_attr]; +"27 dequantize_per_channel_default" [id=27, type=dequantize_per_channel]; +"28 conv2d" [id=28, type=conv2d]; +"29 hardswish_" [id=29, type=hardswish_]; +"30 quantize_per_tensor_default_1" [id=30, type=quantize_per_tensor]; +"31 dequantize_per_tensor_default_1" [id=31, type=dequantize_per_tensor]; +"32 features_1_block_0_0_weight_bias" [id=32, type=get_attr]; +"33 conv2d_1_scale_0" [id=33, type=get_attr]; +"34 conv2d_1_zero_point_0" [id=34, type=get_attr]; +"35 _frozen_param1" [id=35, type=get_attr]; +"36 dequantize_per_channel_default_1" [id=36, type=dequantize_per_channel]; +"37 conv2d_1" [id=37, type=conv2d]; +"38 relu_" [id=38, type=relu_]; +"39 quantize_per_tensor_default_2" [id=39, type=quantize_per_tensor]; +"40 dequantize_per_tensor_default_2" [id=40, type=dequantize_per_tensor]; +"41 adaptive_avg_pool2d" [id=41, type=adaptive_avg_pool2d]; +"42 quantize_per_tensor_default_3" [id=42, type=quantize_per_tensor]; +"43 dequantize_per_tensor_default_3" [id=43, type=dequantize_per_tensor]; +"44 conv2d_2_scale_0" [id=44, type=get_attr]; +"45 conv2d_2_zero_point_0" [id=45, type=get_attr]; +"46 _frozen_param2" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_2" [id=47, type=dequantize_per_channel]; +"48 conv2d_2" [id=48, type=conv2d]; +"49 relu" [id=49, type=relu]; +"50 quantize_per_tensor_default_4" [id=50, type=quantize_per_tensor]; +"51 dequantize_per_tensor_default_4" [id=51, type=dequantize_per_tensor]; +"52 conv2d_3_scale_0" [id=52, 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conv2d_7_scale_0" [id=88, type=get_attr]; +"89 conv2d_7_zero_point_0" [id=89, type=get_attr]; +"90 _frozen_param7" [id=90, type=get_attr]; +"91 dequantize_per_channel_default_7" [id=91, type=dequantize_per_channel]; +"92 conv2d_7" [id=92, type=conv2d]; +"93 quantize_per_tensor_default_9" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_10" [id=94, type=dequantize_per_tensor]; +"95 dequantize_per_tensor_default_9" [id=95, type=dequantize_per_tensor]; +"96 features_3_block_0_0_weight_bias" [id=96, type=get_attr]; +"97 conv2d_8_scale_0" [id=97, type=get_attr]; +"98 conv2d_8_zero_point_0" [id=98, type=get_attr]; +"99 _frozen_param8" [id=99, type=get_attr]; +"100 dequantize_per_channel_default_8" [id=100, type=dequantize_per_channel]; +"101 conv2d_8" [id=101, type=conv2d]; +"102 relu__3" [id=102, type=relu_]; +"103 quantize_per_tensor_default_10" [id=103, type=quantize_per_tensor]; +"104 dequantize_per_tensor_default_11" [id=104, type=dequantize_per_tensor]; +"105 features_3_block_1_0_weight_bias" [id=105, type=get_attr]; +"106 conv2d_9_scale_0" [id=106, type=get_attr]; +"107 conv2d_9_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param9" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_9" [id=109, type=dequantize_per_channel]; +"110 conv2d_9" [id=110, type=conv2d]; +"111 relu__4" [id=111, type=relu_]; +"112 quantize_per_tensor_default_11" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_12" [id=113, type=dequantize_per_tensor]; +"114 features_3_block_2_0_weight_bias" [id=114, type=get_attr]; +"115 conv2d_10_scale_0" [id=115, type=get_attr]; +"116 conv2d_10_zero_point_0" [id=116, type=get_attr]; +"117 _frozen_param10" [id=117, type=get_attr]; +"118 dequantize_per_channel_default_10" [id=118, type=dequantize_per_channel]; +"119 conv2d_10" [id=119, type=conv2d]; +"120 add_" [id=120, type=add_]; +"121 quantize_per_tensor_default_12" [id=121, type=quantize_per_tensor]; +"122 dequantize_per_tensor_default_13" 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[id=139, type=quantize_per_tensor]; +"140 dequantize_per_tensor_default_15" [id=140, type=dequantize_per_tensor]; +"141 adaptive_avg_pool2d_1" [id=141, type=adaptive_avg_pool2d]; +"142 quantize_per_tensor_default_15" [id=142, type=quantize_per_tensor]; +"143 dequantize_per_tensor_default_16" [id=143, type=dequantize_per_tensor]; +"144 conv2d_13_scale_0" [id=144, type=get_attr]; +"145 conv2d_13_zero_point_0" [id=145, type=get_attr]; +"146 _frozen_param13" [id=146, type=get_attr]; +"147 dequantize_per_channel_default_13" [id=147, type=dequantize_per_channel]; +"148 conv2d_13" [id=148, type=conv2d]; +"149 relu_1" [id=149, type=relu]; +"150 quantize_per_tensor_default_16" [id=150, type=quantize_per_tensor]; +"151 dequantize_per_tensor_default_17" [id=151, type=dequantize_per_tensor]; +"152 conv2d_14_scale_0" [id=152, type=get_attr]; +"153 conv2d_14_zero_point_0" [id=153, type=get_attr]; +"154 _frozen_param14" [id=154, type=get_attr]; +"155 dequantize_per_channel_default_14" [id=155, type=dequantize_per_channel]; +"156 conv2d_14" [id=156, type=conv2d]; +"157 hardsigmoid_1" [id=157, type=hardsigmoid]; +"158 mul_1" [id=158, type=mul]; +"159 quantize_per_tensor_default_17" [id=159, type=quantize_per_tensor]; +"160 dequantize_per_tensor_default_18" [id=160, type=dequantize_per_tensor]; +"161 features_4_block_3_0_weight_bias" [id=161, type=get_attr]; +"162 conv2d_15_scale_0" [id=162, type=get_attr]; +"163 conv2d_15_zero_point_0" [id=163, type=get_attr]; +"164 _frozen_param15" [id=164, type=get_attr]; +"165 dequantize_per_channel_default_15" [id=165, type=dequantize_per_channel]; +"166 conv2d_15" [id=166, type=conv2d]; +"167 quantize_per_tensor_default_18" [id=167, type=quantize_per_tensor]; +"168 dequantize_per_tensor_default_20" [id=168, type=dequantize_per_tensor]; +"169 dequantize_per_tensor_default_19" [id=169, type=dequantize_per_tensor]; +"170 features_5_block_0_0_weight_bias" [id=170, type=get_attr]; +"171 conv2d_16_scale_0" [id=171, type=get_attr]; +"172 conv2d_16_zero_point_0" [id=172, type=get_attr]; +"173 _frozen_param16" [id=173, type=get_attr]; +"174 dequantize_per_channel_default_16" [id=174, type=dequantize_per_channel]; +"175 conv2d_16" [id=175, type=conv2d]; +"176 hardswish__3" [id=176, type=hardswish_]; +"177 quantize_per_tensor_default_19" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_21" [id=178, type=dequantize_per_tensor]; +"179 features_5_block_1_0_weight_bias" [id=179, type=get_attr]; +"180 conv2d_17_scale_0" [id=180, type=get_attr]; +"181 conv2d_17_zero_point_0" [id=181, type=get_attr]; +"182 _frozen_param17" [id=182, type=get_attr]; +"183 dequantize_per_channel_default_17" [id=183, type=dequantize_per_channel]; +"184 conv2d_17" [id=184, type=conv2d]; +"185 hardswish__4" [id=185, type=hardswish_]; +"186 quantize_per_tensor_default_20" [id=186, type=quantize_per_tensor]; +"187 dequantize_per_tensor_default_22" [id=187, type=dequantize_per_tensor]; +"188 adaptive_avg_pool2d_2" [id=188, type=adaptive_avg_pool2d]; +"189 quantize_per_tensor_default_21" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_23" [id=190, type=dequantize_per_tensor]; +"191 conv2d_18_scale_0" [id=191, type=get_attr]; +"192 conv2d_18_zero_point_0" [id=192, type=get_attr]; +"193 _frozen_param18" [id=193, type=get_attr]; +"194 dequantize_per_channel_default_18" [id=194, type=dequantize_per_channel]; +"195 conv2d_18" [id=195, type=conv2d]; +"196 relu_2" [id=196, type=relu]; +"197 quantize_per_tensor_default_22" [id=197, type=quantize_per_tensor]; +"198 dequantize_per_tensor_default_24" [id=198, type=dequantize_per_tensor]; +"199 conv2d_19_scale_0" [id=199, type=get_attr]; +"200 conv2d_19_zero_point_0" [id=200, type=get_attr]; +"201 _frozen_param19" [id=201, type=get_attr]; +"202 dequantize_per_channel_default_19" [id=202, type=dequantize_per_channel]; +"203 conv2d_19" [id=203, type=conv2d]; +"204 hardsigmoid_2" [id=204, type=hardsigmoid]; +"205 mul_2" [id=205, type=mul]; +"206 quantize_per_tensor_default_23" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_25" [id=207, type=dequantize_per_tensor]; +"208 features_5_block_3_0_weight_bias" [id=208, type=get_attr]; +"209 conv2d_20_scale_0" [id=209, type=get_attr]; +"210 conv2d_20_zero_point_0" [id=210, type=get_attr]; +"211 _frozen_param20" [id=211, type=get_attr]; +"212 dequantize_per_channel_default_20" [id=212, type=dequantize_per_channel]; +"213 conv2d_20" [id=213, type=conv2d]; +"214 add__1" [id=214, type=add_]; +"215 quantize_per_tensor_default_24" [id=215, type=quantize_per_tensor]; +"216 dequantize_per_tensor_default_27" [id=216, type=dequantize_per_tensor]; +"217 dequantize_per_tensor_default_26" [id=217, type=dequantize_per_tensor]; +"218 features_6_block_0_0_weight_bias" [id=218, type=get_attr]; +"219 conv2d_21_scale_0" [id=219, type=get_attr]; +"220 conv2d_21_zero_point_0" [id=220, type=get_attr]; +"221 _frozen_param21" [id=221, type=get_attr]; +"222 dequantize_per_channel_default_21" [id=222, type=dequantize_per_channel]; +"223 conv2d_21" [id=223, type=conv2d]; +"224 hardswish__5" [id=224, type=hardswish_]; +"225 quantize_per_tensor_default_25" [id=225, type=quantize_per_tensor]; +"226 dequantize_per_tensor_default_28" [id=226, type=dequantize_per_tensor]; +"227 features_6_block_1_0_weight_bias" [id=227, type=get_attr]; +"228 conv2d_22_scale_0" [id=228, type=get_attr]; +"229 conv2d_22_zero_point_0" [id=229, type=get_attr]; +"230 _frozen_param22" [id=230, type=get_attr]; +"231 dequantize_per_channel_default_22" [id=231, type=dequantize_per_channel]; +"232 conv2d_22" [id=232, type=conv2d]; +"233 hardswish__6" [id=233, type=hardswish_]; +"234 quantize_per_tensor_default_26" [id=234, type=quantize_per_tensor]; +"235 dequantize_per_tensor_default_29" [id=235, type=dequantize_per_tensor]; +"236 adaptive_avg_pool2d_3" [id=236, type=adaptive_avg_pool2d]; +"237 quantize_per_tensor_default_27" [id=237, type=quantize_per_tensor]; +"238 dequantize_per_tensor_default_30" [id=238, type=dequantize_per_tensor]; +"239 conv2d_23_scale_0" [id=239, type=get_attr]; +"240 conv2d_23_zero_point_0" [id=240, type=get_attr]; +"241 _frozen_param23" [id=241, type=get_attr]; +"242 dequantize_per_channel_default_23" [id=242, type=dequantize_per_channel]; +"243 conv2d_23" [id=243, type=conv2d]; +"244 relu_3" [id=244, type=relu]; +"245 quantize_per_tensor_default_28" [id=245, type=quantize_per_tensor]; +"246 dequantize_per_tensor_default_31" [id=246, type=dequantize_per_tensor]; +"247 conv2d_24_scale_0" [id=247, type=get_attr]; +"248 conv2d_24_zero_point_0" [id=248, type=get_attr]; +"249 _frozen_param24" [id=249, type=get_attr]; +"250 dequantize_per_channel_default_24" [id=250, type=dequantize_per_channel]; +"251 conv2d_24" [id=251, type=conv2d]; +"252 hardsigmoid_3" [id=252, type=hardsigmoid]; +"253 mul_3" [id=253, type=mul]; +"254 quantize_per_tensor_default_29" [id=254, type=quantize_per_tensor]; +"255 dequantize_per_tensor_default_32" 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type=quantize_per_tensor]; +"273 dequantize_per_tensor_default_34" [id=273, type=dequantize_per_tensor]; +"274 features_7_block_1_0_weight_bias" [id=274, type=get_attr]; +"275 conv2d_27_scale_0" [id=275, type=get_attr]; +"276 conv2d_27_zero_point_0" [id=276, type=get_attr]; +"277 _frozen_param27" [id=277, type=get_attr]; +"278 dequantize_per_channel_default_27" [id=278, type=dequantize_per_channel]; +"279 conv2d_27" [id=279, type=conv2d]; +"280 hardswish__8" [id=280, type=hardswish_]; +"281 quantize_per_tensor_default_32" [id=281, type=quantize_per_tensor]; +"282 dequantize_per_tensor_default_35" [id=282, type=dequantize_per_tensor]; +"283 adaptive_avg_pool2d_4" [id=283, type=adaptive_avg_pool2d]; +"284 quantize_per_tensor_default_33" [id=284, type=quantize_per_tensor]; +"285 dequantize_per_tensor_default_36" [id=285, type=dequantize_per_tensor]; +"286 conv2d_28_scale_0" [id=286, type=get_attr]; +"287 conv2d_28_zero_point_0" [id=287, type=get_attr]; +"288 _frozen_param28" [id=288, type=get_attr]; +"289 dequantize_per_channel_default_28" [id=289, type=dequantize_per_channel]; +"290 conv2d_28" [id=290, type=conv2d]; +"291 relu_4" [id=291, type=relu]; +"292 quantize_per_tensor_default_34" [id=292, type=quantize_per_tensor]; +"293 dequantize_per_tensor_default_37" [id=293, type=dequantize_per_tensor]; +"294 conv2d_29_scale_0" [id=294, type=get_attr]; +"295 conv2d_29_zero_point_0" [id=295, type=get_attr]; +"296 _frozen_param29" [id=296, type=get_attr]; +"297 dequantize_per_channel_default_29" [id=297, type=dequantize_per_channel]; +"298 conv2d_29" [id=298, type=conv2d]; +"299 hardsigmoid_4" [id=299, type=hardsigmoid]; +"300 mul_4" [id=300, type=mul]; +"301 quantize_per_tensor_default_35" [id=301, type=quantize_per_tensor]; +"302 dequantize_per_tensor_default_38" [id=302, type=dequantize_per_tensor]; +"303 features_7_block_3_0_weight_bias" [id=303, type=get_attr]; +"304 conv2d_30_scale_0" [id=304, type=get_attr]; +"305 conv2d_30_zero_point_0" [id=305, type=get_attr]; 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type=dequantize_per_channel]; +"373 conv2d_37" [id=373, type=conv2d]; +"374 hardswish__12" [id=374, type=hardswish_]; +"375 quantize_per_tensor_default_44" [id=375, type=quantize_per_tensor]; +"376 dequantize_per_tensor_default_48" [id=376, type=dequantize_per_tensor]; +"377 adaptive_avg_pool2d_6" [id=377, type=adaptive_avg_pool2d]; +"378 quantize_per_tensor_default_45" [id=378, type=quantize_per_tensor]; +"379 dequantize_per_tensor_default_49" [id=379, type=dequantize_per_tensor]; +"380 conv2d_38_scale_0" [id=380, type=get_attr]; +"381 conv2d_38_zero_point_0" [id=381, type=get_attr]; +"382 _frozen_param38" [id=382, type=get_attr]; +"383 dequantize_per_channel_default_38" [id=383, type=dequantize_per_channel]; +"384 conv2d_38" [id=384, type=conv2d]; +"385 relu_6" [id=385, type=relu]; +"386 quantize_per_tensor_default_46" [id=386, type=quantize_per_tensor]; +"387 dequantize_per_tensor_default_50" [id=387, type=dequantize_per_tensor]; +"388 conv2d_39_scale_0" [id=388, type=get_attr]; 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type=dequantize_per_tensor]; +"406 features_10_block_0_0_weight_bias" [id=406, type=get_attr]; +"407 conv2d_41_scale_0" [id=407, type=get_attr]; +"408 conv2d_41_zero_point_0" [id=408, type=get_attr]; +"409 _frozen_param41" [id=409, type=get_attr]; +"410 dequantize_per_channel_default_41" [id=410, type=dequantize_per_channel]; +"411 conv2d_41" [id=411, type=conv2d]; +"412 hardswish__13" [id=412, type=hardswish_]; +"413 quantize_per_tensor_default_49" [id=413, type=quantize_per_tensor]; +"414 dequantize_per_tensor_default_54" [id=414, type=dequantize_per_tensor]; +"415 features_10_block_1_0_weight_bias" [id=415, type=get_attr]; +"416 conv2d_42_scale_0" [id=416, type=get_attr]; +"417 conv2d_42_zero_point_0" [id=417, type=get_attr]; +"418 _frozen_param42" [id=418, type=get_attr]; +"419 dequantize_per_channel_default_42" [id=419, type=dequantize_per_channel]; +"420 conv2d_42" [id=420, type=conv2d]; +"421 hardswish__14" [id=421, type=hardswish_]; +"422 quantize_per_tensor_default_50" [id=422, type=quantize_per_tensor]; +"423 dequantize_per_tensor_default_55" [id=423, type=dequantize_per_tensor]; +"424 adaptive_avg_pool2d_7" [id=424, type=adaptive_avg_pool2d]; +"425 quantize_per_tensor_default_51" [id=425, type=quantize_per_tensor]; +"426 dequantize_per_tensor_default_56" [id=426, type=dequantize_per_tensor]; +"427 conv2d_43_scale_0" [id=427, type=get_attr]; +"428 conv2d_43_zero_point_0" [id=428, type=get_attr]; +"429 _frozen_param43" [id=429, type=get_attr]; +"430 dequantize_per_channel_default_43" [id=430, type=dequantize_per_channel]; +"431 conv2d_43" [id=431, type=conv2d]; +"432 relu_7" [id=432, type=relu]; +"433 quantize_per_tensor_default_52" [id=433, type=quantize_per_tensor]; +"434 dequantize_per_tensor_default_57" [id=434, type=dequantize_per_tensor]; +"435 conv2d_44_scale_0" [id=435, type=get_attr]; +"436 conv2d_44_zero_point_0" [id=436, type=get_attr]; +"437 _frozen_param44" [id=437, type=get_attr]; +"438 dequantize_per_channel_default_44" [id=438, type=dequantize_per_channel]; +"439 conv2d_44" [id=439, type=conv2d]; +"440 hardsigmoid_7" [id=440, type=hardsigmoid]; +"441 mul_7" [id=441, type=mul]; +"442 quantize_per_tensor_default_53" [id=442, type=quantize_per_tensor]; +"443 dequantize_per_tensor_default_58" [id=443, type=dequantize_per_tensor]; +"444 features_10_block_3_0_weight_bias" [id=444, type=get_attr]; +"445 conv2d_45_scale_0" [id=445, type=get_attr]; +"446 conv2d_45_zero_point_0" [id=446, type=get_attr]; +"447 _frozen_param45" [id=447, type=get_attr]; +"448 dequantize_per_channel_default_45" [id=448, type=dequantize_per_channel]; +"449 conv2d_45" [id=449, type=conv2d]; +"450 add__4" [id=450, type=add_]; +"451 quantize_per_tensor_default_54" [id=451, type=quantize_per_tensor]; +"452 dequantize_per_tensor_default_60" [id=452, type=dequantize_per_tensor]; +"453 dequantize_per_tensor_default_59" [id=453, type=dequantize_per_tensor]; +"454 features_11_block_0_0_weight_bias" [id=454, type=get_attr]; +"455 conv2d_46_scale_0" 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adaptive_avg_pool2d_8" [id=472, type=adaptive_avg_pool2d]; +"473 quantize_per_tensor_default_57" [id=473, type=quantize_per_tensor]; +"474 dequantize_per_tensor_default_63" [id=474, type=dequantize_per_tensor]; +"475 conv2d_48_scale_0" [id=475, type=get_attr]; +"476 conv2d_48_zero_point_0" [id=476, type=get_attr]; +"477 _frozen_param48" [id=477, type=get_attr]; +"478 dequantize_per_channel_default_48" [id=478, type=dequantize_per_channel]; +"479 conv2d_48" [id=479, type=conv2d]; +"480 relu_8" [id=480, type=relu]; +"481 quantize_per_tensor_default_58" [id=481, type=quantize_per_tensor]; +"482 dequantize_per_tensor_default_64" [id=482, type=dequantize_per_tensor]; +"483 conv2d_49_scale_0" [id=483, type=get_attr]; +"484 conv2d_49_zero_point_0" [id=484, type=get_attr]; +"485 _frozen_param49" [id=485, type=get_attr]; +"486 dequantize_per_channel_default_49" [id=486, type=dequantize_per_channel]; +"487 conv2d_49" [id=487, type=conv2d]; +"488 hardsigmoid_8" [id=488, type=hardsigmoid]; +"489 mul_8" [id=489, type=mul]; +"490 quantize_per_tensor_default_59" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_65" [id=491, type=dequantize_per_tensor]; +"492 features_11_block_3_0_weight_bias" [id=492, type=get_attr]; +"493 conv2d_50_scale_0" [id=493, type=get_attr]; +"494 conv2d_50_zero_point_0" [id=494, type=get_attr]; +"495 _frozen_param50" [id=495, type=get_attr]; +"496 dequantize_per_channel_default_50" [id=496, type=dequantize_per_channel]; +"497 conv2d_50" [id=497, type=conv2d]; +"498 add__5" [id=498, type=add_]; +"499 quantize_per_tensor_default_60" [id=499, type=quantize_per_tensor]; +"500 dequantize_per_tensor_default_66" [id=500, type=dequantize_per_tensor]; +"501 features_12_0_weight_bias" [id=501, type=get_attr]; +"502 conv2d_51_scale_0" [id=502, type=get_attr]; +"503 conv2d_51_zero_point_0" [id=503, type=get_attr]; +"504 _frozen_param51" [id=504, type=get_attr]; +"505 dequantize_per_channel_default_51" [id=505, type=dequantize_per_channel]; 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[label="(64,)", style=solid]; +"7 features_6_block_2_fc2_bias" -> "251 conv2d_24" [label="(240,)", style=solid]; +"8 features_7_block_2_fc1_bias" -> "290 conv2d_28" [label="(32,)", style=solid]; +"9 features_7_block_2_fc2_bias" -> "298 conv2d_29" [label="(120,)", style=solid]; +"10 features_8_block_2_fc1_bias" -> "337 conv2d_33" [label="(40,)", style=solid]; +"11 features_8_block_2_fc2_bias" -> "345 conv2d_34" [label="(144,)", style=solid]; +"12 features_9_block_2_fc1_bias" -> "384 conv2d_38" [label="(72,)", style=solid]; +"13 features_9_block_2_fc2_bias" -> "392 conv2d_39" [label="(288,)", style=solid]; +"14 features_10_block_2_fc1_bias" -> "431 conv2d_43" [label="(144,)", style=solid]; +"15 features_10_block_2_fc2_bias" -> "439 conv2d_44" [label="(576,)", style=solid]; +"16 features_11_block_2_fc1_bias" -> "479 conv2d_48" [label="(144,)", style=solid]; +"17 features_11_block_2_fc2_bias" -> "487 conv2d_49" [label="(576,)", style=solid]; +"18 classifier_0_bias" -> "520 linear" [label="(1024,)", style=solid]; +"19 classifier_3_bias" -> "529 linear_1" [label="(1000,)", style=solid]; +"20 x" -> "21 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"21 quantize_per_tensor_default" -> "22 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"22 dequantize_per_tensor_default" -> "28 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"23 features_0_0_weight_bias" -> "28 conv2d" [label="(16,)", style=solid]; +"24 conv2d_scale_0" -> "27 dequantize_per_channel_default" [label="(16,)", style=solid]; +"25 conv2d_zero_point_0" -> "27 dequantize_per_channel_default" [label="(16,)", style=solid]; +"26 _frozen_param0" -> "27 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"27 dequantize_per_channel_default" -> "28 conv2d" [label="(16, 3, 3, 3)", style=solid]; +"28 conv2d" -> "29 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"29 hardswish_" -> "30 quantize_per_tensor_default_1" [label="(1, 16, 112, 112)", style=solid]; +"30 quantize_per_tensor_default_1" -> "31 dequantize_per_tensor_default_1" [label="(1, 16, 112, 112)", style=solid]; +"31 dequantize_per_tensor_default_1" -> "37 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; +"32 features_1_block_0_0_weight_bias" -> "37 conv2d_1" [label="(16,)", style=solid]; +"33 conv2d_1_scale_0" -> "36 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"34 conv2d_1_zero_point_0" -> "36 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"35 _frozen_param1" -> "36 dequantize_per_channel_default_1" [label="(16, 1, 3, 3)", style=solid]; +"36 dequantize_per_channel_default_1" -> "37 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; +"37 conv2d_1" -> "38 relu_" [label="(1, 16, 56, 56)", style=solid]; +"38 relu_" -> "39 quantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"38 relu_" -> "58 mul" [label="(1, 16, 56, 56)", style=solid]; +"39 quantize_per_tensor_default_2" -> "40 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"40 dequantize_per_tensor_default_2" -> "41 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; +"41 adaptive_avg_pool2d" -> "42 quantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"42 quantize_per_tensor_default_3" -> "43 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"43 dequantize_per_tensor_default_3" -> "48 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"44 conv2d_2_scale_0" -> "47 dequantize_per_channel_default_2" [label="(8,)", style=solid]; +"45 conv2d_2_zero_point_0" -> "47 dequantize_per_channel_default_2" [label="(8,)", style=solid]; +"46 _frozen_param2" -> "47 dequantize_per_channel_default_2" [label="(8, 16, 1, 1)", style=solid]; +"47 dequantize_per_channel_default_2" -> "48 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"48 conv2d_2" -> "49 relu" [label="(1, 8, 1, 1)", style=solid]; +"49 relu" -> "50 quantize_per_tensor_default_4" [label="(1, 8, 1, 1)", style=solid]; +"50 quantize_per_tensor_default_4" -> "51 dequantize_per_tensor_default_4" [label="(1, 8, 1, 1)", style=solid]; +"51 dequantize_per_tensor_default_4" -> "56 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"52 conv2d_3_scale_0" -> "55 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"53 conv2d_3_zero_point_0" -> "55 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"54 _frozen_param3" -> "55 dequantize_per_channel_default_3" [label="(16, 8, 1, 1)", style=solid]; +"55 dequantize_per_channel_default_3" -> "56 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"56 conv2d_3" -> "57 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"57 hardsigmoid" -> "58 mul" [label="(1, 16, 1, 1)", style=solid]; +"58 mul" -> "59 quantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"59 quantize_per_tensor_default_5" -> "60 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"60 dequantize_per_tensor_default_5" -> "66 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; +"61 features_1_block_2_0_weight_bias" -> "66 conv2d_4" [label="(16,)", style=solid]; +"62 conv2d_4_scale_0" -> "65 dequantize_per_channel_default_4" [label="(16,)", style=solid]; +"63 conv2d_4_zero_point_0" -> "65 dequantize_per_channel_default_4" [label="(16,)", style=solid]; +"64 _frozen_param4" -> "65 dequantize_per_channel_default_4" [label="(16, 16, 1, 1)", style=solid]; +"65 dequantize_per_channel_default_4" -> "66 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; +"66 conv2d_4" -> "67 quantize_per_tensor_default_6" [label="(1, 16, 56, 56)", style=solid]; +"67 quantize_per_tensor_default_6" -> "68 dequantize_per_tensor_default_6" [label="(1, 16, 56, 56)", style=solid]; +"68 dequantize_per_tensor_default_6" -> "74 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; +"69 features_2_block_0_0_weight_bias" -> "74 conv2d_5" [label="(72,)", style=solid]; +"70 conv2d_5_scale_0" -> "73 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"71 conv2d_5_zero_point_0" -> "73 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"72 _frozen_param5" -> "73 dequantize_per_channel_default_5" [label="(72, 16, 1, 1)", style=solid]; +"73 dequantize_per_channel_default_5" -> "74 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; +"74 conv2d_5" -> "75 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"75 relu__1" -> "76 quantize_per_tensor_default_7" [label="(1, 72, 56, 56)", style=solid]; +"76 quantize_per_tensor_default_7" -> "77 dequantize_per_tensor_default_7" [label="(1, 72, 56, 56)", style=solid]; +"77 dequantize_per_tensor_default_7" -> "83 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; +"78 features_2_block_1_0_weight_bias" -> "83 conv2d_6" [label="(72,)", style=solid]; +"79 conv2d_6_scale_0" -> "82 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"80 conv2d_6_zero_point_0" -> "82 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"81 _frozen_param6" -> "82 dequantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; +"82 dequantize_per_channel_default_6" -> "83 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; +"83 conv2d_6" -> "84 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"84 relu__2" -> "85 quantize_per_tensor_default_8" [label="(1, 72, 28, 28)", style=solid]; +"85 quantize_per_tensor_default_8" -> "86 dequantize_per_tensor_default_8" [label="(1, 72, 28, 28)", style=solid]; +"86 dequantize_per_tensor_default_8" -> "92 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; +"87 features_2_block_2_0_weight_bias" -> "92 conv2d_7" [label="(24,)", style=solid]; +"88 conv2d_7_scale_0" -> "91 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"89 conv2d_7_zero_point_0" -> "91 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"90 _frozen_param7" -> "91 dequantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; +"91 dequantize_per_channel_default_7" -> "92 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; +"92 conv2d_7" -> "93 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_9" -> "94 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_9" -> "95 dequantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"94 dequantize_per_tensor_default_10" -> "120 add_" [label="(1, 24, 28, 28)", style=solid]; +"95 dequantize_per_tensor_default_9" -> "101 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; +"96 features_3_block_0_0_weight_bias" -> "101 conv2d_8" [label="(88,)", style=solid]; +"97 conv2d_8_scale_0" -> "100 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"98 conv2d_8_zero_point_0" -> "100 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"99 _frozen_param8" -> "100 dequantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; +"100 dequantize_per_channel_default_8" -> "101 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; +"101 conv2d_8" -> "102 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"102 relu__3" -> "103 quantize_per_tensor_default_10" [label="(1, 88, 28, 28)", style=solid]; +"103 quantize_per_tensor_default_10" -> "104 dequantize_per_tensor_default_11" [label="(1, 88, 28, 28)", style=solid]; +"104 dequantize_per_tensor_default_11" -> "110 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; +"105 features_3_block_1_0_weight_bias" -> "110 conv2d_9" [label="(88,)", style=solid]; +"106 conv2d_9_scale_0" -> "109 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"107 conv2d_9_zero_point_0" -> "109 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"108 _frozen_param9" -> "109 dequantize_per_channel_default_9" [label="(88, 1, 3, 3)", style=solid]; +"109 dequantize_per_channel_default_9" -> "110 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; +"110 conv2d_9" -> "111 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"111 relu__4" -> "112 quantize_per_tensor_default_11" [label="(1, 88, 28, 28)", style=solid]; +"112 quantize_per_tensor_default_11" -> "113 dequantize_per_tensor_default_12" [label="(1, 88, 28, 28)", style=solid]; +"113 dequantize_per_tensor_default_12" -> "119 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; +"114 features_3_block_2_0_weight_bias" -> "119 conv2d_10" [label="(24,)", style=solid]; +"115 conv2d_10_scale_0" -> "118 dequantize_per_channel_default_10" [label="(24,)", style=solid]; +"116 conv2d_10_zero_point_0" -> "118 dequantize_per_channel_default_10" [label="(24,)", style=solid]; +"117 _frozen_param10" -> "118 dequantize_per_channel_default_10" [label="(24, 88, 1, 1)", style=solid]; +"118 dequantize_per_channel_default_10" -> "119 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; +"119 conv2d_10" -> "120 add_" [label="(1, 24, 28, 28)", style=solid]; +"120 add_" -> "121 quantize_per_tensor_default_12" [label="(1, 24, 28, 28)", style=solid]; +"121 quantize_per_tensor_default_12" -> "122 dequantize_per_tensor_default_13" [label="(1, 24, 28, 28)", style=solid]; +"122 dequantize_per_tensor_default_13" -> "128 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; +"123 features_4_block_0_0_weight_bias" -> "128 conv2d_11" [label="(96,)", style=solid]; +"124 conv2d_11_scale_0" -> "127 dequantize_per_channel_default_11" [label="(96,)", style=solid]; +"125 conv2d_11_zero_point_0" -> "127 dequantize_per_channel_default_11" [label="(96,)", style=solid]; +"126 _frozen_param11" -> "127 dequantize_per_channel_default_11" [label="(96, 24, 1, 1)", style=solid]; +"127 dequantize_per_channel_default_11" -> "128 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; +"128 conv2d_11" -> "129 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"129 hardswish__1" -> "130 quantize_per_tensor_default_13" [label="(1, 96, 28, 28)", style=solid]; +"130 quantize_per_tensor_default_13" -> "131 dequantize_per_tensor_default_14" [label="(1, 96, 28, 28)", style=solid]; +"131 dequantize_per_tensor_default_14" -> "137 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; +"132 features_4_block_1_0_weight_bias" -> "137 conv2d_12" [label="(96,)", style=solid]; +"133 conv2d_12_scale_0" -> "136 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"134 conv2d_12_zero_point_0" -> "136 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"135 _frozen_param12" -> "136 dequantize_per_channel_default_12" [label="(96, 1, 5, 5)", style=solid]; +"136 dequantize_per_channel_default_12" -> "137 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; +"137 conv2d_12" -> "138 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"138 hardswish__2" -> "139 quantize_per_tensor_default_14" [label="(1, 96, 14, 14)", style=solid]; +"138 hardswish__2" -> "158 mul_1" [label="(1, 96, 14, 14)", style=solid]; +"139 quantize_per_tensor_default_14" -> "140 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; +"140 dequantize_per_tensor_default_15" -> "141 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; +"141 adaptive_avg_pool2d_1" -> "142 quantize_per_tensor_default_15" [label="(1, 96, 1, 1)", style=solid]; +"142 quantize_per_tensor_default_15" -> "143 dequantize_per_tensor_default_16" [label="(1, 96, 1, 1)", style=solid]; +"143 dequantize_per_tensor_default_16" -> "148 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"144 conv2d_13_scale_0" -> "147 dequantize_per_channel_default_13" [label="(24,)", style=solid]; +"145 conv2d_13_zero_point_0" -> "147 dequantize_per_channel_default_13" [label="(24,)", style=solid]; +"146 _frozen_param13" -> "147 dequantize_per_channel_default_13" [label="(24, 96, 1, 1)", style=solid]; +"147 dequantize_per_channel_default_13" -> "148 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"148 conv2d_13" -> "149 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"149 relu_1" -> "150 quantize_per_tensor_default_16" [label="(1, 24, 1, 1)", style=solid]; +"150 quantize_per_tensor_default_16" -> "151 dequantize_per_tensor_default_17" [label="(1, 24, 1, 1)", style=solid]; +"151 dequantize_per_tensor_default_17" -> "156 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"152 conv2d_14_scale_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"153 conv2d_14_zero_point_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"154 _frozen_param14" -> "155 dequantize_per_channel_default_14" [label="(96, 24, 1, 1)", style=solid]; +"155 dequantize_per_channel_default_14" -> "156 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"156 conv2d_14" -> "157 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"157 hardsigmoid_1" -> "158 mul_1" [label="(1, 96, 1, 1)", style=solid]; +"158 mul_1" -> "159 quantize_per_tensor_default_17" [label="(1, 96, 14, 14)", style=solid]; +"159 quantize_per_tensor_default_17" -> "160 dequantize_per_tensor_default_18" [label="(1, 96, 14, 14)", style=solid]; +"160 dequantize_per_tensor_default_18" -> "166 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; +"161 features_4_block_3_0_weight_bias" -> "166 conv2d_15" [label="(40,)", style=solid]; +"162 conv2d_15_scale_0" -> "165 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"163 conv2d_15_zero_point_0" -> "165 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"164 _frozen_param15" -> "165 dequantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; +"165 dequantize_per_channel_default_15" -> "166 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; +"166 conv2d_15" -> "167 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"167 quantize_per_tensor_default_18" -> "168 dequantize_per_tensor_default_20" [label="(1, 40, 14, 14)", style=solid]; +"167 quantize_per_tensor_default_18" -> "169 dequantize_per_tensor_default_19" [label="(1, 40, 14, 14)", style=solid]; +"168 dequantize_per_tensor_default_20" -> "214 add__1" [label="(1, 40, 14, 14)", style=solid]; +"169 dequantize_per_tensor_default_19" -> "175 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; +"170 features_5_block_0_0_weight_bias" -> "175 conv2d_16" [label="(240,)", style=solid]; +"171 conv2d_16_scale_0" -> "174 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"172 conv2d_16_zero_point_0" -> "174 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"173 _frozen_param16" -> "174 dequantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; +"174 dequantize_per_channel_default_16" -> "175 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; +"175 conv2d_16" -> "176 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"176 hardswish__3" -> "177 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"177 quantize_per_tensor_default_19" -> "178 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"178 dequantize_per_tensor_default_21" -> "184 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; +"179 features_5_block_1_0_weight_bias" -> "184 conv2d_17" [label="(240,)", style=solid]; +"180 conv2d_17_scale_0" -> "183 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"181 conv2d_17_zero_point_0" -> "183 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"182 _frozen_param17" -> "183 dequantize_per_channel_default_17" [label="(240, 1, 5, 5)", style=solid]; +"183 dequantize_per_channel_default_17" -> "184 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; +"184 conv2d_17" -> "185 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"185 hardswish__4" -> "186 quantize_per_tensor_default_20" [label="(1, 240, 14, 14)", style=solid]; +"185 hardswish__4" -> "205 mul_2" [label="(1, 240, 14, 14)", style=solid]; +"186 quantize_per_tensor_default_20" -> "187 dequantize_per_tensor_default_22" [label="(1, 240, 14, 14)", style=solid]; +"187 dequantize_per_tensor_default_22" -> "188 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; +"188 adaptive_avg_pool2d_2" -> "189 quantize_per_tensor_default_21" [label="(1, 240, 1, 1)", style=solid]; +"189 quantize_per_tensor_default_21" -> "190 dequantize_per_tensor_default_23" [label="(1, 240, 1, 1)", style=solid]; +"190 dequantize_per_tensor_default_23" -> "195 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"191 conv2d_18_scale_0" -> "194 dequantize_per_channel_default_18" [label="(64,)", style=solid]; +"192 conv2d_18_zero_point_0" -> "194 dequantize_per_channel_default_18" [label="(64,)", style=solid]; +"193 _frozen_param18" -> "194 dequantize_per_channel_default_18" [label="(64, 240, 1, 1)", style=solid]; +"194 dequantize_per_channel_default_18" -> "195 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"195 conv2d_18" -> "196 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"196 relu_2" -> "197 quantize_per_tensor_default_22" [label="(1, 64, 1, 1)", style=solid]; +"197 quantize_per_tensor_default_22" -> "198 dequantize_per_tensor_default_24" [label="(1, 64, 1, 1)", style=solid]; +"198 dequantize_per_tensor_default_24" -> "203 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"199 conv2d_19_scale_0" -> "202 dequantize_per_channel_default_19" [label="(240,)", style=solid]; +"200 conv2d_19_zero_point_0" -> "202 dequantize_per_channel_default_19" [label="(240,)", style=solid]; +"201 _frozen_param19" -> "202 dequantize_per_channel_default_19" [label="(240, 64, 1, 1)", style=solid]; +"202 dequantize_per_channel_default_19" -> "203 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"203 conv2d_19" -> "204 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"204 hardsigmoid_2" -> "205 mul_2" [label="(1, 240, 1, 1)", style=solid]; +"205 mul_2" -> "206 quantize_per_tensor_default_23" [label="(1, 240, 14, 14)", style=solid]; +"206 quantize_per_tensor_default_23" -> "207 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"207 dequantize_per_tensor_default_25" -> "213 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; +"208 features_5_block_3_0_weight_bias" -> "213 conv2d_20" [label="(40,)", style=solid]; +"209 conv2d_20_scale_0" -> "212 dequantize_per_channel_default_20" [label="(40,)", style=solid]; +"210 conv2d_20_zero_point_0" -> "212 dequantize_per_channel_default_20" [label="(40,)", style=solid]; +"211 _frozen_param20" -> "212 dequantize_per_channel_default_20" [label="(40, 240, 1, 1)", style=solid]; +"212 dequantize_per_channel_default_20" -> "213 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; +"213 conv2d_20" -> "214 add__1" [label="(1, 40, 14, 14)", style=solid]; +"214 add__1" -> "215 quantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; +"215 quantize_per_tensor_default_24" -> "216 dequantize_per_tensor_default_27" [label="(1, 40, 14, 14)", style=solid]; +"215 quantize_per_tensor_default_24" -> "217 dequantize_per_tensor_default_26" [label="(1, 40, 14, 14)", style=solid]; +"216 dequantize_per_tensor_default_27" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"217 dequantize_per_tensor_default_26" -> "223 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; +"218 features_6_block_0_0_weight_bias" -> "223 conv2d_21" [label="(240,)", style=solid]; +"219 conv2d_21_scale_0" -> "222 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"220 conv2d_21_zero_point_0" -> "222 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"221 _frozen_param21" -> "222 dequantize_per_channel_default_21" [label="(240, 40, 1, 1)", style=solid]; +"222 dequantize_per_channel_default_21" -> "223 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; +"223 conv2d_21" -> "224 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"224 hardswish__5" -> "225 quantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"225 quantize_per_tensor_default_25" -> "226 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; +"226 dequantize_per_tensor_default_28" -> "232 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; +"227 features_6_block_1_0_weight_bias" -> "232 conv2d_22" [label="(240,)", style=solid]; +"228 conv2d_22_scale_0" -> "231 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"229 conv2d_22_zero_point_0" -> "231 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"230 _frozen_param22" -> "231 dequantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; +"231 dequantize_per_channel_default_22" -> "232 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; +"232 conv2d_22" -> "233 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"233 hardswish__6" -> "234 quantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; +"233 hardswish__6" -> "253 mul_3" [label="(1, 240, 14, 14)", style=solid]; +"234 quantize_per_tensor_default_26" -> "235 dequantize_per_tensor_default_29" [label="(1, 240, 14, 14)", style=solid]; +"235 dequantize_per_tensor_default_29" -> "236 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; +"236 adaptive_avg_pool2d_3" -> "237 quantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; +"237 quantize_per_tensor_default_27" -> "238 dequantize_per_tensor_default_30" [label="(1, 240, 1, 1)", style=solid]; +"238 dequantize_per_tensor_default_30" -> "243 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"239 conv2d_23_scale_0" -> "242 dequantize_per_channel_default_23" [label="(64,)", style=solid]; +"240 conv2d_23_zero_point_0" -> "242 dequantize_per_channel_default_23" [label="(64,)", style=solid]; +"241 _frozen_param23" -> "242 dequantize_per_channel_default_23" [label="(64, 240, 1, 1)", style=solid]; +"242 dequantize_per_channel_default_23" -> "243 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"243 conv2d_23" -> "244 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"244 relu_3" -> "245 quantize_per_tensor_default_28" [label="(1, 64, 1, 1)", style=solid]; +"245 quantize_per_tensor_default_28" -> "246 dequantize_per_tensor_default_31" [label="(1, 64, 1, 1)", style=solid]; +"246 dequantize_per_tensor_default_31" -> "251 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"247 conv2d_24_scale_0" -> "250 dequantize_per_channel_default_24" [label="(240,)", style=solid]; +"248 conv2d_24_zero_point_0" -> "250 dequantize_per_channel_default_24" [label="(240,)", style=solid]; +"249 _frozen_param24" -> "250 dequantize_per_channel_default_24" [label="(240, 64, 1, 1)", style=solid]; +"250 dequantize_per_channel_default_24" -> "251 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"251 conv2d_24" -> "252 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"252 hardsigmoid_3" -> "253 mul_3" [label="(1, 240, 1, 1)", style=solid]; +"253 mul_3" -> "254 quantize_per_tensor_default_29" [label="(1, 240, 14, 14)", style=solid]; +"254 quantize_per_tensor_default_29" -> "255 dequantize_per_tensor_default_32" [label="(1, 240, 14, 14)", style=solid]; +"255 dequantize_per_tensor_default_32" -> "261 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; +"256 features_6_block_3_0_weight_bias" -> "261 conv2d_25" [label="(40,)", style=solid]; +"257 conv2d_25_scale_0" -> "260 dequantize_per_channel_default_25" [label="(40,)", style=solid]; +"258 conv2d_25_zero_point_0" -> "260 dequantize_per_channel_default_25" [label="(40,)", style=solid]; +"259 _frozen_param25" -> "260 dequantize_per_channel_default_25" [label="(40, 240, 1, 1)", style=solid]; +"260 dequantize_per_channel_default_25" -> "261 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; +"261 conv2d_25" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"262 add__2" -> "263 quantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; +"263 quantize_per_tensor_default_30" -> "264 dequantize_per_tensor_default_33" [label="(1, 40, 14, 14)", style=solid]; +"264 dequantize_per_tensor_default_33" -> "270 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; +"265 features_7_block_0_0_weight_bias" -> "270 conv2d_26" [label="(120,)", style=solid]; +"266 conv2d_26_scale_0" -> "269 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"267 conv2d_26_zero_point_0" -> "269 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"268 _frozen_param26" -> "269 dequantize_per_channel_default_26" [label="(120, 40, 1, 1)", style=solid]; +"269 dequantize_per_channel_default_26" -> "270 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; +"270 conv2d_26" -> "271 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"271 hardswish__7" -> "272 quantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; +"272 quantize_per_tensor_default_31" -> "273 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; +"273 dequantize_per_tensor_default_34" -> "279 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; +"274 features_7_block_1_0_weight_bias" -> "279 conv2d_27" [label="(120,)", style=solid]; +"275 conv2d_27_scale_0" -> "278 dequantize_per_channel_default_27" [label="(120,)", style=solid]; +"276 conv2d_27_zero_point_0" -> "278 dequantize_per_channel_default_27" [label="(120,)", style=solid]; +"277 _frozen_param27" -> "278 dequantize_per_channel_default_27" [label="(120, 1, 5, 5)", style=solid]; +"278 dequantize_per_channel_default_27" -> "279 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; +"279 conv2d_27" -> "280 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"280 hardswish__8" -> "281 quantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; +"280 hardswish__8" -> "300 mul_4" [label="(1, 120, 14, 14)", style=solid]; +"281 quantize_per_tensor_default_32" -> "282 dequantize_per_tensor_default_35" [label="(1, 120, 14, 14)", style=solid]; +"282 dequantize_per_tensor_default_35" -> "283 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; +"283 adaptive_avg_pool2d_4" -> "284 quantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; +"284 quantize_per_tensor_default_33" -> "285 dequantize_per_tensor_default_36" [label="(1, 120, 1, 1)", style=solid]; +"285 dequantize_per_tensor_default_36" -> "290 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"286 conv2d_28_scale_0" -> "289 dequantize_per_channel_default_28" [label="(32,)", style=solid]; +"287 conv2d_28_zero_point_0" -> "289 dequantize_per_channel_default_28" [label="(32,)", style=solid]; +"288 _frozen_param28" -> "289 dequantize_per_channel_default_28" [label="(32, 120, 1, 1)", style=solid]; +"289 dequantize_per_channel_default_28" -> "290 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"290 conv2d_28" -> "291 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"291 relu_4" -> "292 quantize_per_tensor_default_34" [label="(1, 32, 1, 1)", style=solid]; +"292 quantize_per_tensor_default_34" -> "293 dequantize_per_tensor_default_37" [label="(1, 32, 1, 1)", style=solid]; +"293 dequantize_per_tensor_default_37" -> "298 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"294 conv2d_29_scale_0" -> "297 dequantize_per_channel_default_29" [label="(120,)", style=solid]; +"295 conv2d_29_zero_point_0" -> "297 dequantize_per_channel_default_29" [label="(120,)", style=solid]; +"296 _frozen_param29" -> "297 dequantize_per_channel_default_29" [label="(120, 32, 1, 1)", style=solid]; +"297 dequantize_per_channel_default_29" -> "298 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"298 conv2d_29" -> "299 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"299 hardsigmoid_4" -> "300 mul_4" [label="(1, 120, 1, 1)", style=solid]; +"300 mul_4" -> "301 quantize_per_tensor_default_35" [label="(1, 120, 14, 14)", style=solid]; +"301 quantize_per_tensor_default_35" -> "302 dequantize_per_tensor_default_38" [label="(1, 120, 14, 14)", style=solid]; +"302 dequantize_per_tensor_default_38" -> "308 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; +"303 features_7_block_3_0_weight_bias" -> "308 conv2d_30" [label="(48,)", style=solid]; +"304 conv2d_30_scale_0" -> "307 dequantize_per_channel_default_30" [label="(48,)", style=solid]; +"305 conv2d_30_zero_point_0" -> "307 dequantize_per_channel_default_30" [label="(48,)", style=solid]; +"306 _frozen_param30" -> "307 dequantize_per_channel_default_30" [label="(48, 120, 1, 1)", style=solid]; +"307 dequantize_per_channel_default_30" -> "308 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; +"308 conv2d_30" -> "309 quantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; +"309 quantize_per_tensor_default_36" -> "310 dequantize_per_tensor_default_40" [label="(1, 48, 14, 14)", style=solid]; +"309 quantize_per_tensor_default_36" -> "311 dequantize_per_tensor_default_39" [label="(1, 48, 14, 14)", style=solid]; +"310 dequantize_per_tensor_default_40" -> "356 add__3" [label="(1, 48, 14, 14)", style=solid]; +"311 dequantize_per_tensor_default_39" -> "317 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; +"312 features_8_block_0_0_weight_bias" -> "317 conv2d_31" [label="(144,)", style=solid]; +"313 conv2d_31_scale_0" -> "316 dequantize_per_channel_default_31" [label="(144,)", style=solid]; +"314 conv2d_31_zero_point_0" -> "316 dequantize_per_channel_default_31" [label="(144,)", style=solid]; +"315 _frozen_param31" -> "316 dequantize_per_channel_default_31" [label="(144, 48, 1, 1)", style=solid]; +"316 dequantize_per_channel_default_31" -> "317 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; +"317 conv2d_31" -> "318 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"318 hardswish__9" -> "319 quantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; +"319 quantize_per_tensor_default_37" -> "320 dequantize_per_tensor_default_41" [label="(1, 144, 14, 14)", style=solid]; +"320 dequantize_per_tensor_default_41" -> "326 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; +"321 features_8_block_1_0_weight_bias" -> "326 conv2d_32" [label="(144,)", style=solid]; +"322 conv2d_32_scale_0" -> "325 dequantize_per_channel_default_32" [label="(144,)", style=solid]; +"323 conv2d_32_zero_point_0" -> "325 dequantize_per_channel_default_32" [label="(144,)", style=solid]; +"324 _frozen_param32" -> "325 dequantize_per_channel_default_32" [label="(144, 1, 5, 5)", style=solid]; +"325 dequantize_per_channel_default_32" -> "326 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; +"326 conv2d_32" -> "327 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"327 hardswish__10" -> "328 quantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; +"327 hardswish__10" -> "347 mul_5" [label="(1, 144, 14, 14)", style=solid]; +"328 quantize_per_tensor_default_38" -> "329 dequantize_per_tensor_default_42" [label="(1, 144, 14, 14)", style=solid]; +"329 dequantize_per_tensor_default_42" -> "330 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; +"330 adaptive_avg_pool2d_5" -> "331 quantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; +"331 quantize_per_tensor_default_39" -> "332 dequantize_per_tensor_default_43" [label="(1, 144, 1, 1)", style=solid]; +"332 dequantize_per_tensor_default_43" -> "337 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"333 conv2d_33_scale_0" -> "336 dequantize_per_channel_default_33" [label="(40,)", style=solid]; +"334 conv2d_33_zero_point_0" -> "336 dequantize_per_channel_default_33" [label="(40,)", style=solid]; +"335 _frozen_param33" -> "336 dequantize_per_channel_default_33" [label="(40, 144, 1, 1)", style=solid]; +"336 dequantize_per_channel_default_33" -> "337 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"337 conv2d_33" -> "338 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"338 relu_5" -> "339 quantize_per_tensor_default_40" [label="(1, 40, 1, 1)", style=solid]; +"339 quantize_per_tensor_default_40" -> "340 dequantize_per_tensor_default_44" [label="(1, 40, 1, 1)", style=solid]; +"340 dequantize_per_tensor_default_44" -> "345 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"341 conv2d_34_scale_0" -> "344 dequantize_per_channel_default_34" [label="(144,)", style=solid]; +"342 conv2d_34_zero_point_0" -> "344 dequantize_per_channel_default_34" [label="(144,)", style=solid]; +"343 _frozen_param34" -> "344 dequantize_per_channel_default_34" [label="(144, 40, 1, 1)", style=solid]; +"344 dequantize_per_channel_default_34" -> "345 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"345 conv2d_34" -> "346 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"346 hardsigmoid_5" -> "347 mul_5" [label="(1, 144, 1, 1)", style=solid]; +"347 mul_5" -> "348 quantize_per_tensor_default_41" [label="(1, 144, 14, 14)", style=solid]; +"348 quantize_per_tensor_default_41" -> "349 dequantize_per_tensor_default_45" [label="(1, 144, 14, 14)", style=solid]; +"349 dequantize_per_tensor_default_45" -> "355 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; +"350 features_8_block_3_0_weight_bias" -> "355 conv2d_35" [label="(48,)", style=solid]; +"351 conv2d_35_scale_0" -> "354 dequantize_per_channel_default_35" [label="(48,)", style=solid]; +"352 conv2d_35_zero_point_0" -> "354 dequantize_per_channel_default_35" [label="(48,)", style=solid]; +"353 _frozen_param35" -> "354 dequantize_per_channel_default_35" [label="(48, 144, 1, 1)", style=solid]; +"354 dequantize_per_channel_default_35" -> "355 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; +"355 conv2d_35" -> "356 add__3" [label="(1, 48, 14, 14)", style=solid]; +"356 add__3" -> "357 quantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; +"357 quantize_per_tensor_default_42" -> "358 dequantize_per_tensor_default_46" [label="(1, 48, 14, 14)", style=solid]; +"358 dequantize_per_tensor_default_46" -> "364 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; +"359 features_9_block_0_0_weight_bias" -> "364 conv2d_36" [label="(288,)", style=solid]; +"360 conv2d_36_scale_0" -> "363 dequantize_per_channel_default_36" [label="(288,)", style=solid]; +"361 conv2d_36_zero_point_0" -> "363 dequantize_per_channel_default_36" [label="(288,)", style=solid]; +"362 _frozen_param36" -> "363 dequantize_per_channel_default_36" [label="(288, 48, 1, 1)", style=solid]; +"363 dequantize_per_channel_default_36" -> "364 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; +"364 conv2d_36" -> "365 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"365 hardswish__11" -> "366 quantize_per_tensor_default_43" [label="(1, 288, 14, 14)", style=solid]; +"366 quantize_per_tensor_default_43" -> "367 dequantize_per_tensor_default_47" [label="(1, 288, 14, 14)", style=solid]; +"367 dequantize_per_tensor_default_47" -> "373 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; +"368 features_9_block_1_0_weight_bias" -> "373 conv2d_37" [label="(288,)", style=solid]; +"369 conv2d_37_scale_0" -> "372 dequantize_per_channel_default_37" [label="(288,)", style=solid]; +"370 conv2d_37_zero_point_0" -> "372 dequantize_per_channel_default_37" [label="(288,)", style=solid]; +"371 _frozen_param37" -> "372 dequantize_per_channel_default_37" [label="(288, 1, 5, 5)", style=solid]; +"372 dequantize_per_channel_default_37" -> "373 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; +"373 conv2d_37" -> "374 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"374 hardswish__12" -> "375 quantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; +"374 hardswish__12" -> "394 mul_6" [label="(1, 288, 7, 7)", style=solid]; +"375 quantize_per_tensor_default_44" -> "376 dequantize_per_tensor_default_48" [label="(1, 288, 7, 7)", style=solid]; +"376 dequantize_per_tensor_default_48" -> "377 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; +"377 adaptive_avg_pool2d_6" -> "378 quantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; +"378 quantize_per_tensor_default_45" -> "379 dequantize_per_tensor_default_49" [label="(1, 288, 1, 1)", style=solid]; +"379 dequantize_per_tensor_default_49" -> "384 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"380 conv2d_38_scale_0" -> "383 dequantize_per_channel_default_38" [label="(72,)", style=solid]; +"381 conv2d_38_zero_point_0" -> "383 dequantize_per_channel_default_38" [label="(72,)", style=solid]; +"382 _frozen_param38" -> "383 dequantize_per_channel_default_38" [label="(72, 288, 1, 1)", style=solid]; +"383 dequantize_per_channel_default_38" -> "384 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"384 conv2d_38" -> "385 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"385 relu_6" -> "386 quantize_per_tensor_default_46" [label="(1, 72, 1, 1)", style=solid]; +"386 quantize_per_tensor_default_46" -> "387 dequantize_per_tensor_default_50" [label="(1, 72, 1, 1)", style=solid]; +"387 dequantize_per_tensor_default_50" -> "392 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"388 conv2d_39_scale_0" -> "391 dequantize_per_channel_default_39" [label="(288,)", style=solid]; +"389 conv2d_39_zero_point_0" -> "391 dequantize_per_channel_default_39" [label="(288,)", style=solid]; +"390 _frozen_param39" -> "391 dequantize_per_channel_default_39" [label="(288, 72, 1, 1)", style=solid]; +"391 dequantize_per_channel_default_39" -> "392 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"392 conv2d_39" -> "393 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"393 hardsigmoid_6" -> "394 mul_6" [label="(1, 288, 1, 1)", style=solid]; +"394 mul_6" -> "395 quantize_per_tensor_default_47" [label="(1, 288, 7, 7)", style=solid]; +"395 quantize_per_tensor_default_47" -> "396 dequantize_per_tensor_default_51" [label="(1, 288, 7, 7)", style=solid]; +"396 dequantize_per_tensor_default_51" -> "402 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; +"397 features_9_block_3_0_weight_bias" -> "402 conv2d_40" [label="(96,)", style=solid]; +"398 conv2d_40_scale_0" -> "401 dequantize_per_channel_default_40" [label="(96,)", style=solid]; +"399 conv2d_40_zero_point_0" -> "401 dequantize_per_channel_default_40" [label="(96,)", style=solid]; +"400 _frozen_param40" -> "401 dequantize_per_channel_default_40" [label="(96, 288, 1, 1)", style=solid]; +"401 dequantize_per_channel_default_40" -> "402 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; +"402 conv2d_40" -> "403 quantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; +"403 quantize_per_tensor_default_48" -> "404 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; +"403 quantize_per_tensor_default_48" -> "405 dequantize_per_tensor_default_52" [label="(1, 96, 7, 7)", style=solid]; +"404 dequantize_per_tensor_default_53" -> "450 add__4" [label="(1, 96, 7, 7)", style=solid]; +"405 dequantize_per_tensor_default_52" -> "411 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; +"406 features_10_block_0_0_weight_bias" -> "411 conv2d_41" [label="(576,)", style=solid]; +"407 conv2d_41_scale_0" -> "410 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"408 conv2d_41_zero_point_0" -> "410 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"409 _frozen_param41" -> "410 dequantize_per_channel_default_41" [label="(576, 96, 1, 1)", style=solid]; +"410 dequantize_per_channel_default_41" -> "411 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; +"411 conv2d_41" -> "412 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"412 hardswish__13" -> "413 quantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; +"413 quantize_per_tensor_default_49" -> "414 dequantize_per_tensor_default_54" [label="(1, 576, 7, 7)", style=solid]; +"414 dequantize_per_tensor_default_54" -> "420 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; +"415 features_10_block_1_0_weight_bias" -> "420 conv2d_42" [label="(576,)", style=solid]; +"416 conv2d_42_scale_0" -> "419 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"417 conv2d_42_zero_point_0" -> "419 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"418 _frozen_param42" -> "419 dequantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; +"419 dequantize_per_channel_default_42" -> "420 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; +"420 conv2d_42" -> "421 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"421 hardswish__14" -> "422 quantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; +"421 hardswish__14" -> "441 mul_7" [label="(1, 576, 7, 7)", style=solid]; +"422 quantize_per_tensor_default_50" -> "423 dequantize_per_tensor_default_55" [label="(1, 576, 7, 7)", style=solid]; +"423 dequantize_per_tensor_default_55" -> "424 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; +"424 adaptive_avg_pool2d_7" -> "425 quantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; +"425 quantize_per_tensor_default_51" -> "426 dequantize_per_tensor_default_56" [label="(1, 576, 1, 1)", style=solid]; +"426 dequantize_per_tensor_default_56" -> "431 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"427 conv2d_43_scale_0" -> "430 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"428 conv2d_43_zero_point_0" -> "430 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"429 _frozen_param43" -> "430 dequantize_per_channel_default_43" [label="(144, 576, 1, 1)", style=solid]; +"430 dequantize_per_channel_default_43" -> "431 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"431 conv2d_43" -> "432 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"432 relu_7" -> "433 quantize_per_tensor_default_52" [label="(1, 144, 1, 1)", style=solid]; +"433 quantize_per_tensor_default_52" -> "434 dequantize_per_tensor_default_57" [label="(1, 144, 1, 1)", style=solid]; +"434 dequantize_per_tensor_default_57" -> "439 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"435 conv2d_44_scale_0" -> "438 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"436 conv2d_44_zero_point_0" -> "438 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"437 _frozen_param44" -> "438 dequantize_per_channel_default_44" [label="(576, 144, 1, 1)", style=solid]; +"438 dequantize_per_channel_default_44" -> "439 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"439 conv2d_44" -> "440 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"440 hardsigmoid_7" -> "441 mul_7" [label="(1, 576, 1, 1)", style=solid]; +"441 mul_7" -> "442 quantize_per_tensor_default_53" [label="(1, 576, 7, 7)", style=solid]; +"442 quantize_per_tensor_default_53" -> "443 dequantize_per_tensor_default_58" [label="(1, 576, 7, 7)", style=solid]; +"443 dequantize_per_tensor_default_58" -> "449 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; +"444 features_10_block_3_0_weight_bias" -> "449 conv2d_45" [label="(96,)", style=solid]; +"445 conv2d_45_scale_0" -> "448 dequantize_per_channel_default_45" [label="(96,)", style=solid]; +"446 conv2d_45_zero_point_0" -> "448 dequantize_per_channel_default_45" [label="(96,)", style=solid]; +"447 _frozen_param45" -> "448 dequantize_per_channel_default_45" [label="(96, 576, 1, 1)", style=solid]; +"448 dequantize_per_channel_default_45" -> "449 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; +"449 conv2d_45" -> "450 add__4" [label="(1, 96, 7, 7)", style=solid]; +"450 add__4" -> "451 quantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; +"451 quantize_per_tensor_default_54" -> "452 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"451 quantize_per_tensor_default_54" -> "453 dequantize_per_tensor_default_59" [label="(1, 96, 7, 7)", style=solid]; +"452 dequantize_per_tensor_default_60" -> "498 add__5" [label="(1, 96, 7, 7)", style=solid]; +"453 dequantize_per_tensor_default_59" -> "459 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; +"454 features_11_block_0_0_weight_bias" -> "459 conv2d_46" [label="(576,)", style=solid]; +"455 conv2d_46_scale_0" -> "458 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"456 conv2d_46_zero_point_0" -> "458 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"457 _frozen_param46" -> "458 dequantize_per_channel_default_46" [label="(576, 96, 1, 1)", style=solid]; +"458 dequantize_per_channel_default_46" -> "459 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; +"459 conv2d_46" -> "460 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"460 hardswish__15" -> "461 quantize_per_tensor_default_55" [label="(1, 576, 7, 7)", style=solid]; +"461 quantize_per_tensor_default_55" -> "462 dequantize_per_tensor_default_61" [label="(1, 576, 7, 7)", style=solid]; +"462 dequantize_per_tensor_default_61" -> "468 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; +"463 features_11_block_1_0_weight_bias" -> "468 conv2d_47" [label="(576,)", style=solid]; +"464 conv2d_47_scale_0" -> "467 dequantize_per_channel_default_47" [label="(576,)", style=solid]; +"465 conv2d_47_zero_point_0" -> "467 dequantize_per_channel_default_47" [label="(576,)", style=solid]; +"466 _frozen_param47" -> "467 dequantize_per_channel_default_47" [label="(576, 1, 5, 5)", style=solid]; +"467 dequantize_per_channel_default_47" -> "468 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; +"468 conv2d_47" -> "469 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"469 hardswish__16" -> "470 quantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; +"469 hardswish__16" -> "489 mul_8" [label="(1, 576, 7, 7)", style=solid]; +"470 quantize_per_tensor_default_56" -> "471 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; +"471 dequantize_per_tensor_default_62" -> "472 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; +"472 adaptive_avg_pool2d_8" -> "473 quantize_per_tensor_default_57" [label="(1, 576, 1, 1)", style=solid]; +"473 quantize_per_tensor_default_57" -> "474 dequantize_per_tensor_default_63" [label="(1, 576, 1, 1)", style=solid]; +"474 dequantize_per_tensor_default_63" -> "479 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"475 conv2d_48_scale_0" -> "478 dequantize_per_channel_default_48" [label="(144,)", style=solid]; +"476 conv2d_48_zero_point_0" -> "478 dequantize_per_channel_default_48" [label="(144,)", style=solid]; +"477 _frozen_param48" -> "478 dequantize_per_channel_default_48" [label="(144, 576, 1, 1)", style=solid]; +"478 dequantize_per_channel_default_48" -> "479 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"479 conv2d_48" -> "480 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"480 relu_8" -> "481 quantize_per_tensor_default_58" [label="(1, 144, 1, 1)", style=solid]; +"481 quantize_per_tensor_default_58" -> "482 dequantize_per_tensor_default_64" [label="(1, 144, 1, 1)", style=solid]; +"482 dequantize_per_tensor_default_64" -> "487 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"483 conv2d_49_scale_0" -> "486 dequantize_per_channel_default_49" [label="(576,)", style=solid]; +"484 conv2d_49_zero_point_0" -> "486 dequantize_per_channel_default_49" [label="(576,)", style=solid]; +"485 _frozen_param49" -> "486 dequantize_per_channel_default_49" [label="(576, 144, 1, 1)", style=solid]; +"486 dequantize_per_channel_default_49" -> "487 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"487 conv2d_49" -> "488 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"488 hardsigmoid_8" -> "489 mul_8" [label="(1, 576, 1, 1)", style=solid]; +"489 mul_8" -> "490 quantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; +"490 quantize_per_tensor_default_59" -> "491 dequantize_per_tensor_default_65" [label="(1, 576, 7, 7)", style=solid]; +"491 dequantize_per_tensor_default_65" -> "497 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; +"492 features_11_block_3_0_weight_bias" -> "497 conv2d_50" [label="(96,)", style=solid]; +"493 conv2d_50_scale_0" -> "496 dequantize_per_channel_default_50" [label="(96,)", style=solid]; +"494 conv2d_50_zero_point_0" -> "496 dequantize_per_channel_default_50" [label="(96,)", style=solid]; +"495 _frozen_param50" -> "496 dequantize_per_channel_default_50" [label="(96, 576, 1, 1)", style=solid]; +"496 dequantize_per_channel_default_50" -> "497 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; +"497 conv2d_50" -> "498 add__5" [label="(1, 96, 7, 7)", style=solid]; +"498 add__5" -> "499 quantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"499 quantize_per_tensor_default_60" -> "500 dequantize_per_tensor_default_66" [label="(1, 96, 7, 7)", style=solid]; +"500 dequantize_per_tensor_default_66" -> "506 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; +"501 features_12_0_weight_bias" -> "506 conv2d_51" [label="(576,)", style=solid]; +"502 conv2d_51_scale_0" -> "505 dequantize_per_channel_default_51" [label="(576,)", style=solid]; +"503 conv2d_51_zero_point_0" -> "505 dequantize_per_channel_default_51" [label="(576,)", style=solid]; +"504 _frozen_param51" -> "505 dequantize_per_channel_default_51" [label="(576, 96, 1, 1)", style=solid]; +"505 dequantize_per_channel_default_51" -> "506 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; +"506 conv2d_51" -> "507 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"507 hardswish__17" -> "508 quantize_per_tensor_default_61" [label="(1, 576, 7, 7)", style=solid]; +"508 quantize_per_tensor_default_61" -> "509 dequantize_per_tensor_default_67" [label="(1, 576, 7, 7)", style=solid]; +"509 dequantize_per_tensor_default_67" -> "510 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; +"510 adaptive_avg_pool2d_9" -> "511 quantize_per_tensor_default_62" [label="(1, 576, 1, 1)", style=solid]; +"511 quantize_per_tensor_default_62" -> "512 dequantize_per_tensor_default_68" [label="(1, 576, 1, 1)", style=solid]; +"512 dequantize_per_tensor_default_68" -> "513 flatten" [label="(1, 576, 1, 1)", style=solid]; +"513 flatten" -> "514 quantize_per_tensor_default_63" [label="(1, 576)", style=solid]; +"514 quantize_per_tensor_default_63" -> "515 dequantize_per_tensor_default_69" [label="(1, 576)", style=solid]; +"515 dequantize_per_tensor_default_69" -> "520 linear" [label="(1, 576)", style=solid]; +"516 linear_scale_0" -> "519 dequantize_per_channel_default_52" [label="(1024,)", style=solid]; +"517 linear_zero_point_0" -> "519 dequantize_per_channel_default_52" [label="(1024,)", style=solid]; +"518 _frozen_param52" -> "519 dequantize_per_channel_default_52" [label="(1024, 576)", style=solid]; +"519 dequantize_per_channel_default_52" -> "520 linear" [label="(1024, 576)", style=solid]; +"520 linear" -> "521 hardswish__18" [label="(1, 1024)", style=solid]; +"521 hardswish__18" -> "522 dropout_" [label="(1, 1024)", style=solid]; +"522 dropout_" -> "523 quantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; +"523 quantize_per_tensor_default_64" -> "524 dequantize_per_tensor_default_70" [label="(1, 1024)", style=solid]; +"524 dequantize_per_tensor_default_70" -> "529 linear_1" [label="(1, 1024)", style=solid]; +"525 linear_1_scale_0" -> "528 dequantize_per_channel_default_53" [label="(1000,)", style=solid]; +"526 linear_1_zero_point_0" -> "528 dequantize_per_channel_default_53" [label="(1000,)", style=solid]; +"527 _frozen_param53" -> "528 dequantize_per_channel_default_53" [label="(1000, 1024)", style=solid]; +"528 dequantize_per_channel_default_53" -> "529 linear_1" [label="(1000, 1024)", style=solid]; +"529 linear_1" -> "530 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/resnet18.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/resnet18.dot new file mode 100644 index 00000000000..da248f33521 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/resnet18.dot @@ -0,0 +1,433 @@ +strict digraph { +"0 fc_bias" [id=0, type=get_attr]; +"1 x" [id=1, type=input]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 conv1_weight_bias" [id=4, type=get_attr]; +"5 conv2d_scale_0" [id=5, type=get_attr]; +"6 conv2d_zero_point_0" [id=6, type=get_attr]; +"7 _frozen_param0" [id=7, type=get_attr]; +"8 dequantize_per_channel_default" [id=8, type=dequantize_per_channel]; +"9 conv2d" [id=9, type=conv2d]; +"10 relu_" [id=10, type=relu_]; +"11 quantize_per_tensor_default_1" [id=11, type=quantize_per_tensor]; +"12 dequantize_per_tensor_default_1" [id=12, type=dequantize_per_tensor]; +"13 max_pool2d" [id=13, type=max_pool2d]; +"14 quantize_per_tensor_default_2" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_3" [id=15, type=dequantize_per_tensor]; +"16 dequantize_per_tensor_default_2" [id=16, type=dequantize_per_tensor]; +"17 layer1_0_conv1_weight_bias" [id=17, type=get_attr]; +"18 conv2d_1_scale_0" [id=18, type=get_attr]; +"19 conv2d_1_zero_point_0" [id=19, type=get_attr]; +"20 _frozen_param1" [id=20, type=get_attr]; +"21 dequantize_per_channel_default_1" [id=21, type=dequantize_per_channel]; +"22 conv2d_1" [id=22, type=conv2d]; +"23 relu__1" [id=23, type=relu_]; +"24 quantize_per_tensor_default_3" [id=24, type=quantize_per_tensor]; +"25 dequantize_per_tensor_default_4" [id=25, type=dequantize_per_tensor]; +"26 layer1_0_conv2_weight_bias" [id=26, type=get_attr]; +"27 conv2d_2_scale_0" [id=27, type=get_attr]; +"28 conv2d_2_zero_point_0" [id=28, type=get_attr]; +"29 _frozen_param2" [id=29, type=get_attr]; +"30 dequantize_per_channel_default_2" [id=30, type=dequantize_per_channel]; +"31 conv2d_2" [id=31, type=conv2d]; +"32 add_" [id=32, type=add_]; +"33 relu__2" [id=33, type=relu_]; +"34 quantize_per_tensor_default_4" [id=34, type=quantize_per_tensor]; +"35 dequantize_per_tensor_default_6" [id=35, type=dequantize_per_tensor]; +"36 dequantize_per_tensor_default_5" [id=36, type=dequantize_per_tensor]; +"37 layer1_1_conv1_weight_bias" [id=37, type=get_attr]; +"38 conv2d_3_scale_0" [id=38, type=get_attr]; +"39 conv2d_3_zero_point_0" [id=39, type=get_attr]; +"40 _frozen_param3" [id=40, type=get_attr]; +"41 dequantize_per_channel_default_3" [id=41, type=dequantize_per_channel]; +"42 conv2d_3" [id=42, type=conv2d]; +"43 relu__3" [id=43, type=relu_]; +"44 quantize_per_tensor_default_5" [id=44, type=quantize_per_tensor]; +"45 dequantize_per_tensor_default_7" [id=45, type=dequantize_per_tensor]; +"46 layer1_1_conv2_weight_bias" [id=46, type=get_attr]; +"47 conv2d_4_scale_0" [id=47, type=get_attr]; +"48 conv2d_4_zero_point_0" [id=48, type=get_attr]; +"49 _frozen_param4" [id=49, type=get_attr]; +"50 dequantize_per_channel_default_4" [id=50, type=dequantize_per_channel]; +"51 conv2d_4" [id=51, type=conv2d]; +"52 add__1" [id=52, type=add_]; +"53 relu__4" [id=53, type=relu_]; +"54 quantize_per_tensor_default_6" [id=54, type=quantize_per_tensor]; +"55 dequantize_per_tensor_default_9" [id=55, type=dequantize_per_tensor]; +"56 dequantize_per_tensor_default_8" [id=56, type=dequantize_per_tensor]; +"57 layer2_0_conv1_weight_bias" [id=57, type=get_attr]; +"58 conv2d_5_scale_0" [id=58, type=get_attr]; +"59 conv2d_5_zero_point_0" [id=59, type=get_attr]; +"60 _frozen_param5" [id=60, type=get_attr]; +"61 dequantize_per_channel_default_5" [id=61, type=dequantize_per_channel]; +"62 conv2d_5" [id=62, type=conv2d]; +"63 relu__5" [id=63, type=relu_]; +"64 quantize_per_tensor_default_7" [id=64, type=quantize_per_tensor]; +"65 dequantize_per_tensor_default_10" [id=65, type=dequantize_per_tensor]; +"66 layer2_0_conv2_weight_bias" [id=66, type=get_attr]; +"67 conv2d_6_scale_0" [id=67, type=get_attr]; +"68 conv2d_6_zero_point_0" [id=68, type=get_attr]; +"69 _frozen_param6" [id=69, type=get_attr]; +"70 dequantize_per_channel_default_6" [id=70, type=dequantize_per_channel]; +"71 conv2d_6" [id=71, type=conv2d]; +"72 layer2_0_downsample_0_weight_bias" [id=72, type=get_attr]; +"73 conv2d_7_scale_0" [id=73, type=get_attr]; +"74 conv2d_7_zero_point_0" [id=74, type=get_attr]; +"75 _frozen_param7" [id=75, type=get_attr]; +"76 dequantize_per_channel_default_7" [id=76, type=dequantize_per_channel]; +"77 conv2d_7" [id=77, type=conv2d]; +"78 quantize_per_tensor_default_8" [id=78, type=quantize_per_tensor]; +"79 dequantize_per_tensor_default_11" [id=79, type=dequantize_per_tensor]; +"80 add__2" [id=80, type=add_]; +"81 relu__6" [id=81, type=relu_]; +"82 quantize_per_tensor_default_9" [id=82, type=quantize_per_tensor]; +"83 dequantize_per_tensor_default_13" [id=83, type=dequantize_per_tensor]; +"84 dequantize_per_tensor_default_12" [id=84, type=dequantize_per_tensor]; +"85 layer2_1_conv1_weight_bias" [id=85, type=get_attr]; +"86 conv2d_8_scale_0" [id=86, type=get_attr]; +"87 conv2d_8_zero_point_0" [id=87, type=get_attr]; +"88 _frozen_param8" [id=88, type=get_attr]; +"89 dequantize_per_channel_default_8" [id=89, type=dequantize_per_channel]; +"90 conv2d_8" [id=90, type=conv2d]; +"91 relu__7" [id=91, type=relu_]; +"92 quantize_per_tensor_default_10" [id=92, type=quantize_per_tensor]; +"93 dequantize_per_tensor_default_14" [id=93, type=dequantize_per_tensor]; +"94 layer2_1_conv2_weight_bias" [id=94, type=get_attr]; +"95 conv2d_9_scale_0" [id=95, type=get_attr]; +"96 conv2d_9_zero_point_0" [id=96, type=get_attr]; +"97 _frozen_param9" [id=97, type=get_attr]; +"98 dequantize_per_channel_default_9" [id=98, type=dequantize_per_channel]; +"99 conv2d_9" [id=99, type=conv2d]; +"100 add__3" [id=100, type=add_]; +"101 relu__8" [id=101, type=relu_]; +"102 quantize_per_tensor_default_11" [id=102, type=quantize_per_tensor]; +"103 dequantize_per_tensor_default_16" [id=103, type=dequantize_per_tensor]; +"104 dequantize_per_tensor_default_15" [id=104, type=dequantize_per_tensor]; +"105 layer3_0_conv1_weight_bias" [id=105, type=get_attr]; +"106 conv2d_10_scale_0" [id=106, type=get_attr]; +"107 conv2d_10_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param10" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_10" [id=109, type=dequantize_per_channel]; +"110 conv2d_10" [id=110, type=conv2d]; +"111 relu__9" [id=111, type=relu_]; +"112 quantize_per_tensor_default_12" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_17" [id=113, type=dequantize_per_tensor]; +"114 layer3_0_conv2_weight_bias" [id=114, type=get_attr]; +"115 conv2d_11_scale_0" [id=115, type=get_attr]; +"116 conv2d_11_zero_point_0" [id=116, type=get_attr]; +"117 _frozen_param11" [id=117, type=get_attr]; +"118 dequantize_per_channel_default_11" [id=118, type=dequantize_per_channel]; +"119 conv2d_11" [id=119, type=conv2d]; +"120 layer3_0_downsample_0_weight_bias" [id=120, type=get_attr]; +"121 conv2d_12_scale_0" [id=121, type=get_attr]; +"122 conv2d_12_zero_point_0" [id=122, type=get_attr]; +"123 _frozen_param12" [id=123, type=get_attr]; +"124 dequantize_per_channel_default_12" [id=124, type=dequantize_per_channel]; +"125 conv2d_12" [id=125, type=conv2d]; +"126 quantize_per_tensor_default_13" [id=126, type=quantize_per_tensor]; +"127 dequantize_per_tensor_default_18" [id=127, type=dequantize_per_tensor]; +"128 add__4" [id=128, type=add_]; +"129 relu__10" [id=129, type=relu_]; +"130 quantize_per_tensor_default_14" [id=130, type=quantize_per_tensor]; +"131 dequantize_per_tensor_default_20" [id=131, type=dequantize_per_tensor]; +"132 dequantize_per_tensor_default_19" [id=132, type=dequantize_per_tensor]; +"133 layer3_1_conv1_weight_bias" [id=133, type=get_attr]; +"134 conv2d_13_scale_0" [id=134, type=get_attr]; +"135 conv2d_13_zero_point_0" [id=135, type=get_attr]; +"136 _frozen_param13" [id=136, type=get_attr]; +"137 dequantize_per_channel_default_13" [id=137, type=dequantize_per_channel]; +"138 conv2d_13" [id=138, type=conv2d]; +"139 relu__11" [id=139, type=relu_]; +"140 quantize_per_tensor_default_15" [id=140, type=quantize_per_tensor]; +"141 dequantize_per_tensor_default_21" [id=141, type=dequantize_per_tensor]; +"142 layer3_1_conv2_weight_bias" [id=142, type=get_attr]; +"143 conv2d_14_scale_0" [id=143, type=get_attr]; +"144 conv2d_14_zero_point_0" [id=144, type=get_attr]; +"145 _frozen_param14" [id=145, type=get_attr]; +"146 dequantize_per_channel_default_14" [id=146, type=dequantize_per_channel]; +"147 conv2d_14" [id=147, type=conv2d]; +"148 add__5" [id=148, type=add_]; +"149 relu__12" [id=149, type=relu_]; +"150 quantize_per_tensor_default_16" [id=150, type=quantize_per_tensor]; +"151 dequantize_per_tensor_default_23" [id=151, type=dequantize_per_tensor]; +"152 dequantize_per_tensor_default_22" [id=152, type=dequantize_per_tensor]; +"153 layer4_0_conv1_weight_bias" [id=153, type=get_attr]; +"154 conv2d_15_scale_0" [id=154, type=get_attr]; +"155 conv2d_15_zero_point_0" [id=155, type=get_attr]; +"156 _frozen_param15" [id=156, type=get_attr]; +"157 dequantize_per_channel_default_15" [id=157, type=dequantize_per_channel]; +"158 conv2d_15" [id=158, type=conv2d]; +"159 relu__13" [id=159, type=relu_]; +"160 quantize_per_tensor_default_17" [id=160, type=quantize_per_tensor]; +"161 dequantize_per_tensor_default_24" [id=161, type=dequantize_per_tensor]; +"162 layer4_0_conv2_weight_bias" [id=162, type=get_attr]; +"163 conv2d_16_scale_0" [id=163, type=get_attr]; +"164 conv2d_16_zero_point_0" [id=164, type=get_attr]; +"165 _frozen_param16" [id=165, type=get_attr]; +"166 dequantize_per_channel_default_16" [id=166, type=dequantize_per_channel]; +"167 conv2d_16" [id=167, type=conv2d]; +"168 layer4_0_downsample_0_weight_bias" [id=168, type=get_attr]; +"169 conv2d_17_scale_0" [id=169, type=get_attr]; +"170 conv2d_17_zero_point_0" [id=170, type=get_attr]; +"171 _frozen_param17" [id=171, type=get_attr]; +"172 dequantize_per_channel_default_17" [id=172, type=dequantize_per_channel]; +"173 conv2d_17" [id=173, type=conv2d]; +"174 quantize_per_tensor_default_18" [id=174, type=quantize_per_tensor]; +"175 dequantize_per_tensor_default_25" [id=175, type=dequantize_per_tensor]; +"176 add__6" [id=176, type=add_]; +"177 relu__14" [id=177, type=relu_]; +"178 quantize_per_tensor_default_19" [id=178, type=quantize_per_tensor]; +"179 dequantize_per_tensor_default_27" [id=179, type=dequantize_per_tensor]; +"180 dequantize_per_tensor_default_26" [id=180, type=dequantize_per_tensor]; +"181 layer4_1_conv1_weight_bias" [id=181, type=get_attr]; +"182 conv2d_18_scale_0" [id=182, type=get_attr]; +"183 conv2d_18_zero_point_0" [id=183, type=get_attr]; +"184 _frozen_param18" [id=184, type=get_attr]; +"185 dequantize_per_channel_default_18" [id=185, type=dequantize_per_channel]; +"186 conv2d_18" [id=186, type=conv2d]; +"187 relu__15" [id=187, type=relu_]; +"188 quantize_per_tensor_default_20" [id=188, type=quantize_per_tensor]; +"189 dequantize_per_tensor_default_28" [id=189, type=dequantize_per_tensor]; +"190 layer4_1_conv2_weight_bias" [id=190, type=get_attr]; +"191 conv2d_19_scale_0" [id=191, type=get_attr]; +"192 conv2d_19_zero_point_0" [id=192, type=get_attr]; +"193 _frozen_param19" [id=193, type=get_attr]; +"194 dequantize_per_channel_default_19" [id=194, type=dequantize_per_channel]; +"195 conv2d_19" [id=195, type=conv2d]; +"196 add__7" [id=196, type=add_]; +"197 relu__16" [id=197, type=relu_]; +"198 quantize_per_tensor_default_21" [id=198, type=quantize_per_tensor]; +"199 dequantize_per_tensor_default_29" [id=199, type=dequantize_per_tensor]; +"200 adaptive_avg_pool2d" [id=200, type=adaptive_avg_pool2d]; +"201 quantize_per_tensor_default_22" [id=201, type=quantize_per_tensor]; +"202 dequantize_per_tensor_default_30" [id=202, type=dequantize_per_tensor]; +"203 flatten" [id=203, type=flatten]; +"204 quantize_per_tensor_default_23" [id=204, type=quantize_per_tensor]; +"205 dequantize_per_tensor_default_31" [id=205, type=dequantize_per_tensor]; +"206 linear_scale_0" [id=206, type=get_attr]; +"207 linear_zero_point_0" [id=207, type=get_attr]; +"208 _frozen_param20" [id=208, type=get_attr]; +"209 dequantize_per_channel_default_20" [id=209, type=dequantize_per_channel]; +"210 linear" [id=210, type=linear]; +"211 output" [id=211, type=output]; +"0 fc_bias" -> "210 linear" [label="(1000,)", style=solid]; +"1 x" -> "2 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"3 dequantize_per_tensor_default" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"4 conv1_weight_bias" -> "9 conv2d" [label="(64,)", style=solid]; +"5 conv2d_scale_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"6 conv2d_zero_point_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"7 _frozen_param0" -> "8 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"8 dequantize_per_channel_default" -> "9 conv2d" [label="(64, 3, 7, 7)", style=solid]; +"9 conv2d" -> "10 relu_" [label="(1, 64, 112, 112)", style=solid]; +"10 relu_" -> "11 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"11 quantize_per_tensor_default_1" -> "12 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"12 dequantize_per_tensor_default_1" -> "13 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; +"13 max_pool2d" -> "14 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"14 quantize_per_tensor_default_2" -> "15 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"14 quantize_per_tensor_default_2" -> "16 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"15 dequantize_per_tensor_default_3" -> "32 add_" [label="(1, 64, 56, 56)", style=solid]; +"16 dequantize_per_tensor_default_2" -> "22 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"17 layer1_0_conv1_weight_bias" -> "22 conv2d_1" [label="(64,)", style=solid]; +"18 conv2d_1_scale_0" -> "21 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"19 conv2d_1_zero_point_0" -> "21 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"20 _frozen_param1" -> "21 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"21 dequantize_per_channel_default_1" -> "22 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"22 conv2d_1" -> "23 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"23 relu__1" -> "24 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"24 quantize_per_tensor_default_3" -> "25 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"25 dequantize_per_tensor_default_4" -> "31 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; +"26 layer1_0_conv2_weight_bias" -> "31 conv2d_2" [label="(64,)", style=solid]; +"27 conv2d_2_scale_0" -> "30 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"28 conv2d_2_zero_point_0" -> "30 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"29 _frozen_param2" -> "30 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"30 dequantize_per_channel_default_2" -> "31 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; +"31 conv2d_2" -> "32 add_" [label="(1, 64, 56, 56)", style=solid]; +"32 add_" -> "33 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"33 relu__2" -> "34 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"34 quantize_per_tensor_default_4" -> "35 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"34 quantize_per_tensor_default_4" -> "36 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"35 dequantize_per_tensor_default_6" -> "52 add__1" [label="(1, 64, 56, 56)", style=solid]; +"36 dequantize_per_tensor_default_5" -> "42 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; +"37 layer1_1_conv1_weight_bias" -> "42 conv2d_3" [label="(64,)", style=solid]; +"38 conv2d_3_scale_0" -> "41 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"39 conv2d_3_zero_point_0" -> "41 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"40 _frozen_param3" -> "41 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"41 dequantize_per_channel_default_3" -> "42 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; +"42 conv2d_3" -> "43 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"43 relu__3" -> "44 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"44 quantize_per_tensor_default_5" -> "45 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"45 dequantize_per_tensor_default_7" -> "51 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; +"46 layer1_1_conv2_weight_bias" -> "51 conv2d_4" [label="(64,)", style=solid]; +"47 conv2d_4_scale_0" -> "50 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"48 conv2d_4_zero_point_0" -> "50 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"49 _frozen_param4" -> "50 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"50 dequantize_per_channel_default_4" -> "51 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; +"51 conv2d_4" -> "52 add__1" [label="(1, 64, 56, 56)", style=solid]; +"52 add__1" -> "53 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"53 relu__4" -> "54 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"54 quantize_per_tensor_default_6" -> "55 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; +"54 quantize_per_tensor_default_6" -> "56 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; +"55 dequantize_per_tensor_default_9" -> "77 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; +"56 dequantize_per_tensor_default_8" -> "62 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; +"57 layer2_0_conv1_weight_bias" -> "62 conv2d_5" [label="(128,)", style=solid]; +"58 conv2d_5_scale_0" -> "61 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"59 conv2d_5_zero_point_0" -> "61 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"60 _frozen_param5" -> "61 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"61 dequantize_per_channel_default_5" -> "62 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; +"62 conv2d_5" -> "63 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"63 relu__5" -> "64 quantize_per_tensor_default_7" [label="(1, 128, 28, 28)", style=solid]; +"64 quantize_per_tensor_default_7" -> "65 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"65 dequantize_per_tensor_default_10" -> "71 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; +"66 layer2_0_conv2_weight_bias" -> "71 conv2d_6" [label="(128,)", style=solid]; +"67 conv2d_6_scale_0" -> "70 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"68 conv2d_6_zero_point_0" -> "70 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"69 _frozen_param6" -> "70 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"70 dequantize_per_channel_default_6" -> "71 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; +"71 conv2d_6" -> "80 add__2" [label="(1, 128, 28, 28)", style=solid]; +"72 layer2_0_downsample_0_weight_bias" -> "77 conv2d_7" [label="(128,)", style=solid]; +"73 conv2d_7_scale_0" -> "76 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"74 conv2d_7_zero_point_0" -> "76 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"75 _frozen_param7" -> "76 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"76 dequantize_per_channel_default_7" -> "77 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; +"77 conv2d_7" -> "78 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"78 quantize_per_tensor_default_8" -> "79 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"79 dequantize_per_tensor_default_11" -> "80 add__2" [label="(1, 128, 28, 28)", style=solid]; +"80 add__2" -> "81 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"81 relu__6" -> "82 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"82 quantize_per_tensor_default_9" -> "83 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"82 quantize_per_tensor_default_9" -> "84 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"83 dequantize_per_tensor_default_13" -> "100 add__3" [label="(1, 128, 28, 28)", style=solid]; +"84 dequantize_per_tensor_default_12" -> "90 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; +"85 layer2_1_conv1_weight_bias" -> "90 conv2d_8" [label="(128,)", style=solid]; +"86 conv2d_8_scale_0" -> "89 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"87 conv2d_8_zero_point_0" -> "89 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"88 _frozen_param8" -> "89 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"89 dequantize_per_channel_default_8" -> "90 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; +"90 conv2d_8" -> "91 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"91 relu__7" -> "92 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"92 quantize_per_tensor_default_10" -> "93 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"93 dequantize_per_tensor_default_14" -> "99 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; +"94 layer2_1_conv2_weight_bias" -> "99 conv2d_9" [label="(128,)", style=solid]; +"95 conv2d_9_scale_0" -> "98 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"96 conv2d_9_zero_point_0" -> "98 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"97 _frozen_param9" -> "98 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"98 dequantize_per_channel_default_9" -> "99 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; +"99 conv2d_9" -> "100 add__3" [label="(1, 128, 28, 28)", style=solid]; +"100 add__3" -> "101 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"101 relu__8" -> "102 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"102 quantize_per_tensor_default_11" -> "103 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; +"102 quantize_per_tensor_default_11" -> "104 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; +"103 dequantize_per_tensor_default_16" -> "125 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[label="(1, 256, 14, 14)", style=solid]; +"114 layer3_0_conv2_weight_bias" -> "119 conv2d_11" [label="(256,)", style=solid]; +"115 conv2d_11_scale_0" -> "118 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"116 conv2d_11_zero_point_0" -> "118 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"117 _frozen_param11" -> "118 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"118 dequantize_per_channel_default_11" -> "119 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; +"119 conv2d_11" -> "128 add__4" [label="(1, 256, 14, 14)", style=solid]; +"120 layer3_0_downsample_0_weight_bias" -> "125 conv2d_12" [label="(256,)", style=solid]; +"121 conv2d_12_scale_0" -> "124 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"122 conv2d_12_zero_point_0" -> "124 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"123 _frozen_param12" -> "124 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"124 dequantize_per_channel_default_12" -> "125 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; +"125 conv2d_12" -> "126 quantize_per_tensor_default_13" [label="(1, 256, 14, 14)", style=solid]; +"126 quantize_per_tensor_default_13" -> "127 dequantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"127 dequantize_per_tensor_default_18" -> "128 add__4" [label="(1, 256, 14, 14)", style=solid]; +"128 add__4" -> "129 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"129 relu__10" -> "130 quantize_per_tensor_default_14" [label="(1, 256, 14, 14)", style=solid]; +"130 quantize_per_tensor_default_14" -> "131 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"130 quantize_per_tensor_default_14" -> "132 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"131 dequantize_per_tensor_default_20" -> "148 add__5" [label="(1, 256, 14, 14)", style=solid]; +"132 dequantize_per_tensor_default_19" -> "138 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"133 layer3_1_conv1_weight_bias" -> "138 conv2d_13" [label="(256,)", style=solid]; +"134 conv2d_13_scale_0" -> "137 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"135 conv2d_13_zero_point_0" -> "137 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"136 _frozen_param13" -> "137 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"137 dequantize_per_channel_default_13" -> "138 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"138 conv2d_13" -> "139 relu__11" [label="(1, 256, 14, 14)", style=solid]; +"139 relu__11" -> "140 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"140 quantize_per_tensor_default_15" -> "141 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"141 dequantize_per_tensor_default_21" -> "147 conv2d_14" [label="(1, 256, 14, 14)", style=solid]; +"142 layer3_1_conv2_weight_bias" -> "147 conv2d_14" [label="(256,)", style=solid]; +"143 conv2d_14_scale_0" -> "146 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"144 conv2d_14_zero_point_0" -> "146 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"145 _frozen_param14" -> "146 dequantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; +"146 dequantize_per_channel_default_14" -> "147 conv2d_14" [label="(256, 256, 3, 3)", style=solid]; +"147 conv2d_14" -> "148 add__5" [label="(1, 256, 14, 14)", style=solid]; +"148 add__5" -> "149 relu__12" [label="(1, 256, 14, 14)", style=solid]; +"149 relu__12" -> "150 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; +"150 quantize_per_tensor_default_16" -> "151 dequantize_per_tensor_default_23" [label="(1, 256, 14, 14)", style=solid]; +"150 quantize_per_tensor_default_16" -> "152 dequantize_per_tensor_default_22" [label="(1, 256, 14, 14)", style=solid]; +"151 dequantize_per_tensor_default_23" -> "173 conv2d_17" [label="(1, 256, 14, 14)", style=solid]; +"152 dequantize_per_tensor_default_22" -> "158 conv2d_15" [label="(1, 256, 14, 14)", style=solid]; +"153 layer4_0_conv1_weight_bias" -> "158 conv2d_15" [label="(512,)", style=solid]; +"154 conv2d_15_scale_0" -> "157 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"155 conv2d_15_zero_point_0" -> "157 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"156 _frozen_param15" -> "157 dequantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; +"157 dequantize_per_channel_default_15" -> "158 conv2d_15" [label="(512, 256, 3, 3)", style=solid]; +"158 conv2d_15" -> "159 relu__13" [label="(1, 512, 7, 7)", style=solid]; +"159 relu__13" -> "160 quantize_per_tensor_default_17" [label="(1, 512, 7, 7)", style=solid]; +"160 quantize_per_tensor_default_17" -> "161 dequantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; +"161 dequantize_per_tensor_default_24" -> "167 conv2d_16" [label="(1, 512, 7, 7)", style=solid]; +"162 layer4_0_conv2_weight_bias" -> "167 conv2d_16" [label="(512,)", style=solid]; +"163 conv2d_16_scale_0" -> "166 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"164 conv2d_16_zero_point_0" -> "166 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"165 _frozen_param16" -> "166 dequantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; +"166 dequantize_per_channel_default_16" -> "167 conv2d_16" [label="(512, 512, 3, 3)", style=solid]; +"167 conv2d_16" -> "176 add__6" [label="(1, 512, 7, 7)", style=solid]; +"168 layer4_0_downsample_0_weight_bias" -> "173 conv2d_17" [label="(512,)", style=solid]; +"169 conv2d_17_scale_0" -> "172 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"170 conv2d_17_zero_point_0" -> "172 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"171 _frozen_param17" -> "172 dequantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; +"172 dequantize_per_channel_default_17" -> "173 conv2d_17" [label="(512, 256, 1, 1)", style=solid]; +"173 conv2d_17" -> "174 quantize_per_tensor_default_18" [label="(1, 512, 7, 7)", style=solid]; +"174 quantize_per_tensor_default_18" -> "175 dequantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; +"175 dequantize_per_tensor_default_25" -> "176 add__6" [label="(1, 512, 7, 7)", style=solid]; +"176 add__6" -> "177 relu__14" [label="(1, 512, 7, 7)", style=solid]; +"177 relu__14" -> "178 quantize_per_tensor_default_19" [label="(1, 512, 7, 7)", style=solid]; +"178 quantize_per_tensor_default_19" -> "179 dequantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; +"178 quantize_per_tensor_default_19" -> "180 dequantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; +"179 dequantize_per_tensor_default_27" -> "196 add__7" [label="(1, 512, 7, 7)", style=solid]; +"180 dequantize_per_tensor_default_26" -> "186 conv2d_18" [label="(1, 512, 7, 7)", style=solid]; +"181 layer4_1_conv1_weight_bias" -> "186 conv2d_18" [label="(512,)", style=solid]; +"182 conv2d_18_scale_0" -> "185 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"183 conv2d_18_zero_point_0" -> "185 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"184 _frozen_param18" -> "185 dequantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; +"185 dequantize_per_channel_default_18" -> "186 conv2d_18" [label="(512, 512, 3, 3)", style=solid]; +"186 conv2d_18" -> "187 relu__15" [label="(1, 512, 7, 7)", style=solid]; +"187 relu__15" -> "188 quantize_per_tensor_default_20" [label="(1, 512, 7, 7)", style=solid]; +"188 quantize_per_tensor_default_20" -> "189 dequantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"189 dequantize_per_tensor_default_28" -> "195 conv2d_19" [label="(1, 512, 7, 7)", style=solid]; +"190 layer4_1_conv2_weight_bias" -> "195 conv2d_19" [label="(512,)", style=solid]; +"191 conv2d_19_scale_0" -> "194 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"192 conv2d_19_zero_point_0" -> "194 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"193 _frozen_param19" -> "194 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"194 dequantize_per_channel_default_19" -> "195 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; +"195 conv2d_19" -> "196 add__7" [label="(1, 512, 7, 7)", style=solid]; +"196 add__7" -> "197 relu__16" [label="(1, 512, 7, 7)", style=solid]; +"197 relu__16" -> "198 quantize_per_tensor_default_21" [label="(1, 512, 7, 7)", style=solid]; +"198 quantize_per_tensor_default_21" -> "199 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; +"199 dequantize_per_tensor_default_29" -> "200 adaptive_avg_pool2d" [label="(1, 512, 7, 7)", style=solid]; +"200 adaptive_avg_pool2d" -> "201 quantize_per_tensor_default_22" [label="(1, 512, 1, 1)", style=solid]; +"201 quantize_per_tensor_default_22" -> "202 dequantize_per_tensor_default_30" [label="(1, 512, 1, 1)", style=solid]; +"202 dequantize_per_tensor_default_30" -> "203 flatten" [label="(1, 512, 1, 1)", style=solid]; +"203 flatten" -> "204 quantize_per_tensor_default_23" [label="(1, 512)", style=solid]; +"204 quantize_per_tensor_default_23" -> "205 dequantize_per_tensor_default_31" [label="(1, 512)", style=solid]; +"205 dequantize_per_tensor_default_31" -> "210 linear" [label="(1, 512)", style=solid]; +"206 linear_scale_0" -> "209 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"207 linear_zero_point_0" -> "209 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"208 _frozen_param20" -> "209 dequantize_per_channel_default_20" [label="(1000, 512)", style=solid]; +"209 dequantize_per_channel_default_20" -> "210 linear" [label="(1000, 512)", style=solid]; +"210 linear" -> "211 output" [label="(1, 1000)", style=solid]; +} diff --git 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type=unsqueeze]; +"1675 sub_6" [id=1675, type=sub]; +"1676 ne_6" [id=1676, type=ne]; +"1677 masked_fill_12" [id=1677, type=masked_fill]; +"1678 eq_6" [id=1678, type=eq]; +"1679 masked_fill_13" [id=1679, type=masked_fill]; +"1680 view_74" [id=1680, type=view]; +"1681 unsqueeze_40" [id=1681, type=unsqueeze]; +"1682 unsqueeze_41" [id=1682, type=unsqueeze]; +"1683 add_46" [id=1683, type=add]; +"1684 view_75" [id=1684, type=view]; +"1685 softmax_13" [id=1685, type=softmax]; +"1686 dropout_52" [id=1686, type=dropout]; +"1687 matmul_27" [id=1687, type=matmul]; +"1688 transpose_27" [id=1688, type=transpose]; +"1689 reshape_61" [id=1689, type=reshape]; +"1690 features_5_9_attn_proj_weight_updated_constant0" [id=1690, type=get_attr]; +"1691 reshape_61_0_0_nncf_smooth_quant_0" [id=1691, type=call_module]; +"1692 linear_83" [id=1692, type=linear]; +"1693 dropout_53" [id=1693, type=dropout]; +"1694 view_76" [id=1694, type=view]; +"1695 permute_63" [id=1695, type=permute]; +"1696 reshape_62" [id=1696, type=reshape]; +"1697 roll_13" [id=1697, type=roll]; +"1698 slice_213" [id=1698, type=slice]; +"1699 slice_214" [id=1699, type=slice]; +"1700 slice_215" [id=1700, type=slice]; +"1701 slice_216" [id=1701, type=slice]; +"1702 contiguous_25" [id=1702, type=contiguous]; +"1703 layer_norm_29" [id=1703, type=layer_norm]; +"1704 add_47" [id=1704, type=add]; +"1705 add_47_0_0_nncf_smooth_quant_0" [id=1705, type=call_module]; +"1706 quantize_per_tensor_default_57" [id=1706, type=quantize_per_tensor]; +"1707 dequantize_per_tensor_default_57" [id=1707, type=dequantize_per_tensor]; +"1708 linear_84_scale_0" [id=1708, type=get_attr]; +"1709 linear_84_zero_point_0" [id=1709, type=get_attr]; +"1710 _frozen_param71" [id=1710, type=get_attr]; +"1711 dequantize_per_channel_default_57" [id=1711, type=dequantize_per_channel]; +"1712 linear_84" [id=1712, type=linear]; +"1713 gelu_13" [id=1713, type=gelu]; +"1714 dropout_54" [id=1714, type=dropout]; +"1715 dropout_54_0_0_nncf_smooth_quant_0" [id=1715, type=call_module]; +"1716 quantize_per_tensor_default_58" [id=1716, type=quantize_per_tensor]; +"1717 dequantize_per_tensor_default_58" [id=1717, type=dequantize_per_tensor]; +"1718 linear_85_scale_0" [id=1718, type=get_attr]; +"1719 linear_85_zero_point_0" [id=1719, type=get_attr]; +"1720 _frozen_param72" [id=1720, type=get_attr]; +"1721 dequantize_per_channel_default_58" [id=1721, type=dequantize_per_channel]; +"1722 linear_85" [id=1722, type=linear]; +"1723 dropout_55" [id=1723, type=dropout]; +"1724 layer_norm_30" [id=1724, type=layer_norm]; +"1725 add_48" [id=1725, type=add]; +"1726 _frozen_param73" [id=1726, type=get_attr]; +"1727 dequantize_per_tensor_default_59" [id=1727, type=dequantize_per_tensor]; +"1728 linear_86_scale_0" [id=1728, type=get_attr]; +"1729 linear_86_zero_point_0" [id=1729, type=get_attr]; +"1730 _frozen_param74" [id=1730, type=get_attr]; +"1731 dequantize_per_channel_default_59" [id=1731, type=dequantize_per_channel]; +"1732 linear_86" [id=1732, type=linear]; +"1733 relu__14" [id=1733, type=relu_]; +"1734 relu__14_0_0_nncf_smooth_quant_0" [id=1734, type=call_module]; +"1735 quantize_per_tensor_default_60" [id=1735, type=quantize_per_tensor]; +"1736 dequantize_per_tensor_default_60" [id=1736, type=dequantize_per_tensor]; +"1737 linear_87_scale_0" [id=1737, type=get_attr]; +"1738 linear_87_zero_point_0" [id=1738, type=get_attr]; +"1739 _frozen_param75" [id=1739, type=get_attr]; +"1740 dequantize_per_channel_default_60" [id=1740, type=dequantize_per_channel]; +"1741 linear_87" [id=1741, type=linear]; +"1742 view_77" [id=1742, type=view]; +"1743 index_14" [id=1743, type=index]; +"1744 view_78" [id=1744, type=view]; +"1745 permute_64" [id=1745, type=permute]; +"1746 contiguous_26" [id=1746, type=contiguous]; +"1747 unsqueeze_42" [id=1747, type=unsqueeze]; +"1748 sigmoid_14" [id=1748, type=sigmoid]; +"1749 mul_28" [id=1749, type=mul]; +"1750 pad_16" [id=1750, type=pad]; +"1751 view_79" [id=1751, type=view]; +"1752 permute_65" [id=1752, type=permute]; +"1753 reshape_63" [id=1753, type=reshape]; +"1754 clone_14" [id=1754, type=clone]; +"1755 features_5_10_attn_qkv_weight_updated_constant0" [id=1755, type=get_attr]; +"1756 reshape_63_0_0_nncf_smooth_quant_0" [id=1756, type=call_module]; +"1757 linear_88" [id=1757, type=linear]; +"1758 reshape_64" [id=1758, type=reshape]; +"1759 permute_66" [id=1759, type=permute]; +"1760 select_42" [id=1760, type=select]; +"1761 select_43" [id=1761, type=select]; +"1762 select_44" [id=1762, type=select]; +"1763 linalg_vector_norm_28" [id=1763, type=linalg_vector_norm]; +"1764 clamp_min_28" [id=1764, type=clamp_min]; +"1765 expand_as_28" [id=1765, type=expand_as]; +"1766 div_28" [id=1766, type=div]; +"1767 linalg_vector_norm_29" [id=1767, type=linalg_vector_norm]; +"1768 clamp_min_29" [id=1768, type=clamp_min]; +"1769 expand_as_29" [id=1769, type=expand_as]; +"1770 div_29" [id=1770, type=div]; +"1771 transpose_28" [id=1771, type=transpose]; +"1772 matmul_28" [id=1772, type=matmul]; +"1773 clamp_14" [id=1773, type=clamp]; +"1774 exp_14" [id=1774, type=exp]; +"1775 mul_29" [id=1775, type=mul]; +"1776 add_49" [id=1776, type=add]; +"1777 softmax_14" [id=1777, type=softmax]; +"1778 dropout_56" [id=1778, type=dropout]; +"1779 matmul_29" [id=1779, type=matmul]; +"1780 transpose_29" [id=1780, type=transpose]; +"1781 reshape_65" [id=1781, type=reshape]; +"1782 features_5_10_attn_proj_weight_updated_constant0" [id=1782, type=get_attr]; +"1783 reshape_65_0_0_nncf_smooth_quant_0" [id=1783, type=call_module]; +"1784 linear_89" [id=1784, type=linear]; +"1785 dropout_57" [id=1785, type=dropout]; +"1786 view_80" [id=1786, type=view]; +"1787 permute_67" [id=1787, type=permute]; +"1788 reshape_66" [id=1788, type=reshape]; +"1789 slice_218" [id=1789, type=slice]; +"1790 slice_219" [id=1790, type=slice]; +"1791 slice_220" [id=1791, type=slice]; +"1792 slice_221" [id=1792, type=slice]; +"1793 contiguous_27" [id=1793, type=contiguous]; +"1794 layer_norm_31" [id=1794, type=layer_norm]; +"1795 add_50" [id=1795, type=add]; +"1796 add_50_0_0_nncf_smooth_quant_0" [id=1796, type=call_module]; +"1797 quantize_per_tensor_default_61" [id=1797, type=quantize_per_tensor]; +"1798 dequantize_per_tensor_default_61" [id=1798, type=dequantize_per_tensor]; +"1799 linear_90_scale_0" [id=1799, type=get_attr]; +"1800 linear_90_zero_point_0" [id=1800, type=get_attr]; +"1801 _frozen_param76" [id=1801, type=get_attr]; +"1802 dequantize_per_channel_default_61" [id=1802, type=dequantize_per_channel]; +"1803 linear_90" [id=1803, type=linear]; +"1804 gelu_14" [id=1804, type=gelu]; +"1805 dropout_58" [id=1805, type=dropout]; +"1806 dropout_58_0_0_nncf_smooth_quant_0" [id=1806, type=call_module]; +"1807 quantize_per_tensor_default_62" [id=1807, type=quantize_per_tensor]; +"1808 dequantize_per_tensor_default_62" [id=1808, type=dequantize_per_tensor]; +"1809 linear_91_scale_0" [id=1809, type=get_attr]; +"1810 linear_91_zero_point_0" [id=1810, type=get_attr]; +"1811 _frozen_param77" [id=1811, type=get_attr]; +"1812 dequantize_per_channel_default_62" [id=1812, type=dequantize_per_channel]; +"1813 linear_91" [id=1813, type=linear]; +"1814 dropout_59" [id=1814, type=dropout]; +"1815 layer_norm_32" [id=1815, type=layer_norm]; +"1816 add_51" [id=1816, type=add]; +"1817 _frozen_param78" [id=1817, type=get_attr]; +"1818 dequantize_per_tensor_default_63" [id=1818, type=dequantize_per_tensor]; +"1819 linear_92_scale_0" [id=1819, type=get_attr]; +"1820 linear_92_zero_point_0" [id=1820, type=get_attr]; +"1821 _frozen_param79" [id=1821, type=get_attr]; +"1822 dequantize_per_channel_default_63" [id=1822, type=dequantize_per_channel]; +"1823 linear_92" [id=1823, type=linear]; +"1824 relu__15" [id=1824, type=relu_]; +"1825 relu__15_0_0_nncf_smooth_quant_0" [id=1825, type=call_module]; +"1826 quantize_per_tensor_default_64" [id=1826, type=quantize_per_tensor]; +"1827 dequantize_per_tensor_default_64" [id=1827, type=dequantize_per_tensor]; +"1828 linear_93_scale_0" [id=1828, type=get_attr]; +"1829 linear_93_zero_point_0" [id=1829, type=get_attr]; +"1830 _frozen_param80" [id=1830, type=get_attr]; +"1831 dequantize_per_channel_default_64" [id=1831, type=dequantize_per_channel]; +"1832 linear_93" [id=1832, type=linear]; +"1833 view_81" [id=1833, type=view]; +"1834 index_15" [id=1834, type=index]; +"1835 view_82" [id=1835, type=view]; +"1836 permute_68" [id=1836, type=permute]; +"1837 contiguous_28" [id=1837, type=contiguous]; +"1838 unsqueeze_43" [id=1838, type=unsqueeze]; +"1839 sigmoid_15" [id=1839, type=sigmoid]; +"1840 mul_30" [id=1840, type=mul]; +"1841 pad_17" [id=1841, type=pad]; +"1842 roll_14" [id=1842, type=roll]; +"1843 view_83" [id=1843, type=view]; +"1844 permute_69" [id=1844, type=permute]; +"1845 reshape_67" [id=1845, type=reshape]; +"1846 clone_15" [id=1846, type=clone]; +"1847 features_5_11_attn_qkv_weight_updated_constant0" [id=1847, type=get_attr]; +"1848 reshape_67_0_0_nncf_smooth_quant_0" [id=1848, type=call_module]; +"1849 linear_94" [id=1849, type=linear]; +"1850 reshape_68" [id=1850, type=reshape]; +"1851 permute_70" [id=1851, type=permute]; +"1852 select_45" [id=1852, type=select]; +"1853 select_46" [id=1853, type=select]; +"1854 select_47" [id=1854, type=select]; +"1855 linalg_vector_norm_30" [id=1855, type=linalg_vector_norm]; +"1856 clamp_min_30" [id=1856, type=clamp_min]; +"1857 expand_as_30" [id=1857, type=expand_as]; +"1858 div_30" [id=1858, type=div]; +"1859 linalg_vector_norm_31" [id=1859, type=linalg_vector_norm]; +"1860 clamp_min_31" [id=1860, type=clamp_min]; +"1861 expand_as_31" [id=1861, type=expand_as]; +"1862 div_31" [id=1862, type=div]; +"1863 transpose_30" [id=1863, type=transpose]; +"1864 matmul_30" [id=1864, type=matmul]; +"1865 clamp_15" [id=1865, type=clamp]; +"1866 exp_15" [id=1866, type=exp]; +"1867 mul_31" [id=1867, type=mul]; +"1868 add_52" [id=1868, type=add]; +"1869 new_zeros_7" [id=1869, type=new_zeros]; +"1870 view_84" [id=1870, type=view]; +"1871 permute_71" [id=1871, type=permute]; +"1872 reshape_69" [id=1872, type=reshape]; +"1873 unsqueeze_44" [id=1873, type=unsqueeze]; +"1874 unsqueeze_45" [id=1874, type=unsqueeze]; +"1875 sub_7" [id=1875, type=sub]; +"1876 ne_7" [id=1876, type=ne]; +"1877 masked_fill_14" [id=1877, type=masked_fill]; +"1878 eq_7" [id=1878, type=eq]; +"1879 masked_fill_15" [id=1879, type=masked_fill]; +"1880 view_85" [id=1880, type=view]; +"1881 unsqueeze_46" [id=1881, type=unsqueeze]; +"1882 unsqueeze_47" [id=1882, type=unsqueeze]; +"1883 add_53" [id=1883, type=add]; +"1884 view_86" [id=1884, type=view]; +"1885 softmax_15" [id=1885, type=softmax]; +"1886 dropout_60" [id=1886, type=dropout]; +"1887 matmul_31" [id=1887, type=matmul]; +"1888 transpose_31" [id=1888, type=transpose]; +"1889 reshape_70" [id=1889, type=reshape]; +"1890 features_5_11_attn_proj_weight_updated_constant0" [id=1890, type=get_attr]; +"1891 reshape_70_0_0_nncf_smooth_quant_0" [id=1891, type=call_module]; +"1892 linear_95" [id=1892, type=linear]; +"1893 dropout_61" [id=1893, type=dropout]; +"1894 view_87" [id=1894, type=view]; +"1895 permute_72" [id=1895, type=permute]; +"1896 reshape_71" [id=1896, type=reshape]; +"1897 roll_15" [id=1897, type=roll]; +"1898 slice_241" [id=1898, type=slice]; +"1899 slice_242" [id=1899, type=slice]; +"1900 slice_243" [id=1900, type=slice]; +"1901 slice_244" [id=1901, type=slice]; +"1902 contiguous_29" [id=1902, type=contiguous]; +"1903 layer_norm_33" [id=1903, type=layer_norm]; +"1904 add_54" [id=1904, type=add]; +"1905 add_54_0_0_nncf_smooth_quant_0" [id=1905, type=call_module]; +"1906 quantize_per_tensor_default_65" [id=1906, type=quantize_per_tensor]; +"1907 dequantize_per_tensor_default_65" [id=1907, type=dequantize_per_tensor]; +"1908 linear_96_scale_0" [id=1908, type=get_attr]; +"1909 linear_96_zero_point_0" [id=1909, type=get_attr]; +"1910 _frozen_param81" [id=1910, type=get_attr]; +"1911 dequantize_per_channel_default_65" [id=1911, type=dequantize_per_channel]; +"1912 linear_96" [id=1912, type=linear]; +"1913 gelu_15" [id=1913, type=gelu]; +"1914 dropout_62" [id=1914, type=dropout]; +"1915 dropout_62_0_0_nncf_smooth_quant_0" [id=1915, type=call_module]; +"1916 quantize_per_tensor_default_66" [id=1916, type=quantize_per_tensor]; +"1917 dequantize_per_tensor_default_66" [id=1917, type=dequantize_per_tensor]; +"1918 linear_97_scale_0" [id=1918, type=get_attr]; +"1919 linear_97_zero_point_0" [id=1919, type=get_attr]; +"1920 _frozen_param82" [id=1920, type=get_attr]; +"1921 dequantize_per_channel_default_66" [id=1921, type=dequantize_per_channel]; +"1922 linear_97" [id=1922, type=linear]; +"1923 dropout_63" [id=1923, type=dropout]; +"1924 layer_norm_34" [id=1924, type=layer_norm]; +"1925 add_55" [id=1925, type=add]; +"1926 _frozen_param83" [id=1926, type=get_attr]; +"1927 dequantize_per_tensor_default_67" [id=1927, type=dequantize_per_tensor]; +"1928 linear_98_scale_0" [id=1928, type=get_attr]; +"1929 linear_98_zero_point_0" [id=1929, type=get_attr]; +"1930 _frozen_param84" [id=1930, type=get_attr]; +"1931 dequantize_per_channel_default_67" [id=1931, type=dequantize_per_channel]; +"1932 linear_98" [id=1932, type=linear]; +"1933 relu__16" [id=1933, type=relu_]; +"1934 relu__16_0_0_nncf_smooth_quant_0" [id=1934, type=call_module]; +"1935 quantize_per_tensor_default_68" [id=1935, type=quantize_per_tensor]; +"1936 dequantize_per_tensor_default_68" [id=1936, type=dequantize_per_tensor]; +"1937 linear_99_scale_0" [id=1937, type=get_attr]; +"1938 linear_99_zero_point_0" [id=1938, type=get_attr]; +"1939 _frozen_param85" [id=1939, type=get_attr]; +"1940 dequantize_per_channel_default_68" [id=1940, type=dequantize_per_channel]; +"1941 linear_99" [id=1941, type=linear]; +"1942 view_88" [id=1942, type=view]; +"1943 index_16" [id=1943, type=index]; +"1944 view_89" [id=1944, type=view]; +"1945 permute_73" [id=1945, type=permute]; +"1946 contiguous_30" [id=1946, type=contiguous]; +"1947 unsqueeze_48" [id=1947, type=unsqueeze]; +"1948 sigmoid_16" [id=1948, type=sigmoid]; +"1949 mul_32" [id=1949, type=mul]; +"1950 pad_18" [id=1950, type=pad]; +"1951 view_90" [id=1951, type=view]; +"1952 permute_74" [id=1952, type=permute]; +"1953 reshape_72" [id=1953, type=reshape]; +"1954 clone_16" [id=1954, type=clone]; +"1955 features_5_12_attn_qkv_weight_updated_constant0" [id=1955, type=get_attr]; +"1956 reshape_72_0_0_nncf_smooth_quant_0" [id=1956, type=call_module]; +"1957 linear_100" [id=1957, type=linear]; +"1958 reshape_73" [id=1958, type=reshape]; +"1959 permute_75" [id=1959, type=permute]; +"1960 select_48" [id=1960, type=select]; +"1961 select_49" [id=1961, type=select]; +"1962 select_50" [id=1962, type=select]; +"1963 linalg_vector_norm_32" [id=1963, type=linalg_vector_norm]; +"1964 clamp_min_32" [id=1964, type=clamp_min]; +"1965 expand_as_32" [id=1965, type=expand_as]; +"1966 div_32" [id=1966, type=div]; +"1967 linalg_vector_norm_33" [id=1967, type=linalg_vector_norm]; +"1968 clamp_min_33" [id=1968, type=clamp_min]; +"1969 expand_as_33" [id=1969, type=expand_as]; +"1970 div_33" [id=1970, type=div]; +"1971 transpose_32" [id=1971, type=transpose]; +"1972 matmul_32" [id=1972, type=matmul]; +"1973 clamp_16" [id=1973, type=clamp]; +"1974 exp_16" [id=1974, type=exp]; +"1975 mul_33" [id=1975, type=mul]; +"1976 add_56" [id=1976, type=add]; +"1977 softmax_16" [id=1977, type=softmax]; +"1978 dropout_64" [id=1978, type=dropout]; +"1979 matmul_33" [id=1979, type=matmul]; +"1980 transpose_33" [id=1980, type=transpose]; +"1981 reshape_74" [id=1981, type=reshape]; +"1982 features_5_12_attn_proj_weight_updated_constant0" [id=1982, type=get_attr]; +"1983 reshape_74_0_0_nncf_smooth_quant_0" [id=1983, type=call_module]; +"1984 linear_101" [id=1984, type=linear]; +"1985 dropout_65" [id=1985, type=dropout]; +"1986 view_91" [id=1986, type=view]; +"1987 permute_76" [id=1987, type=permute]; +"1988 reshape_75" [id=1988, type=reshape]; +"1989 slice_246" [id=1989, type=slice]; +"1990 slice_247" [id=1990, type=slice]; +"1991 slice_248" [id=1991, type=slice]; +"1992 slice_249" [id=1992, type=slice]; +"1993 contiguous_31" [id=1993, type=contiguous]; +"1994 layer_norm_35" [id=1994, type=layer_norm]; +"1995 add_57" [id=1995, type=add]; +"1996 add_57_0_0_nncf_smooth_quant_0" [id=1996, type=call_module]; +"1997 quantize_per_tensor_default_69" [id=1997, type=quantize_per_tensor]; +"1998 dequantize_per_tensor_default_69" [id=1998, type=dequantize_per_tensor]; +"1999 linear_102_scale_0" [id=1999, type=get_attr]; +"2000 linear_102_zero_point_0" [id=2000, type=get_attr]; +"2001 _frozen_param86" [id=2001, type=get_attr]; +"2002 dequantize_per_channel_default_69" [id=2002, type=dequantize_per_channel]; +"2003 linear_102" [id=2003, type=linear]; +"2004 gelu_16" [id=2004, type=gelu]; +"2005 dropout_66" [id=2005, type=dropout]; +"2006 dropout_66_0_0_nncf_smooth_quant_0" [id=2006, type=call_module]; +"2007 quantize_per_tensor_default_70" [id=2007, type=quantize_per_tensor]; +"2008 dequantize_per_tensor_default_70" [id=2008, type=dequantize_per_tensor]; +"2009 linear_103_scale_0" [id=2009, type=get_attr]; +"2010 linear_103_zero_point_0" [id=2010, type=get_attr]; +"2011 _frozen_param87" [id=2011, type=get_attr]; +"2012 dequantize_per_channel_default_70" [id=2012, type=dequantize_per_channel]; +"2013 linear_103" [id=2013, type=linear]; +"2014 dropout_67" [id=2014, type=dropout]; +"2015 layer_norm_36" [id=2015, type=layer_norm]; +"2016 add_58" [id=2016, type=add]; +"2017 _frozen_param88" [id=2017, type=get_attr]; +"2018 dequantize_per_tensor_default_71" [id=2018, type=dequantize_per_tensor]; +"2019 linear_104_scale_0" [id=2019, type=get_attr]; +"2020 linear_104_zero_point_0" [id=2020, type=get_attr]; +"2021 _frozen_param89" [id=2021, type=get_attr]; +"2022 dequantize_per_channel_default_71" [id=2022, type=dequantize_per_channel]; +"2023 linear_104" [id=2023, type=linear]; +"2024 relu__17" [id=2024, type=relu_]; +"2025 relu__17_0_0_nncf_smooth_quant_0" [id=2025, type=call_module]; +"2026 quantize_per_tensor_default_72" [id=2026, type=quantize_per_tensor]; +"2027 dequantize_per_tensor_default_72" [id=2027, type=dequantize_per_tensor]; +"2028 linear_105_scale_0" [id=2028, type=get_attr]; +"2029 linear_105_zero_point_0" [id=2029, type=get_attr]; +"2030 _frozen_param90" [id=2030, type=get_attr]; +"2031 dequantize_per_channel_default_72" [id=2031, type=dequantize_per_channel]; +"2032 linear_105" [id=2032, type=linear]; +"2033 view_92" [id=2033, type=view]; +"2034 index_17" [id=2034, type=index]; +"2035 view_93" [id=2035, type=view]; +"2036 permute_77" [id=2036, type=permute]; +"2037 contiguous_32" [id=2037, type=contiguous]; +"2038 unsqueeze_49" [id=2038, type=unsqueeze]; +"2039 sigmoid_17" [id=2039, type=sigmoid]; +"2040 mul_34" [id=2040, type=mul]; +"2041 pad_19" [id=2041, type=pad]; +"2042 roll_16" [id=2042, type=roll]; +"2043 view_94" [id=2043, type=view]; +"2044 permute_78" [id=2044, type=permute]; +"2045 reshape_76" [id=2045, type=reshape]; +"2046 clone_17" [id=2046, type=clone]; +"2047 features_5_13_attn_qkv_weight_updated_constant0" [id=2047, type=get_attr]; +"2048 reshape_76_0_0_nncf_smooth_quant_0" [id=2048, type=call_module]; +"2049 linear_106" [id=2049, type=linear]; +"2050 reshape_77" [id=2050, type=reshape]; +"2051 permute_79" [id=2051, type=permute]; +"2052 select_51" [id=2052, type=select]; +"2053 select_52" [id=2053, type=select]; +"2054 select_53" [id=2054, type=select]; +"2055 linalg_vector_norm_34" [id=2055, type=linalg_vector_norm]; +"2056 clamp_min_34" [id=2056, type=clamp_min]; +"2057 expand_as_34" [id=2057, type=expand_as]; +"2058 div_34" [id=2058, type=div]; +"2059 linalg_vector_norm_35" [id=2059, type=linalg_vector_norm]; +"2060 clamp_min_35" [id=2060, type=clamp_min]; +"2061 expand_as_35" [id=2061, type=expand_as]; +"2062 div_35" [id=2062, type=div]; +"2063 transpose_34" [id=2063, type=transpose]; +"2064 matmul_34" [id=2064, type=matmul]; +"2065 clamp_17" [id=2065, type=clamp]; +"2066 exp_17" [id=2066, type=exp]; +"2067 mul_35" [id=2067, type=mul]; +"2068 add_59" [id=2068, type=add]; +"2069 new_zeros_8" [id=2069, type=new_zeros]; +"2070 view_95" [id=2070, type=view]; +"2071 permute_80" [id=2071, type=permute]; +"2072 reshape_78" [id=2072, type=reshape]; +"2073 unsqueeze_50" [id=2073, type=unsqueeze]; +"2074 unsqueeze_51" [id=2074, type=unsqueeze]; +"2075 sub_8" [id=2075, type=sub]; +"2076 ne_8" [id=2076, type=ne]; +"2077 masked_fill_16" [id=2077, type=masked_fill]; +"2078 eq_8" [id=2078, type=eq]; +"2079 masked_fill_17" [id=2079, type=masked_fill]; +"2080 view_96" [id=2080, type=view]; +"2081 unsqueeze_52" [id=2081, type=unsqueeze]; +"2082 unsqueeze_53" [id=2082, type=unsqueeze]; +"2083 add_60" [id=2083, type=add]; +"2084 view_97" [id=2084, type=view]; +"2085 softmax_17" [id=2085, type=softmax]; +"2086 dropout_68" [id=2086, type=dropout]; +"2087 matmul_35" [id=2087, type=matmul]; +"2088 transpose_35" [id=2088, type=transpose]; +"2089 reshape_79" [id=2089, type=reshape]; +"2090 features_5_13_attn_proj_weight_updated_constant0" [id=2090, type=get_attr]; +"2091 reshape_79_0_0_nncf_smooth_quant_0" [id=2091, type=call_module]; +"2092 linear_107" [id=2092, type=linear]; +"2093 dropout_69" [id=2093, type=dropout]; +"2094 view_98" [id=2094, type=view]; +"2095 permute_81" [id=2095, type=permute]; +"2096 reshape_80" [id=2096, type=reshape]; +"2097 roll_17" [id=2097, type=roll]; +"2098 slice_269" [id=2098, type=slice]; +"2099 slice_270" [id=2099, type=slice]; +"2100 slice_271" [id=2100, type=slice]; +"2101 slice_272" [id=2101, type=slice]; +"2102 contiguous_33" [id=2102, type=contiguous]; +"2103 layer_norm_37" [id=2103, type=layer_norm]; +"2104 add_61" [id=2104, type=add]; +"2105 add_61_0_0_nncf_smooth_quant_0" [id=2105, type=call_module]; +"2106 quantize_per_tensor_default_73" [id=2106, type=quantize_per_tensor]; +"2107 dequantize_per_tensor_default_73" [id=2107, type=dequantize_per_tensor]; +"2108 linear_108_scale_0" [id=2108, type=get_attr]; +"2109 linear_108_zero_point_0" [id=2109, type=get_attr]; +"2110 _frozen_param91" [id=2110, type=get_attr]; +"2111 dequantize_per_channel_default_73" [id=2111, type=dequantize_per_channel]; +"2112 linear_108" [id=2112, type=linear]; +"2113 gelu_17" [id=2113, type=gelu]; +"2114 dropout_70" [id=2114, type=dropout]; +"2115 dropout_70_0_0_nncf_smooth_quant_0" [id=2115, type=call_module]; +"2116 quantize_per_tensor_default_74" [id=2116, type=quantize_per_tensor]; +"2117 dequantize_per_tensor_default_74" [id=2117, type=dequantize_per_tensor]; +"2118 linear_109_scale_0" [id=2118, type=get_attr]; +"2119 linear_109_zero_point_0" [id=2119, type=get_attr]; +"2120 _frozen_param92" [id=2120, type=get_attr]; +"2121 dequantize_per_channel_default_74" [id=2121, type=dequantize_per_channel]; +"2122 linear_109" [id=2122, type=linear]; +"2123 dropout_71" [id=2123, type=dropout]; +"2124 layer_norm_38" [id=2124, type=layer_norm]; +"2125 add_62" [id=2125, type=add]; +"2126 _frozen_param93" [id=2126, type=get_attr]; +"2127 dequantize_per_tensor_default_75" [id=2127, type=dequantize_per_tensor]; +"2128 linear_110_scale_0" [id=2128, type=get_attr]; +"2129 linear_110_zero_point_0" [id=2129, type=get_attr]; +"2130 _frozen_param94" [id=2130, type=get_attr]; +"2131 dequantize_per_channel_default_75" [id=2131, type=dequantize_per_channel]; +"2132 linear_110" [id=2132, type=linear]; +"2133 relu__18" [id=2133, type=relu_]; +"2134 relu__18_0_0_nncf_smooth_quant_0" [id=2134, type=call_module]; +"2135 quantize_per_tensor_default_76" [id=2135, type=quantize_per_tensor]; +"2136 dequantize_per_tensor_default_76" [id=2136, type=dequantize_per_tensor]; +"2137 linear_111_scale_0" [id=2137, type=get_attr]; +"2138 linear_111_zero_point_0" [id=2138, type=get_attr]; +"2139 _frozen_param95" [id=2139, type=get_attr]; +"2140 dequantize_per_channel_default_76" [id=2140, type=dequantize_per_channel]; +"2141 linear_111" [id=2141, type=linear]; +"2142 view_99" [id=2142, type=view]; +"2143 index_18" [id=2143, type=index]; +"2144 view_100" [id=2144, type=view]; +"2145 permute_82" [id=2145, type=permute]; +"2146 contiguous_34" [id=2146, type=contiguous]; +"2147 unsqueeze_54" [id=2147, type=unsqueeze]; +"2148 sigmoid_18" [id=2148, type=sigmoid]; +"2149 mul_36" [id=2149, type=mul]; +"2150 pad_20" [id=2150, type=pad]; +"2151 view_101" [id=2151, type=view]; +"2152 permute_83" [id=2152, type=permute]; +"2153 reshape_81" [id=2153, type=reshape]; +"2154 clone_18" [id=2154, type=clone]; +"2155 features_5_14_attn_qkv_weight_updated_constant0" [id=2155, type=get_attr]; +"2156 reshape_81_0_0_nncf_smooth_quant_0" [id=2156, type=call_module]; +"2157 linear_112" [id=2157, type=linear]; +"2158 reshape_82" [id=2158, type=reshape]; +"2159 permute_84" [id=2159, type=permute]; +"2160 select_54" [id=2160, type=select]; +"2161 select_55" [id=2161, type=select]; +"2162 select_56" [id=2162, type=select]; +"2163 linalg_vector_norm_36" [id=2163, type=linalg_vector_norm]; +"2164 clamp_min_36" [id=2164, type=clamp_min]; +"2165 expand_as_36" [id=2165, type=expand_as]; +"2166 div_36" [id=2166, type=div]; +"2167 linalg_vector_norm_37" [id=2167, type=linalg_vector_norm]; +"2168 clamp_min_37" [id=2168, type=clamp_min]; +"2169 expand_as_37" [id=2169, type=expand_as]; +"2170 div_37" [id=2170, type=div]; +"2171 transpose_36" [id=2171, type=transpose]; +"2172 matmul_36" [id=2172, type=matmul]; +"2173 clamp_18" [id=2173, type=clamp]; +"2174 exp_18" [id=2174, type=exp]; +"2175 mul_37" [id=2175, type=mul]; +"2176 add_63" [id=2176, type=add]; +"2177 softmax_18" [id=2177, type=softmax]; +"2178 dropout_72" [id=2178, type=dropout]; +"2179 matmul_37" [id=2179, type=matmul]; +"2180 transpose_37" [id=2180, type=transpose]; +"2181 reshape_83" [id=2181, type=reshape]; +"2182 features_5_14_attn_proj_weight_updated_constant0" [id=2182, type=get_attr]; +"2183 reshape_83_0_0_nncf_smooth_quant_0" [id=2183, type=call_module]; +"2184 linear_113" [id=2184, type=linear]; +"2185 dropout_73" [id=2185, type=dropout]; 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dequantize_per_channel_default_95" [id=2635, type=dequantize_per_channel]; +"2636 linear_140" [id=2636, type=linear]; +"2637 dropout_91" [id=2637, type=dropout]; +"2638 layer_norm_49" [id=2638, type=layer_norm]; +"2639 add_79" [id=2639, type=add]; +"2640 _frozen_param119" [id=2640, type=get_attr]; +"2641 dequantize_per_tensor_default_96" [id=2641, type=dequantize_per_tensor]; +"2642 linear_141_scale_0" [id=2642, type=get_attr]; +"2643 linear_141_zero_point_0" [id=2643, type=get_attr]; +"2644 _frozen_param120" [id=2644, type=get_attr]; +"2645 dequantize_per_channel_default_96" [id=2645, type=dequantize_per_channel]; +"2646 linear_141" [id=2646, type=linear]; +"2647 relu__23" [id=2647, type=relu_]; +"2648 relu__23_0_0_nncf_smooth_quant_0" [id=2648, type=call_module]; +"2649 quantize_per_tensor_default_97" [id=2649, type=quantize_per_tensor]; +"2650 dequantize_per_tensor_default_97" [id=2650, type=dequantize_per_tensor]; +"2651 linear_142_scale_0" [id=2651, type=get_attr]; +"2652 linear_142_zero_point_0" [id=2652, type=get_attr]; +"2653 _frozen_param121" [id=2653, type=get_attr]; +"2654 dequantize_per_channel_default_97" [id=2654, type=dequantize_per_channel]; +"2655 linear_142" [id=2655, type=linear]; +"2656 view_125" [id=2656, type=view]; +"2657 index_23" [id=2657, type=index]; +"2658 view_126" [id=2658, type=view]; +"2659 permute_104" [id=2659, type=permute]; +"2660 contiguous_44" [id=2660, type=contiguous]; +"2661 unsqueeze_67" [id=2661, type=unsqueeze]; +"2662 sigmoid_23" [id=2662, type=sigmoid]; +"2663 mul_46" [id=2663, type=mul]; +"2664 pad_26" [id=2664, type=pad]; +"2665 view_127" [id=2665, type=view]; +"2666 permute_105" [id=2666, type=permute]; +"2667 reshape_103" [id=2667, type=reshape]; +"2668 clone_23" [id=2668, type=clone]; +"2669 features_7_1_attn_qkv_weight_updated_constant0" [id=2669, type=get_attr]; +"2670 reshape_103_0_0_nncf_smooth_quant_0" [id=2670, type=call_module]; +"2671 linear_143" [id=2671, type=linear]; +"2672 reshape_104" [id=2672, 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linear_145_zero_point_0" [id=2714, type=get_attr]; +"2715 _frozen_param122" [id=2715, type=get_attr]; +"2716 dequantize_per_channel_default_98" [id=2716, type=dequantize_per_channel]; +"2717 linear_145" [id=2717, type=linear]; +"2718 gelu_23" [id=2718, type=gelu]; +"2719 dropout_94" [id=2719, type=dropout]; +"2720 dropout_94_0_0_nncf_smooth_quant_0" [id=2720, type=call_module]; +"2721 quantize_per_tensor_default_99" [id=2721, type=quantize_per_tensor]; +"2722 dequantize_per_tensor_default_99" [id=2722, type=dequantize_per_tensor]; +"2723 linear_146_scale_0" [id=2723, type=get_attr]; +"2724 linear_146_zero_point_0" [id=2724, type=get_attr]; +"2725 _frozen_param123" [id=2725, type=get_attr]; +"2726 dequantize_per_channel_default_99" [id=2726, type=dequantize_per_channel]; +"2727 linear_146" [id=2727, type=linear]; +"2728 dropout_95" [id=2728, type=dropout]; +"2729 layer_norm_51" [id=2729, type=layer_norm]; +"2730 add_82" [id=2730, type=add]; +"2731 layer_norm_52" [id=2731, type=layer_norm]; +"2732 permute_108" [id=2732, type=permute]; +"2733 adaptive_avg_pool2d" [id=2733, type=adaptive_avg_pool2d]; +"2734 flatten" [id=2734, type=flatten]; +"2735 flatten_0_0_nncf_smooth_quant_0" [id=2735, type=call_module]; +"2736 quantize_per_tensor_default_100" [id=2736, type=quantize_per_tensor]; +"2737 dequantize_per_tensor_default_100" [id=2737, type=dequantize_per_tensor]; +"2738 linear_147_scale_0" [id=2738, type=get_attr]; +"2739 linear_147_zero_point_0" [id=2739, type=get_attr]; +"2740 _frozen_param124" [id=2740, type=get_attr]; +"2741 dequantize_per_channel_default_100" [id=2741, type=dequantize_per_channel]; +"2742 linear_147" [id=2742, type=linear]; +"2743 output" [id=2743, type=output]; +"0 features_1_0_attn_qkv_bias" -> "314 clone" [label="(288,)", style=solid]; +"1 features_1_0_attn_proj_bias" -> "344 linear_3" [label="(96,)", style=solid]; +"2 features_1_0_attn_logit_scale" -> "333 clamp" [label="(3, 1, 1)", style=solid]; +"3 features_1_1_attn_qkv_bias" -> 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-> "846 clone_5" [label="(1152,)", style=solid]; +"16 features_5_1_attn_proj_bias" -> "892 linear_35" [label="(384,)", style=solid]; +"17 features_5_1_attn_logit_scale" -> "865 clamp_5" [label="(12, 1, 1)", style=solid]; +"18 features_5_2_attn_qkv_bias" -> "954 clone_6" [label="(1152,)", style=solid]; +"19 features_5_2_attn_proj_bias" -> "984 linear_41" [label="(384,)", style=solid]; +"20 features_5_2_attn_logit_scale" -> "973 clamp_6" [label="(12, 1, 1)", style=solid]; +"21 features_5_3_attn_qkv_bias" -> "1046 clone_7" [label="(1152,)", style=solid]; +"22 features_5_3_attn_proj_bias" -> "1092 linear_47" [label="(384,)", style=solid]; +"23 features_5_3_attn_logit_scale" -> "1065 clamp_7" [label="(12, 1, 1)", style=solid]; +"24 features_5_4_attn_qkv_bias" -> "1154 clone_8" [label="(1152,)", style=solid]; +"25 features_5_4_attn_proj_bias" -> "1184 linear_53" [label="(384,)", style=solid]; +"26 features_5_4_attn_logit_scale" -> "1173 clamp_8" [label="(12, 1, 1)", style=solid]; +"27 features_5_5_attn_qkv_bias" -> "1246 clone_9" [label="(1152,)", style=solid]; +"28 features_5_5_attn_proj_bias" -> "1292 linear_59" [label="(384,)", style=solid]; +"29 features_5_5_attn_logit_scale" -> "1265 clamp_9" [label="(12, 1, 1)", style=solid]; +"30 features_5_6_attn_qkv_bias" -> "1354 clone_10" [label="(1152,)", style=solid]; +"31 features_5_6_attn_proj_bias" -> "1384 linear_65" [label="(384,)", style=solid]; +"32 features_5_6_attn_logit_scale" -> "1373 clamp_10" [label="(12, 1, 1)", style=solid]; +"33 features_5_7_attn_qkv_bias" -> "1446 clone_11" [label="(1152,)", style=solid]; +"34 features_5_7_attn_proj_bias" -> "1492 linear_71" [label="(384,)", style=solid]; +"35 features_5_7_attn_logit_scale" -> "1465 clamp_11" [label="(12, 1, 1)", style=solid]; +"36 features_5_8_attn_qkv_bias" -> "1554 clone_12" [label="(1152,)", style=solid]; +"37 features_5_8_attn_proj_bias" -> "1584 linear_77" [label="(384,)", style=solid]; +"38 features_5_8_attn_logit_scale" -> "1573 clamp_12" [label="(12, 1, 1)", style=solid]; +"39 features_5_9_attn_qkv_bias" -> "1646 clone_13" [label="(1152,)", style=solid]; +"40 features_5_9_attn_proj_bias" -> "1692 linear_83" [label="(384,)", style=solid]; +"41 features_5_9_attn_logit_scale" -> "1665 clamp_13" [label="(12, 1, 1)", style=solid]; +"42 features_5_10_attn_qkv_bias" -> "1754 clone_14" [label="(1152,)", style=solid]; +"43 features_5_10_attn_proj_bias" -> "1784 linear_89" [label="(384,)", style=solid]; +"44 features_5_10_attn_logit_scale" -> "1773 clamp_14" [label="(12, 1, 1)", style=solid]; +"45 features_5_11_attn_qkv_bias" -> "1846 clone_15" [label="(1152,)", style=solid]; +"46 features_5_11_attn_proj_bias" -> "1892 linear_95" [label="(384,)", style=solid]; +"47 features_5_11_attn_logit_scale" -> "1865 clamp_15" [label="(12, 1, 1)", style=solid]; +"48 features_5_12_attn_qkv_bias" -> "1954 clone_16" [label="(1152,)", style=solid]; +"49 features_5_12_attn_proj_bias" -> "1984 linear_101" [label="(384,)", style=solid]; +"50 features_5_12_attn_logit_scale" -> "1973 clamp_16" [label="(12, 1, 1)", style=solid]; +"51 features_5_13_attn_qkv_bias" -> "2046 clone_17" [label="(1152,)", style=solid]; +"52 features_5_13_attn_proj_bias" -> "2092 linear_107" [label="(384,)", style=solid]; +"53 features_5_13_attn_logit_scale" -> "2065 clamp_17" [label="(12, 1, 1)", style=solid]; +"54 features_5_14_attn_qkv_bias" -> "2154 clone_18" [label="(1152,)", style=solid]; +"55 features_5_14_attn_proj_bias" -> "2184 linear_113" [label="(384,)", style=solid]; +"56 features_5_14_attn_logit_scale" -> "2173 clamp_18" [label="(12, 1, 1)", style=solid]; +"57 features_5_15_attn_qkv_bias" -> "2246 clone_19" [label="(1152,)", style=solid]; +"58 features_5_15_attn_proj_bias" -> "2292 linear_119" [label="(384,)", style=solid]; +"59 features_5_15_attn_logit_scale" -> "2265 clamp_19" [label="(12, 1, 1)", style=solid]; +"60 features_5_16_attn_qkv_bias" -> "2354 clone_20" [label="(1152,)", style=solid]; +"61 features_5_16_attn_proj_bias" -> "2384 linear_125" [label="(384,)", style=solid]; +"62 features_5_16_attn_logit_scale" -> "2373 clamp_20" [label="(12, 1, 1)", style=solid]; +"63 features_5_17_attn_qkv_bias" -> "2446 clone_21" [label="(1152,)", style=solid]; +"64 features_5_17_attn_proj_bias" -> "2492 linear_131" [label="(384,)", style=solid]; +"65 features_5_17_attn_logit_scale" -> "2465 clamp_21" [label="(12, 1, 1)", style=solid]; +"66 features_7_0_attn_qkv_bias" -> "2577 clone_22" [label="(2304,)", style=solid]; +"67 features_7_0_attn_proj_bias" -> "2607 linear_138" [label="(768,)", style=solid]; +"68 features_7_0_attn_logit_scale" -> "2596 clamp_22" [label="(24, 1, 1)", style=solid]; +"69 features_7_1_attn_qkv_bias" -> "2668 clone_23" [label="(2304,)", style=solid]; +"70 features_7_1_attn_proj_bias" -> "2698 linear_144" [label="(768,)", style=solid]; +"71 features_7_1_attn_logit_scale" -> "2687 clamp_23" [label="(24, 1, 1)", style=solid]; +"72 features_0_0_bias" -> "283 conv2d" [label="(96,)", style=solid]; +"73 features_0_2_weight" -> "285 layer_norm" [label="(96,)", style=solid]; +"74 features_0_2_bias" -> "285 layer_norm" [label="(96,)", style=solid]; +"75 features_1_0_attn_cpb_mlp_0_bias" -> "292 linear" [label="(512,)", style=solid]; +"76 features_1_0_norm1_weight" -> "351 layer_norm_1" [label="(96,)", style=solid]; +"77 features_1_0_norm1_bias" -> "351 layer_norm_1" [label="(96,)", style=solid]; +"78 features_1_0_mlp_0_bias" -> "360 linear_4" [label="(384,)", style=solid]; +"79 features_1_0_mlp_3_bias" -> "370 linear_5" [label="(96,)", style=solid]; +"80 features_1_0_norm2_weight" -> "372 layer_norm_2" [label="(96,)", style=solid]; +"81 features_1_0_norm2_bias" -> "372 layer_norm_2" [label="(96,)", style=solid]; +"82 features_1_1_attn_cpb_mlp_0_bias" -> "380 linear_6" [label="(512,)", style=solid]; +"83 features_1_1_norm1_weight" -> "457 layer_norm_3" [label="(96,)", style=solid]; +"84 features_1_1_norm1_bias" -> "457 layer_norm_3" [label="(96,)", style=solid]; +"85 features_1_1_mlp_0_bias" -> "466 linear_10" [label="(384,)", style=solid]; +"86 features_1_1_mlp_3_bias" -> "476 linear_11" [label="(96,)", style=solid]; +"87 features_1_1_norm2_weight" -> "478 layer_norm_4" [label="(96,)", style=solid]; +"88 features_1_1_norm2_bias" -> "478 layer_norm_4" [label="(96,)", style=solid]; +"89 features_2_norm_weight" -> "502 layer_norm_5" [label="(192,)", style=solid]; +"90 features_2_norm_bias" -> "502 layer_norm_5" [label="(192,)", style=solid]; +"91 features_3_0_attn_cpb_mlp_0_bias" -> "509 linear_13" [label="(512,)", style=solid]; +"92 features_3_0_norm1_weight" -> "571 layer_norm_6" [label="(192,)", style=solid]; +"93 features_3_0_norm1_bias" -> "571 layer_norm_6" [label="(192,)", style=solid]; +"94 features_3_0_mlp_0_bias" -> "580 linear_17" [label="(768,)", style=solid]; +"95 features_3_0_mlp_3_bias" -> "590 linear_18" [label="(192,)", style=solid]; +"96 features_3_0_norm2_weight" -> "592 layer_norm_7" [label="(192,)", style=solid]; +"97 features_3_0_norm2_bias" -> "592 layer_norm_7" [label="(192,)", style=solid]; +"98 features_3_1_attn_cpb_mlp_0_bias" -> "600 linear_19" [label="(512,)", style=solid]; +"99 features_3_1_norm1_weight" -> "680 layer_norm_8" [label="(192,)", style=solid]; +"100 features_3_1_norm1_bias" -> "680 layer_norm_8" [label="(192,)", style=solid]; +"101 features_3_1_mlp_0_bias" -> "689 linear_23" [label="(768,)", style=solid]; +"102 features_3_1_mlp_3_bias" -> "699 linear_24" [label="(192,)", style=solid]; +"103 features_3_1_norm2_weight" -> "701 layer_norm_9" [label="(192,)", style=solid]; +"104 features_3_1_norm2_bias" -> "701 layer_norm_9" [label="(192,)", style=solid]; +"105 features_4_norm_weight" -> "725 layer_norm_10" [label="(384,)", style=solid]; +"106 features_4_norm_bias" -> "725 layer_norm_10" [label="(384,)", style=solid]; +"107 features_5_0_attn_cpb_mlp_0_bias" -> "732 linear_26" [label="(512,)", style=solid]; +"108 features_5_0_norm1_weight" -> "794 layer_norm_11" [label="(384,)", 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56, 56, 96)", style=solid]; +"311 view_2" -> "312 permute_2" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"312 permute_2" -> "313 reshape" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"313 reshape" -> "316 reshape_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"314 clone" -> "317 linear_2" [label="(288,)", style=solid]; +"315 features_1_0_attn_qkv_weight_updated_constant0" -> "317 linear_2" [label="(288, 96)", style=solid]; +"316 reshape_0_0_nncf_smooth_quant_0" -> "317 linear_2" [label="(49, 64, 96)", style=solid]; +"317 linear_2" -> "318 reshape_1" [label="(49, 64, 288)", style=solid]; +"318 reshape_1" -> "319 permute_3" [label="(49, 64, 3, 3, 32)", style=solid]; +"319 permute_3" -> "320 select" [label="(3, 49, 3, 64, 32)", style=solid]; +"319 permute_3" -> "321 select_1" [label="(3, 49, 3, 64, 32)", style=solid]; +"319 permute_3" -> "322 select_2" [label="(3, 49, 3, 64, 32)", style=solid]; +"320 select" -> "323 linalg_vector_norm" [label="(49, 3, 64, 32)", style=solid]; +"320 select" -> "325 expand_as" [label="(49, 3, 64, 32)", style=solid]; +"320 select" -> "326 div" [label="(49, 3, 64, 32)", style=solid]; +"321 select_1" -> "327 linalg_vector_norm_1" [label="(49, 3, 64, 32)", style=solid]; +"321 select_1" -> "329 expand_as_1" [label="(49, 3, 64, 32)", style=solid]; +"321 select_1" -> "330 div_1" [label="(49, 3, 64, 32)", style=solid]; +"322 select_2" -> "339 matmul_1" [label="(49, 3, 64, 32)", style=solid]; +"323 linalg_vector_norm" -> "324 clamp_min" [label="(49, 3, 64, 1)", style=solid]; +"324 clamp_min" -> "325 expand_as" [label="(49, 3, 64, 1)", style=solid]; +"325 expand_as" -> "326 div" [label="(49, 3, 64, 32)", style=solid]; +"326 div" -> "332 matmul" [label="(49, 3, 64, 32)", style=solid]; +"327 linalg_vector_norm_1" -> "328 clamp_min_1" [label="(49, 3, 64, 1)", style=solid]; +"328 clamp_min_1" -> "329 expand_as_1" [label="(49, 3, 64, 1)", style=solid]; +"329 expand_as_1" -> "330 div_1" [label="(49, 3, 64, 32)", style=solid]; +"330 div_1" -> "331 transpose" [label="(49, 3, 64, 32)", style=solid]; +"331 transpose" -> "332 matmul" [label="(49, 3, 32, 64)", style=solid]; +"332 matmul" -> "335 mul_1" [label="(49, 3, 64, 64)", style=solid]; +"333 clamp" -> "334 exp" [label="(3, 1, 1)", style=solid]; +"334 exp" -> "335 mul_1" [label="(3, 1, 1)", style=solid]; +"335 mul_1" -> "336 add" [label="(49, 3, 64, 64)", style=solid]; +"336 add" -> "337 softmax" [label="(49, 3, 64, 64)", style=solid]; +"337 softmax" -> "338 dropout" [label="(49, 3, 64, 64)", style=solid]; +"338 dropout" -> "339 matmul_1" [label="(49, 3, 64, 64)", style=solid]; +"339 matmul_1" -> "340 transpose_1" [label="(49, 3, 64, 32)", style=solid]; +"340 transpose_1" -> "341 reshape_2" [label="(49, 64, 3, 32)", style=solid]; +"341 reshape_2" -> "343 reshape_2_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"342 features_1_0_attn_proj_weight_updated_constant0" -> "344 linear_3" [label="(96, 96)", style=solid]; +"343 reshape_2_0_0_nncf_smooth_quant_0" -> "344 linear_3" [label="(49, 64, 96)", style=solid]; +"344 linear_3" -> "345 dropout_1" [label="(49, 64, 96)", style=solid]; +"345 dropout_1" -> "346 view_3" [label="(49, 64, 96)", style=solid]; +"346 view_3" -> "347 permute_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"347 permute_4" -> "348 reshape_3" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"348 reshape_3" -> "349 slice_2" [label="(1, 56, 56, 96)", style=solid]; +"349 slice_2" -> "350 slice_3" [label="(1, 56, 56, 96)", style=solid]; +"350 slice_3" -> "351 layer_norm_1" [label="(1, 56, 56, 96)", style=solid]; +"351 layer_norm_1" -> "352 add_1" [label="(1, 56, 56, 96)", style=solid]; +"352 add_1" -> "353 add_1_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"352 add_1" -> "373 add_2" [label="(1, 56, 56, 96)", style=solid]; +"353 add_1_0_0_nncf_smooth_quant_0" -> "354 quantize_per_tensor_default_3" [label="(1, 56, 56, 96)", style=solid]; +"354 quantize_per_tensor_default_3" -> "355 dequantize_per_tensor_default_3" [label="(1, 56, 56, 96)", style=solid]; +"355 dequantize_per_tensor_default_3" -> "360 linear_4" [label="(1, 56, 56, 96)", style=solid]; +"356 linear_4_scale_0" -> "359 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"357 linear_4_zero_point_0" -> "359 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"358 _frozen_param4" -> "359 dequantize_per_channel_default_3" [label="(384, 96)", style=solid]; +"359 dequantize_per_channel_default_3" -> "360 linear_4" [label="(384, 96)", style=solid]; +"360 linear_4" -> "361 gelu" [label="(1, 56, 56, 384)", style=solid]; +"361 gelu" -> "362 dropout_2" [label="(1, 56, 56, 384)", style=solid]; +"362 dropout_2" -> "363 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"363 dropout_2_0_0_nncf_smooth_quant_0" -> "364 quantize_per_tensor_default_4" [label="(1, 56, 56, 384)", style=solid]; +"364 quantize_per_tensor_default_4" -> "365 dequantize_per_tensor_default_4" [label="(1, 56, 56, 384)", style=solid]; +"365 dequantize_per_tensor_default_4" -> "370 linear_5" [label="(1, 56, 56, 384)", style=solid]; +"366 linear_5_scale_0" -> "369 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"367 linear_5_zero_point_0" -> "369 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"368 _frozen_param5" -> "369 dequantize_per_channel_default_4" [label="(96, 384)", style=solid]; +"369 dequantize_per_channel_default_4" -> "370 linear_5" [label="(96, 384)", style=solid]; +"370 linear_5" -> "371 dropout_3" [label="(1, 56, 56, 96)", style=solid]; +"371 dropout_3" -> "372 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; +"372 layer_norm_2" -> "373 add_2" [label="(1, 56, 56, 96)", style=solid]; +"373 add_2" -> "398 pad_1" [label="(1, 56, 56, 96)", style=solid]; +"373 add_2" -> "458 add_5" [label="(1, 56, 56, 96)", style=solid]; +"374 _frozen_param6" -> "375 dequantize_per_tensor_default_5" [label="(1, 15, 15, 2)", style=solid]; +"375 dequantize_per_tensor_default_5" -> "380 linear_6" [label="(1, 15, 15, 2)", style=solid]; +"376 linear_6_scale_0" -> "379 dequantize_per_channel_default_5" [label="(512,)", style=solid]; +"377 linear_6_zero_point_0" -> "379 dequantize_per_channel_default_5" [label="(512,)", style=solid]; +"378 _frozen_param7" -> "379 dequantize_per_channel_default_5" [label="(512, 2)", style=solid]; +"379 dequantize_per_channel_default_5" -> "380 linear_6" [label="(512, 2)", style=solid]; +"380 linear_6" -> "381 relu__1" [label="(1, 15, 15, 512)", style=solid]; +"381 relu__1" -> "382 relu__1_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"382 relu__1_0_0_nncf_smooth_quant_0" -> "383 quantize_per_tensor_default_6" [label="(1, 15, 15, 512)", style=solid]; +"383 quantize_per_tensor_default_6" -> "384 dequantize_per_tensor_default_6" [label="(1, 15, 15, 512)", style=solid]; +"384 dequantize_per_tensor_default_6" -> "389 linear_7" [label="(1, 15, 15, 512)", style=solid]; +"385 linear_7_scale_0" -> "388 dequantize_per_channel_default_6" [label="(3,)", style=solid]; +"386 linear_7_zero_point_0" -> "388 dequantize_per_channel_default_6" [label="(3,)", style=solid]; +"387 _frozen_param8" -> "388 dequantize_per_channel_default_6" [label="(3, 512)", style=solid]; +"388 dequantize_per_channel_default_6" -> "389 linear_7" [label="(3, 512)", style=solid]; +"389 linear_7" -> "390 view_4" [label="(1, 15, 15, 3)", style=solid]; +"390 view_4" -> "391 index_1" [label="(225, 3)", style=solid]; +"391 index_1" -> "392 view_5" [label="(4096, 3)", style=solid]; +"392 view_5" -> "393 permute_5" [label="(64, 64, 3)", style=solid]; +"393 permute_5" -> "394 contiguous_1" [label="(3, 64, 64)", style=solid]; +"394 contiguous_1" -> "395 unsqueeze_1" [label="(3, 64, 64)", style=solid]; +"395 unsqueeze_1" -> "396 sigmoid_1" [label="(1, 3, 64, 64)", style=solid]; +"396 sigmoid_1" -> "397 mul_2" [label="(1, 3, 64, 64)", style=solid]; +"397 mul_2" -> "425 add_3" [label="(1, 3, 64, 64)", style=solid]; +"398 pad_1" -> "399 roll" [label="(1, 56, 56, 96)", style=solid]; +"399 roll" -> "400 view_6" [label="(1, 56, 56, 96)", style=solid]; +"400 view_6" -> "401 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"401 permute_6" -> "402 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"402 reshape_4" -> "405 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"402 reshape_4" -> "426 new_zeros" [label="(49, 64, 96)", style=solid]; +"403 clone_1" -> "406 linear_8" [label="(288,)", style=solid]; +"404 features_1_1_attn_qkv_weight_updated_constant0" -> "406 linear_8" [label="(288, 96)", style=solid]; +"405 reshape_4_0_0_nncf_smooth_quant_0" -> "406 linear_8" [label="(49, 64, 96)", style=solid]; +"406 linear_8" -> "407 reshape_5" [label="(49, 64, 288)", style=solid]; +"407 reshape_5" -> "408 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; +"408 permute_7" -> "409 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; +"408 permute_7" -> "410 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; +"408 permute_7" -> "411 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; +"409 select_3" -> "412 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; +"409 select_3" -> "414 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; +"409 select_3" -> "415 div_2" [label="(49, 3, 64, 32)", style=solid]; +"410 select_4" -> "416 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; +"410 select_4" -> "418 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; +"410 select_4" -> "419 div_3" [label="(49, 3, 64, 32)", style=solid]; +"411 select_5" -> "444 matmul_3" [label="(49, 3, 64, 32)", style=solid]; +"412 linalg_vector_norm_2" -> "413 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; +"413 clamp_min_2" -> "414 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; +"414 expand_as_2" -> "415 div_2" [label="(49, 3, 64, 32)", style=solid]; +"415 div_2" -> "421 matmul_2" [label="(49, 3, 64, 32)", style=solid]; +"416 linalg_vector_norm_3" -> "417 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; +"417 clamp_min_3" -> "418 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; +"418 expand_as_3" -> "419 div_3" [label="(49, 3, 64, 32)", style=solid]; +"419 div_3" -> "420 transpose_2" [label="(49, 3, 64, 32)", style=solid]; +"420 transpose_2" -> "421 matmul_2" [label="(49, 3, 32, 64)", style=solid]; +"421 matmul_2" -> "424 mul_3" [label="(49, 3, 64, 64)", style=solid]; +"422 clamp_1" -> "423 exp_1" [label="(3, 1, 1)", style=solid]; +"423 exp_1" -> "424 mul_3" [label="(3, 1, 1)", style=solid]; +"424 mul_3" -> "425 add_3" [label="(49, 3, 64, 64)", style=solid]; +"425 add_3" -> "437 view_8" [label="(49, 3, 64, 64)", style=solid]; +"426 new_zeros" -> "427 view_7" [label="(56, 56)", style=solid]; +"427 view_7" -> "428 permute_8" [label="(7, 8, 7, 8)", style=solid]; +"428 permute_8" -> "429 reshape_6" [label="(7, 7, 8, 8)", style=solid]; +"429 reshape_6" -> "430 unsqueeze_2" [label="(49, 64)", style=solid]; +"429 reshape_6" -> "431 unsqueeze_3" [label="(49, 64)", style=solid]; +"430 unsqueeze_2" -> "432 sub" [label="(49, 1, 64)", style=solid]; +"431 unsqueeze_3" -> "432 sub" [label="(49, 64, 1)", style=solid]; +"432 sub" -> "433 ne" [label="(49, 64, 64)", style=solid]; +"432 sub" -> "434 masked_fill" [label="(49, 64, 64)", style=solid]; +"432 sub" -> "435 eq" [label="(49, 64, 64)", style=solid]; +"433 ne" -> "434 masked_fill" [label="(49, 64, 64)", style=solid]; +"434 masked_fill" -> "436 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"435 eq" -> "436 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"436 masked_fill_1" -> "438 unsqueeze_4" [label="(49, 64, 64)", style=solid]; +"437 view_8" -> "440 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; +"438 unsqueeze_4" -> "439 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; +"439 unsqueeze_5" -> "440 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; +"440 add_4" -> "441 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; +"441 view_9" -> "442 softmax_1" [label="(49, 3, 64, 64)", style=solid]; +"442 softmax_1" -> "443 dropout_4" [label="(49, 3, 64, 64)", style=solid]; +"443 dropout_4" -> "444 matmul_3" [label="(49, 3, 64, 64)", style=solid]; +"444 matmul_3" -> "445 transpose_3" [label="(49, 3, 64, 32)", style=solid]; +"445 transpose_3" -> "446 reshape_7" [label="(49, 64, 3, 32)", style=solid]; +"446 reshape_7" -> "448 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"447 features_1_1_attn_proj_weight_updated_constant0" -> "449 linear_9" [label="(96, 96)", style=solid]; +"448 reshape_7_0_0_nncf_smooth_quant_0" -> "449 linear_9" [label="(49, 64, 96)", style=solid]; +"449 linear_9" -> "450 dropout_5" [label="(49, 64, 96)", style=solid]; +"450 dropout_5" -> "451 view_10" [label="(49, 64, 96)", style=solid]; +"451 view_10" -> "452 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"452 permute_9" -> "453 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"453 reshape_8" -> "454 roll_1" [label="(1, 56, 56, 96)", style=solid]; +"454 roll_1" -> "455 slice_23" [label="(1, 56, 56, 96)", style=solid]; +"455 slice_23" -> "456 slice_24" [label="(1, 56, 56, 96)", style=solid]; +"456 slice_24" -> "457 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; +"457 layer_norm_3" -> "458 add_5" [label="(1, 56, 56, 96)", style=solid]; +"458 add_5" -> "459 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"458 add_5" -> "479 add_6" [label="(1, 56, 56, 96)", style=solid]; +"459 add_5_0_0_nncf_smooth_quant_0" -> "460 quantize_per_tensor_default_7" [label="(1, 56, 56, 96)", style=solid]; +"460 quantize_per_tensor_default_7" -> "461 dequantize_per_tensor_default_7" [label="(1, 56, 56, 96)", style=solid]; +"461 dequantize_per_tensor_default_7" -> "466 linear_10" [label="(1, 56, 56, 96)", style=solid]; +"462 linear_10_scale_0" -> "465 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"463 linear_10_zero_point_0" -> "465 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"464 _frozen_param9" -> "465 dequantize_per_channel_default_7" [label="(384, 96)", style=solid]; +"465 dequantize_per_channel_default_7" -> "466 linear_10" [label="(384, 96)", style=solid]; +"466 linear_10" -> "467 gelu_1" [label="(1, 56, 56, 384)", style=solid]; +"467 gelu_1" -> "468 dropout_6" [label="(1, 56, 56, 384)", style=solid]; +"468 dropout_6" -> "469 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"469 dropout_6_0_0_nncf_smooth_quant_0" -> "470 quantize_per_tensor_default_8" [label="(1, 56, 56, 384)", style=solid]; +"470 quantize_per_tensor_default_8" -> "471 dequantize_per_tensor_default_8" [label="(1, 56, 56, 384)", style=solid]; +"471 dequantize_per_tensor_default_8" -> "476 linear_11" [label="(1, 56, 56, 384)", style=solid]; +"472 linear_11_scale_0" -> "475 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"473 linear_11_zero_point_0" -> "475 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"474 _frozen_param10" -> "475 dequantize_per_channel_default_8" [label="(96, 384)", style=solid]; +"475 dequantize_per_channel_default_8" -> "476 linear_11" [label="(96, 384)", style=solid]; +"476 linear_11" -> "477 dropout_7" [label="(1, 56, 56, 96)", style=solid]; +"477 dropout_7" -> "478 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; +"478 layer_norm_4" -> "479 add_6" [label="(1, 56, 56, 96)", style=solid]; +"479 add_6" -> "480 pad_2" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "481 slice_25" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "484 slice_28" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "487 slice_31" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "490 slice_34" [label="(1, 56, 56, 96)", style=solid]; +"481 slice_25" -> "482 slice_26" [label="(1, 28, 56, 96)", style=solid]; +"482 slice_26" -> "483 slice_27" [label="(1, 28, 28, 96)", style=solid]; +"483 slice_27" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"484 slice_28" -> "485 slice_29" [label="(1, 28, 56, 96)", style=solid]; +"485 slice_29" -> "486 slice_30" [label="(1, 28, 28, 96)", style=solid]; +"486 slice_30" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"487 slice_31" -> "488 slice_32" [label="(1, 28, 56, 96)", style=solid]; +"488 slice_32" -> "489 slice_33" [label="(1, 28, 28, 96)", style=solid]; +"489 slice_33" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"490 slice_34" -> "491 slice_35" [label="(1, 28, 56, 96)", style=solid]; +"491 slice_35" -> "492 slice_36" [label="(1, 28, 28, 96)", style=solid]; +"492 slice_36" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"493 cat" -> "494 cat_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 384)", style=solid]; +"494 cat_0_0_nncf_smooth_quant_0" -> "495 quantize_per_tensor_default_9" [label="(1, 28, 28, 384)", style=solid]; +"495 quantize_per_tensor_default_9" -> "496 dequantize_per_tensor_default_9" [label="(1, 28, 28, 384)", style=solid]; +"496 dequantize_per_tensor_default_9" -> "501 linear_12" [label="(1, 28, 28, 384)", style=solid]; +"497 linear_12_scale_0" -> "500 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"498 linear_12_zero_point_0" -> "500 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"499 _frozen_param11" -> "500 dequantize_per_channel_default_9" [label="(192, 384)", style=solid]; +"500 dequantize_per_channel_default_9" -> "501 linear_12" [label="(192, 384)", style=solid]; +"501 linear_12" -> "502 layer_norm_5" [label="(1, 28, 28, 192)", style=solid]; +"502 layer_norm_5" -> "527 pad_3" [label="(1, 28, 28, 192)", style=solid]; +"502 layer_norm_5" -> "572 add_8" [label="(1, 28, 28, 192)", style=solid]; +"503 _frozen_param12" -> "504 dequantize_per_tensor_default_10" [label="(1, 15, 15, 2)", style=solid]; +"504 dequantize_per_tensor_default_10" -> "509 linear_13" [label="(1, 15, 15, 2)", style=solid]; +"505 linear_13_scale_0" -> "508 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"506 linear_13_zero_point_0" -> "508 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"507 _frozen_param13" -> "508 dequantize_per_channel_default_10" [label="(512, 2)", style=solid]; +"508 dequantize_per_channel_default_10" -> "509 linear_13" [label="(512, 2)", style=solid]; +"509 linear_13" -> "510 relu__2" [label="(1, 15, 15, 512)", style=solid]; +"510 relu__2" -> "511 relu__2_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"511 relu__2_0_0_nncf_smooth_quant_0" -> "512 quantize_per_tensor_default_11" [label="(1, 15, 15, 512)", style=solid]; +"512 quantize_per_tensor_default_11" -> "513 dequantize_per_tensor_default_11" [label="(1, 15, 15, 512)", style=solid]; +"513 dequantize_per_tensor_default_11" -> "518 linear_14" [label="(1, 15, 15, 512)", style=solid]; +"514 linear_14_scale_0" -> "517 dequantize_per_channel_default_11" [label="(6,)", style=solid]; +"515 linear_14_zero_point_0" -> "517 dequantize_per_channel_default_11" [label="(6,)", style=solid]; +"516 _frozen_param14" -> "517 dequantize_per_channel_default_11" [label="(6, 512)", style=solid]; +"517 dequantize_per_channel_default_11" -> "518 linear_14" [label="(6, 512)", style=solid]; +"518 linear_14" -> "519 view_11" [label="(1, 15, 15, 6)", style=solid]; +"519 view_11" -> "520 index_2" [label="(225, 6)", style=solid]; +"520 index_2" -> "521 view_12" [label="(4096, 6)", style=solid]; +"521 view_12" -> "522 permute_10" [label="(64, 64, 6)", style=solid]; +"522 permute_10" -> "523 contiguous_2" [label="(6, 64, 64)", style=solid]; +"523 contiguous_2" -> "524 unsqueeze_6" [label="(6, 64, 64)", style=solid]; +"524 unsqueeze_6" -> "525 sigmoid_2" [label="(1, 6, 64, 64)", style=solid]; +"525 sigmoid_2" -> "526 mul_4" [label="(1, 6, 64, 64)", style=solid]; +"526 mul_4" -> "553 add_7" [label="(1, 6, 64, 64)", style=solid]; +"527 pad_3" -> "528 view_13" [label="(1, 32, 32, 192)", 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linear_24" [label="(192, 768)", style=solid]; +"699 linear_24" -> "700 dropout_15" [label="(1, 28, 28, 192)", style=solid]; +"700 dropout_15" -> "701 layer_norm_9" [label="(1, 28, 28, 192)", style=solid]; +"701 layer_norm_9" -> "702 add_13" [label="(1, 28, 28, 192)", style=solid]; +"702 add_13" -> "703 pad_5" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "704 slice_65" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "707 slice_68" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "710 slice_71" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "713 slice_74" [label="(1, 28, 28, 192)", style=solid]; +"704 slice_65" -> "705 slice_66" [label="(1, 14, 28, 192)", style=solid]; +"705 slice_66" -> "706 slice_67" [label="(1, 14, 14, 192)", style=solid]; +"706 slice_67" -> "716 cat_1" [label="(1, 14, 14, 192)", style=solid]; +"707 slice_68" -> "708 slice_69" [label="(1, 14, 28, 192)", style=solid]; +"708 slice_69" -> "709 slice_70" [label="(1, 14, 14, 192)", 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dequantize_per_channel_default_18" [label="(384,)", style=solid]; +"721 linear_25_zero_point_0" -> "723 dequantize_per_channel_default_18" [label="(384,)", style=solid]; +"722 _frozen_param22" -> "723 dequantize_per_channel_default_18" [label="(384, 768)", style=solid]; +"723 dequantize_per_channel_default_18" -> "724 linear_25" [label="(384, 768)", style=solid]; +"724 linear_25" -> "725 layer_norm_10" [label="(1, 14, 14, 384)", style=solid]; +"725 layer_norm_10" -> "750 pad_6" [label="(1, 14, 14, 384)", style=solid]; +"725 layer_norm_10" -> "795 add_15" [label="(1, 14, 14, 384)", style=solid]; +"726 _frozen_param23" -> "727 dequantize_per_tensor_default_19" [label="(1, 15, 15, 2)", style=solid]; +"727 dequantize_per_tensor_default_19" -> "732 linear_26" [label="(1, 15, 15, 2)", style=solid]; +"728 linear_26_scale_0" -> "731 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"729 linear_26_zero_point_0" -> "731 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"730 _frozen_param24" -> "731 dequantize_per_channel_default_19" [label="(512, 2)", style=solid]; +"731 dequantize_per_channel_default_19" -> "732 linear_26" [label="(512, 2)", style=solid]; +"732 linear_26" -> "733 relu__4" [label="(1, 15, 15, 512)", style=solid]; +"733 relu__4" -> "734 relu__4_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"734 relu__4_0_0_nncf_smooth_quant_0" -> "735 quantize_per_tensor_default_20" [label="(1, 15, 15, 512)", style=solid]; +"735 quantize_per_tensor_default_20" -> "736 dequantize_per_tensor_default_20" [label="(1, 15, 15, 512)", style=solid]; +"736 dequantize_per_tensor_default_20" -> "741 linear_27" [label="(1, 15, 15, 512)", style=solid]; +"737 linear_27_scale_0" -> "740 dequantize_per_channel_default_20" [label="(12,)", style=solid]; +"738 linear_27_zero_point_0" -> "740 dequantize_per_channel_default_20" [label="(12,)", style=solid]; +"739 _frozen_param25" -> "740 dequantize_per_channel_default_20" [label="(12, 512)", style=solid]; +"740 dequantize_per_channel_default_20" -> "741 linear_27" [label="(12, 512)", style=solid]; +"741 linear_27" -> "742 view_22" [label="(1, 15, 15, 12)", style=solid]; +"742 view_22" -> "743 index_4" [label="(225, 12)", style=solid]; +"743 index_4" -> "744 view_23" [label="(4096, 12)", style=solid]; +"744 view_23" -> "745 permute_19" [label="(64, 64, 12)", style=solid]; +"745 permute_19" -> "746 contiguous_6" [label="(12, 64, 64)", style=solid]; +"746 contiguous_6" -> "747 unsqueeze_12" [label="(12, 64, 64)", style=solid]; +"747 unsqueeze_12" -> "748 sigmoid_4" [label="(1, 12, 64, 64)", style=solid]; +"748 sigmoid_4" -> "749 mul_8" [label="(1, 12, 64, 64)", style=solid]; +"749 mul_8" -> "776 add_14" [label="(1, 12, 64, 64)", style=solid]; +"750 pad_6" -> "751 view_24" [label="(1, 16, 16, 384)", style=solid]; +"751 view_24" -> "752 permute_20" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"752 permute_20" -> "753 reshape_18" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"753 reshape_18" -> "756 reshape_18_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"754 clone_4" -> "757 linear_28" [label="(1152,)", style=solid]; +"755 features_5_0_attn_qkv_weight_updated_constant0" -> "757 linear_28" [label="(1152, 384)", style=solid]; +"756 reshape_18_0_0_nncf_smooth_quant_0" -> "757 linear_28" [label="(4, 64, 384)", style=solid]; +"757 linear_28" -> "758 reshape_19" [label="(4, 64, 1152)", style=solid]; +"758 reshape_19" -> "759 permute_21" [label="(4, 64, 3, 12, 32)", style=solid]; +"759 permute_21" -> "760 select_12" [label="(3, 4, 12, 64, 32)", style=solid]; +"759 permute_21" -> "761 select_13" [label="(3, 4, 12, 64, 32)", style=solid]; +"759 permute_21" -> "762 select_14" [label="(3, 4, 12, 64, 32)", style=solid]; +"760 select_12" -> "763 linalg_vector_norm_8" [label="(4, 12, 64, 32)", style=solid]; +"760 select_12" -> "765 expand_as_8" [label="(4, 12, 64, 32)", style=solid]; +"760 select_12" -> "766 div_8" [label="(4, 12, 64, 32)", style=solid]; +"761 select_13" -> "767 linalg_vector_norm_9" [label="(4, 12, 64, 32)", style=solid]; +"761 select_13" -> "769 expand_as_9" [label="(4, 12, 64, 32)", style=solid]; +"761 select_13" -> "770 div_9" [label="(4, 12, 64, 32)", style=solid]; +"762 select_14" -> "779 matmul_9" [label="(4, 12, 64, 32)", style=solid]; +"763 linalg_vector_norm_8" -> "764 clamp_min_8" [label="(4, 12, 64, 1)", style=solid]; +"764 clamp_min_8" -> "765 expand_as_8" [label="(4, 12, 64, 1)", style=solid]; +"765 expand_as_8" -> "766 div_8" [label="(4, 12, 64, 32)", style=solid]; +"766 div_8" -> "772 matmul_8" [label="(4, 12, 64, 32)", style=solid]; +"767 linalg_vector_norm_9" -> "768 clamp_min_9" [label="(4, 12, 64, 1)", style=solid]; +"768 clamp_min_9" -> "769 expand_as_9" [label="(4, 12, 64, 1)", style=solid]; +"769 expand_as_9" -> "770 div_9" [label="(4, 12, 64, 32)", style=solid]; +"770 div_9" -> "771 transpose_8" [label="(4, 12, 64, 32)", style=solid]; +"771 transpose_8" -> "772 matmul_8" [label="(4, 12, 32, 64)", style=solid]; +"772 matmul_8" -> "775 mul_9" [label="(4, 12, 64, 64)", style=solid]; +"773 clamp_4" -> "774 exp_4" [label="(12, 1, 1)", style=solid]; +"774 exp_4" -> "775 mul_9" [label="(12, 1, 1)", style=solid]; +"775 mul_9" -> "776 add_14" [label="(4, 12, 64, 64)", style=solid]; +"776 add_14" -> "777 softmax_4" [label="(4, 12, 64, 64)", style=solid]; +"777 softmax_4" -> "778 dropout_16" [label="(4, 12, 64, 64)", style=solid]; +"778 dropout_16" -> "779 matmul_9" [label="(4, 12, 64, 64)", style=solid]; +"779 matmul_9" -> "780 transpose_9" [label="(4, 12, 64, 32)", style=solid]; +"780 transpose_9" -> "781 reshape_20" [label="(4, 64, 12, 32)", style=solid]; +"781 reshape_20" -> "783 reshape_20_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"782 features_5_0_attn_proj_weight_updated_constant0" -> "784 linear_29" [label="(384, 384)", style=solid]; +"783 reshape_20_0_0_nncf_smooth_quant_0" -> "784 linear_29" [label="(4, 64, 384)", style=solid]; +"784 linear_29" -> "785 dropout_17" [label="(4, 64, 384)", style=solid]; +"785 dropout_17" -> "786 view_25" [label="(4, 64, 384)", style=solid]; +"786 view_25" -> "787 permute_22" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"787 permute_22" -> "788 reshape_21" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"788 reshape_21" -> "789 slice_78" [label="(1, 16, 16, 384)", style=solid]; +"789 slice_78" -> "790 slice_79" [label="(1, 16, 16, 384)", style=solid]; +"790 slice_79" -> "791 slice_80" [label="(1, 14, 16, 384)", style=solid]; +"791 slice_80" -> "792 slice_81" [label="(1, 14, 14, 384)", style=solid]; +"792 slice_81" -> "793 contiguous_7" [label="(1, 14, 14, 384)", style=solid]; +"793 contiguous_7" -> "794 layer_norm_11" [label="(1, 14, 14, 384)", style=solid]; +"794 layer_norm_11" -> "795 add_15" [label="(1, 14, 14, 384)", style=solid]; +"795 add_15" -> "796 add_15_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"795 add_15" -> "816 add_16" [label="(1, 14, 14, 384)", style=solid]; +"796 add_15_0_0_nncf_smooth_quant_0" -> "797 quantize_per_tensor_default_21" [label="(1, 14, 14, 384)", style=solid]; +"797 quantize_per_tensor_default_21" -> "798 dequantize_per_tensor_default_21" [label="(1, 14, 14, 384)", style=solid]; +"798 dequantize_per_tensor_default_21" -> "803 linear_30" [label="(1, 14, 14, 384)", style=solid]; +"799 linear_30_scale_0" -> "802 dequantize_per_channel_default_21" [label="(1536,)", style=solid]; +"800 linear_30_zero_point_0" -> "802 dequantize_per_channel_default_21" [label="(1536,)", style=solid]; +"801 _frozen_param26" -> "802 dequantize_per_channel_default_21" [label="(1536, 384)", style=solid]; +"802 dequantize_per_channel_default_21" -> "803 linear_30" [label="(1536, 384)", style=solid]; +"803 linear_30" -> "804 gelu_4" [label="(1, 14, 14, 1536)", style=solid]; +"804 gelu_4" -> "805 dropout_18" [label="(1, 14, 14, 1536)", style=solid]; +"805 dropout_18" -> "806 dropout_18_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"806 dropout_18_0_0_nncf_smooth_quant_0" -> "807 quantize_per_tensor_default_22" [label="(1, 14, 14, 1536)", style=solid]; +"807 quantize_per_tensor_default_22" -> "808 dequantize_per_tensor_default_22" [label="(1, 14, 14, 1536)", style=solid]; +"808 dequantize_per_tensor_default_22" -> "813 linear_31" [label="(1, 14, 14, 1536)", style=solid]; +"809 linear_31_scale_0" -> "812 dequantize_per_channel_default_22" [label="(384,)", style=solid]; +"810 linear_31_zero_point_0" -> "812 dequantize_per_channel_default_22" [label="(384,)", style=solid]; +"811 _frozen_param27" -> "812 dequantize_per_channel_default_22" [label="(384, 1536)", style=solid]; +"812 dequantize_per_channel_default_22" -> "813 linear_31" [label="(384, 1536)", style=solid]; +"813 linear_31" -> "814 dropout_19" [label="(1, 14, 14, 384)", style=solid]; +"814 dropout_19" -> "815 layer_norm_12" [label="(1, 14, 14, 384)", style=solid]; +"815 layer_norm_12" -> "816 add_16" [label="(1, 14, 14, 384)", style=solid]; +"816 add_16" -> "841 pad_7" [label="(1, 14, 14, 384)", style=solid]; +"816 add_16" -> "904 add_19" [label="(1, 14, 14, 384)", style=solid]; +"817 _frozen_param28" -> "818 dequantize_per_tensor_default_23" [label="(1, 15, 15, 2)", style=solid]; +"818 dequantize_per_tensor_default_23" -> "823 linear_32" [label="(1, 15, 15, 2)", style=solid]; +"819 linear_32_scale_0" -> "822 dequantize_per_channel_default_23" [label="(512,)", style=solid]; +"820 linear_32_zero_point_0" -> "822 dequantize_per_channel_default_23" [label="(512,)", style=solid]; +"821 _frozen_param29" -> "822 dequantize_per_channel_default_23" [label="(512, 2)", style=solid]; +"822 dequantize_per_channel_default_23" -> "823 linear_32" [label="(512, 2)", style=solid]; +"823 linear_32" -> "824 relu__5" [label="(1, 15, 15, 512)", style=solid]; +"824 relu__5" -> "825 relu__5_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"825 relu__5_0_0_nncf_smooth_quant_0" -> "826 quantize_per_tensor_default_24" [label="(1, 15, 15, 512)", style=solid]; +"826 quantize_per_tensor_default_24" -> "827 dequantize_per_tensor_default_24" [label="(1, 15, 15, 512)", style=solid]; +"827 dequantize_per_tensor_default_24" -> "832 linear_33" [label="(1, 15, 15, 512)", style=solid]; +"828 linear_33_scale_0" -> "831 dequantize_per_channel_default_24" [label="(12,)", style=solid]; +"829 linear_33_zero_point_0" -> "831 dequantize_per_channel_default_24" [label="(12,)", style=solid]; +"830 _frozen_param30" -> "831 dequantize_per_channel_default_24" [label="(12, 512)", style=solid]; +"831 dequantize_per_channel_default_24" -> "832 linear_33" [label="(12, 512)", style=solid]; +"832 linear_33" -> "833 view_26" [label="(1, 15, 15, 12)", style=solid]; +"833 view_26" -> "834 index_5" [label="(225, 12)", style=solid]; +"834 index_5" -> "835 view_27" [label="(4096, 12)", style=solid]; +"835 view_27" -> "836 permute_23" [label="(64, 64, 12)", style=solid]; +"836 permute_23" -> "837 contiguous_8" [label="(12, 64, 64)", style=solid]; +"837 contiguous_8" -> "838 unsqueeze_13" [label="(12, 64, 64)", style=solid]; +"838 unsqueeze_13" -> "839 sigmoid_5" [label="(1, 12, 64, 64)", style=solid]; +"839 sigmoid_5" -> "840 mul_10" [label="(1, 12, 64, 64)", style=solid]; +"840 mul_10" -> "868 add_17" [label="(1, 12, 64, 64)", style=solid]; +"841 pad_7" -> "842 roll_4" [label="(1, 16, 16, 384)", style=solid]; +"842 roll_4" -> "843 view_28" [label="(1, 16, 16, 384)", style=solid]; +"843 view_28" -> "844 permute_24" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"844 permute_24" -> "845 reshape_22" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"845 reshape_22" -> "848 reshape_22_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"845 reshape_22" -> "869 new_zeros_2" [label="(4, 64, 384)", style=solid]; +"846 clone_5" -> "849 linear_34" [label="(1152,)", style=solid]; +"847 features_5_1_attn_qkv_weight_updated_constant0" -> "849 linear_34" [label="(1152, 384)", style=solid]; +"848 reshape_22_0_0_nncf_smooth_quant_0" -> "849 linear_34" [label="(4, 64, 384)", style=solid]; +"849 linear_34" -> "850 reshape_23" [label="(4, 64, 1152)", style=solid]; +"850 reshape_23" -> "851 permute_25" [label="(4, 64, 3, 12, 32)", style=solid]; +"851 permute_25" -> "852 select_15" [label="(3, 4, 12, 64, 32)", style=solid]; +"851 permute_25" -> "853 select_16" [label="(3, 4, 12, 64, 32)", style=solid]; +"851 permute_25" -> "854 select_17" [label="(3, 4, 12, 64, 32)", style=solid]; +"852 select_15" -> "855 linalg_vector_norm_10" [label="(4, 12, 64, 32)", style=solid]; +"852 select_15" -> "857 expand_as_10" [label="(4, 12, 64, 32)", style=solid]; +"852 select_15" -> "858 div_10" [label="(4, 12, 64, 32)", style=solid]; +"853 select_16" -> "859 linalg_vector_norm_11" [label="(4, 12, 64, 32)", style=solid]; +"853 select_16" -> "861 expand_as_11" [label="(4, 12, 64, 32)", style=solid]; +"853 select_16" -> "862 div_11" [label="(4, 12, 64, 32)", style=solid]; +"854 select_17" -> "887 matmul_11" [label="(4, 12, 64, 32)", style=solid]; +"855 linalg_vector_norm_10" -> "856 clamp_min_10" [label="(4, 12, 64, 1)", style=solid]; +"856 clamp_min_10" -> "857 expand_as_10" [label="(4, 12, 64, 1)", style=solid]; +"857 expand_as_10" -> "858 div_10" [label="(4, 12, 64, 32)", style=solid]; +"858 div_10" -> "864 matmul_10" [label="(4, 12, 64, 32)", style=solid]; +"859 linalg_vector_norm_11" -> "860 clamp_min_11" [label="(4, 12, 64, 1)", style=solid]; +"860 clamp_min_11" -> "861 expand_as_11" [label="(4, 12, 64, 1)", style=solid]; +"861 expand_as_11" -> "862 div_11" [label="(4, 12, 64, 32)", style=solid]; +"862 div_11" -> "863 transpose_10" [label="(4, 12, 64, 32)", style=solid]; +"863 transpose_10" -> "864 matmul_10" [label="(4, 12, 32, 64)", style=solid]; +"864 matmul_10" -> "867 mul_11" [label="(4, 12, 64, 64)", style=solid]; +"865 clamp_5" -> "866 exp_5" [label="(12, 1, 1)", style=solid]; +"866 exp_5" -> "867 mul_11" [label="(12, 1, 1)", style=solid]; +"867 mul_11" -> "868 add_17" [label="(4, 12, 64, 64)", style=solid]; +"868 add_17" -> "880 view_30" [label="(4, 12, 64, 64)", style=solid]; +"869 new_zeros_2" -> "870 view_29" [label="(16, 16)", style=solid]; +"870 view_29" -> "871 permute_26" [label="(2, 8, 2, 8)", style=solid]; +"871 permute_26" -> "872 reshape_24" [label="(2, 2, 8, 8)", style=solid]; +"872 reshape_24" -> "873 unsqueeze_14" [label="(4, 64)", style=solid]; +"872 reshape_24" -> "874 unsqueeze_15" [label="(4, 64)", style=solid]; +"873 unsqueeze_14" -> "875 sub_2" [label="(4, 1, 64)", style=solid]; +"874 unsqueeze_15" -> "875 sub_2" [label="(4, 64, 1)", style=solid]; +"875 sub_2" -> "876 ne_2" [label="(4, 64, 64)", style=solid]; +"875 sub_2" -> "877 masked_fill_4" [label="(4, 64, 64)", style=solid]; +"875 sub_2" -> "878 eq_2" [label="(4, 64, 64)", style=solid]; +"876 ne_2" -> "877 masked_fill_4" [label="(4, 64, 64)", style=solid]; +"877 masked_fill_4" -> "879 masked_fill_5" [label="(4, 64, 64)", style=solid]; +"878 eq_2" -> 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style=solid]; +"1055 linalg_vector_norm_14" -> "1056 clamp_min_14" [label="(4, 12, 64, 1)", style=solid]; +"1056 clamp_min_14" -> "1057 expand_as_14" [label="(4, 12, 64, 1)", style=solid]; +"1057 expand_as_14" -> "1058 div_14" [label="(4, 12, 64, 32)", style=solid]; +"1058 div_14" -> "1064 matmul_14" [label="(4, 12, 64, 32)", style=solid]; +"1059 linalg_vector_norm_15" -> "1060 clamp_min_15" [label="(4, 12, 64, 1)", style=solid]; +"1060 clamp_min_15" -> "1061 expand_as_15" [label="(4, 12, 64, 1)", style=solid]; +"1061 expand_as_15" -> "1062 div_15" [label="(4, 12, 64, 32)", style=solid]; +"1062 div_15" -> "1063 transpose_14" [label="(4, 12, 64, 32)", style=solid]; +"1063 transpose_14" -> "1064 matmul_14" [label="(4, 12, 32, 64)", style=solid]; +"1064 matmul_14" -> "1067 mul_15" [label="(4, 12, 64, 64)", style=solid]; +"1065 clamp_7" -> "1066 exp_7" [label="(12, 1, 1)", style=solid]; +"1066 exp_7" -> "1067 mul_15" [label="(12, 1, 1)", style=solid]; +"1067 mul_15" -> "1068 add_24" [label="(4, 12, 64, 64)", style=solid]; +"1068 add_24" -> "1080 view_41" [label="(4, 12, 64, 64)", style=solid]; +"1069 new_zeros_3" -> "1070 view_40" [label="(16, 16)", style=solid]; +"1070 view_40" -> "1071 permute_35" [label="(2, 8, 2, 8)", style=solid]; +"1071 permute_35" -> "1072 reshape_33" [label="(2, 2, 8, 8)", style=solid]; +"1072 reshape_33" -> "1073 unsqueeze_20" [label="(4, 64)", style=solid]; +"1072 reshape_33" -> "1074 unsqueeze_21" [label="(4, 64)", style=solid]; +"1073 unsqueeze_20" -> "1075 sub_3" [label="(4, 1, 64)", style=solid]; +"1074 unsqueeze_21" -> "1075 sub_3" [label="(4, 64, 1)", style=solid]; +"1075 sub_3" -> "1076 ne_3" [label="(4, 64, 64)", style=solid]; +"1075 sub_3" -> "1077 masked_fill_6" [label="(4, 64, 64)", style=solid]; +"1075 sub_3" -> "1078 eq_3" [label="(4, 64, 64)", style=solid]; +"1076 ne_3" -> "1077 masked_fill_6" [label="(4, 64, 64)", style=solid]; +"1077 masked_fill_6" -> "1079 masked_fill_7" [label="(4, 64, 64)", style=solid]; +"1078 eq_3" -> "1079 masked_fill_7" [label="(4, 64, 64)", style=solid]; +"1079 masked_fill_7" -> "1081 unsqueeze_22" [label="(4, 64, 64)", style=solid]; +"1080 view_41" -> "1083 add_25" [label="(1, 4, 12, 64, 64)", style=solid]; +"1081 unsqueeze_22" -> "1082 unsqueeze_23" [label="(4, 1, 64, 64)", style=solid]; +"1082 unsqueeze_23" -> "1083 add_25" [label="(1, 4, 1, 64, 64)", style=solid]; +"1083 add_25" -> "1084 view_42" [label="(1, 4, 12, 64, 64)", style=solid]; +"1084 view_42" -> "1085 softmax_7" [label="(4, 12, 64, 64)", style=solid]; +"1085 softmax_7" -> "1086 dropout_28" [label="(4, 12, 64, 64)", style=solid]; +"1086 dropout_28" -> "1087 matmul_15" [label="(4, 12, 64, 64)", style=solid]; +"1087 matmul_15" -> "1088 transpose_15" [label="(4, 12, 64, 32)", style=solid]; +"1088 transpose_15" -> "1089 reshape_34" [label="(4, 64, 12, 32)", style=solid]; +"1089 reshape_34" -> "1091 reshape_34_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1090 features_5_3_attn_proj_weight_updated_constant0" -> "1092 linear_47" [label="(384, 384)", style=solid]; +"1091 reshape_34_0_0_nncf_smooth_quant_0" -> "1092 linear_47" [label="(4, 64, 384)", style=solid]; +"1092 linear_47" -> "1093 dropout_29" [label="(4, 64, 384)", style=solid]; +"1093 dropout_29" -> "1094 view_43" [label="(4, 64, 384)", style=solid]; +"1094 view_43" -> "1095 permute_36" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1095 permute_36" -> "1096 reshape_35" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1096 reshape_35" -> "1097 roll_7" [label="(1, 16, 16, 384)", style=solid]; +"1097 roll_7" -> "1098 slice_129" [label="(1, 16, 16, 384)", style=solid]; +"1098 slice_129" -> "1099 slice_130" [label="(1, 16, 16, 384)", style=solid]; +"1099 slice_130" -> "1100 slice_131" [label="(1, 14, 16, 384)", style=solid]; +"1100 slice_131" -> "1101 slice_132" [label="(1, 14, 14, 384)", style=solid]; +"1101 slice_132" -> "1102 contiguous_13" [label="(1, 14, 14, 384)", style=solid]; +"1102 contiguous_13" -> "1103 layer_norm_17" [label="(1, 14, 14, 384)", style=solid]; +"1103 layer_norm_17" -> "1104 add_26" [label="(1, 14, 14, 384)", style=solid]; +"1104 add_26" -> "1105 add_26_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1104 add_26" -> "1125 add_27" [label="(1, 14, 14, 384)", style=solid]; +"1105 add_26_0_0_nncf_smooth_quant_0" -> "1106 quantize_per_tensor_default_33" [label="(1, 14, 14, 384)", style=solid]; +"1106 quantize_per_tensor_default_33" -> "1107 dequantize_per_tensor_default_33" [label="(1, 14, 14, 384)", style=solid]; +"1107 dequantize_per_tensor_default_33" -> "1112 linear_48" [label="(1, 14, 14, 384)", style=solid]; +"1108 linear_48_scale_0" -> "1111 dequantize_per_channel_default_33" [label="(1536,)", style=solid]; +"1109 linear_48_zero_point_0" -> "1111 dequantize_per_channel_default_33" [label="(1536,)", style=solid]; +"1110 _frozen_param41" -> "1111 dequantize_per_channel_default_33" [label="(1536, 384)", style=solid]; +"1111 dequantize_per_channel_default_33" -> "1112 linear_48" [label="(1536, 384)", style=solid]; +"1112 linear_48" -> "1113 gelu_7" [label="(1, 14, 14, 1536)", style=solid]; +"1113 gelu_7" -> "1114 dropout_30" [label="(1, 14, 14, 1536)", style=solid]; +"1114 dropout_30" -> "1115 dropout_30_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1115 dropout_30_0_0_nncf_smooth_quant_0" -> "1116 quantize_per_tensor_default_34" [label="(1, 14, 14, 1536)", style=solid]; +"1116 quantize_per_tensor_default_34" -> "1117 dequantize_per_tensor_default_34" [label="(1, 14, 14, 1536)", style=solid]; +"1117 dequantize_per_tensor_default_34" -> "1122 linear_49" [label="(1, 14, 14, 1536)", style=solid]; +"1118 linear_49_scale_0" -> "1121 dequantize_per_channel_default_34" [label="(384,)", style=solid]; +"1119 linear_49_zero_point_0" -> "1121 dequantize_per_channel_default_34" [label="(384,)", style=solid]; +"1120 _frozen_param42" -> "1121 dequantize_per_channel_default_34" [label="(384, 1536)", style=solid]; +"1121 dequantize_per_channel_default_34" -> "1122 linear_49" [label="(384, 1536)", style=solid]; +"1122 linear_49" -> "1123 dropout_31" [label="(1, 14, 14, 384)", style=solid]; +"1123 dropout_31" -> "1124 layer_norm_18" [label="(1, 14, 14, 384)", style=solid]; +"1124 layer_norm_18" -> "1125 add_27" [label="(1, 14, 14, 384)", style=solid]; +"1125 add_27" -> "1150 pad_10" [label="(1, 14, 14, 384)", style=solid]; +"1125 add_27" -> "1195 add_29" [label="(1, 14, 14, 384)", style=solid]; +"1126 _frozen_param43" -> "1127 dequantize_per_tensor_default_35" [label="(1, 15, 15, 2)", style=solid]; +"1127 dequantize_per_tensor_default_35" -> "1132 linear_50" [label="(1, 15, 15, 2)", style=solid]; +"1128 linear_50_scale_0" -> "1131 dequantize_per_channel_default_35" [label="(512,)", style=solid]; +"1129 linear_50_zero_point_0" -> "1131 dequantize_per_channel_default_35" [label="(512,)", style=solid]; +"1130 _frozen_param44" -> "1131 dequantize_per_channel_default_35" [label="(512, 2)", style=solid]; +"1131 dequantize_per_channel_default_35" -> "1132 linear_50" [label="(512, 2)", style=solid]; +"1132 linear_50" -> "1133 relu__8" [label="(1, 15, 15, 512)", style=solid]; +"1133 relu__8" -> "1134 relu__8_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"1134 relu__8_0_0_nncf_smooth_quant_0" -> "1135 quantize_per_tensor_default_36" [label="(1, 15, 15, 512)", style=solid]; +"1135 quantize_per_tensor_default_36" -> "1136 dequantize_per_tensor_default_36" [label="(1, 15, 15, 512)", style=solid]; +"1136 dequantize_per_tensor_default_36" -> "1141 linear_51" [label="(1, 15, 15, 512)", style=solid]; +"1137 linear_51_scale_0" -> "1140 dequantize_per_channel_default_36" [label="(12,)", style=solid]; +"1138 linear_51_zero_point_0" -> "1140 dequantize_per_channel_default_36" [label="(12,)", style=solid]; +"1139 _frozen_param45" -> "1140 dequantize_per_channel_default_36" [label="(12, 512)", style=solid]; +"1140 dequantize_per_channel_default_36" -> "1141 linear_51" [label="(12, 512)", style=solid]; +"1141 linear_51" -> "1142 view_44" [label="(1, 15, 15, 12)", style=solid]; +"1142 view_44" -> "1143 index_8" [label="(225, 12)", style=solid]; +"1143 index_8" -> "1144 view_45" [label="(4096, 12)", style=solid]; +"1144 view_45" -> "1145 permute_37" [label="(64, 64, 12)", style=solid]; +"1145 permute_37" -> "1146 contiguous_14" [label="(12, 64, 64)", style=solid]; +"1146 contiguous_14" -> "1147 unsqueeze_24" [label="(12, 64, 64)", style=solid]; +"1147 unsqueeze_24" -> "1148 sigmoid_8" [label="(1, 12, 64, 64)", style=solid]; +"1148 sigmoid_8" -> "1149 mul_16" [label="(1, 12, 64, 64)", style=solid]; +"1149 mul_16" -> "1176 add_28" [label="(1, 12, 64, 64)", style=solid]; +"1150 pad_10" -> "1151 view_46" [label="(1, 16, 16, 384)", style=solid]; +"1151 view_46" -> "1152 permute_38" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1152 permute_38" -> "1153 reshape_36" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1153 reshape_36" -> "1156 reshape_36_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1154 clone_8" -> "1157 linear_52" [label="(1152,)", style=solid]; +"1155 features_5_4_attn_qkv_weight_updated_constant0" -> "1157 linear_52" [label="(1152, 384)", style=solid]; +"1156 reshape_36_0_0_nncf_smooth_quant_0" -> "1157 linear_52" [label="(4, 64, 384)", style=solid]; +"1157 linear_52" -> "1158 reshape_37" [label="(4, 64, 1152)", style=solid]; +"1158 reshape_37" -> "1159 permute_39" [label="(4, 64, 3, 12, 32)", style=solid]; +"1159 permute_39" -> "1160 select_24" [label="(3, 4, 12, 64, 32)", style=solid]; +"1159 permute_39" -> "1161 select_25" [label="(3, 4, 12, 64, 32)", style=solid]; +"1159 permute_39" -> "1162 select_26" [label="(3, 4, 12, 64, 32)", style=solid]; +"1160 select_24" -> "1163 linalg_vector_norm_16" [label="(4, 12, 64, 32)", style=solid]; +"1160 select_24" -> "1165 expand_as_16" [label="(4, 12, 64, 32)", style=solid]; +"1160 select_24" -> "1166 div_16" [label="(4, 12, 64, 32)", style=solid]; +"1161 select_25" -> "1167 linalg_vector_norm_17" [label="(4, 12, 64, 32)", style=solid]; +"1161 select_25" -> "1169 expand_as_17" [label="(4, 12, 64, 32)", style=solid]; +"1161 select_25" -> "1170 div_17" [label="(4, 12, 64, 32)", style=solid]; +"1162 select_26" -> "1179 matmul_17" [label="(4, 12, 64, 32)", style=solid]; +"1163 linalg_vector_norm_16" -> "1164 clamp_min_16" [label="(4, 12, 64, 1)", style=solid]; +"1164 clamp_min_16" -> "1165 expand_as_16" [label="(4, 12, 64, 1)", style=solid]; +"1165 expand_as_16" -> "1166 div_16" [label="(4, 12, 64, 32)", style=solid]; +"1166 div_16" -> "1172 matmul_16" [label="(4, 12, 64, 32)", style=solid]; +"1167 linalg_vector_norm_17" -> "1168 clamp_min_17" [label="(4, 12, 64, 1)", style=solid]; +"1168 clamp_min_17" -> "1169 expand_as_17" [label="(4, 12, 64, 1)", style=solid]; +"1169 expand_as_17" -> "1170 div_17" [label="(4, 12, 64, 32)", style=solid]; +"1170 div_17" -> "1171 transpose_16" [label="(4, 12, 64, 32)", style=solid]; +"1171 transpose_16" -> "1172 matmul_16" [label="(4, 12, 32, 64)", style=solid]; +"1172 matmul_16" -> "1175 mul_17" [label="(4, 12, 64, 64)", style=solid]; +"1173 clamp_8" -> "1174 exp_8" [label="(12, 1, 1)", style=solid]; +"1174 exp_8" -> "1175 mul_17" [label="(12, 1, 1)", style=solid]; +"1175 mul_17" -> "1176 add_28" [label="(4, 12, 64, 64)", style=solid]; +"1176 add_28" -> "1177 softmax_8" [label="(4, 12, 64, 64)", style=solid]; +"1177 softmax_8" -> "1178 dropout_32" [label="(4, 12, 64, 64)", style=solid]; +"1178 dropout_32" -> "1179 matmul_17" [label="(4, 12, 64, 64)", style=solid]; +"1179 matmul_17" -> "1180 transpose_17" [label="(4, 12, 64, 32)", style=solid]; +"1180 transpose_17" -> "1181 reshape_38" [label="(4, 64, 12, 32)", style=solid]; +"1181 reshape_38" -> "1183 reshape_38_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1182 features_5_4_attn_proj_weight_updated_constant0" -> "1184 linear_53" [label="(384, 384)", style=solid]; +"1183 reshape_38_0_0_nncf_smooth_quant_0" -> "1184 linear_53" [label="(4, 64, 384)", style=solid]; +"1184 linear_53" -> "1185 dropout_33" [label="(4, 64, 384)", style=solid]; +"1185 dropout_33" -> "1186 view_47" [label="(4, 64, 384)", style=solid]; +"1186 view_47" -> "1187 permute_40" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1187 permute_40" -> "1188 reshape_39" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1188 reshape_39" -> "1189 slice_134" [label="(1, 16, 16, 384)", style=solid]; +"1189 slice_134" -> "1190 slice_135" [label="(1, 16, 16, 384)", style=solid]; +"1190 slice_135" -> "1191 slice_136" [label="(1, 14, 16, 384)", style=solid]; +"1191 slice_136" -> "1192 slice_137" [label="(1, 14, 14, 384)", style=solid]; +"1192 slice_137" -> "1193 contiguous_15" [label="(1, 14, 14, 384)", style=solid]; +"1193 contiguous_15" -> "1194 layer_norm_19" [label="(1, 14, 14, 384)", style=solid]; +"1194 layer_norm_19" -> "1195 add_29" [label="(1, 14, 14, 384)", style=solid]; +"1195 add_29" -> "1196 add_29_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1195 add_29" -> "1216 add_30" [label="(1, 14, 14, 384)", style=solid]; +"1196 add_29_0_0_nncf_smooth_quant_0" -> "1197 quantize_per_tensor_default_37" [label="(1, 14, 14, 384)", style=solid]; +"1197 quantize_per_tensor_default_37" -> "1198 dequantize_per_tensor_default_37" [label="(1, 14, 14, 384)", style=solid]; +"1198 dequantize_per_tensor_default_37" -> "1203 linear_54" [label="(1, 14, 14, 384)", style=solid]; +"1199 linear_54_scale_0" -> "1202 dequantize_per_channel_default_37" [label="(1536,)", style=solid]; +"1200 linear_54_zero_point_0" -> "1202 dequantize_per_channel_default_37" [label="(1536,)", style=solid]; +"1201 _frozen_param46" -> "1202 dequantize_per_channel_default_37" [label="(1536, 384)", style=solid]; +"1202 dequantize_per_channel_default_37" -> "1203 linear_54" [label="(1536, 384)", style=solid]; +"1203 linear_54" -> "1204 gelu_8" [label="(1, 14, 14, 1536)", style=solid]; +"1204 gelu_8" -> "1205 dropout_34" [label="(1, 14, 14, 1536)", style=solid]; +"1205 dropout_34" -> "1206 dropout_34_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1206 dropout_34_0_0_nncf_smooth_quant_0" -> "1207 quantize_per_tensor_default_38" [label="(1, 14, 14, 1536)", style=solid]; +"1207 quantize_per_tensor_default_38" -> "1208 dequantize_per_tensor_default_38" [label="(1, 14, 14, 1536)", style=solid]; +"1208 dequantize_per_tensor_default_38" -> "1213 linear_55" [label="(1, 14, 14, 1536)", style=solid]; +"1209 linear_55_scale_0" -> "1212 dequantize_per_channel_default_38" [label="(384,)", style=solid]; +"1210 linear_55_zero_point_0" -> "1212 dequantize_per_channel_default_38" [label="(384,)", style=solid]; +"1211 _frozen_param47" -> "1212 dequantize_per_channel_default_38" [label="(384, 1536)", style=solid]; +"1212 dequantize_per_channel_default_38" -> "1213 linear_55" [label="(384, 1536)", style=solid]; +"1213 linear_55" -> "1214 dropout_35" [label="(1, 14, 14, 384)", style=solid]; +"1214 dropout_35" -> "1215 layer_norm_20" [label="(1, 14, 14, 384)", style=solid]; +"1215 layer_norm_20" -> "1216 add_30" [label="(1, 14, 14, 384)", style=solid]; +"1216 add_30" -> "1241 pad_11" [label="(1, 14, 14, 384)", style=solid]; +"1216 add_30" -> "1304 add_33" [label="(1, 14, 14, 384)", style=solid]; +"1217 _frozen_param48" -> "1218 dequantize_per_tensor_default_39" [label="(1, 15, 15, 2)", style=solid]; +"1218 dequantize_per_tensor_default_39" -> "1223 linear_56" [label="(1, 15, 15, 2)", style=solid]; +"1219 linear_56_scale_0" -> "1222 dequantize_per_channel_default_39" [label="(512,)", style=solid]; +"1220 linear_56_zero_point_0" -> "1222 dequantize_per_channel_default_39" [label="(512,)", style=solid]; +"1221 _frozen_param49" -> "1222 dequantize_per_channel_default_39" [label="(512, 2)", style=solid]; +"1222 dequantize_per_channel_default_39" -> "1223 linear_56" [label="(512, 2)", style=solid]; +"1223 linear_56" -> "1224 relu__9" [label="(1, 15, 15, 512)", style=solid]; +"1224 relu__9" -> "1225 relu__9_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"1225 relu__9_0_0_nncf_smooth_quant_0" -> "1226 quantize_per_tensor_default_40" [label="(1, 15, 15, 512)", style=solid]; +"1226 quantize_per_tensor_default_40" -> "1227 dequantize_per_tensor_default_40" [label="(1, 15, 15, 512)", style=solid]; +"1227 dequantize_per_tensor_default_40" -> "1232 linear_57" [label="(1, 15, 15, 512)", style=solid]; +"1228 linear_57_scale_0" -> "1231 dequantize_per_channel_default_40" [label="(12,)", style=solid]; +"1229 linear_57_zero_point_0" -> "1231 dequantize_per_channel_default_40" [label="(12,)", style=solid]; +"1230 _frozen_param50" -> "1231 dequantize_per_channel_default_40" [label="(12, 512)", style=solid]; +"1231 dequantize_per_channel_default_40" -> "1232 linear_57" [label="(12, 512)", style=solid]; +"1232 linear_57" -> "1233 view_48" [label="(1, 15, 15, 12)", style=solid]; +"1233 view_48" -> "1234 index_9" [label="(225, 12)", style=solid]; +"1234 index_9" -> "1235 view_49" [label="(4096, 12)", style=solid]; +"1235 view_49" -> "1236 permute_41" [label="(64, 64, 12)", style=solid]; +"1236 permute_41" -> "1237 contiguous_16" [label="(12, 64, 64)", style=solid]; +"1237 contiguous_16" -> "1238 unsqueeze_25" [label="(12, 64, 64)", style=solid]; +"1238 unsqueeze_25" -> "1239 sigmoid_9" [label="(1, 12, 64, 64)", style=solid]; +"1239 sigmoid_9" -> "1240 mul_18" [label="(1, 12, 64, 64)", style=solid]; +"1240 mul_18" -> "1268 add_31" [label="(1, 12, 64, 64)", style=solid]; +"1241 pad_11" -> "1242 roll_8" [label="(1, 16, 16, 384)", style=solid]; +"1242 roll_8" -> "1243 view_50" [label="(1, 16, 16, 384)", style=solid]; +"1243 view_50" -> "1244 permute_42" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1244 permute_42" -> "1245 reshape_40" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1245 reshape_40" -> "1248 reshape_40_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1245 reshape_40" -> "1269 new_zeros_4" [label="(4, 64, 384)", style=solid]; +"1246 clone_9" -> "1249 linear_58" [label="(1152,)", style=solid]; +"1247 features_5_5_attn_qkv_weight_updated_constant0" -> "1249 linear_58" [label="(1152, 384)", style=solid]; +"1248 reshape_40_0_0_nncf_smooth_quant_0" -> "1249 linear_58" [label="(4, 64, 384)", style=solid]; +"1249 linear_58" -> "1250 reshape_41" [label="(4, 64, 1152)", style=solid]; +"1250 reshape_41" -> "1251 permute_43" [label="(4, 64, 3, 12, 32)", style=solid]; +"1251 permute_43" -> "1252 select_27" [label="(3, 4, 12, 64, 32)", style=solid]; +"1251 permute_43" -> "1253 select_28" [label="(3, 4, 12, 64, 32)", style=solid]; +"1251 permute_43" -> "1254 select_29" [label="(3, 4, 12, 64, 32)", style=solid]; +"1252 select_27" -> "1255 linalg_vector_norm_18" [label="(4, 12, 64, 32)", style=solid]; +"1252 select_27" -> "1257 expand_as_18" [label="(4, 12, 64, 32)", style=solid]; +"1252 select_27" -> "1258 div_18" [label="(4, 12, 64, 32)", style=solid]; +"1253 select_28" -> "1259 linalg_vector_norm_19" [label="(4, 12, 64, 32)", style=solid]; +"1253 select_28" -> "1261 expand_as_19" [label="(4, 12, 64, 32)", style=solid]; +"1253 select_28" -> "1262 div_19" [label="(4, 12, 64, 32)", style=solid]; +"1254 select_29" -> "1287 matmul_19" [label="(4, 12, 64, 32)", style=solid]; +"1255 linalg_vector_norm_18" -> "1256 clamp_min_18" [label="(4, 12, 64, 1)", style=solid]; +"1256 clamp_min_18" -> "1257 expand_as_18" [label="(4, 12, 64, 1)", style=solid]; +"1257 expand_as_18" -> "1258 div_18" [label="(4, 12, 64, 32)", style=solid]; +"1258 div_18" -> "1264 matmul_18" [label="(4, 12, 64, 32)", style=solid]; +"1259 linalg_vector_norm_19" -> "1260 clamp_min_19" [label="(4, 12, 64, 1)", style=solid]; +"1260 clamp_min_19" -> "1261 expand_as_19" [label="(4, 12, 64, 1)", style=solid]; +"1261 expand_as_19" -> "1262 div_19" [label="(4, 12, 64, 32)", style=solid]; +"1262 div_19" -> "1263 transpose_18" [label="(4, 12, 64, 32)", style=solid]; +"1263 transpose_18" -> "1264 matmul_18" [label="(4, 12, 32, 64)", style=solid]; +"1264 matmul_18" -> "1267 mul_19" [label="(4, 12, 64, 64)", style=solid]; +"1265 clamp_9" -> "1266 exp_9" [label="(12, 1, 1)", style=solid]; +"1266 exp_9" -> "1267 mul_19" [label="(12, 1, 1)", style=solid]; +"1267 mul_19" -> "1268 add_31" [label="(4, 12, 64, 64)", style=solid]; +"1268 add_31" -> "1280 view_52" [label="(4, 12, 64, 64)", style=solid]; +"1269 new_zeros_4" -> "1270 view_51" [label="(16, 16)", style=solid]; +"1270 view_51" -> "1271 permute_44" [label="(2, 8, 2, 8)", style=solid]; +"1271 permute_44" -> "1272 reshape_42" [label="(2, 2, 8, 8)", style=solid]; +"1272 reshape_42" -> "1273 unsqueeze_26" [label="(4, 64)", style=solid]; +"1272 reshape_42" -> "1274 unsqueeze_27" [label="(4, 64)", style=solid]; +"1273 unsqueeze_26" -> "1275 sub_4" [label="(4, 1, 64)", style=solid]; +"1274 unsqueeze_27" -> "1275 sub_4" [label="(4, 64, 1)", style=solid]; +"1275 sub_4" -> "1276 ne_4" [label="(4, 64, 64)", style=solid]; +"1275 sub_4" -> "1277 masked_fill_8" [label="(4, 64, 64)", style=solid]; +"1275 sub_4" -> "1278 eq_4" [label="(4, 64, 64)", style=solid]; +"1276 ne_4" -> "1277 masked_fill_8" [label="(4, 64, 64)", style=solid]; +"1277 masked_fill_8" -> "1279 masked_fill_9" [label="(4, 64, 64)", style=solid]; +"1278 eq_4" -> "1279 masked_fill_9" [label="(4, 64, 64)", style=solid]; +"1279 masked_fill_9" -> "1281 unsqueeze_28" [label="(4, 64, 64)", style=solid]; +"1280 view_52" -> "1283 add_32" [label="(1, 4, 12, 64, 64)", style=solid]; +"1281 unsqueeze_28" -> "1282 unsqueeze_29" [label="(4, 1, 64, 64)", style=solid]; +"1282 unsqueeze_29" -> "1283 add_32" [label="(1, 4, 1, 64, 64)", style=solid]; +"1283 add_32" -> "1284 view_53" [label="(1, 4, 12, 64, 64)", style=solid]; +"1284 view_53" -> "1285 softmax_9" [label="(4, 12, 64, 64)", style=solid]; +"1285 softmax_9" -> "1286 dropout_36" [label="(4, 12, 64, 64)", style=solid]; +"1286 dropout_36" -> "1287 matmul_19" [label="(4, 12, 64, 64)", style=solid]; +"1287 matmul_19" -> "1288 transpose_19" [label="(4, 12, 64, 32)", style=solid]; +"1288 transpose_19" -> "1289 reshape_43" [label="(4, 64, 12, 32)", style=solid]; +"1289 reshape_43" -> "1291 reshape_43_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1290 features_5_5_attn_proj_weight_updated_constant0" -> "1292 linear_59" [label="(384, 384)", style=solid]; +"1291 reshape_43_0_0_nncf_smooth_quant_0" -> "1292 linear_59" [label="(4, 64, 384)", style=solid]; +"1292 linear_59" -> "1293 dropout_37" [label="(4, 64, 384)", style=solid]; +"1293 dropout_37" -> "1294 view_54" [label="(4, 64, 384)", style=solid]; +"1294 view_54" -> "1295 permute_45" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1295 permute_45" -> "1296 reshape_44" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1296 reshape_44" -> "1297 roll_9" [label="(1, 16, 16, 384)", style=solid]; +"1297 roll_9" -> "1298 slice_157" [label="(1, 16, 16, 384)", style=solid]; +"1298 slice_157" -> "1299 slice_158" [label="(1, 16, 16, 384)", style=solid]; +"1299 slice_158" -> "1300 slice_159" [label="(1, 14, 16, 384)", style=solid]; +"1300 slice_159" -> "1301 slice_160" [label="(1, 14, 14, 384)", style=solid]; +"1301 slice_160" -> "1302 contiguous_17" [label="(1, 14, 14, 384)", style=solid]; +"1302 contiguous_17" -> "1303 layer_norm_21" [label="(1, 14, 14, 384)", style=solid]; +"1303 layer_norm_21" -> "1304 add_33" [label="(1, 14, 14, 384)", style=solid]; +"1304 add_33" -> "1305 add_33_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1304 add_33" -> "1325 add_34" [label="(1, 14, 14, 384)", style=solid]; +"1305 add_33_0_0_nncf_smooth_quant_0" -> "1306 quantize_per_tensor_default_41" [label="(1, 14, 14, 384)", style=solid]; +"1306 quantize_per_tensor_default_41" -> "1307 dequantize_per_tensor_default_41" [label="(1, 14, 14, 384)", style=solid]; +"1307 dequantize_per_tensor_default_41" -> "1312 linear_60" [label="(1, 14, 14, 384)", style=solid]; +"1308 linear_60_scale_0" -> "1311 dequantize_per_channel_default_41" [label="(1536,)", style=solid]; +"1309 linear_60_zero_point_0" -> "1311 dequantize_per_channel_default_41" [label="(1536,)", style=solid]; +"1310 _frozen_param51" -> "1311 dequantize_per_channel_default_41" [label="(1536, 384)", style=solid]; +"1311 dequantize_per_channel_default_41" -> "1312 linear_60" [label="(1536, 384)", style=solid]; +"1312 linear_60" -> "1313 gelu_9" [label="(1, 14, 14, 1536)", style=solid]; +"1313 gelu_9" -> "1314 dropout_38" [label="(1, 14, 14, 1536)", style=solid]; +"1314 dropout_38" -> "1315 dropout_38_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1315 dropout_38_0_0_nncf_smooth_quant_0" -> "1316 quantize_per_tensor_default_42" [label="(1, 14, 14, 1536)", style=solid]; +"1316 quantize_per_tensor_default_42" -> "1317 dequantize_per_tensor_default_42" [label="(1, 14, 14, 1536)", style=solid]; +"1317 dequantize_per_tensor_default_42" -> "1322 linear_61" [label="(1, 14, 14, 1536)", style=solid]; +"1318 linear_61_scale_0" -> "1321 dequantize_per_channel_default_42" [label="(384,)", style=solid]; +"1319 linear_61_zero_point_0" -> "1321 dequantize_per_channel_default_42" [label="(384,)", style=solid]; +"1320 _frozen_param52" -> "1321 dequantize_per_channel_default_42" [label="(384, 1536)", style=solid]; +"1321 dequantize_per_channel_default_42" -> "1322 linear_61" [label="(384, 1536)", style=solid]; +"1322 linear_61" -> "1323 dropout_39" [label="(1, 14, 14, 384)", style=solid]; +"1323 dropout_39" -> "1324 layer_norm_22" [label="(1, 14, 14, 384)", style=solid]; +"1324 layer_norm_22" -> "1325 add_34" [label="(1, 14, 14, 384)", style=solid]; +"1325 add_34" -> "1350 pad_12" [label="(1, 14, 14, 384)", style=solid]; +"1325 add_34" -> "1395 add_36" [label="(1, 14, 14, 384)", style=solid]; +"1326 _frozen_param53" -> "1327 dequantize_per_tensor_default_43" [label="(1, 15, 15, 2)", style=solid]; +"1327 dequantize_per_tensor_default_43" -> "1332 linear_62" [label="(1, 15, 15, 2)", style=solid]; +"1328 linear_62_scale_0" -> "1331 dequantize_per_channel_default_43" [label="(512,)", style=solid]; +"1329 linear_62_zero_point_0" -> "1331 dequantize_per_channel_default_43" [label="(512,)", style=solid]; +"1330 _frozen_param54" -> "1331 dequantize_per_channel_default_43" [label="(512, 2)", style=solid]; +"1331 dequantize_per_channel_default_43" -> "1332 linear_62" [label="(512, 2)", style=solid]; +"1332 linear_62" -> "1333 relu__10" [label="(1, 15, 15, 512)", style=solid]; +"1333 relu__10" -> "1334 relu__10_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"1334 relu__10_0_0_nncf_smooth_quant_0" -> "1335 quantize_per_tensor_default_44" [label="(1, 15, 15, 512)", style=solid]; +"1335 quantize_per_tensor_default_44" -> "1336 dequantize_per_tensor_default_44" [label="(1, 15, 15, 512)", style=solid]; +"1336 dequantize_per_tensor_default_44" -> "1341 linear_63" [label="(1, 15, 15, 512)", style=solid]; +"1337 linear_63_scale_0" -> "1340 dequantize_per_channel_default_44" [label="(12,)", style=solid]; +"1338 linear_63_zero_point_0" -> "1340 dequantize_per_channel_default_44" [label="(12,)", style=solid]; +"1339 _frozen_param55" -> "1340 dequantize_per_channel_default_44" [label="(12, 512)", style=solid]; +"1340 dequantize_per_channel_default_44" -> "1341 linear_63" [label="(12, 512)", style=solid]; +"1341 linear_63" -> "1342 view_55" [label="(1, 15, 15, 12)", style=solid]; +"1342 view_55" -> "1343 index_10" [label="(225, 12)", style=solid]; +"1343 index_10" -> "1344 view_56" [label="(4096, 12)", style=solid]; +"1344 view_56" -> "1345 permute_46" [label="(64, 64, 12)", style=solid]; +"1345 permute_46" -> "1346 contiguous_18" [label="(12, 64, 64)", style=solid]; +"1346 contiguous_18" -> "1347 unsqueeze_30" [label="(12, 64, 64)", style=solid]; +"1347 unsqueeze_30" -> "1348 sigmoid_10" [label="(1, 12, 64, 64)", style=solid]; +"1348 sigmoid_10" -> "1349 mul_20" [label="(1, 12, 64, 64)", style=solid]; +"1349 mul_20" -> "1376 add_35" [label="(1, 12, 64, 64)", style=solid]; +"1350 pad_12" -> "1351 view_57" [label="(1, 16, 16, 384)", style=solid]; +"1351 view_57" -> "1352 permute_47" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1352 permute_47" -> "1353 reshape_45" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1353 reshape_45" -> "1356 reshape_45_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1354 clone_10" -> "1357 linear_64" [label="(1152,)", style=solid]; +"1355 features_5_6_attn_qkv_weight_updated_constant0" -> "1357 linear_64" [label="(1152, 384)", style=solid]; +"1356 reshape_45_0_0_nncf_smooth_quant_0" -> "1357 linear_64" [label="(4, 64, 384)", style=solid]; +"1357 linear_64" -> "1358 reshape_46" [label="(4, 64, 1152)", style=solid]; +"1358 reshape_46" -> "1359 permute_48" [label="(4, 64, 3, 12, 32)", style=solid]; +"1359 permute_48" -> "1360 select_30" [label="(3, 4, 12, 64, 32)", style=solid]; +"1359 permute_48" -> "1361 select_31" [label="(3, 4, 12, 64, 32)", style=solid]; +"1359 permute_48" -> "1362 select_32" [label="(3, 4, 12, 64, 32)", style=solid]; +"1360 select_30" -> "1363 linalg_vector_norm_20" [label="(4, 12, 64, 32)", style=solid]; +"1360 select_30" -> "1365 expand_as_20" [label="(4, 12, 64, 32)", style=solid]; +"1360 select_30" -> "1366 div_20" [label="(4, 12, 64, 32)", style=solid]; +"1361 select_31" -> "1367 linalg_vector_norm_21" [label="(4, 12, 64, 32)", style=solid]; +"1361 select_31" -> "1369 expand_as_21" [label="(4, 12, 64, 32)", style=solid]; +"1361 select_31" -> "1370 div_21" [label="(4, 12, 64, 32)", style=solid]; +"1362 select_32" -> "1379 matmul_21" [label="(4, 12, 64, 32)", style=solid]; +"1363 linalg_vector_norm_20" -> "1364 clamp_min_20" [label="(4, 12, 64, 1)", style=solid]; +"1364 clamp_min_20" -> "1365 expand_as_20" [label="(4, 12, 64, 1)", style=solid]; +"1365 expand_as_20" -> "1366 div_20" [label="(4, 12, 64, 32)", style=solid]; +"1366 div_20" -> "1372 matmul_20" [label="(4, 12, 64, 32)", style=solid]; +"1367 linalg_vector_norm_21" -> "1368 clamp_min_21" [label="(4, 12, 64, 1)", style=solid]; +"1368 clamp_min_21" -> "1369 expand_as_21" [label="(4, 12, 64, 1)", style=solid]; +"1369 expand_as_21" -> "1370 div_21" [label="(4, 12, 64, 32)", style=solid]; +"1370 div_21" -> "1371 transpose_20" [label="(4, 12, 64, 32)", style=solid]; +"1371 transpose_20" -> "1372 matmul_20" [label="(4, 12, 32, 64)", style=solid]; +"1372 matmul_20" -> "1375 mul_21" [label="(4, 12, 64, 64)", style=solid]; +"1373 clamp_10" -> "1374 exp_10" [label="(12, 1, 1)", style=solid]; +"1374 exp_10" -> "1375 mul_21" [label="(12, 1, 1)", style=solid]; +"1375 mul_21" -> "1376 add_35" [label="(4, 12, 64, 64)", style=solid]; +"1376 add_35" -> "1377 softmax_10" [label="(4, 12, 64, 64)", style=solid]; +"1377 softmax_10" -> "1378 dropout_40" [label="(4, 12, 64, 64)", style=solid]; +"1378 dropout_40" -> "1379 matmul_21" [label="(4, 12, 64, 64)", style=solid]; +"1379 matmul_21" -> "1380 transpose_21" [label="(4, 12, 64, 32)", style=solid]; +"1380 transpose_21" -> "1381 reshape_47" [label="(4, 64, 12, 32)", style=solid]; +"1381 reshape_47" -> "1383 reshape_47_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1382 features_5_6_attn_proj_weight_updated_constant0" -> "1384 linear_65" [label="(384, 384)", style=solid]; +"1383 reshape_47_0_0_nncf_smooth_quant_0" -> "1384 linear_65" [label="(4, 64, 384)", style=solid]; +"1384 linear_65" -> "1385 dropout_41" [label="(4, 64, 384)", style=solid]; +"1385 dropout_41" -> "1386 view_58" [label="(4, 64, 384)", style=solid]; +"1386 view_58" -> "1387 permute_49" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1387 permute_49" -> "1388 reshape_48" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1388 reshape_48" -> "1389 slice_162" [label="(1, 16, 16, 384)", style=solid]; +"1389 slice_162" -> "1390 slice_163" [label="(1, 16, 16, 384)", style=solid]; +"1390 slice_163" -> "1391 slice_164" [label="(1, 14, 16, 384)", style=solid]; +"1391 slice_164" -> "1392 slice_165" [label="(1, 14, 14, 384)", style=solid]; +"1392 slice_165" -> "1393 contiguous_19" [label="(1, 14, 14, 384)", style=solid]; +"1393 contiguous_19" -> "1394 layer_norm_23" [label="(1, 14, 14, 384)", style=solid]; +"1394 layer_norm_23" -> "1395 add_36" [label="(1, 14, 14, 384)", style=solid]; +"1395 add_36" -> "1396 add_36_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1395 add_36" -> "1416 add_37" [label="(1, 14, 14, 384)", style=solid]; +"1396 add_36_0_0_nncf_smooth_quant_0" -> "1397 quantize_per_tensor_default_45" [label="(1, 14, 14, 384)", style=solid]; +"1397 quantize_per_tensor_default_45" -> "1398 dequantize_per_tensor_default_45" [label="(1, 14, 14, 384)", style=solid]; +"1398 dequantize_per_tensor_default_45" -> "1403 linear_66" [label="(1, 14, 14, 384)", style=solid]; +"1399 linear_66_scale_0" -> "1402 dequantize_per_channel_default_45" [label="(1536,)", style=solid]; +"1400 linear_66_zero_point_0" -> "1402 dequantize_per_channel_default_45" [label="(1536,)", style=solid]; +"1401 _frozen_param56" -> "1402 dequantize_per_channel_default_45" [label="(1536, 384)", style=solid]; +"1402 dequantize_per_channel_default_45" -> "1403 linear_66" [label="(1536, 384)", style=solid]; +"1403 linear_66" -> "1404 gelu_10" [label="(1, 14, 14, 1536)", style=solid]; +"1404 gelu_10" -> "1405 dropout_42" [label="(1, 14, 14, 1536)", style=solid]; +"1405 dropout_42" -> "1406 dropout_42_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1406 dropout_42_0_0_nncf_smooth_quant_0" -> "1407 quantize_per_tensor_default_46" [label="(1, 14, 14, 1536)", style=solid]; +"1407 quantize_per_tensor_default_46" -> "1408 dequantize_per_tensor_default_46" [label="(1, 14, 14, 1536)", style=solid]; +"1408 dequantize_per_tensor_default_46" -> "1413 linear_67" [label="(1, 14, 14, 1536)", style=solid]; +"1409 linear_67_scale_0" -> "1412 dequantize_per_channel_default_46" [label="(384,)", style=solid]; +"1410 linear_67_zero_point_0" -> "1412 dequantize_per_channel_default_46" [label="(384,)", style=solid]; +"1411 _frozen_param57" -> "1412 dequantize_per_channel_default_46" [label="(384, 1536)", style=solid]; +"1412 dequantize_per_channel_default_46" -> "1413 linear_67" [label="(384, 1536)", style=solid]; +"1413 linear_67" -> "1414 dropout_43" [label="(1, 14, 14, 384)", style=solid]; +"1414 dropout_43" -> "1415 layer_norm_24" [label="(1, 14, 14, 384)", style=solid]; +"1415 layer_norm_24" -> "1416 add_37" [label="(1, 14, 14, 384)", style=solid]; +"1416 add_37" -> "1441 pad_13" [label="(1, 14, 14, 384)", style=solid]; +"1416 add_37" -> "1504 add_40" [label="(1, 14, 14, 384)", style=solid]; +"1417 _frozen_param58" -> "1418 dequantize_per_tensor_default_47" [label="(1, 15, 15, 2)", style=solid]; +"1418 dequantize_per_tensor_default_47" -> "1423 linear_68" [label="(1, 15, 15, 2)", style=solid]; +"1419 linear_68_scale_0" -> "1422 dequantize_per_channel_default_47" [label="(512,)", style=solid]; +"1420 linear_68_zero_point_0" -> "1422 dequantize_per_channel_default_47" [label="(512,)", style=solid]; +"1421 _frozen_param59" -> "1422 dequantize_per_channel_default_47" [label="(512, 2)", style=solid]; +"1422 dequantize_per_channel_default_47" -> "1423 linear_68" [label="(512, 2)", style=solid]; +"1423 linear_68" -> "1424 relu__11" [label="(1, 15, 15, 512)", style=solid]; +"1424 relu__11" -> "1425 relu__11_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"1425 relu__11_0_0_nncf_smooth_quant_0" -> "1426 quantize_per_tensor_default_48" [label="(1, 15, 15, 512)", style=solid]; +"1426 quantize_per_tensor_default_48" -> "1427 dequantize_per_tensor_default_48" [label="(1, 15, 15, 512)", style=solid]; +"1427 dequantize_per_tensor_default_48" -> "1432 linear_69" [label="(1, 15, 15, 512)", style=solid]; +"1428 linear_69_scale_0" -> "1431 dequantize_per_channel_default_48" [label="(12,)", style=solid]; +"1429 linear_69_zero_point_0" -> "1431 dequantize_per_channel_default_48" [label="(12,)", style=solid]; +"1430 _frozen_param60" -> "1431 dequantize_per_channel_default_48" [label="(12, 512)", style=solid]; +"1431 dequantize_per_channel_default_48" -> "1432 linear_69" [label="(12, 512)", style=solid]; +"1432 linear_69" -> "1433 view_59" [label="(1, 15, 15, 12)", style=solid]; +"1433 view_59" -> "1434 index_11" [label="(225, 12)", style=solid]; +"1434 index_11" -> "1435 view_60" [label="(4096, 12)", style=solid]; +"1435 view_60" -> "1436 permute_50" [label="(64, 64, 12)", style=solid]; +"1436 permute_50" -> "1437 contiguous_20" [label="(12, 64, 64)", style=solid]; +"1437 contiguous_20" -> "1438 unsqueeze_31" [label="(12, 64, 64)", style=solid]; +"1438 unsqueeze_31" -> "1439 sigmoid_11" [label="(1, 12, 64, 64)", style=solid]; +"1439 sigmoid_11" -> "1440 mul_22" [label="(1, 12, 64, 64)", style=solid]; +"1440 mul_22" -> "1468 add_38" [label="(1, 12, 64, 64)", style=solid]; +"1441 pad_13" -> "1442 roll_10" [label="(1, 16, 16, 384)", style=solid]; +"1442 roll_10" -> "1443 view_61" [label="(1, 16, 16, 384)", style=solid]; +"1443 view_61" -> "1444 permute_51" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1444 permute_51" -> "1445 reshape_49" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1445 reshape_49" -> "1448 reshape_49_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1445 reshape_49" -> "1469 new_zeros_5" [label="(4, 64, 384)", style=solid]; +"1446 clone_11" -> "1449 linear_70" [label="(1152,)", style=solid]; +"1447 features_5_7_attn_qkv_weight_updated_constant0" -> "1449 linear_70" [label="(1152, 384)", style=solid]; +"1448 reshape_49_0_0_nncf_smooth_quant_0" -> "1449 linear_70" [label="(4, 64, 384)", style=solid]; +"1449 linear_70" -> "1450 reshape_50" [label="(4, 64, 1152)", style=solid]; +"1450 reshape_50" -> "1451 permute_52" [label="(4, 64, 3, 12, 32)", style=solid]; +"1451 permute_52" -> "1452 select_33" [label="(3, 4, 12, 64, 32)", style=solid]; +"1451 permute_52" -> "1453 select_34" [label="(3, 4, 12, 64, 32)", style=solid]; +"1451 permute_52" -> "1454 select_35" [label="(3, 4, 12, 64, 32)", style=solid]; +"1452 select_33" -> "1455 linalg_vector_norm_22" [label="(4, 12, 64, 32)", style=solid]; +"1452 select_33" -> "1457 expand_as_22" [label="(4, 12, 64, 32)", style=solid]; +"1452 select_33" -> "1458 div_22" [label="(4, 12, 64, 32)", style=solid]; +"1453 select_34" -> "1459 linalg_vector_norm_23" [label="(4, 12, 64, 32)", style=solid]; +"1453 select_34" -> "1461 expand_as_23" [label="(4, 12, 64, 32)", style=solid]; +"1453 select_34" -> "1462 div_23" [label="(4, 12, 64, 32)", style=solid]; +"1454 select_35" -> "1487 matmul_23" [label="(4, 12, 64, 32)", style=solid]; +"1455 linalg_vector_norm_22" -> "1456 clamp_min_22" [label="(4, 12, 64, 1)", style=solid]; +"1456 clamp_min_22" -> "1457 expand_as_22" [label="(4, 12, 64, 1)", style=solid]; +"1457 expand_as_22" -> "1458 div_22" [label="(4, 12, 64, 32)", style=solid]; +"1458 div_22" -> "1464 matmul_22" [label="(4, 12, 64, 32)", style=solid]; +"1459 linalg_vector_norm_23" -> "1460 clamp_min_23" [label="(4, 12, 64, 1)", style=solid]; +"1460 clamp_min_23" -> "1461 expand_as_23" [label="(4, 12, 64, 1)", style=solid]; +"1461 expand_as_23" -> "1462 div_23" [label="(4, 12, 64, 32)", style=solid]; +"1462 div_23" -> "1463 transpose_22" [label="(4, 12, 64, 32)", style=solid]; +"1463 transpose_22" -> "1464 matmul_22" [label="(4, 12, 32, 64)", style=solid]; +"1464 matmul_22" -> "1467 mul_23" [label="(4, 12, 64, 64)", style=solid]; +"1465 clamp_11" -> "1466 exp_11" [label="(12, 1, 1)", style=solid]; +"1466 exp_11" -> "1467 mul_23" [label="(12, 1, 1)", style=solid]; +"1467 mul_23" -> "1468 add_38" [label="(4, 12, 64, 64)", style=solid]; +"1468 add_38" -> "1480 view_63" [label="(4, 12, 64, 64)", style=solid]; +"1469 new_zeros_5" -> "1470 view_62" [label="(16, 16)", style=solid]; +"1470 view_62" -> "1471 permute_53" [label="(2, 8, 2, 8)", style=solid]; +"1471 permute_53" -> "1472 reshape_51" [label="(2, 2, 8, 8)", style=solid]; +"1472 reshape_51" -> "1473 unsqueeze_32" [label="(4, 64)", style=solid]; +"1472 reshape_51" -> "1474 unsqueeze_33" [label="(4, 64)", style=solid]; +"1473 unsqueeze_32" -> "1475 sub_5" [label="(4, 1, 64)", style=solid]; +"1474 unsqueeze_33" -> "1475 sub_5" [label="(4, 64, 1)", style=solid]; +"1475 sub_5" -> "1476 ne_5" [label="(4, 64, 64)", style=solid]; +"1475 sub_5" -> "1477 masked_fill_10" [label="(4, 64, 64)", style=solid]; +"1475 sub_5" -> "1478 eq_5" [label="(4, 64, 64)", style=solid]; +"1476 ne_5" -> "1477 masked_fill_10" [label="(4, 64, 64)", style=solid]; +"1477 masked_fill_10" -> "1479 masked_fill_11" [label="(4, 64, 64)", style=solid]; +"1478 eq_5" -> "1479 masked_fill_11" [label="(4, 64, 64)", style=solid]; +"1479 masked_fill_11" -> "1481 unsqueeze_34" [label="(4, 64, 64)", style=solid]; +"1480 view_63" -> "1483 add_39" [label="(1, 4, 12, 64, 64)", style=solid]; +"1481 unsqueeze_34" -> "1482 unsqueeze_35" [label="(4, 1, 64, 64)", style=solid]; +"1482 unsqueeze_35" -> "1483 add_39" [label="(1, 4, 1, 64, 64)", style=solid]; +"1483 add_39" -> "1484 view_64" [label="(1, 4, 12, 64, 64)", style=solid]; +"1484 view_64" -> "1485 softmax_11" [label="(4, 12, 64, 64)", style=solid]; +"1485 softmax_11" -> "1486 dropout_44" [label="(4, 12, 64, 64)", style=solid]; +"1486 dropout_44" -> "1487 matmul_23" [label="(4, 12, 64, 64)", style=solid]; +"1487 matmul_23" -> "1488 transpose_23" [label="(4, 12, 64, 32)", style=solid]; +"1488 transpose_23" -> "1489 reshape_52" [label="(4, 64, 12, 32)", style=solid]; +"1489 reshape_52" -> "1491 reshape_52_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1490 features_5_7_attn_proj_weight_updated_constant0" -> "1492 linear_71" [label="(384, 384)", style=solid]; +"1491 reshape_52_0_0_nncf_smooth_quant_0" -> "1492 linear_71" [label="(4, 64, 384)", style=solid]; +"1492 linear_71" -> "1493 dropout_45" [label="(4, 64, 384)", style=solid]; +"1493 dropout_45" -> "1494 view_65" [label="(4, 64, 384)", style=solid]; +"1494 view_65" -> "1495 permute_54" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1495 permute_54" -> "1496 reshape_53" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1496 reshape_53" -> "1497 roll_11" [label="(1, 16, 16, 384)", style=solid]; +"1497 roll_11" -> "1498 slice_185" [label="(1, 16, 16, 384)", style=solid]; +"1498 slice_185" -> "1499 slice_186" [label="(1, 16, 16, 384)", style=solid]; +"1499 slice_186" -> "1500 slice_187" [label="(1, 14, 16, 384)", style=solid]; +"1500 slice_187" -> "1501 slice_188" [label="(1, 14, 14, 384)", style=solid]; +"1501 slice_188" -> "1502 contiguous_21" [label="(1, 14, 14, 384)", style=solid]; +"1502 contiguous_21" -> "1503 layer_norm_25" [label="(1, 14, 14, 384)", style=solid]; +"1503 layer_norm_25" -> "1504 add_40" [label="(1, 14, 14, 384)", style=solid]; +"1504 add_40" -> "1505 add_40_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1504 add_40" -> "1525 add_41" [label="(1, 14, 14, 384)", style=solid]; +"1505 add_40_0_0_nncf_smooth_quant_0" -> "1506 quantize_per_tensor_default_49" [label="(1, 14, 14, 384)", style=solid]; +"1506 quantize_per_tensor_default_49" -> "1507 dequantize_per_tensor_default_49" [label="(1, 14, 14, 384)", style=solid]; +"1507 dequantize_per_tensor_default_49" -> "1512 linear_72" [label="(1, 14, 14, 384)", style=solid]; +"1508 linear_72_scale_0" -> "1511 dequantize_per_channel_default_49" [label="(1536,)", style=solid]; +"1509 linear_72_zero_point_0" -> "1511 dequantize_per_channel_default_49" [label="(1536,)", style=solid]; +"1510 _frozen_param61" -> "1511 dequantize_per_channel_default_49" [label="(1536, 384)", style=solid]; +"1511 dequantize_per_channel_default_49" -> "1512 linear_72" [label="(1536, 384)", style=solid]; +"1512 linear_72" -> "1513 gelu_11" [label="(1, 14, 14, 1536)", style=solid]; +"1513 gelu_11" -> "1514 dropout_46" [label="(1, 14, 14, 1536)", style=solid]; +"1514 dropout_46" -> "1515 dropout_46_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1515 dropout_46_0_0_nncf_smooth_quant_0" -> "1516 quantize_per_tensor_default_50" [label="(1, 14, 14, 1536)", style=solid]; +"1516 quantize_per_tensor_default_50" -> "1517 dequantize_per_tensor_default_50" [label="(1, 14, 14, 1536)", style=solid]; +"1517 dequantize_per_tensor_default_50" -> "1522 linear_73" [label="(1, 14, 14, 1536)", style=solid]; +"1518 linear_73_scale_0" -> "1521 dequantize_per_channel_default_50" [label="(384,)", style=solid]; +"1519 linear_73_zero_point_0" -> "1521 dequantize_per_channel_default_50" [label="(384,)", style=solid]; +"1520 _frozen_param62" -> "1521 dequantize_per_channel_default_50" [label="(384, 1536)", style=solid]; +"1521 dequantize_per_channel_default_50" -> "1522 linear_73" [label="(384, 1536)", style=solid]; +"1522 linear_73" -> "1523 dropout_47" [label="(1, 14, 14, 384)", style=solid]; +"1523 dropout_47" -> "1524 layer_norm_26" [label="(1, 14, 14, 384)", style=solid]; +"1524 layer_norm_26" -> "1525 add_41" [label="(1, 14, 14, 384)", style=solid]; +"1525 add_41" -> "1550 pad_14" [label="(1, 14, 14, 384)", style=solid]; +"1525 add_41" -> "1595 add_43" [label="(1, 14, 14, 384)", style=solid]; +"1526 _frozen_param63" -> "1527 dequantize_per_tensor_default_51" [label="(1, 15, 15, 2)", style=solid]; +"1527 dequantize_per_tensor_default_51" -> "1532 linear_74" [label="(1, 15, 15, 2)", style=solid]; +"1528 linear_74_scale_0" -> "1531 dequantize_per_channel_default_51" [label="(512,)", style=solid]; +"1529 linear_74_zero_point_0" -> "1531 dequantize_per_channel_default_51" [label="(512,)", style=solid]; +"1530 _frozen_param64" -> "1531 dequantize_per_channel_default_51" [label="(512, 2)", style=solid]; +"1531 dequantize_per_channel_default_51" -> "1532 linear_74" [label="(512, 2)", style=solid]; +"1532 linear_74" -> "1533 relu__12" [label="(1, 15, 15, 512)", style=solid]; +"1533 relu__12" -> "1534 relu__12_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"1534 relu__12_0_0_nncf_smooth_quant_0" -> "1535 quantize_per_tensor_default_52" [label="(1, 15, 15, 512)", style=solid]; +"1535 quantize_per_tensor_default_52" -> "1536 dequantize_per_tensor_default_52" [label="(1, 15, 15, 512)", style=solid]; +"1536 dequantize_per_tensor_default_52" -> "1541 linear_75" [label="(1, 15, 15, 512)", style=solid]; +"1537 linear_75_scale_0" -> "1540 dequantize_per_channel_default_52" [label="(12,)", style=solid]; +"1538 linear_75_zero_point_0" -> "1540 dequantize_per_channel_default_52" [label="(12,)", style=solid]; +"1539 _frozen_param65" -> "1540 dequantize_per_channel_default_52" [label="(12, 512)", style=solid]; +"1540 dequantize_per_channel_default_52" -> "1541 linear_75" [label="(12, 512)", style=solid]; +"1541 linear_75" -> "1542 view_66" [label="(1, 15, 15, 12)", style=solid]; +"1542 view_66" -> "1543 index_12" [label="(225, 12)", style=solid]; +"1543 index_12" -> "1544 view_67" [label="(4096, 12)", style=solid]; +"1544 view_67" -> "1545 permute_55" [label="(64, 64, 12)", style=solid]; +"1545 permute_55" -> "1546 contiguous_22" [label="(12, 64, 64)", style=solid]; +"1546 contiguous_22" -> "1547 unsqueeze_36" [label="(12, 64, 64)", style=solid]; +"1547 unsqueeze_36" -> "1548 sigmoid_12" [label="(1, 12, 64, 64)", style=solid]; +"1548 sigmoid_12" -> "1549 mul_24" [label="(1, 12, 64, 64)", style=solid]; +"1549 mul_24" -> "1576 add_42" [label="(1, 12, 64, 64)", style=solid]; +"1550 pad_14" -> "1551 view_68" [label="(1, 16, 16, 384)", style=solid]; +"1551 view_68" -> "1552 permute_56" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1552 permute_56" -> "1553 reshape_54" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1553 reshape_54" -> "1556 reshape_54_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1554 clone_12" -> "1557 linear_76" [label="(1152,)", style=solid]; +"1555 features_5_8_attn_qkv_weight_updated_constant0" -> "1557 linear_76" [label="(1152, 384)", style=solid]; +"1556 reshape_54_0_0_nncf_smooth_quant_0" -> "1557 linear_76" [label="(4, 64, 384)", style=solid]; +"1557 linear_76" -> "1558 reshape_55" [label="(4, 64, 1152)", style=solid]; +"1558 reshape_55" -> "1559 permute_57" [label="(4, 64, 3, 12, 32)", style=solid]; +"1559 permute_57" -> "1560 select_36" [label="(3, 4, 12, 64, 32)", style=solid]; +"1559 permute_57" -> "1561 select_37" [label="(3, 4, 12, 64, 32)", style=solid]; +"1559 permute_57" -> "1562 select_38" [label="(3, 4, 12, 64, 32)", style=solid]; +"1560 select_36" -> "1563 linalg_vector_norm_24" [label="(4, 12, 64, 32)", style=solid]; +"1560 select_36" -> "1565 expand_as_24" [label="(4, 12, 64, 32)", style=solid]; +"1560 select_36" -> "1566 div_24" [label="(4, 12, 64, 32)", style=solid]; +"1561 select_37" -> "1567 linalg_vector_norm_25" [label="(4, 12, 64, 32)", style=solid]; +"1561 select_37" -> "1569 expand_as_25" [label="(4, 12, 64, 32)", style=solid]; +"1561 select_37" -> "1570 div_25" [label="(4, 12, 64, 32)", style=solid]; +"1562 select_38" -> "1579 matmul_25" [label="(4, 12, 64, 32)", style=solid]; +"1563 linalg_vector_norm_24" -> "1564 clamp_min_24" [label="(4, 12, 64, 1)", style=solid]; +"1564 clamp_min_24" -> "1565 expand_as_24" [label="(4, 12, 64, 1)", style=solid]; +"1565 expand_as_24" -> "1566 div_24" [label="(4, 12, 64, 32)", style=solid]; +"1566 div_24" -> "1572 matmul_24" [label="(4, 12, 64, 32)", style=solid]; +"1567 linalg_vector_norm_25" -> "1568 clamp_min_25" [label="(4, 12, 64, 1)", style=solid]; +"1568 clamp_min_25" -> "1569 expand_as_25" [label="(4, 12, 64, 1)", style=solid]; +"1569 expand_as_25" -> "1570 div_25" [label="(4, 12, 64, 32)", style=solid]; +"1570 div_25" -> "1571 transpose_24" [label="(4, 12, 64, 32)", style=solid]; +"1571 transpose_24" -> "1572 matmul_24" [label="(4, 12, 32, 64)", style=solid]; +"1572 matmul_24" -> "1575 mul_25" [label="(4, 12, 64, 64)", style=solid]; +"1573 clamp_12" -> "1574 exp_12" [label="(12, 1, 1)", style=solid]; +"1574 exp_12" -> "1575 mul_25" [label="(12, 1, 1)", style=solid]; +"1575 mul_25" -> "1576 add_42" [label="(4, 12, 64, 64)", style=solid]; +"1576 add_42" -> "1577 softmax_12" [label="(4, 12, 64, 64)", style=solid]; +"1577 softmax_12" -> "1578 dropout_48" [label="(4, 12, 64, 64)", style=solid]; +"1578 dropout_48" -> "1579 matmul_25" [label="(4, 12, 64, 64)", style=solid]; +"1579 matmul_25" -> "1580 transpose_25" [label="(4, 12, 64, 32)", style=solid]; +"1580 transpose_25" -> "1581 reshape_56" [label="(4, 64, 12, 32)", style=solid]; +"1581 reshape_56" -> "1583 reshape_56_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1582 features_5_8_attn_proj_weight_updated_constant0" -> "1584 linear_77" [label="(384, 384)", style=solid]; +"1583 reshape_56_0_0_nncf_smooth_quant_0" -> "1584 linear_77" [label="(4, 64, 384)", style=solid]; +"1584 linear_77" -> "1585 dropout_49" [label="(4, 64, 384)", style=solid]; +"1585 dropout_49" -> "1586 view_69" [label="(4, 64, 384)", style=solid]; +"1586 view_69" -> "1587 permute_58" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1587 permute_58" -> "1588 reshape_57" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1588 reshape_57" -> "1589 slice_190" [label="(1, 16, 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[label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1952 permute_74" -> "1953 reshape_72" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1953 reshape_72" -> "1956 reshape_72_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1954 clone_16" -> "1957 linear_100" [label="(1152,)", style=solid]; +"1955 features_5_12_attn_qkv_weight_updated_constant0" -> "1957 linear_100" [label="(1152, 384)", style=solid]; +"1956 reshape_72_0_0_nncf_smooth_quant_0" -> "1957 linear_100" [label="(4, 64, 384)", style=solid]; +"1957 linear_100" -> "1958 reshape_73" [label="(4, 64, 1152)", style=solid]; +"1958 reshape_73" -> "1959 permute_75" [label="(4, 64, 3, 12, 32)", style=solid]; +"1959 permute_75" -> "1960 select_48" [label="(3, 4, 12, 64, 32)", style=solid]; +"1959 permute_75" -> "1961 select_49" [label="(3, 4, 12, 64, 32)", style=solid]; +"1959 permute_75" -> "1962 select_50" [label="(3, 4, 12, 64, 32)", style=solid]; +"1960 select_48" -> "1963 linalg_vector_norm_32" [label="(4, 12, 64, 32)", style=solid]; +"1960 select_48" -> "1965 expand_as_32" [label="(4, 12, 64, 32)", style=solid]; +"1960 select_48" -> "1966 div_32" [label="(4, 12, 64, 32)", style=solid]; +"1961 select_49" -> "1967 linalg_vector_norm_33" [label="(4, 12, 64, 32)", style=solid]; +"1961 select_49" -> "1969 expand_as_33" [label="(4, 12, 64, 32)", style=solid]; +"1961 select_49" -> "1970 div_33" [label="(4, 12, 64, 32)", style=solid]; +"1962 select_50" -> "1979 matmul_33" [label="(4, 12, 64, 32)", style=solid]; +"1963 linalg_vector_norm_32" -> "1964 clamp_min_32" [label="(4, 12, 64, 1)", style=solid]; +"1964 clamp_min_32" -> "1965 expand_as_32" [label="(4, 12, 64, 1)", style=solid]; +"1965 expand_as_32" -> "1966 div_32" [label="(4, 12, 64, 32)", style=solid]; +"1966 div_32" -> "1972 matmul_32" [label="(4, 12, 64, 32)", style=solid]; +"1967 linalg_vector_norm_33" -> "1968 clamp_min_33" [label="(4, 12, 64, 1)", style=solid]; +"1968 clamp_min_33" -> "1969 expand_as_33" [label="(4, 12, 64, 1)", style=solid]; +"1969 expand_as_33" -> "1970 div_33" [label="(4, 12, 64, 32)", style=solid]; +"1970 div_33" -> "1971 transpose_32" [label="(4, 12, 64, 32)", style=solid]; +"1971 transpose_32" -> "1972 matmul_32" [label="(4, 12, 32, 64)", style=solid]; +"1972 matmul_32" -> "1975 mul_33" [label="(4, 12, 64, 64)", style=solid]; +"1973 clamp_16" -> "1974 exp_16" [label="(12, 1, 1)", style=solid]; +"1974 exp_16" -> "1975 mul_33" [label="(12, 1, 1)", style=solid]; +"1975 mul_33" -> "1976 add_56" [label="(4, 12, 64, 64)", style=solid]; +"1976 add_56" -> "1977 softmax_16" [label="(4, 12, 64, 64)", style=solid]; +"1977 softmax_16" -> "1978 dropout_64" [label="(4, 12, 64, 64)", style=solid]; +"1978 dropout_64" -> "1979 matmul_33" [label="(4, 12, 64, 64)", style=solid]; +"1979 matmul_33" -> "1980 transpose_33" [label="(4, 12, 64, 32)", style=solid]; +"1980 transpose_33" -> "1981 reshape_74" [label="(4, 64, 12, 32)", style=solid]; +"1981 reshape_74" -> "1983 reshape_74_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1982 features_5_12_attn_proj_weight_updated_constant0" -> "1984 linear_101" [label="(384, 384)", style=solid]; +"1983 reshape_74_0_0_nncf_smooth_quant_0" -> "1984 linear_101" [label="(4, 64, 384)", style=solid]; +"1984 linear_101" -> "1985 dropout_65" [label="(4, 64, 384)", style=solid]; +"1985 dropout_65" -> "1986 view_91" [label="(4, 64, 384)", style=solid]; +"1986 view_91" -> "1987 permute_76" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1987 permute_76" -> "1988 reshape_75" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1988 reshape_75" -> "1989 slice_246" [label="(1, 16, 16, 384)", style=solid]; +"1989 slice_246" -> "1990 slice_247" [label="(1, 16, 16, 384)", style=solid]; +"1990 slice_247" -> "1991 slice_248" [label="(1, 14, 16, 384)", style=solid]; +"1991 slice_248" -> "1992 slice_249" [label="(1, 14, 14, 384)", style=solid]; +"1992 slice_249" -> "1993 contiguous_31" [label="(1, 14, 14, 384)", style=solid]; +"1993 contiguous_31" -> "1994 layer_norm_35" [label="(1, 14, 14, 384)", style=solid]; +"1994 layer_norm_35" -> "1995 add_57" [label="(1, 14, 14, 384)", style=solid]; +"1995 add_57" -> "1996 add_57_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1995 add_57" -> "2016 add_58" [label="(1, 14, 14, 384)", style=solid]; +"1996 add_57_0_0_nncf_smooth_quant_0" -> "1997 quantize_per_tensor_default_69" [label="(1, 14, 14, 384)", style=solid]; +"1997 quantize_per_tensor_default_69" -> "1998 dequantize_per_tensor_default_69" [label="(1, 14, 14, 384)", style=solid]; +"1998 dequantize_per_tensor_default_69" -> "2003 linear_102" [label="(1, 14, 14, 384)", style=solid]; +"1999 linear_102_scale_0" -> "2002 dequantize_per_channel_default_69" [label="(1536,)", style=solid]; +"2000 linear_102_zero_point_0" -> "2002 dequantize_per_channel_default_69" [label="(1536,)", style=solid]; +"2001 _frozen_param86" -> "2002 dequantize_per_channel_default_69" [label="(1536, 384)", style=solid]; +"2002 dequantize_per_channel_default_69" -> "2003 linear_102" [label="(1536, 384)", style=solid]; +"2003 linear_102" -> "2004 gelu_16" [label="(1, 14, 14, 1536)", style=solid]; +"2004 gelu_16" -> "2005 dropout_66" [label="(1, 14, 14, 1536)", style=solid]; +"2005 dropout_66" -> "2006 dropout_66_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2006 dropout_66_0_0_nncf_smooth_quant_0" -> "2007 quantize_per_tensor_default_70" [label="(1, 14, 14, 1536)", style=solid]; +"2007 quantize_per_tensor_default_70" -> "2008 dequantize_per_tensor_default_70" [label="(1, 14, 14, 1536)", style=solid]; +"2008 dequantize_per_tensor_default_70" -> "2013 linear_103" [label="(1, 14, 14, 1536)", style=solid]; +"2009 linear_103_scale_0" -> "2012 dequantize_per_channel_default_70" [label="(384,)", style=solid]; +"2010 linear_103_zero_point_0" -> "2012 dequantize_per_channel_default_70" [label="(384,)", style=solid]; +"2011 _frozen_param87" -> "2012 dequantize_per_channel_default_70" [label="(384, 1536)", style=solid]; +"2012 dequantize_per_channel_default_70" -> "2013 linear_103" [label="(384, 1536)", style=solid]; +"2013 linear_103" -> "2014 dropout_67" [label="(1, 14, 14, 384)", style=solid]; +"2014 dropout_67" -> "2015 layer_norm_36" [label="(1, 14, 14, 384)", style=solid]; +"2015 layer_norm_36" -> "2016 add_58" [label="(1, 14, 14, 384)", style=solid]; +"2016 add_58" -> "2041 pad_19" [label="(1, 14, 14, 384)", style=solid]; +"2016 add_58" -> "2104 add_61" [label="(1, 14, 14, 384)", style=solid]; +"2017 _frozen_param88" -> "2018 dequantize_per_tensor_default_71" [label="(1, 15, 15, 2)", style=solid]; +"2018 dequantize_per_tensor_default_71" -> "2023 linear_104" [label="(1, 15, 15, 2)", style=solid]; +"2019 linear_104_scale_0" -> "2022 dequantize_per_channel_default_71" [label="(512,)", style=solid]; +"2020 linear_104_zero_point_0" -> "2022 dequantize_per_channel_default_71" [label="(512,)", style=solid]; +"2021 _frozen_param89" -> "2022 dequantize_per_channel_default_71" [label="(512, 2)", style=solid]; +"2022 dequantize_per_channel_default_71" -> "2023 linear_104" [label="(512, 2)", style=solid]; +"2023 linear_104" -> "2024 relu__17" [label="(1, 15, 15, 512)", style=solid]; +"2024 relu__17" -> "2025 relu__17_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"2025 relu__17_0_0_nncf_smooth_quant_0" -> "2026 quantize_per_tensor_default_72" [label="(1, 15, 15, 512)", style=solid]; +"2026 quantize_per_tensor_default_72" -> "2027 dequantize_per_tensor_default_72" [label="(1, 15, 15, 512)", style=solid]; +"2027 dequantize_per_tensor_default_72" -> "2032 linear_105" [label="(1, 15, 15, 512)", style=solid]; +"2028 linear_105_scale_0" -> "2031 dequantize_per_channel_default_72" [label="(12,)", style=solid]; +"2029 linear_105_zero_point_0" -> "2031 dequantize_per_channel_default_72" [label="(12,)", style=solid]; +"2030 _frozen_param90" -> "2031 dequantize_per_channel_default_72" [label="(12, 512)", style=solid]; +"2031 dequantize_per_channel_default_72" -> "2032 linear_105" [label="(12, 512)", style=solid]; +"2032 linear_105" -> "2033 view_92" [label="(1, 15, 15, 12)", style=solid]; +"2033 view_92" -> "2034 index_17" [label="(225, 12)", style=solid]; +"2034 index_17" -> "2035 view_93" [label="(4096, 12)", style=solid]; +"2035 view_93" -> "2036 permute_77" [label="(64, 64, 12)", style=solid]; +"2036 permute_77" -> "2037 contiguous_32" [label="(12, 64, 64)", style=solid]; +"2037 contiguous_32" -> "2038 unsqueeze_49" [label="(12, 64, 64)", style=solid]; +"2038 unsqueeze_49" -> "2039 sigmoid_17" [label="(1, 12, 64, 64)", style=solid]; +"2039 sigmoid_17" -> "2040 mul_34" [label="(1, 12, 64, 64)", style=solid]; +"2040 mul_34" -> "2068 add_59" [label="(1, 12, 64, 64)", style=solid]; +"2041 pad_19" -> "2042 roll_16" [label="(1, 16, 16, 384)", style=solid]; +"2042 roll_16" -> "2043 view_94" [label="(1, 16, 16, 384)", style=solid]; +"2043 view_94" -> "2044 permute_78" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2044 permute_78" -> "2045 reshape_76" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2045 reshape_76" -> "2048 reshape_76_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2045 reshape_76" -> "2069 new_zeros_8" [label="(4, 64, 384)", style=solid]; +"2046 clone_17" -> "2049 linear_106" [label="(1152,)", style=solid]; +"2047 features_5_13_attn_qkv_weight_updated_constant0" -> "2049 linear_106" [label="(1152, 384)", style=solid]; +"2048 reshape_76_0_0_nncf_smooth_quant_0" -> "2049 linear_106" [label="(4, 64, 384)", style=solid]; +"2049 linear_106" -> "2050 reshape_77" [label="(4, 64, 1152)", style=solid]; +"2050 reshape_77" -> "2051 permute_79" [label="(4, 64, 3, 12, 32)", style=solid]; +"2051 permute_79" -> "2052 select_51" [label="(3, 4, 12, 64, 32)", style=solid]; +"2051 permute_79" -> "2053 select_52" [label="(3, 4, 12, 64, 32)", style=solid]; +"2051 permute_79" -> "2054 select_53" [label="(3, 4, 12, 64, 32)", style=solid]; +"2052 select_51" -> "2055 linalg_vector_norm_34" [label="(4, 12, 64, 32)", style=solid]; +"2052 select_51" -> "2057 expand_as_34" [label="(4, 12, 64, 32)", style=solid]; +"2052 select_51" -> "2058 div_34" [label="(4, 12, 64, 32)", style=solid]; +"2053 select_52" -> "2059 linalg_vector_norm_35" [label="(4, 12, 64, 32)", style=solid]; +"2053 select_52" -> "2061 expand_as_35" [label="(4, 12, 64, 32)", style=solid]; +"2053 select_52" -> "2062 div_35" [label="(4, 12, 64, 32)", style=solid]; +"2054 select_53" -> "2087 matmul_35" [label="(4, 12, 64, 32)", style=solid]; +"2055 linalg_vector_norm_34" -> "2056 clamp_min_34" [label="(4, 12, 64, 1)", style=solid]; +"2056 clamp_min_34" -> "2057 expand_as_34" [label="(4, 12, 64, 1)", style=solid]; +"2057 expand_as_34" -> "2058 div_34" [label="(4, 12, 64, 32)", style=solid]; +"2058 div_34" -> "2064 matmul_34" [label="(4, 12, 64, 32)", style=solid]; +"2059 linalg_vector_norm_35" -> "2060 clamp_min_35" [label="(4, 12, 64, 1)", style=solid]; +"2060 clamp_min_35" -> "2061 expand_as_35" [label="(4, 12, 64, 1)", style=solid]; +"2061 expand_as_35" -> "2062 div_35" [label="(4, 12, 64, 32)", style=solid]; +"2062 div_35" -> "2063 transpose_34" [label="(4, 12, 64, 32)", style=solid]; +"2063 transpose_34" -> "2064 matmul_34" [label="(4, 12, 32, 64)", style=solid]; +"2064 matmul_34" -> "2067 mul_35" [label="(4, 12, 64, 64)", style=solid]; +"2065 clamp_17" -> "2066 exp_17" [label="(12, 1, 1)", style=solid]; +"2066 exp_17" -> "2067 mul_35" [label="(12, 1, 1)", style=solid]; +"2067 mul_35" -> "2068 add_59" [label="(4, 12, 64, 64)", style=solid]; +"2068 add_59" -> "2080 view_96" [label="(4, 12, 64, 64)", style=solid]; +"2069 new_zeros_8" -> "2070 view_95" [label="(16, 16)", style=solid]; +"2070 view_95" -> "2071 permute_80" [label="(2, 8, 2, 8)", style=solid]; +"2071 permute_80" -> "2072 reshape_78" [label="(2, 2, 8, 8)", style=solid]; +"2072 reshape_78" -> "2073 unsqueeze_50" [label="(4, 64)", style=solid]; +"2072 reshape_78" -> "2074 unsqueeze_51" [label="(4, 64)", style=solid]; +"2073 unsqueeze_50" -> "2075 sub_8" [label="(4, 1, 64)", style=solid]; +"2074 unsqueeze_51" -> "2075 sub_8" [label="(4, 64, 1)", style=solid]; +"2075 sub_8" -> "2076 ne_8" [label="(4, 64, 64)", style=solid]; +"2075 sub_8" -> "2077 masked_fill_16" [label="(4, 64, 64)", style=solid]; +"2075 sub_8" -> "2078 eq_8" [label="(4, 64, 64)", style=solid]; +"2076 ne_8" -> "2077 masked_fill_16" [label="(4, 64, 64)", style=solid]; +"2077 masked_fill_16" -> "2079 masked_fill_17" [label="(4, 64, 64)", style=solid]; +"2078 eq_8" -> "2079 masked_fill_17" [label="(4, 64, 64)", style=solid]; +"2079 masked_fill_17" -> "2081 unsqueeze_52" [label="(4, 64, 64)", style=solid]; +"2080 view_96" -> "2083 add_60" [label="(1, 4, 12, 64, 64)", style=solid]; +"2081 unsqueeze_52" -> "2082 unsqueeze_53" [label="(4, 1, 64, 64)", style=solid]; +"2082 unsqueeze_53" -> "2083 add_60" [label="(1, 4, 1, 64, 64)", style=solid]; +"2083 add_60" -> "2084 view_97" [label="(1, 4, 12, 64, 64)", style=solid]; +"2084 view_97" -> "2085 softmax_17" [label="(4, 12, 64, 64)", style=solid]; +"2085 softmax_17" -> "2086 dropout_68" [label="(4, 12, 64, 64)", style=solid]; +"2086 dropout_68" -> "2087 matmul_35" [label="(4, 12, 64, 64)", style=solid]; +"2087 matmul_35" -> "2088 transpose_35" [label="(4, 12, 64, 32)", style=solid]; +"2088 transpose_35" -> "2089 reshape_79" [label="(4, 64, 12, 32)", style=solid]; +"2089 reshape_79" -> "2091 reshape_79_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2090 features_5_13_attn_proj_weight_updated_constant0" -> "2092 linear_107" [label="(384, 384)", style=solid]; +"2091 reshape_79_0_0_nncf_smooth_quant_0" -> "2092 linear_107" [label="(4, 64, 384)", style=solid]; +"2092 linear_107" -> "2093 dropout_69" [label="(4, 64, 384)", style=solid]; +"2093 dropout_69" -> "2094 view_98" [label="(4, 64, 384)", style=solid]; +"2094 view_98" -> "2095 permute_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2095 permute_81" -> "2096 reshape_80" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2096 reshape_80" -> "2097 roll_17" [label="(1, 16, 16, 384)", style=solid]; +"2097 roll_17" -> "2098 slice_269" [label="(1, 16, 16, 384)", style=solid]; +"2098 slice_269" -> "2099 slice_270" [label="(1, 16, 16, 384)", style=solid]; +"2099 slice_270" -> "2100 slice_271" [label="(1, 14, 16, 384)", style=solid]; +"2100 slice_271" -> "2101 slice_272" [label="(1, 14, 14, 384)", style=solid]; +"2101 slice_272" -> "2102 contiguous_33" [label="(1, 14, 14, 384)", style=solid]; +"2102 contiguous_33" -> "2103 layer_norm_37" [label="(1, 14, 14, 384)", style=solid]; +"2103 layer_norm_37" -> "2104 add_61" [label="(1, 14, 14, 384)", style=solid]; +"2104 add_61" -> "2105 add_61_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2104 add_61" -> "2125 add_62" [label="(1, 14, 14, 384)", style=solid]; +"2105 add_61_0_0_nncf_smooth_quant_0" -> "2106 quantize_per_tensor_default_73" [label="(1, 14, 14, 384)", style=solid]; +"2106 quantize_per_tensor_default_73" -> "2107 dequantize_per_tensor_default_73" [label="(1, 14, 14, 384)", style=solid]; +"2107 dequantize_per_tensor_default_73" -> "2112 linear_108" [label="(1, 14, 14, 384)", style=solid]; +"2108 linear_108_scale_0" -> "2111 dequantize_per_channel_default_73" [label="(1536,)", style=solid]; +"2109 linear_108_zero_point_0" -> "2111 dequantize_per_channel_default_73" [label="(1536,)", style=solid]; +"2110 _frozen_param91" -> "2111 dequantize_per_channel_default_73" [label="(1536, 384)", style=solid]; +"2111 dequantize_per_channel_default_73" -> "2112 linear_108" [label="(1536, 384)", style=solid]; +"2112 linear_108" -> "2113 gelu_17" [label="(1, 14, 14, 1536)", style=solid]; +"2113 gelu_17" -> "2114 dropout_70" [label="(1, 14, 14, 1536)", style=solid]; +"2114 dropout_70" -> "2115 dropout_70_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2115 dropout_70_0_0_nncf_smooth_quant_0" -> "2116 quantize_per_tensor_default_74" [label="(1, 14, 14, 1536)", style=solid]; +"2116 quantize_per_tensor_default_74" -> "2117 dequantize_per_tensor_default_74" [label="(1, 14, 14, 1536)", style=solid]; +"2117 dequantize_per_tensor_default_74" -> "2122 linear_109" [label="(1, 14, 14, 1536)", style=solid]; +"2118 linear_109_scale_0" -> "2121 dequantize_per_channel_default_74" [label="(384,)", style=solid]; +"2119 linear_109_zero_point_0" -> "2121 dequantize_per_channel_default_74" [label="(384,)", style=solid]; +"2120 _frozen_param92" -> "2121 dequantize_per_channel_default_74" [label="(384, 1536)", style=solid]; +"2121 dequantize_per_channel_default_74" -> "2122 linear_109" [label="(384, 1536)", style=solid]; +"2122 linear_109" -> "2123 dropout_71" [label="(1, 14, 14, 384)", style=solid]; +"2123 dropout_71" -> "2124 layer_norm_38" [label="(1, 14, 14, 384)", style=solid]; +"2124 layer_norm_38" -> "2125 add_62" [label="(1, 14, 14, 384)", style=solid]; +"2125 add_62" -> "2150 pad_20" [label="(1, 14, 14, 384)", style=solid]; +"2125 add_62" -> "2195 add_64" [label="(1, 14, 14, 384)", style=solid]; +"2126 _frozen_param93" -> "2127 dequantize_per_tensor_default_75" [label="(1, 15, 15, 2)", style=solid]; +"2127 dequantize_per_tensor_default_75" -> "2132 linear_110" [label="(1, 15, 15, 2)", style=solid]; +"2128 linear_110_scale_0" -> "2131 dequantize_per_channel_default_75" [label="(512,)", style=solid]; +"2129 linear_110_zero_point_0" -> "2131 dequantize_per_channel_default_75" [label="(512,)", style=solid]; +"2130 _frozen_param94" -> "2131 dequantize_per_channel_default_75" [label="(512, 2)", style=solid]; +"2131 dequantize_per_channel_default_75" -> "2132 linear_110" [label="(512, 2)", style=solid]; +"2132 linear_110" -> "2133 relu__18" [label="(1, 15, 15, 512)", style=solid]; +"2133 relu__18" -> "2134 relu__18_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"2134 relu__18_0_0_nncf_smooth_quant_0" -> "2135 quantize_per_tensor_default_76" [label="(1, 15, 15, 512)", style=solid]; +"2135 quantize_per_tensor_default_76" -> "2136 dequantize_per_tensor_default_76" [label="(1, 15, 15, 512)", style=solid]; +"2136 dequantize_per_tensor_default_76" -> "2141 linear_111" [label="(1, 15, 15, 512)", style=solid]; +"2137 linear_111_scale_0" -> "2140 dequantize_per_channel_default_76" [label="(12,)", style=solid]; +"2138 linear_111_zero_point_0" -> "2140 dequantize_per_channel_default_76" [label="(12,)", style=solid]; +"2139 _frozen_param95" -> "2140 dequantize_per_channel_default_76" [label="(12, 512)", style=solid]; +"2140 dequantize_per_channel_default_76" -> "2141 linear_111" [label="(12, 512)", style=solid]; +"2141 linear_111" -> "2142 view_99" [label="(1, 15, 15, 12)", style=solid]; +"2142 view_99" -> "2143 index_18" [label="(225, 12)", style=solid]; +"2143 index_18" -> "2144 view_100" [label="(4096, 12)", style=solid]; +"2144 view_100" -> "2145 permute_82" [label="(64, 64, 12)", style=solid]; +"2145 permute_82" -> "2146 contiguous_34" [label="(12, 64, 64)", style=solid]; +"2146 contiguous_34" -> "2147 unsqueeze_54" [label="(12, 64, 64)", style=solid]; +"2147 unsqueeze_54" -> "2148 sigmoid_18" [label="(1, 12, 64, 64)", style=solid]; +"2148 sigmoid_18" -> "2149 mul_36" [label="(1, 12, 64, 64)", style=solid]; +"2149 mul_36" -> "2176 add_63" [label="(1, 12, 64, 64)", style=solid]; +"2150 pad_20" -> "2151 view_101" [label="(1, 16, 16, 384)", style=solid]; +"2151 view_101" -> "2152 permute_83" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2152 permute_83" -> "2153 reshape_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2153 reshape_81" -> "2156 reshape_81_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2154 clone_18" -> "2157 linear_112" [label="(1152,)", style=solid]; +"2155 features_5_14_attn_qkv_weight_updated_constant0" -> "2157 linear_112" [label="(1152, 384)", style=solid]; +"2156 reshape_81_0_0_nncf_smooth_quant_0" -> "2157 linear_112" [label="(4, 64, 384)", style=solid]; +"2157 linear_112" -> "2158 reshape_82" [label="(4, 64, 1152)", style=solid]; +"2158 reshape_82" -> "2159 permute_84" [label="(4, 64, 3, 12, 32)", style=solid]; +"2159 permute_84" -> "2160 select_54" [label="(3, 4, 12, 64, 32)", style=solid]; +"2159 permute_84" -> "2161 select_55" [label="(3, 4, 12, 64, 32)", style=solid]; +"2159 permute_84" -> "2162 select_56" [label="(3, 4, 12, 64, 32)", style=solid]; +"2160 select_54" -> "2163 linalg_vector_norm_36" [label="(4, 12, 64, 32)", style=solid]; +"2160 select_54" -> "2165 expand_as_36" [label="(4, 12, 64, 32)", style=solid]; +"2160 select_54" -> "2166 div_36" [label="(4, 12, 64, 32)", style=solid]; +"2161 select_55" -> "2167 linalg_vector_norm_37" [label="(4, 12, 64, 32)", style=solid]; +"2161 select_55" -> "2169 expand_as_37" [label="(4, 12, 64, 32)", style=solid]; +"2161 select_55" -> "2170 div_37" [label="(4, 12, 64, 32)", style=solid]; +"2162 select_56" -> "2179 matmul_37" [label="(4, 12, 64, 32)", style=solid]; +"2163 linalg_vector_norm_36" -> "2164 clamp_min_36" [label="(4, 12, 64, 1)", style=solid]; +"2164 clamp_min_36" -> "2165 expand_as_36" [label="(4, 12, 64, 1)", style=solid]; +"2165 expand_as_36" -> "2166 div_36" [label="(4, 12, 64, 32)", style=solid]; +"2166 div_36" -> "2172 matmul_36" [label="(4, 12, 64, 32)", style=solid]; +"2167 linalg_vector_norm_37" -> "2168 clamp_min_37" [label="(4, 12, 64, 1)", style=solid]; +"2168 clamp_min_37" -> "2169 expand_as_37" [label="(4, 12, 64, 1)", style=solid]; +"2169 expand_as_37" -> "2170 div_37" [label="(4, 12, 64, 32)", style=solid]; +"2170 div_37" -> "2171 transpose_36" [label="(4, 12, 64, 32)", style=solid]; +"2171 transpose_36" -> "2172 matmul_36" [label="(4, 12, 32, 64)", style=solid]; +"2172 matmul_36" -> "2175 mul_37" [label="(4, 12, 64, 64)", style=solid]; +"2173 clamp_18" -> "2174 exp_18" [label="(12, 1, 1)", style=solid]; +"2174 exp_18" -> "2175 mul_37" [label="(12, 1, 1)", style=solid]; +"2175 mul_37" -> "2176 add_63" [label="(4, 12, 64, 64)", style=solid]; +"2176 add_63" -> "2177 softmax_18" [label="(4, 12, 64, 64)", style=solid]; +"2177 softmax_18" -> "2178 dropout_72" [label="(4, 12, 64, 64)", style=solid]; +"2178 dropout_72" -> "2179 matmul_37" [label="(4, 12, 64, 64)", style=solid]; +"2179 matmul_37" -> "2180 transpose_37" [label="(4, 12, 64, 32)", style=solid]; +"2180 transpose_37" -> "2181 reshape_83" [label="(4, 64, 12, 32)", style=solid]; +"2181 reshape_83" -> "2183 reshape_83_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2182 features_5_14_attn_proj_weight_updated_constant0" -> "2184 linear_113" [label="(384, 384)", style=solid]; +"2183 reshape_83_0_0_nncf_smooth_quant_0" -> "2184 linear_113" [label="(4, 64, 384)", style=solid]; +"2184 linear_113" -> "2185 dropout_73" [label="(4, 64, 384)", style=solid]; +"2185 dropout_73" -> "2186 view_102" [label="(4, 64, 384)", style=solid]; +"2186 view_102" -> "2187 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2187 permute_85" -> "2188 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2188 reshape_84" -> "2189 slice_274" [label="(1, 16, 16, 384)", style=solid]; +"2189 slice_274" -> "2190 slice_275" [label="(1, 16, 16, 384)", style=solid]; +"2190 slice_275" -> "2191 slice_276" [label="(1, 14, 16, 384)", style=solid]; +"2191 slice_276" -> "2192 slice_277" [label="(1, 14, 14, 384)", style=solid]; +"2192 slice_277" -> "2193 contiguous_35" [label="(1, 14, 14, 384)", style=solid]; +"2193 contiguous_35" -> "2194 layer_norm_39" [label="(1, 14, 14, 384)", style=solid]; +"2194 layer_norm_39" -> "2195 add_64" [label="(1, 14, 14, 384)", style=solid]; +"2195 add_64" -> "2196 add_64_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2195 add_64" -> "2216 add_65" [label="(1, 14, 14, 384)", style=solid]; +"2196 add_64_0_0_nncf_smooth_quant_0" -> "2197 quantize_per_tensor_default_77" [label="(1, 14, 14, 384)", style=solid]; +"2197 quantize_per_tensor_default_77" -> "2198 dequantize_per_tensor_default_77" [label="(1, 14, 14, 384)", style=solid]; +"2198 dequantize_per_tensor_default_77" -> "2203 linear_114" [label="(1, 14, 14, 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[label="(384, 1536)", style=solid]; +"2322 linear_121" -> "2323 dropout_79" [label="(1, 14, 14, 384)", style=solid]; +"2323 dropout_79" -> "2324 layer_norm_42" [label="(1, 14, 14, 384)", style=solid]; +"2324 layer_norm_42" -> "2325 add_69" [label="(1, 14, 14, 384)", style=solid]; +"2325 add_69" -> "2350 pad_22" [label="(1, 14, 14, 384)", style=solid]; +"2325 add_69" -> "2395 add_71" [label="(1, 14, 14, 384)", style=solid]; +"2326 _frozen_param103" -> "2327 dequantize_per_tensor_default_83" [label="(1, 15, 15, 2)", style=solid]; +"2327 dequantize_per_tensor_default_83" -> "2332 linear_122" [label="(1, 15, 15, 2)", style=solid]; +"2328 linear_122_scale_0" -> "2331 dequantize_per_channel_default_83" [label="(512,)", style=solid]; +"2329 linear_122_zero_point_0" -> "2331 dequantize_per_channel_default_83" [label="(512,)", style=solid]; +"2330 _frozen_param104" -> "2331 dequantize_per_channel_default_83" [label="(512, 2)", style=solid]; +"2331 dequantize_per_channel_default_83" -> "2332 linear_122" [label="(512, 2)", style=solid]; +"2332 linear_122" -> "2333 relu__20" [label="(1, 15, 15, 512)", style=solid]; +"2333 relu__20" -> "2334 relu__20_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"2334 relu__20_0_0_nncf_smooth_quant_0" -> "2335 quantize_per_tensor_default_84" [label="(1, 15, 15, 512)", style=solid]; +"2335 quantize_per_tensor_default_84" -> "2336 dequantize_per_tensor_default_84" [label="(1, 15, 15, 512)", style=solid]; +"2336 dequantize_per_tensor_default_84" -> "2341 linear_123" [label="(1, 15, 15, 512)", style=solid]; +"2337 linear_123_scale_0" -> "2340 dequantize_per_channel_default_84" [label="(12,)", style=solid]; +"2338 linear_123_zero_point_0" -> "2340 dequantize_per_channel_default_84" [label="(12,)", style=solid]; +"2339 _frozen_param105" -> "2340 dequantize_per_channel_default_84" [label="(12, 512)", style=solid]; +"2340 dequantize_per_channel_default_84" -> "2341 linear_123" [label="(12, 512)", style=solid]; +"2341 linear_123" -> "2342 view_110" [label="(1, 15, 15, 12)", style=solid]; +"2342 view_110" -> "2343 index_20" [label="(225, 12)", style=solid]; +"2343 index_20" -> "2344 view_111" [label="(4096, 12)", style=solid]; +"2344 view_111" -> "2345 permute_91" [label="(64, 64, 12)", style=solid]; +"2345 permute_91" -> "2346 contiguous_38" [label="(12, 64, 64)", style=solid]; +"2346 contiguous_38" -> "2347 unsqueeze_60" [label="(12, 64, 64)", style=solid]; +"2347 unsqueeze_60" -> "2348 sigmoid_20" [label="(1, 12, 64, 64)", style=solid]; +"2348 sigmoid_20" -> "2349 mul_40" [label="(1, 12, 64, 64)", style=solid]; +"2349 mul_40" -> "2376 add_70" [label="(1, 12, 64, 64)", style=solid]; +"2350 pad_22" -> "2351 view_112" [label="(1, 16, 16, 384)", style=solid]; +"2351 view_112" -> "2352 permute_92" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2352 permute_92" -> "2353 reshape_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2353 reshape_90" -> "2356 reshape_90_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", 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[label="(4, 12, 64, 32)", style=solid]; +"2361 select_61" -> "2369 expand_as_41" [label="(4, 12, 64, 32)", style=solid]; +"2361 select_61" -> "2370 div_41" [label="(4, 12, 64, 32)", style=solid]; +"2362 select_62" -> "2379 matmul_41" [label="(4, 12, 64, 32)", style=solid]; +"2363 linalg_vector_norm_40" -> "2364 clamp_min_40" [label="(4, 12, 64, 1)", style=solid]; +"2364 clamp_min_40" -> "2365 expand_as_40" [label="(4, 12, 64, 1)", style=solid]; +"2365 expand_as_40" -> "2366 div_40" [label="(4, 12, 64, 32)", style=solid]; +"2366 div_40" -> "2372 matmul_40" [label="(4, 12, 64, 32)", style=solid]; +"2367 linalg_vector_norm_41" -> "2368 clamp_min_41" [label="(4, 12, 64, 1)", style=solid]; +"2368 clamp_min_41" -> "2369 expand_as_41" [label="(4, 12, 64, 1)", style=solid]; +"2369 expand_as_41" -> "2370 div_41" [label="(4, 12, 64, 32)", style=solid]; +"2370 div_41" -> "2371 transpose_40" [label="(4, 12, 64, 32)", style=solid]; +"2371 transpose_40" -> "2372 matmul_40" [label="(4, 12, 32, 64)", 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style=solid]; +"2384 linear_125" -> "2385 dropout_81" [label="(4, 64, 384)", style=solid]; +"2385 dropout_81" -> "2386 view_113" [label="(4, 64, 384)", style=solid]; +"2386 view_113" -> "2387 permute_94" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2387 permute_94" -> "2388 reshape_93" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2388 reshape_93" -> "2389 slice_302" [label="(1, 16, 16, 384)", style=solid]; +"2389 slice_302" -> "2390 slice_303" [label="(1, 16, 16, 384)", style=solid]; +"2390 slice_303" -> "2391 slice_304" [label="(1, 14, 16, 384)", style=solid]; +"2391 slice_304" -> "2392 slice_305" [label="(1, 14, 14, 384)", style=solid]; +"2392 slice_305" -> "2393 contiguous_39" [label="(1, 14, 14, 384)", style=solid]; +"2393 contiguous_39" -> "2394 layer_norm_43" [label="(1, 14, 14, 384)", style=solid]; +"2394 layer_norm_43" -> "2395 add_71" [label="(1, 14, 14, 384)", style=solid]; +"2395 add_71" -> "2396 add_71_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; 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[label="(1, 14, 14, 384)", style=solid]; +"2415 layer_norm_44" -> "2416 add_72" [label="(1, 14, 14, 384)", style=solid]; +"2416 add_72" -> "2441 pad_23" [label="(1, 14, 14, 384)", style=solid]; +"2416 add_72" -> "2504 add_75" [label="(1, 14, 14, 384)", style=solid]; +"2417 _frozen_param108" -> "2418 dequantize_per_tensor_default_87" [label="(1, 15, 15, 2)", style=solid]; +"2418 dequantize_per_tensor_default_87" -> "2423 linear_128" [label="(1, 15, 15, 2)", style=solid]; +"2419 linear_128_scale_0" -> "2422 dequantize_per_channel_default_87" [label="(512,)", style=solid]; +"2420 linear_128_zero_point_0" -> "2422 dequantize_per_channel_default_87" [label="(512,)", style=solid]; +"2421 _frozen_param109" -> "2422 dequantize_per_channel_default_87" [label="(512, 2)", style=solid]; +"2422 dequantize_per_channel_default_87" -> "2423 linear_128" [label="(512, 2)", style=solid]; +"2423 linear_128" -> "2424 relu__21" [label="(1, 15, 15, 512)", style=solid]; +"2424 relu__21" -> "2425 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linalg_vector_norm_43" [label="(4, 12, 64, 32)", style=solid]; +"2453 select_64" -> "2461 expand_as_43" [label="(4, 12, 64, 32)", style=solid]; +"2453 select_64" -> "2462 div_43" [label="(4, 12, 64, 32)", style=solid]; +"2454 select_65" -> "2487 matmul_43" [label="(4, 12, 64, 32)", style=solid]; +"2455 linalg_vector_norm_42" -> "2456 clamp_min_42" [label="(4, 12, 64, 1)", style=solid]; +"2456 clamp_min_42" -> "2457 expand_as_42" [label="(4, 12, 64, 1)", style=solid]; +"2457 expand_as_42" -> "2458 div_42" [label="(4, 12, 64, 32)", style=solid]; +"2458 div_42" -> "2464 matmul_42" [label="(4, 12, 64, 32)", style=solid]; +"2459 linalg_vector_norm_43" -> "2460 clamp_min_43" [label="(4, 12, 64, 1)", style=solid]; +"2460 clamp_min_43" -> "2461 expand_as_43" [label="(4, 12, 64, 1)", style=solid]; +"2461 expand_as_43" -> "2462 div_43" [label="(4, 12, 64, 32)", style=solid]; +"2462 div_43" -> "2463 transpose_42" [label="(4, 12, 64, 32)", style=solid]; +"2463 transpose_42" -> "2464 matmul_42" 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style=solid]; +"2662 sigmoid_23" -> "2663 mul_46" [label="(1, 24, 64, 64)", style=solid]; +"2663 mul_46" -> "2690 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2664 pad_26" -> "2665 view_127" [label="(1, 8, 8, 768)", style=solid]; +"2665 view_127" -> "2666 permute_105" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2666 permute_105" -> "2667 reshape_103" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2667 reshape_103" -> "2670 reshape_103_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2668 clone_23" -> "2671 linear_143" [label="(2304,)", style=solid]; +"2669 features_7_1_attn_qkv_weight_updated_constant0" -> "2671 linear_143" [label="(2304, 768)", style=solid]; +"2670 reshape_103_0_0_nncf_smooth_quant_0" -> "2671 linear_143" [label="(1, 64, 768)", style=solid]; +"2671 linear_143" -> "2672 reshape_104" [label="(1, 64, 2304)", style=solid]; +"2672 reshape_104" -> "2673 permute_106" [label="(1, 64, 3, 24, 32)", style=solid]; +"2673 permute_106" -> "2674 select_69" [label="(3, 1, 24, 64, 32)", style=solid]; +"2673 permute_106" -> "2675 select_70" [label="(3, 1, 24, 64, 32)", style=solid]; +"2673 permute_106" -> "2676 select_71" [label="(3, 1, 24, 64, 32)", style=solid]; +"2674 select_69" -> "2677 linalg_vector_norm_46" [label="(1, 24, 64, 32)", style=solid]; +"2674 select_69" -> "2679 expand_as_46" [label="(1, 24, 64, 32)", style=solid]; +"2674 select_69" -> "2680 div_46" [label="(1, 24, 64, 32)", style=solid]; +"2675 select_70" -> "2681 linalg_vector_norm_47" [label="(1, 24, 64, 32)", style=solid]; +"2675 select_70" -> "2683 expand_as_47" [label="(1, 24, 64, 32)", style=solid]; +"2675 select_70" -> "2684 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2676 select_71" -> "2693 matmul_47" [label="(1, 24, 64, 32)", style=solid]; +"2677 linalg_vector_norm_46" -> "2678 clamp_min_46" [label="(1, 24, 64, 1)", style=solid]; +"2678 clamp_min_46" -> "2679 expand_as_46" [label="(1, 24, 64, 1)", style=solid]; +"2679 expand_as_46" -> "2680 div_46" [label="(1, 24, 64, 32)", style=solid]; +"2680 div_46" -> "2686 matmul_46" [label="(1, 24, 64, 32)", style=solid]; +"2681 linalg_vector_norm_47" -> "2682 clamp_min_47" [label="(1, 24, 64, 1)", style=solid]; +"2682 clamp_min_47" -> "2683 expand_as_47" [label="(1, 24, 64, 1)", style=solid]; +"2683 expand_as_47" -> "2684 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2684 div_47" -> "2685 transpose_46" [label="(1, 24, 64, 32)", style=solid]; +"2685 transpose_46" -> "2686 matmul_46" [label="(1, 24, 32, 64)", style=solid]; +"2686 matmul_46" -> "2689 mul_47" [label="(1, 24, 64, 64)", style=solid]; +"2687 clamp_23" -> "2688 exp_23" [label="(24, 1, 1)", style=solid]; +"2688 exp_23" -> "2689 mul_47" [label="(24, 1, 1)", style=solid]; +"2689 mul_47" -> "2690 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2690 add_80" -> "2691 softmax_23" [label="(1, 24, 64, 64)", style=solid]; +"2691 softmax_23" -> "2692 dropout_92" [label="(1, 24, 64, 64)", style=solid]; +"2692 dropout_92" -> "2693 matmul_47" [label="(1, 24, 64, 64)", style=solid]; +"2693 matmul_47" -> "2694 transpose_47" [label="(1, 24, 64, 32)", style=solid]; +"2694 transpose_47" -> "2695 reshape_105" [label="(1, 64, 24, 32)", style=solid]; +"2695 reshape_105" -> "2697 reshape_105_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2696 features_7_1_attn_proj_weight_updated_constant0" -> "2698 linear_144" [label="(768, 768)", style=solid]; +"2697 reshape_105_0_0_nncf_smooth_quant_0" -> "2698 linear_144" [label="(1, 64, 768)", style=solid]; +"2698 linear_144" -> "2699 dropout_93" [label="(1, 64, 768)", style=solid]; +"2699 dropout_93" -> "2700 view_128" [label="(1, 64, 768)", style=solid]; +"2700 view_128" -> "2701 permute_107" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2701 permute_107" -> "2702 reshape_106" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2702 reshape_106" -> "2703 slice_347" [label="(1, 8, 8, 768)", style=solid]; +"2703 slice_347" -> "2704 slice_348" [label="(1, 8, 8, 768)", style=solid]; +"2704 slice_348" -> "2705 slice_349" [label="(1, 7, 8, 768)", style=solid]; +"2705 slice_349" -> "2706 slice_350" [label="(1, 7, 7, 768)", style=solid]; +"2706 slice_350" -> "2707 contiguous_45" [label="(1, 7, 7, 768)", style=solid]; +"2707 contiguous_45" -> "2708 layer_norm_50" [label="(1, 7, 7, 768)", style=solid]; +"2708 layer_norm_50" -> "2709 add_81" [label="(1, 7, 7, 768)", style=solid]; +"2709 add_81" -> "2710 add_81_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 768)", style=solid]; +"2709 add_81" -> "2730 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2710 add_81_0_0_nncf_smooth_quant_0" -> "2711 quantize_per_tensor_default_98" [label="(1, 7, 7, 768)", style=solid]; +"2711 quantize_per_tensor_default_98" -> "2712 dequantize_per_tensor_default_98" [label="(1, 7, 7, 768)", style=solid]; +"2712 dequantize_per_tensor_default_98" -> "2717 linear_145" [label="(1, 7, 7, 768)", style=solid]; +"2713 linear_145_scale_0" -> "2716 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2714 linear_145_zero_point_0" -> "2716 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2715 _frozen_param122" -> "2716 dequantize_per_channel_default_98" [label="(3072, 768)", style=solid]; +"2716 dequantize_per_channel_default_98" -> "2717 linear_145" [label="(3072, 768)", style=solid]; +"2717 linear_145" -> "2718 gelu_23" [label="(1, 7, 7, 3072)", style=solid]; +"2718 gelu_23" -> "2719 dropout_94" [label="(1, 7, 7, 3072)", style=solid]; +"2719 dropout_94" -> "2720 dropout_94_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 3072)", style=solid]; +"2720 dropout_94_0_0_nncf_smooth_quant_0" -> "2721 quantize_per_tensor_default_99" [label="(1, 7, 7, 3072)", style=solid]; +"2721 quantize_per_tensor_default_99" -> "2722 dequantize_per_tensor_default_99" [label="(1, 7, 7, 3072)", style=solid]; +"2722 dequantize_per_tensor_default_99" -> "2727 linear_146" [label="(1, 7, 7, 3072)", style=solid]; +"2723 linear_146_scale_0" -> "2726 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2724 linear_146_zero_point_0" -> "2726 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2725 _frozen_param123" -> "2726 dequantize_per_channel_default_99" [label="(768, 3072)", style=solid]; +"2726 dequantize_per_channel_default_99" -> "2727 linear_146" [label="(768, 3072)", style=solid]; +"2727 linear_146" -> "2728 dropout_95" [label="(1, 7, 7, 768)", style=solid]; +"2728 dropout_95" -> "2729 layer_norm_51" [label="(1, 7, 7, 768)", style=solid]; +"2729 layer_norm_51" -> "2730 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2730 add_82" -> "2731 layer_norm_52" [label="(1, 7, 7, 768)", style=solid]; +"2731 layer_norm_52" -> "2732 permute_108" [label="(1, 7, 7, 768)", style=solid]; +"2732 permute_108" -> "2733 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2733 adaptive_avg_pool2d" -> "2734 flatten" [label="(1, 768, 1, 1)", style=solid]; +"2734 flatten" -> "2735 flatten_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"2735 flatten_0_0_nncf_smooth_quant_0" -> "2736 quantize_per_tensor_default_100" [label="(1, 768)", style=solid]; +"2736 quantize_per_tensor_default_100" -> "2737 dequantize_per_tensor_default_100" [label="(1, 768)", style=solid]; +"2737 dequantize_per_tensor_default_100" -> "2742 linear_147" [label="(1, 768)", style=solid]; +"2738 linear_147_scale_0" -> "2741 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2739 linear_147_zero_point_0" -> "2741 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2740 _frozen_param124" -> "2741 dequantize_per_channel_default_100" [label="(1000, 768)", style=solid]; +"2741 dequantize_per_channel_default_100" -> "2742 linear_147" [label="(1000, 768)", style=solid]; +"2742 linear_147" -> "2743 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/synthetic_transformer.dot new file mode 100644 index 00000000000..462a2e45e41 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/synthetic_transformer.dot @@ -0,0 +1,45 @@ +strict digraph { +"0 wte_weight" [id=0, type=get_attr]; +"1 linear_bias" [id=1, type=get_attr]; +"2 lm_head_bias" [id=2, type=get_attr]; +"3 input_ids" [id=3, type=input]; +"4 embedding" [id=4, type=embedding]; +"5 embedding_0_0_nncf_smooth_quant_0" [id=5, type=call_module]; +"6 quantize_per_tensor_default" [id=6, type=quantize_per_tensor]; +"7 dequantize_per_tensor_default" [id=7, type=dequantize_per_tensor]; +"8 linear_scale_0" [id=8, type=get_attr]; +"9 linear_zero_point_0" [id=9, type=get_attr]; +"10 _frozen_param0" [id=10, type=get_attr]; +"11 dequantize_per_channel_default" [id=11, type=dequantize_per_channel]; +"12 linear" [id=12, type=linear]; +"13 linear_0_0_nncf_smooth_quant_0" [id=13, type=call_module]; +"14 quantize_per_tensor_default_1" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_1" [id=15, type=dequantize_per_tensor]; +"16 linear_1_scale_0" [id=16, type=get_attr]; +"17 linear_1_zero_point_0" [id=17, type=get_attr]; +"18 _frozen_param1" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_1" [id=19, type=dequantize_per_channel]; +"20 linear_1" [id=20, type=linear]; +"21 output" [id=21, type=output]; +"0 wte_weight" -> "4 embedding" [label="(10, 5)", style=solid]; +"1 linear_bias" -> "12 linear" [label="(5,)", style=solid]; +"2 lm_head_bias" -> "20 linear_1" [label="(10,)", style=solid]; +"3 input_ids" -> "4 embedding" [label="(5,)", style=solid]; +"4 embedding" -> "5 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"5 embedding_0_0_nncf_smooth_quant_0" -> "6 quantize_per_tensor_default" [label="(5, 5)", style=solid]; +"6 quantize_per_tensor_default" -> "7 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; +"7 dequantize_per_tensor_default" -> "12 linear" [label="(5, 5)", style=solid]; +"8 linear_scale_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"9 linear_zero_point_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"10 _frozen_param0" -> "11 dequantize_per_channel_default" [label="(5, 5)", style=solid]; +"11 dequantize_per_channel_default" -> "12 linear" [label="(5, 5)", style=solid]; +"12 linear" -> "13 linear_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"13 linear_0_0_nncf_smooth_quant_0" -> "14 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"14 quantize_per_tensor_default_1" -> "15 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"15 dequantize_per_tensor_default_1" -> "20 linear_1" [label="(5, 5)", style=solid]; +"16 linear_1_scale_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"17 linear_1_zero_point_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"18 _frozen_param1" -> "19 dequantize_per_channel_default_1" [label="(10, 5)", style=solid]; +"19 dequantize_per_channel_default_1" -> "20 linear_1" [label="(10, 5)", style=solid]; +"20 linear_1" -> "21 output" [label="(5, 10)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/unet.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/unet.dot new file mode 100644 index 00000000000..dfe64020019 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/unet.dot @@ -0,0 +1,437 @@ +strict digraph { +"0 down_path_0_block_0_bias" [id=0, type=get_attr]; +"1 down_path_0_block_3_bias" [id=1, type=get_attr]; +"2 down_path_1_block_0_bias" [id=2, type=get_attr]; +"3 down_path_1_block_3_bias" [id=3, type=get_attr]; +"4 down_path_2_block_0_bias" [id=4, type=get_attr]; +"5 down_path_2_block_3_bias" [id=5, type=get_attr]; +"6 down_path_3_block_0_bias" [id=6, type=get_attr]; +"7 down_path_3_block_3_bias" [id=7, type=get_attr]; +"8 down_path_4_block_0_bias" [id=8, type=get_attr]; +"9 down_path_4_block_3_bias" [id=9, type=get_attr]; +"10 up_path_0_up_weight" [id=10, type=get_attr]; +"11 up_path_0_up_bias" [id=11, type=get_attr]; +"12 up_path_0_conv_block_block_0_bias" [id=12, type=get_attr]; +"13 up_path_0_conv_block_block_3_bias" [id=13, type=get_attr]; +"14 up_path_1_up_weight" [id=14, type=get_attr]; +"15 up_path_1_up_bias" [id=15, type=get_attr]; +"16 up_path_1_conv_block_block_0_bias" [id=16, type=get_attr]; +"17 up_path_1_conv_block_block_3_bias" [id=17, type=get_attr]; +"18 up_path_2_up_weight" [id=18, type=get_attr]; +"19 up_path_2_up_bias" [id=19, type=get_attr]; +"20 up_path_2_conv_block_block_0_bias" [id=20, type=get_attr]; +"21 up_path_2_conv_block_block_3_bias" [id=21, type=get_attr]; +"22 up_path_3_up_weight" [id=22, type=get_attr]; +"23 up_path_3_up_bias" [id=23, type=get_attr]; +"24 up_path_3_conv_block_block_0_bias" [id=24, type=get_attr]; +"25 up_path_3_conv_block_block_3_bias" [id=25, type=get_attr]; +"26 last_bias" [id=26, type=get_attr]; +"27 x" [id=27, type=input]; +"28 quantize_per_tensor_default" [id=28, type=quantize_per_tensor]; +"29 dequantize_per_tensor_default" [id=29, type=dequantize_per_tensor]; +"30 conv2d_scale_0" [id=30, type=get_attr]; +"31 conv2d_zero_point_0" [id=31, type=get_attr]; +"32 _frozen_param0" [id=32, type=get_attr]; +"33 dequantize_per_channel_default" [id=33, type=dequantize_per_channel]; +"34 conv2d" [id=34, type=conv2d]; +"35 relu" [id=35, type=relu]; +"36 quantize_per_tensor_default_1" [id=36, type=quantize_per_tensor]; +"37 dequantize_per_tensor_default_1" [id=37, type=dequantize_per_tensor]; +"38 conv2d_1_scale_0" [id=38, type=get_attr]; +"39 conv2d_1_zero_point_0" [id=39, type=get_attr]; +"40 _frozen_param1" [id=40, type=get_attr]; +"41 dequantize_per_channel_default_1" [id=41, type=dequantize_per_channel]; +"42 conv2d_1" [id=42, type=conv2d]; +"43 relu_1" [id=43, type=relu]; +"44 quantize_per_tensor_default_2" [id=44, type=quantize_per_tensor]; +"45 dequantize_per_tensor_default_2" [id=45, type=dequantize_per_tensor]; +"46 max_pool2d" [id=46, type=max_pool2d]; +"47 quantize_per_tensor_default_3" [id=47, type=quantize_per_tensor]; +"48 dequantize_per_tensor_default_3" [id=48, type=dequantize_per_tensor]; +"49 conv2d_2_scale_0" [id=49, type=get_attr]; +"50 conv2d_2_zero_point_0" [id=50, type=get_attr]; +"51 _frozen_param2" [id=51, type=get_attr]; +"52 dequantize_per_channel_default_2" [id=52, type=dequantize_per_channel]; +"53 conv2d_2" [id=53, type=conv2d]; +"54 relu_2" [id=54, type=relu]; +"55 quantize_per_tensor_default_4" [id=55, type=quantize_per_tensor]; +"56 dequantize_per_tensor_default_4" [id=56, type=dequantize_per_tensor]; +"57 conv2d_3_scale_0" [id=57, type=get_attr]; +"58 conv2d_3_zero_point_0" [id=58, type=get_attr]; +"59 _frozen_param3" [id=59, type=get_attr]; +"60 dequantize_per_channel_default_3" [id=60, type=dequantize_per_channel]; +"61 conv2d_3" [id=61, type=conv2d]; +"62 relu_3" [id=62, type=relu]; +"63 quantize_per_tensor_default_5" [id=63, type=quantize_per_tensor]; +"64 dequantize_per_tensor_default_5" [id=64, type=dequantize_per_tensor]; +"65 max_pool2d_1" [id=65, type=max_pool2d]; +"66 quantize_per_tensor_default_6" [id=66, type=quantize_per_tensor]; +"67 dequantize_per_tensor_default_6" [id=67, type=dequantize_per_tensor]; +"68 conv2d_4_scale_0" [id=68, type=get_attr]; +"69 conv2d_4_zero_point_0" [id=69, type=get_attr]; +"70 _frozen_param4" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_4" [id=71, type=dequantize_per_channel]; +"72 conv2d_4" [id=72, type=conv2d]; +"73 relu_4" [id=73, type=relu]; +"74 quantize_per_tensor_default_7" [id=74, type=quantize_per_tensor]; +"75 dequantize_per_tensor_default_7" [id=75, type=dequantize_per_tensor]; +"76 conv2d_5_scale_0" [id=76, type=get_attr]; +"77 conv2d_5_zero_point_0" [id=77, type=get_attr]; +"78 _frozen_param5" [id=78, type=get_attr]; +"79 dequantize_per_channel_default_5" [id=79, type=dequantize_per_channel]; +"80 conv2d_5" [id=80, type=conv2d]; +"81 relu_5" [id=81, type=relu]; +"82 quantize_per_tensor_default_8" [id=82, type=quantize_per_tensor]; +"83 dequantize_per_tensor_default_8" [id=83, type=dequantize_per_tensor]; +"84 max_pool2d_2" [id=84, type=max_pool2d]; +"85 quantize_per_tensor_default_9" [id=85, type=quantize_per_tensor]; +"86 dequantize_per_tensor_default_9" [id=86, type=dequantize_per_tensor]; +"87 conv2d_6_scale_0" [id=87, type=get_attr]; +"88 conv2d_6_zero_point_0" [id=88, type=get_attr]; +"89 _frozen_param6" [id=89, type=get_attr]; +"90 dequantize_per_channel_default_6" [id=90, type=dequantize_per_channel]; +"91 conv2d_6" [id=91, type=conv2d]; +"92 relu_6" [id=92, type=relu]; +"93 quantize_per_tensor_default_10" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_10" [id=94, type=dequantize_per_tensor]; +"95 conv2d_7_scale_0" [id=95, type=get_attr]; +"96 conv2d_7_zero_point_0" [id=96, type=get_attr]; +"97 _frozen_param7" [id=97, type=get_attr]; +"98 dequantize_per_channel_default_7" [id=98, type=dequantize_per_channel]; +"99 conv2d_7" [id=99, type=conv2d]; +"100 relu_7" [id=100, type=relu]; +"101 quantize_per_tensor_default_11" [id=101, type=quantize_per_tensor]; +"102 dequantize_per_tensor_default_11" [id=102, type=dequantize_per_tensor]; +"103 max_pool2d_3" [id=103, type=max_pool2d]; +"104 quantize_per_tensor_default_12" [id=104, type=quantize_per_tensor]; +"105 dequantize_per_tensor_default_12" [id=105, type=dequantize_per_tensor]; +"106 conv2d_8_scale_0" [id=106, type=get_attr]; +"107 conv2d_8_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param8" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_8" [id=109, type=dequantize_per_channel]; +"110 conv2d_8" [id=110, type=conv2d]; +"111 relu_8" [id=111, type=relu]; +"112 quantize_per_tensor_default_13" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_13" [id=113, type=dequantize_per_tensor]; +"114 conv2d_9_scale_0" [id=114, type=get_attr]; +"115 conv2d_9_zero_point_0" [id=115, type=get_attr]; +"116 _frozen_param9" [id=116, type=get_attr]; +"117 dequantize_per_channel_default_9" [id=117, type=dequantize_per_channel]; +"118 conv2d_9" [id=118, type=conv2d]; +"119 relu_9" [id=119, type=relu]; +"120 conv_transpose2d" [id=120, type=conv_transpose2d]; +"121 slice_1" [id=121, type=slice]; +"122 slice_2" [id=122, type=slice]; +"123 slice_3" [id=123, type=slice]; +"124 slice_4" [id=124, type=slice]; +"125 cat" [id=125, type=cat]; +"126 quantize_per_tensor_default_14" [id=126, type=quantize_per_tensor]; +"127 dequantize_per_tensor_default_14" [id=127, type=dequantize_per_tensor]; +"128 conv2d_10_scale_0" [id=128, type=get_attr]; +"129 conv2d_10_zero_point_0" [id=129, type=get_attr]; +"130 _frozen_param10" [id=130, type=get_attr]; +"131 dequantize_per_channel_default_10" [id=131, type=dequantize_per_channel]; +"132 conv2d_10" [id=132, type=conv2d]; +"133 relu_10" [id=133, type=relu]; +"134 quantize_per_tensor_default_15" [id=134, type=quantize_per_tensor]; +"135 dequantize_per_tensor_default_15" [id=135, type=dequantize_per_tensor]; +"136 conv2d_11_scale_0" [id=136, type=get_attr]; +"137 conv2d_11_zero_point_0" [id=137, type=get_attr]; +"138 _frozen_param11" [id=138, type=get_attr]; +"139 dequantize_per_channel_default_11" [id=139, type=dequantize_per_channel]; +"140 conv2d_11" [id=140, type=conv2d]; +"141 relu_11" [id=141, type=relu]; +"142 conv_transpose2d_1" [id=142, type=conv_transpose2d]; +"143 slice_5" [id=143, type=slice]; +"144 slice_6" [id=144, type=slice]; +"145 slice_7" [id=145, type=slice]; +"146 slice_8" [id=146, type=slice]; +"147 cat_1" [id=147, type=cat]; +"148 quantize_per_tensor_default_16" [id=148, type=quantize_per_tensor]; +"149 dequantize_per_tensor_default_16" [id=149, type=dequantize_per_tensor]; +"150 conv2d_12_scale_0" [id=150, type=get_attr]; +"151 conv2d_12_zero_point_0" [id=151, type=get_attr]; +"152 _frozen_param12" [id=152, type=get_attr]; +"153 dequantize_per_channel_default_12" [id=153, type=dequantize_per_channel]; +"154 conv2d_12" [id=154, type=conv2d]; +"155 relu_12" [id=155, type=relu]; +"156 quantize_per_tensor_default_17" [id=156, type=quantize_per_tensor]; +"157 dequantize_per_tensor_default_17" [id=157, type=dequantize_per_tensor]; +"158 conv2d_13_scale_0" [id=158, type=get_attr]; +"159 conv2d_13_zero_point_0" [id=159, type=get_attr]; +"160 _frozen_param13" [id=160, type=get_attr]; +"161 dequantize_per_channel_default_13" [id=161, type=dequantize_per_channel]; +"162 conv2d_13" [id=162, type=conv2d]; +"163 relu_13" [id=163, type=relu]; +"164 conv_transpose2d_2" [id=164, type=conv_transpose2d]; +"165 slice_9" [id=165, type=slice]; +"166 slice_10" [id=166, type=slice]; +"167 slice_11" [id=167, type=slice]; +"168 slice_12" [id=168, type=slice]; +"169 cat_2" [id=169, type=cat]; +"170 quantize_per_tensor_default_18" [id=170, type=quantize_per_tensor]; +"171 dequantize_per_tensor_default_18" [id=171, type=dequantize_per_tensor]; +"172 conv2d_14_scale_0" [id=172, type=get_attr]; +"173 conv2d_14_zero_point_0" [id=173, type=get_attr]; +"174 _frozen_param14" [id=174, type=get_attr]; +"175 dequantize_per_channel_default_14" [id=175, type=dequantize_per_channel]; +"176 conv2d_14" [id=176, type=conv2d]; +"177 relu_14" [id=177, type=relu]; +"178 quantize_per_tensor_default_19" [id=178, type=quantize_per_tensor]; +"179 dequantize_per_tensor_default_19" [id=179, type=dequantize_per_tensor]; +"180 conv2d_15_scale_0" [id=180, type=get_attr]; +"181 conv2d_15_zero_point_0" [id=181, type=get_attr]; +"182 _frozen_param15" [id=182, type=get_attr]; +"183 dequantize_per_channel_default_15" [id=183, type=dequantize_per_channel]; +"184 conv2d_15" [id=184, type=conv2d]; +"185 relu_15" [id=185, type=relu]; +"186 conv_transpose2d_3" [id=186, type=conv_transpose2d]; +"187 slice_13" [id=187, type=slice]; +"188 slice_14" [id=188, type=slice]; +"189 slice_15" [id=189, type=slice]; +"190 slice_16" [id=190, type=slice]; +"191 cat_3" [id=191, type=cat]; +"192 quantize_per_tensor_default_20" [id=192, type=quantize_per_tensor]; +"193 dequantize_per_tensor_default_20" [id=193, type=dequantize_per_tensor]; +"194 conv2d_16_scale_0" [id=194, type=get_attr]; +"195 conv2d_16_zero_point_0" [id=195, type=get_attr]; +"196 _frozen_param16" [id=196, type=get_attr]; +"197 dequantize_per_channel_default_16" [id=197, type=dequantize_per_channel]; +"198 conv2d_16" [id=198, type=conv2d]; +"199 relu_16" [id=199, type=relu]; +"200 quantize_per_tensor_default_21" [id=200, type=quantize_per_tensor]; +"201 dequantize_per_tensor_default_21" [id=201, type=dequantize_per_tensor]; +"202 conv2d_17_scale_0" [id=202, type=get_attr]; +"203 conv2d_17_zero_point_0" [id=203, type=get_attr]; +"204 _frozen_param17" [id=204, type=get_attr]; +"205 dequantize_per_channel_default_17" [id=205, type=dequantize_per_channel]; +"206 conv2d_17" [id=206, type=conv2d]; +"207 relu_17" [id=207, type=relu]; +"208 quantize_per_tensor_default_22" [id=208, type=quantize_per_tensor]; +"209 dequantize_per_tensor_default_22" [id=209, type=dequantize_per_tensor]; +"210 conv2d_18_scale_0" [id=210, type=get_attr]; +"211 conv2d_18_zero_point_0" [id=211, type=get_attr]; +"212 _frozen_param18" [id=212, type=get_attr]; +"213 dequantize_per_channel_default_18" [id=213, type=dequantize_per_channel]; +"214 conv2d_18" [id=214, type=conv2d]; +"215 output" [id=215, type=output]; +"0 down_path_0_block_0_bias" -> "34 conv2d" [label="(64,)", style=solid]; +"1 down_path_0_block_3_bias" -> "42 conv2d_1" [label="(64,)", style=solid]; +"2 down_path_1_block_0_bias" -> "53 conv2d_2" [label="(128,)", style=solid]; +"3 down_path_1_block_3_bias" -> "61 conv2d_3" [label="(128,)", style=solid]; +"4 down_path_2_block_0_bias" -> "72 conv2d_4" [label="(256,)", style=solid]; +"5 down_path_2_block_3_bias" -> "80 conv2d_5" [label="(256,)", style=solid]; +"6 down_path_3_block_0_bias" -> "91 conv2d_6" [label="(512,)", style=solid]; +"7 down_path_3_block_3_bias" -> "99 conv2d_7" [label="(512,)", style=solid]; +"8 down_path_4_block_0_bias" -> "110 conv2d_8" [label="(1024,)", style=solid]; +"9 down_path_4_block_3_bias" -> "118 conv2d_9" [label="(1024,)", style=solid]; +"10 up_path_0_up_weight" -> "120 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; +"11 up_path_0_up_bias" -> "120 conv_transpose2d" [label="(512,)", style=solid]; +"12 up_path_0_conv_block_block_0_bias" -> "132 conv2d_10" [label="(512,)", style=solid]; +"13 up_path_0_conv_block_block_3_bias" -> "140 conv2d_11" [label="(512,)", style=solid]; +"14 up_path_1_up_weight" -> "142 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; +"15 up_path_1_up_bias" -> "142 conv_transpose2d_1" [label="(256,)", style=solid]; +"16 up_path_1_conv_block_block_0_bias" -> "154 conv2d_12" [label="(256,)", style=solid]; +"17 up_path_1_conv_block_block_3_bias" -> "162 conv2d_13" [label="(256,)", style=solid]; +"18 up_path_2_up_weight" -> "164 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; +"19 up_path_2_up_bias" -> "164 conv_transpose2d_2" [label="(128,)", style=solid]; +"20 up_path_2_conv_block_block_0_bias" -> "176 conv2d_14" [label="(128,)", style=solid]; +"21 up_path_2_conv_block_block_3_bias" -> "184 conv2d_15" [label="(128,)", style=solid]; +"22 up_path_3_up_weight" -> "186 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; +"23 up_path_3_up_bias" -> "186 conv_transpose2d_3" [label="(64,)", style=solid]; +"24 up_path_3_conv_block_block_0_bias" -> "198 conv2d_16" [label="(64,)", style=solid]; +"25 up_path_3_conv_block_block_3_bias" -> "206 conv2d_17" [label="(64,)", style=solid]; +"26 last_bias" -> "214 conv2d_18" [label="(12,)", style=solid]; +"27 x" -> "28 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"28 quantize_per_tensor_default" -> "29 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"29 dequantize_per_tensor_default" -> "34 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"30 conv2d_scale_0" -> "33 dequantize_per_channel_default" [label="(64,)", style=solid]; +"31 conv2d_zero_point_0" -> "33 dequantize_per_channel_default" [label="(64,)", style=solid]; +"32 _frozen_param0" -> "33 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"33 dequantize_per_channel_default" -> "34 conv2d" [label="(64, 3, 3, 3)", style=solid]; +"34 conv2d" -> "35 relu" [label="(1, 64, 222, 222)", style=solid]; +"35 relu" -> "36 quantize_per_tensor_default_1" [label="(1, 64, 222, 222)", style=solid]; +"36 quantize_per_tensor_default_1" -> "37 dequantize_per_tensor_default_1" [label="(1, 64, 222, 222)", style=solid]; +"37 dequantize_per_tensor_default_1" -> "42 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; +"38 conv2d_1_scale_0" -> "41 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"39 conv2d_1_zero_point_0" -> "41 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"40 _frozen_param1" -> "41 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"41 dequantize_per_channel_default_1" -> "42 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"42 conv2d_1" -> "43 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"43 relu_1" -> "44 quantize_per_tensor_default_2" [label="(1, 64, 220, 220)", style=solid]; +"43 relu_1" -> "187 slice_13" [label="(1, 64, 220, 220)", style=solid]; +"44 quantize_per_tensor_default_2" -> "45 dequantize_per_tensor_default_2" [label="(1, 64, 220, 220)", style=solid]; +"45 dequantize_per_tensor_default_2" -> "46 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; +"46 max_pool2d" -> "47 quantize_per_tensor_default_3" [label="(1, 64, 110, 110)", style=solid]; +"47 quantize_per_tensor_default_3" -> "48 dequantize_per_tensor_default_3" [label="(1, 64, 110, 110)", style=solid]; +"48 dequantize_per_tensor_default_3" -> "53 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"49 conv2d_2_scale_0" -> "52 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"50 conv2d_2_zero_point_0" -> "52 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"51 _frozen_param2" -> "52 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"52 dequantize_per_channel_default_2" -> "53 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; +"53 conv2d_2" -> "54 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"54 relu_2" -> "55 quantize_per_tensor_default_4" [label="(1, 128, 108, 108)", style=solid]; +"55 quantize_per_tensor_default_4" -> "56 dequantize_per_tensor_default_4" [label="(1, 128, 108, 108)", style=solid]; +"56 dequantize_per_tensor_default_4" -> "61 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; +"57 conv2d_3_scale_0" -> "60 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"58 conv2d_3_zero_point_0" -> "60 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"59 _frozen_param3" -> "60 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"60 dequantize_per_channel_default_3" -> "61 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; +"61 conv2d_3" -> "62 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"62 relu_3" -> "63 quantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"62 relu_3" -> "165 slice_9" [label="(1, 128, 106, 106)", style=solid]; +"63 quantize_per_tensor_default_5" -> "64 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"64 dequantize_per_tensor_default_5" -> "65 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; +"65 max_pool2d_1" -> "66 quantize_per_tensor_default_6" [label="(1, 128, 53, 53)", style=solid]; +"66 quantize_per_tensor_default_6" -> "67 dequantize_per_tensor_default_6" [label="(1, 128, 53, 53)", style=solid]; +"67 dequantize_per_tensor_default_6" -> "72 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"68 conv2d_4_scale_0" -> "71 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"69 conv2d_4_zero_point_0" -> "71 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"70 _frozen_param4" -> "71 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"71 dequantize_per_channel_default_4" -> "72 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; +"72 conv2d_4" -> "73 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"73 relu_4" -> "74 quantize_per_tensor_default_7" [label="(1, 256, 51, 51)", style=solid]; +"74 quantize_per_tensor_default_7" -> "75 dequantize_per_tensor_default_7" [label="(1, 256, 51, 51)", style=solid]; +"75 dequantize_per_tensor_default_7" -> "80 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; +"76 conv2d_5_scale_0" -> "79 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"77 conv2d_5_zero_point_0" -> "79 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"78 _frozen_param5" -> "79 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"79 dequantize_per_channel_default_5" -> "80 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; +"80 conv2d_5" -> "81 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"81 relu_5" -> "82 quantize_per_tensor_default_8" [label="(1, 256, 49, 49)", style=solid]; +"81 relu_5" -> "143 slice_5" [label="(1, 256, 49, 49)", style=solid]; +"82 quantize_per_tensor_default_8" -> "83 dequantize_per_tensor_default_8" [label="(1, 256, 49, 49)", style=solid]; +"83 dequantize_per_tensor_default_8" -> "84 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; +"84 max_pool2d_2" -> "85 quantize_per_tensor_default_9" [label="(1, 256, 24, 24)", style=solid]; +"85 quantize_per_tensor_default_9" -> "86 dequantize_per_tensor_default_9" [label="(1, 256, 24, 24)", style=solid]; +"86 dequantize_per_tensor_default_9" -> "91 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"87 conv2d_6_scale_0" -> "90 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"88 conv2d_6_zero_point_0" -> "90 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"89 _frozen_param6" -> "90 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"90 dequantize_per_channel_default_6" -> "91 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; +"91 conv2d_6" -> "92 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"92 relu_6" -> "93 quantize_per_tensor_default_10" [label="(1, 512, 22, 22)", style=solid]; +"93 quantize_per_tensor_default_10" -> "94 dequantize_per_tensor_default_10" [label="(1, 512, 22, 22)", style=solid]; +"94 dequantize_per_tensor_default_10" -> "99 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; +"95 conv2d_7_scale_0" -> "98 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"96 conv2d_7_zero_point_0" -> "98 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"97 _frozen_param7" -> "98 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"98 dequantize_per_channel_default_7" -> "99 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; +"99 conv2d_7" -> "100 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"100 relu_7" -> "101 quantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"100 relu_7" -> "121 slice_1" [label="(1, 512, 20, 20)", style=solid]; +"101 quantize_per_tensor_default_11" -> "102 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"102 dequantize_per_tensor_default_11" -> "103 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; +"103 max_pool2d_3" -> "104 quantize_per_tensor_default_12" [label="(1, 512, 10, 10)", style=solid]; +"104 quantize_per_tensor_default_12" -> "105 dequantize_per_tensor_default_12" [label="(1, 512, 10, 10)", style=solid]; +"105 dequantize_per_tensor_default_12" -> "110 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"106 conv2d_8_scale_0" -> "109 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"107 conv2d_8_zero_point_0" -> "109 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"108 _frozen_param8" -> "109 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"109 dequantize_per_channel_default_8" -> "110 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; +"110 conv2d_8" -> "111 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"111 relu_8" -> "112 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"112 quantize_per_tensor_default_13" -> "113 dequantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"113 dequantize_per_tensor_default_13" -> "118 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; +"114 conv2d_9_scale_0" -> "117 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"115 conv2d_9_zero_point_0" -> "117 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"116 _frozen_param9" -> "117 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"117 dequantize_per_channel_default_9" -> "118 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; +"118 conv2d_9" -> "119 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"119 relu_9" -> "120 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; +"120 conv_transpose2d" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"121 slice_1" -> "122 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"122 slice_2" -> "123 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"123 slice_3" -> "124 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"124 slice_4" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"125 cat" -> "126 quantize_per_tensor_default_14" [label="(1, 1024, 12, 12)", style=solid]; +"126 quantize_per_tensor_default_14" -> "127 dequantize_per_tensor_default_14" [label="(1, 1024, 12, 12)", style=solid]; +"127 dequantize_per_tensor_default_14" -> "132 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"128 conv2d_10_scale_0" -> "131 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"129 conv2d_10_zero_point_0" -> "131 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"130 _frozen_param10" -> "131 dequantize_per_channel_default_10" [label="(512, 1024, 3, 3)", style=solid]; +"131 dequantize_per_channel_default_10" -> "132 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; +"132 conv2d_10" -> "133 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"133 relu_10" -> "134 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"134 quantize_per_tensor_default_15" -> "135 dequantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"135 dequantize_per_tensor_default_15" -> "140 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; +"136 conv2d_11_scale_0" -> "139 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"137 conv2d_11_zero_point_0" -> "139 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"138 _frozen_param11" -> "139 dequantize_per_channel_default_11" [label="(512, 512, 3, 3)", style=solid]; +"139 dequantize_per_channel_default_11" -> "140 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; +"140 conv2d_11" -> "141 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"141 relu_11" -> "142 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; +"142 conv_transpose2d_1" -> "147 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"143 slice_5" -> "144 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"144 slice_6" -> "145 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"145 slice_7" -> "146 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"146 slice_8" -> "147 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"147 cat_1" -> "148 quantize_per_tensor_default_16" [label="(1, 512, 16, 16)", style=solid]; +"148 quantize_per_tensor_default_16" -> "149 dequantize_per_tensor_default_16" [label="(1, 512, 16, 16)", style=solid]; +"149 dequantize_per_tensor_default_16" -> "154 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"150 conv2d_12_scale_0" -> "153 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"151 conv2d_12_zero_point_0" -> "153 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"152 _frozen_param12" -> "153 dequantize_per_channel_default_12" [label="(256, 512, 3, 3)", style=solid]; +"153 dequantize_per_channel_default_12" -> "154 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; +"154 conv2d_12" -> "155 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"155 relu_12" -> "156 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"156 quantize_per_tensor_default_17" -> "157 dequantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"157 dequantize_per_tensor_default_17" -> "162 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"158 conv2d_13_scale_0" -> "161 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"159 conv2d_13_zero_point_0" -> "161 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"160 _frozen_param13" -> "161 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"161 dequantize_per_channel_default_13" -> "162 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"162 conv2d_13" -> "163 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"163 relu_13" -> "164 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; +"164 conv_transpose2d_2" -> "169 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"165 slice_9" -> "166 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"166 slice_10" -> "167 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"167 slice_11" -> "168 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"168 slice_12" -> "169 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"169 cat_2" -> "170 quantize_per_tensor_default_18" [label="(1, 256, 24, 24)", style=solid]; +"170 quantize_per_tensor_default_18" -> "171 dequantize_per_tensor_default_18" [label="(1, 256, 24, 24)", style=solid]; +"171 dequantize_per_tensor_default_18" -> "176 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"172 conv2d_14_scale_0" -> "175 dequantize_per_channel_default_14" [label="(128,)", style=solid]; +"173 conv2d_14_zero_point_0" -> "175 dequantize_per_channel_default_14" [label="(128,)", style=solid]; +"174 _frozen_param14" -> "175 dequantize_per_channel_default_14" [label="(128, 256, 3, 3)", style=solid]; +"175 dequantize_per_channel_default_14" -> "176 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; +"176 conv2d_14" -> "177 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"177 relu_14" -> "178 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"178 quantize_per_tensor_default_19" -> "179 dequantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"179 dequantize_per_tensor_default_19" -> "184 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; +"180 conv2d_15_scale_0" -> "183 dequantize_per_channel_default_15" [label="(128,)", style=solid]; +"181 conv2d_15_zero_point_0" -> "183 dequantize_per_channel_default_15" [label="(128,)", style=solid]; +"182 _frozen_param15" -> "183 dequantize_per_channel_default_15" [label="(128, 128, 3, 3)", style=solid]; +"183 dequantize_per_channel_default_15" -> "184 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; +"184 conv2d_15" -> "185 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"185 relu_15" -> "186 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; +"186 conv_transpose2d_3" -> "191 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"187 slice_13" -> "188 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"188 slice_14" -> "189 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"189 slice_15" -> "190 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"190 slice_16" -> "191 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"191 cat_3" -> "192 quantize_per_tensor_default_20" [label="(1, 128, 40, 40)", style=solid]; +"192 quantize_per_tensor_default_20" -> "193 dequantize_per_tensor_default_20" [label="(1, 128, 40, 40)", style=solid]; +"193 dequantize_per_tensor_default_20" -> "198 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"194 conv2d_16_scale_0" -> "197 dequantize_per_channel_default_16" [label="(64,)", style=solid]; +"195 conv2d_16_zero_point_0" -> "197 dequantize_per_channel_default_16" [label="(64,)", style=solid]; +"196 _frozen_param16" -> "197 dequantize_per_channel_default_16" [label="(64, 128, 3, 3)", style=solid]; +"197 dequantize_per_channel_default_16" -> "198 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; +"198 conv2d_16" -> "199 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"199 relu_16" -> "200 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"200 quantize_per_tensor_default_21" -> "201 dequantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"201 dequantize_per_tensor_default_21" -> "206 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; +"202 conv2d_17_scale_0" -> "205 dequantize_per_channel_default_17" [label="(64,)", style=solid]; +"203 conv2d_17_zero_point_0" -> "205 dequantize_per_channel_default_17" [label="(64,)", style=solid]; +"204 _frozen_param17" -> "205 dequantize_per_channel_default_17" [label="(64, 64, 3, 3)", style=solid]; +"205 dequantize_per_channel_default_17" -> "206 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; +"206 conv2d_17" -> "207 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"207 relu_17" -> "208 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"208 quantize_per_tensor_default_22" -> "209 dequantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"209 dequantize_per_tensor_default_22" -> "214 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; +"210 conv2d_18_scale_0" -> "213 dequantize_per_channel_default_18" [label="(12,)", style=solid]; +"211 conv2d_18_zero_point_0" -> "213 dequantize_per_channel_default_18" [label="(12,)", style=solid]; +"212 _frozen_param18" -> "213 dequantize_per_channel_default_18" [label="(12, 64, 1, 1)", style=solid]; +"213 dequantize_per_channel_default_18" -> "214 conv2d_18" [label="(12, 64, 1, 1)", style=solid]; +"214 conv2d_18" -> "215 output" [label="(1, 12, 36, 36)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/vit_b_16.dot new file mode 100644 index 00000000000..ef109b4e373 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/vit_b_16.dot @@ -0,0 +1,1577 @@ +strict digraph { +"0 class_token" [id=0, type=get_attr]; +"1 encoder_pos_embedding" [id=1, type=get_attr]; +"2 conv_proj_bias" [id=2, type=get_attr]; +"3 encoder_layers_encoder_layer_0_ln_1_weight" [id=3, type=get_attr]; +"4 encoder_layers_encoder_layer_0_ln_1_bias" [id=4, type=get_attr]; +"5 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" [id=5, type=get_attr]; +"6 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" [id=6, type=get_attr]; +"7 encoder_layers_encoder_layer_0_ln_2_weight" [id=7, type=get_attr]; +"8 encoder_layers_encoder_layer_0_ln_2_bias" [id=8, type=get_attr]; +"9 encoder_layers_encoder_layer_0_mlp_0_bias" [id=9, type=get_attr]; +"10 encoder_layers_encoder_layer_0_mlp_3_bias" [id=10, type=get_attr]; +"11 encoder_layers_encoder_layer_1_ln_1_weight" [id=11, type=get_attr]; +"12 encoder_layers_encoder_layer_1_ln_1_bias" [id=12, type=get_attr]; +"13 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" [id=13, type=get_attr]; +"14 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" [id=14, type=get_attr]; +"15 encoder_layers_encoder_layer_1_ln_2_weight" [id=15, type=get_attr]; +"16 encoder_layers_encoder_layer_1_ln_2_bias" [id=16, type=get_attr]; +"17 encoder_layers_encoder_layer_1_mlp_0_bias" [id=17, type=get_attr]; +"18 encoder_layers_encoder_layer_1_mlp_3_bias" [id=18, type=get_attr]; +"19 encoder_layers_encoder_layer_2_ln_1_weight" [id=19, type=get_attr]; +"20 encoder_layers_encoder_layer_2_ln_1_bias" [id=20, type=get_attr]; +"21 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" [id=21, type=get_attr]; +"22 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" [id=22, type=get_attr]; +"23 encoder_layers_encoder_layer_2_ln_2_weight" [id=23, type=get_attr]; +"24 encoder_layers_encoder_layer_2_ln_2_bias" [id=24, type=get_attr]; +"25 encoder_layers_encoder_layer_2_mlp_0_bias" [id=25, type=get_attr]; +"26 encoder_layers_encoder_layer_2_mlp_3_bias" [id=26, type=get_attr]; +"27 encoder_layers_encoder_layer_3_ln_1_weight" [id=27, type=get_attr]; +"28 encoder_layers_encoder_layer_3_ln_1_bias" [id=28, type=get_attr]; +"29 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" [id=29, type=get_attr]; +"30 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" [id=30, type=get_attr]; +"31 encoder_layers_encoder_layer_3_ln_2_weight" [id=31, type=get_attr]; +"32 encoder_layers_encoder_layer_3_ln_2_bias" [id=32, type=get_attr]; +"33 encoder_layers_encoder_layer_3_mlp_0_bias" [id=33, type=get_attr]; +"34 encoder_layers_encoder_layer_3_mlp_3_bias" [id=34, type=get_attr]; +"35 encoder_layers_encoder_layer_4_ln_1_weight" [id=35, type=get_attr]; +"36 encoder_layers_encoder_layer_4_ln_1_bias" [id=36, type=get_attr]; +"37 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" [id=37, type=get_attr]; +"38 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" [id=38, type=get_attr]; +"39 encoder_layers_encoder_layer_4_ln_2_weight" [id=39, type=get_attr]; +"40 encoder_layers_encoder_layer_4_ln_2_bias" [id=40, type=get_attr]; +"41 encoder_layers_encoder_layer_4_mlp_0_bias" [id=41, type=get_attr]; +"42 encoder_layers_encoder_layer_4_mlp_3_bias" [id=42, type=get_attr]; +"43 encoder_layers_encoder_layer_5_ln_1_weight" [id=43, type=get_attr]; +"44 encoder_layers_encoder_layer_5_ln_1_bias" [id=44, type=get_attr]; +"45 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" [id=45, type=get_attr]; +"46 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" [id=46, type=get_attr]; +"47 encoder_layers_encoder_layer_5_ln_2_weight" [id=47, type=get_attr]; +"48 encoder_layers_encoder_layer_5_ln_2_bias" [id=48, type=get_attr]; +"49 encoder_layers_encoder_layer_5_mlp_0_bias" [id=49, type=get_attr]; +"50 encoder_layers_encoder_layer_5_mlp_3_bias" [id=50, type=get_attr]; +"51 encoder_layers_encoder_layer_6_ln_1_weight" [id=51, type=get_attr]; +"52 encoder_layers_encoder_layer_6_ln_1_bias" [id=52, type=get_attr]; +"53 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" [id=53, type=get_attr]; +"54 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" [id=54, type=get_attr]; +"55 encoder_layers_encoder_layer_6_ln_2_weight" [id=55, type=get_attr]; +"56 encoder_layers_encoder_layer_6_ln_2_bias" [id=56, type=get_attr]; +"57 encoder_layers_encoder_layer_6_mlp_0_bias" [id=57, type=get_attr]; +"58 encoder_layers_encoder_layer_6_mlp_3_bias" [id=58, type=get_attr]; +"59 encoder_layers_encoder_layer_7_ln_1_weight" [id=59, type=get_attr]; +"60 encoder_layers_encoder_layer_7_ln_1_bias" [id=60, type=get_attr]; +"61 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" [id=61, type=get_attr]; +"62 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" [id=62, type=get_attr]; +"63 encoder_layers_encoder_layer_7_ln_2_weight" [id=63, type=get_attr]; +"64 encoder_layers_encoder_layer_7_ln_2_bias" [id=64, type=get_attr]; +"65 encoder_layers_encoder_layer_7_mlp_0_bias" [id=65, type=get_attr]; +"66 encoder_layers_encoder_layer_7_mlp_3_bias" [id=66, type=get_attr]; +"67 encoder_layers_encoder_layer_8_ln_1_weight" [id=67, type=get_attr]; +"68 encoder_layers_encoder_layer_8_ln_1_bias" [id=68, type=get_attr]; +"69 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" [id=69, type=get_attr]; +"70 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" [id=70, type=get_attr]; +"71 encoder_layers_encoder_layer_8_ln_2_weight" [id=71, type=get_attr]; +"72 encoder_layers_encoder_layer_8_ln_2_bias" [id=72, type=get_attr]; +"73 encoder_layers_encoder_layer_8_mlp_0_bias" [id=73, type=get_attr]; +"74 encoder_layers_encoder_layer_8_mlp_3_bias" [id=74, type=get_attr]; +"75 encoder_layers_encoder_layer_9_ln_1_weight" [id=75, type=get_attr]; +"76 encoder_layers_encoder_layer_9_ln_1_bias" [id=76, type=get_attr]; +"77 encoder_layers_encoder_layer_9_self_attention_in_proj_bias" [id=77, type=get_attr]; +"78 encoder_layers_encoder_layer_9_self_attention_out_proj_bias" [id=78, type=get_attr]; +"79 encoder_layers_encoder_layer_9_ln_2_weight" [id=79, type=get_attr]; +"80 encoder_layers_encoder_layer_9_ln_2_bias" [id=80, type=get_attr]; +"81 encoder_layers_encoder_layer_9_mlp_0_bias" [id=81, type=get_attr]; +"82 encoder_layers_encoder_layer_9_mlp_3_bias" [id=82, type=get_attr]; +"83 encoder_layers_encoder_layer_10_ln_1_weight" [id=83, type=get_attr]; +"84 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type=get_attr]; +"97 encoder_layers_encoder_layer_11_mlp_0_bias" [id=97, type=get_attr]; +"98 encoder_layers_encoder_layer_11_mlp_3_bias" [id=98, type=get_attr]; +"99 encoder_ln_weight" [id=99, type=get_attr]; +"100 encoder_ln_bias" [id=100, type=get_attr]; +"101 heads_head_bias" [id=101, type=get_attr]; +"102 x" [id=102, type=input]; +"103 quantize_per_tensor_default" [id=103, type=quantize_per_tensor]; +"104 dequantize_per_tensor_default" [id=104, type=dequantize_per_tensor]; +"105 conv2d_scale_0" [id=105, type=get_attr]; +"106 conv2d_zero_point_0" [id=106, type=get_attr]; +"107 _frozen_param0" [id=107, type=get_attr]; +"108 dequantize_per_channel_default" [id=108, type=dequantize_per_channel]; +"109 conv2d" [id=109, type=conv2d]; +"110 reshape" [id=110, type=reshape]; +"111 permute" [id=111, type=permute]; +"112 expand" [id=112, type=expand]; +"113 cat" [id=113, type=cat]; +"114 add" [id=114, type=add]; +"115 dropout" [id=115, type=dropout]; +"116 layer_norm" [id=116, 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type=call_module]; +"408 linear_21" [id=408, type=linear]; +"409 view_47" [id=409, type=view]; +"410 transpose_35" [id=410, type=transpose]; +"411 dropout_16" [id=411, type=dropout]; +"412 add_11" [id=412, type=add]; +"413 layer_norm_11" [id=413, type=layer_norm]; +"414 layer_norm_11_0_0_nncf_smooth_quant_0" [id=414, type=call_module]; +"415 quantize_per_tensor_default_11" [id=415, type=quantize_per_tensor]; +"416 dequantize_per_tensor_default_11" [id=416, type=dequantize_per_tensor]; +"417 linear_22_scale_0" [id=417, type=get_attr]; +"418 linear_22_zero_point_0" [id=418, type=get_attr]; +"419 _frozen_param11" [id=419, type=get_attr]; +"420 dequantize_per_channel_default_11" [id=420, type=dequantize_per_channel]; +"421 linear_22" [id=421, type=linear]; +"422 gelu_5" [id=422, type=gelu]; +"423 dropout_17" [id=423, type=dropout]; +"424 dropout_17_0_0_nncf_smooth_quant_0" [id=424, type=call_module]; +"425 quantize_per_tensor_default_12" [id=425, type=quantize_per_tensor]; +"426 dequantize_per_tensor_default_12" [id=426, type=dequantize_per_tensor]; +"427 linear_23_scale_0" [id=427, type=get_attr]; +"428 linear_23_zero_point_0" [id=428, type=get_attr]; +"429 _frozen_param12" [id=429, type=get_attr]; +"430 dequantize_per_channel_default_12" [id=430, type=dequantize_per_channel]; +"431 linear_23" [id=431, type=linear]; +"432 dropout_18" [id=432, type=dropout]; +"433 add_12" [id=433, type=add]; +"434 layer_norm_12" [id=434, type=layer_norm]; +"435 transpose_36" [id=435, type=transpose]; +"436 encoder_layers_encoder_layer_6_self_attention_in_proj_weight_updated_constant0" [id=436, type=get_attr]; +"437 transpose_36_0_0_nncf_smooth_quant_0" [id=437, type=call_module]; +"438 linear_24" [id=438, type=linear]; +"439 unflatten_6" [id=439, type=unflatten]; +"440 unsqueeze_6" [id=440, type=unsqueeze]; +"441 transpose_37" [id=441, type=transpose]; +"442 squeeze_6" [id=442, type=squeeze]; +"443 contiguous_6" [id=443, type=contiguous]; +"444 select_18" [id=444, type=select]; +"445 select_19" [id=445, type=select]; +"446 select_20" [id=446, type=select]; +"447 view_48" [id=447, type=view]; +"448 transpose_38" [id=448, type=transpose]; +"449 view_49" [id=449, type=view]; +"450 transpose_39" [id=450, type=transpose]; +"451 view_50" [id=451, type=view]; +"452 transpose_40" [id=452, type=transpose]; +"453 view_51" [id=453, type=view]; +"454 view_52" [id=454, type=view]; +"455 view_53" [id=455, type=view]; +"456 scaled_dot_product_attention_6" [id=456, type=scaled_dot_product_attention]; +"457 permute_7" [id=457, type=permute]; +"458 view_54" [id=458, type=view]; +"459 encoder_layers_encoder_layer_6_self_attention_out_proj_weight_updated_constant0" [id=459, type=get_attr]; +"460 view_54_0_0_nncf_smooth_quant_0" [id=460, type=call_module]; +"461 linear_25" [id=461, type=linear]; +"462 view_55" [id=462, type=view]; +"463 transpose_41" [id=463, type=transpose]; +"464 dropout_19" [id=464, type=dropout]; +"465 add_13" [id=465, type=add]; +"466 layer_norm_13" [id=466, type=layer_norm]; +"467 layer_norm_13_0_0_nncf_smooth_quant_0" [id=467, type=call_module]; +"468 quantize_per_tensor_default_13" [id=468, type=quantize_per_tensor]; +"469 dequantize_per_tensor_default_13" [id=469, type=dequantize_per_tensor]; +"470 linear_26_scale_0" [id=470, type=get_attr]; +"471 linear_26_zero_point_0" [id=471, type=get_attr]; +"472 _frozen_param13" [id=472, type=get_attr]; +"473 dequantize_per_channel_default_13" [id=473, type=dequantize_per_channel]; +"474 linear_26" [id=474, type=linear]; +"475 gelu_6" [id=475, type=gelu]; +"476 dropout_20" [id=476, type=dropout]; +"477 dropout_20_0_0_nncf_smooth_quant_0" [id=477, type=call_module]; +"478 quantize_per_tensor_default_14" [id=478, type=quantize_per_tensor]; +"479 dequantize_per_tensor_default_14" [id=479, type=dequantize_per_tensor]; +"480 linear_27_scale_0" [id=480, type=get_attr]; +"481 linear_27_zero_point_0" [id=481, type=get_attr]; +"482 _frozen_param14" [id=482, type=get_attr]; +"483 dequantize_per_channel_default_14" [id=483, type=dequantize_per_channel]; +"484 linear_27" [id=484, type=linear]; +"485 dropout_21" [id=485, type=dropout]; +"486 add_14" [id=486, type=add]; +"487 layer_norm_14" [id=487, type=layer_norm]; +"488 transpose_42" [id=488, type=transpose]; +"489 encoder_layers_encoder_layer_7_self_attention_in_proj_weight_updated_constant0" [id=489, type=get_attr]; +"490 transpose_42_0_0_nncf_smooth_quant_0" [id=490, type=call_module]; +"491 linear_28" [id=491, type=linear]; +"492 unflatten_7" [id=492, type=unflatten]; +"493 unsqueeze_7" [id=493, type=unsqueeze]; +"494 transpose_43" [id=494, type=transpose]; +"495 squeeze_7" [id=495, type=squeeze]; +"496 contiguous_7" [id=496, type=contiguous]; +"497 select_21" [id=497, type=select]; +"498 select_22" [id=498, type=select]; +"499 select_23" [id=499, type=select]; +"500 view_56" [id=500, type=view]; +"501 transpose_44" [id=501, type=transpose]; +"502 view_57" [id=502, type=view]; +"503 transpose_45" [id=503, type=transpose]; +"504 view_58" [id=504, type=view]; +"505 transpose_46" [id=505, type=transpose]; +"506 view_59" [id=506, type=view]; +"507 view_60" [id=507, type=view]; +"508 view_61" [id=508, type=view]; +"509 scaled_dot_product_attention_7" [id=509, type=scaled_dot_product_attention]; +"510 permute_8" [id=510, type=permute]; +"511 view_62" [id=511, type=view]; +"512 encoder_layers_encoder_layer_7_self_attention_out_proj_weight_updated_constant0" [id=512, type=get_attr]; +"513 view_62_0_0_nncf_smooth_quant_0" [id=513, type=call_module]; +"514 linear_29" [id=514, type=linear]; +"515 view_63" [id=515, type=view]; +"516 transpose_47" [id=516, type=transpose]; +"517 dropout_22" [id=517, type=dropout]; +"518 add_15" [id=518, type=add]; +"519 layer_norm_15" [id=519, type=layer_norm]; +"520 layer_norm_15_0_0_nncf_smooth_quant_0" [id=520, type=call_module]; +"521 quantize_per_tensor_default_15" [id=521, type=quantize_per_tensor]; +"522 dequantize_per_tensor_default_15" [id=522, type=dequantize_per_tensor]; +"523 linear_30_scale_0" [id=523, type=get_attr]; +"524 linear_30_zero_point_0" [id=524, type=get_attr]; +"525 _frozen_param15" [id=525, type=get_attr]; +"526 dequantize_per_channel_default_15" [id=526, type=dequantize_per_channel]; +"527 linear_30" [id=527, type=linear]; +"528 gelu_7" [id=528, type=gelu]; +"529 dropout_23" [id=529, type=dropout]; +"530 dropout_23_0_0_nncf_smooth_quant_0" [id=530, type=call_module]; +"531 quantize_per_tensor_default_16" [id=531, type=quantize_per_tensor]; +"532 dequantize_per_tensor_default_16" [id=532, type=dequantize_per_tensor]; +"533 linear_31_scale_0" [id=533, type=get_attr]; +"534 linear_31_zero_point_0" [id=534, type=get_attr]; +"535 _frozen_param16" [id=535, type=get_attr]; +"536 dequantize_per_channel_default_16" [id=536, type=dequantize_per_channel]; +"537 linear_31" [id=537, type=linear]; +"538 dropout_24" [id=538, type=dropout]; +"539 add_16" [id=539, type=add]; +"540 layer_norm_16" [id=540, type=layer_norm]; +"541 transpose_48" [id=541, type=transpose]; +"542 encoder_layers_encoder_layer_8_self_attention_in_proj_weight_updated_constant0" [id=542, type=get_attr]; +"543 transpose_48_0_0_nncf_smooth_quant_0" [id=543, type=call_module]; +"544 linear_32" [id=544, type=linear]; +"545 unflatten_8" [id=545, type=unflatten]; +"546 unsqueeze_8" [id=546, type=unsqueeze]; +"547 transpose_49" [id=547, type=transpose]; +"548 squeeze_8" [id=548, type=squeeze]; +"549 contiguous_8" [id=549, type=contiguous]; +"550 select_24" [id=550, type=select]; +"551 select_25" [id=551, type=select]; +"552 select_26" [id=552, type=select]; +"553 view_64" [id=553, type=view]; +"554 transpose_50" [id=554, type=transpose]; +"555 view_65" [id=555, type=view]; +"556 transpose_51" [id=556, type=transpose]; +"557 view_66" [id=557, type=view]; +"558 transpose_52" [id=558, type=transpose]; +"559 view_67" [id=559, type=view]; +"560 view_68" [id=560, type=view]; +"561 view_69" [id=561, type=view]; +"562 scaled_dot_product_attention_8" [id=562, type=scaled_dot_product_attention]; +"563 permute_9" [id=563, type=permute]; +"564 view_70" [id=564, type=view]; +"565 encoder_layers_encoder_layer_8_self_attention_out_proj_weight_updated_constant0" [id=565, type=get_attr]; +"566 view_70_0_0_nncf_smooth_quant_0" [id=566, type=call_module]; +"567 linear_33" [id=567, type=linear]; +"568 view_71" [id=568, type=view]; +"569 transpose_53" [id=569, type=transpose]; +"570 dropout_25" [id=570, type=dropout]; +"571 add_17" [id=571, type=add]; +"572 layer_norm_17" [id=572, type=layer_norm]; +"573 layer_norm_17_0_0_nncf_smooth_quant_0" [id=573, type=call_module]; +"574 quantize_per_tensor_default_17" [id=574, type=quantize_per_tensor]; +"575 dequantize_per_tensor_default_17" [id=575, type=dequantize_per_tensor]; +"576 linear_34_scale_0" [id=576, type=get_attr]; +"577 linear_34_zero_point_0" [id=577, type=get_attr]; +"578 _frozen_param17" [id=578, type=get_attr]; +"579 dequantize_per_channel_default_17" [id=579, type=dequantize_per_channel]; +"580 linear_34" [id=580, type=linear]; +"581 gelu_8" [id=581, type=gelu]; +"582 dropout_26" [id=582, type=dropout]; +"583 dropout_26_0_0_nncf_smooth_quant_0" [id=583, type=call_module]; +"584 quantize_per_tensor_default_18" [id=584, type=quantize_per_tensor]; +"585 dequantize_per_tensor_default_18" [id=585, type=dequantize_per_tensor]; +"586 linear_35_scale_0" [id=586, type=get_attr]; +"587 linear_35_zero_point_0" [id=587, type=get_attr]; +"588 _frozen_param18" [id=588, type=get_attr]; +"589 dequantize_per_channel_default_18" [id=589, type=dequantize_per_channel]; +"590 linear_35" [id=590, type=linear]; +"591 dropout_27" [id=591, type=dropout]; +"592 add_18" [id=592, type=add]; +"593 layer_norm_18" [id=593, type=layer_norm]; +"594 transpose_54" [id=594, type=transpose]; +"595 encoder_layers_encoder_layer_9_self_attention_in_proj_weight_updated_constant0" [id=595, type=get_attr]; +"596 transpose_54_0_0_nncf_smooth_quant_0" [id=596, type=call_module]; +"597 linear_36" [id=597, type=linear]; +"598 unflatten_9" [id=598, type=unflatten]; +"599 unsqueeze_9" [id=599, type=unsqueeze]; +"600 transpose_55" [id=600, type=transpose]; +"601 squeeze_9" [id=601, type=squeeze]; +"602 contiguous_9" [id=602, type=contiguous]; +"603 select_27" [id=603, type=select]; +"604 select_28" [id=604, type=select]; +"605 select_29" [id=605, type=select]; +"606 view_72" [id=606, type=view]; +"607 transpose_56" [id=607, type=transpose]; +"608 view_73" [id=608, type=view]; +"609 transpose_57" [id=609, type=transpose]; +"610 view_74" [id=610, type=view]; +"611 transpose_58" [id=611, type=transpose]; +"612 view_75" [id=612, type=view]; +"613 view_76" [id=613, type=view]; +"614 view_77" [id=614, type=view]; +"615 scaled_dot_product_attention_9" [id=615, type=scaled_dot_product_attention]; +"616 permute_10" [id=616, type=permute]; +"617 view_78" [id=617, type=view]; +"618 encoder_layers_encoder_layer_9_self_attention_out_proj_weight_updated_constant0" [id=618, type=get_attr]; +"619 view_78_0_0_nncf_smooth_quant_0" [id=619, type=call_module]; +"620 linear_37" [id=620, type=linear]; +"621 view_79" [id=621, type=view]; +"622 transpose_59" [id=622, type=transpose]; +"623 dropout_28" [id=623, type=dropout]; +"624 add_19" [id=624, type=add]; +"625 layer_norm_19" [id=625, type=layer_norm]; +"626 layer_norm_19_0_0_nncf_smooth_quant_0" [id=626, type=call_module]; +"627 quantize_per_tensor_default_19" [id=627, type=quantize_per_tensor]; +"628 dequantize_per_tensor_default_19" [id=628, type=dequantize_per_tensor]; +"629 linear_38_scale_0" [id=629, type=get_attr]; +"630 linear_38_zero_point_0" [id=630, type=get_attr]; +"631 _frozen_param19" [id=631, type=get_attr]; +"632 dequantize_per_channel_default_19" [id=632, type=dequantize_per_channel]; +"633 linear_38" [id=633, type=linear]; +"634 gelu_9" [id=634, type=gelu]; +"635 dropout_29" [id=635, type=dropout]; +"636 dropout_29_0_0_nncf_smooth_quant_0" [id=636, type=call_module]; +"637 quantize_per_tensor_default_20" [id=637, type=quantize_per_tensor]; +"638 dequantize_per_tensor_default_20" [id=638, type=dequantize_per_tensor]; +"639 linear_39_scale_0" [id=639, type=get_attr]; +"640 linear_39_zero_point_0" [id=640, type=get_attr]; +"641 _frozen_param20" [id=641, type=get_attr]; +"642 dequantize_per_channel_default_20" [id=642, type=dequantize_per_channel]; +"643 linear_39" [id=643, type=linear]; +"644 dropout_30" [id=644, type=dropout]; +"645 add_20" [id=645, type=add]; +"646 layer_norm_20" [id=646, type=layer_norm]; +"647 transpose_60" [id=647, type=transpose]; +"648 encoder_layers_encoder_layer_10_self_attention_in_proj_weight_updated_constant0" [id=648, type=get_attr]; +"649 transpose_60_0_0_nncf_smooth_quant_0" [id=649, type=call_module]; +"650 linear_40" [id=650, type=linear]; +"651 unflatten_10" [id=651, type=unflatten]; +"652 unsqueeze_10" [id=652, type=unsqueeze]; +"653 transpose_61" [id=653, type=transpose]; +"654 squeeze_10" [id=654, type=squeeze]; +"655 contiguous_10" [id=655, type=contiguous]; +"656 select_30" [id=656, type=select]; +"657 select_31" [id=657, type=select]; +"658 select_32" [id=658, type=select]; +"659 view_80" [id=659, type=view]; +"660 transpose_62" [id=660, type=transpose]; +"661 view_81" [id=661, type=view]; +"662 transpose_63" [id=662, type=transpose]; +"663 view_82" [id=663, type=view]; +"664 transpose_64" [id=664, type=transpose]; +"665 view_83" [id=665, type=view]; +"666 view_84" [id=666, type=view]; +"667 view_85" [id=667, type=view]; +"668 scaled_dot_product_attention_10" [id=668, type=scaled_dot_product_attention]; +"669 permute_11" [id=669, type=permute]; +"670 view_86" [id=670, type=view]; +"671 encoder_layers_encoder_layer_10_self_attention_out_proj_weight_updated_constant0" [id=671, type=get_attr]; +"672 view_86_0_0_nncf_smooth_quant_0" [id=672, type=call_module]; +"673 linear_41" [id=673, type=linear]; +"674 view_87" [id=674, type=view]; +"675 transpose_65" [id=675, type=transpose]; +"676 dropout_31" [id=676, type=dropout]; +"677 add_21" [id=677, type=add]; +"678 layer_norm_21" [id=678, type=layer_norm]; +"679 layer_norm_21_0_0_nncf_smooth_quant_0" [id=679, type=call_module]; +"680 quantize_per_tensor_default_21" [id=680, type=quantize_per_tensor]; +"681 dequantize_per_tensor_default_21" [id=681, type=dequantize_per_tensor]; +"682 linear_42_scale_0" [id=682, type=get_attr]; +"683 linear_42_zero_point_0" [id=683, type=get_attr]; +"684 _frozen_param21" [id=684, type=get_attr]; +"685 dequantize_per_channel_default_21" [id=685, type=dequantize_per_channel]; +"686 linear_42" [id=686, type=linear]; +"687 gelu_10" [id=687, type=gelu]; +"688 dropout_32" [id=688, type=dropout]; +"689 dropout_32_0_0_nncf_smooth_quant_0" [id=689, type=call_module]; +"690 quantize_per_tensor_default_22" [id=690, type=quantize_per_tensor]; +"691 dequantize_per_tensor_default_22" [id=691, type=dequantize_per_tensor]; +"692 linear_43_scale_0" [id=692, type=get_attr]; +"693 linear_43_zero_point_0" [id=693, type=get_attr]; +"694 _frozen_param22" [id=694, type=get_attr]; +"695 dequantize_per_channel_default_22" [id=695, type=dequantize_per_channel]; +"696 linear_43" [id=696, type=linear]; +"697 dropout_33" [id=697, type=dropout]; +"698 add_22" [id=698, type=add]; +"699 layer_norm_22" [id=699, type=layer_norm]; +"700 transpose_66" [id=700, type=transpose]; +"701 encoder_layers_encoder_layer_11_self_attention_in_proj_weight_updated_constant0" [id=701, type=get_attr]; +"702 transpose_66_0_0_nncf_smooth_quant_0" [id=702, type=call_module]; +"703 linear_44" [id=703, type=linear]; +"704 unflatten_11" [id=704, type=unflatten]; +"705 unsqueeze_11" [id=705, type=unsqueeze]; +"706 transpose_67" [id=706, type=transpose]; +"707 squeeze_11" [id=707, type=squeeze]; +"708 contiguous_11" [id=708, type=contiguous]; +"709 select_33" [id=709, type=select]; +"710 select_34" [id=710, type=select]; +"711 select_35" [id=711, type=select]; +"712 view_88" [id=712, type=view]; +"713 transpose_68" [id=713, type=transpose]; +"714 view_89" [id=714, type=view]; +"715 transpose_69" [id=715, type=transpose]; +"716 view_90" [id=716, type=view]; +"717 transpose_70" [id=717, type=transpose]; +"718 view_91" [id=718, type=view]; +"719 view_92" [id=719, type=view]; +"720 view_93" [id=720, type=view]; +"721 scaled_dot_product_attention_11" [id=721, type=scaled_dot_product_attention]; +"722 permute_12" [id=722, type=permute]; +"723 view_94" [id=723, type=view]; +"724 encoder_layers_encoder_layer_11_self_attention_out_proj_weight_updated_constant0" [id=724, type=get_attr]; +"725 view_94_0_0_nncf_smooth_quant_0" [id=725, type=call_module]; +"726 linear_45" [id=726, type=linear]; +"727 view_95" [id=727, type=view]; +"728 transpose_71" [id=728, type=transpose]; +"729 dropout_34" [id=729, type=dropout]; +"730 add_23" [id=730, type=add]; +"731 layer_norm_23" [id=731, type=layer_norm]; +"732 layer_norm_23_0_0_nncf_smooth_quant_0" [id=732, type=call_module]; +"733 quantize_per_tensor_default_23" [id=733, type=quantize_per_tensor]; +"734 dequantize_per_tensor_default_23" [id=734, type=dequantize_per_tensor]; +"735 linear_46_scale_0" [id=735, type=get_attr]; +"736 linear_46_zero_point_0" [id=736, type=get_attr]; +"737 _frozen_param23" [id=737, type=get_attr]; +"738 dequantize_per_channel_default_23" [id=738, type=dequantize_per_channel]; +"739 linear_46" [id=739, type=linear]; +"740 gelu_11" [id=740, type=gelu]; +"741 dropout_35" [id=741, type=dropout]; +"742 dropout_35_0_0_nncf_smooth_quant_0" [id=742, type=call_module]; +"743 quantize_per_tensor_default_24" [id=743, type=quantize_per_tensor]; +"744 dequantize_per_tensor_default_24" [id=744, type=dequantize_per_tensor]; +"745 linear_47_scale_0" [id=745, type=get_attr]; +"746 linear_47_zero_point_0" [id=746, type=get_attr]; +"747 _frozen_param24" [id=747, type=get_attr]; +"748 dequantize_per_channel_default_24" [id=748, type=dequantize_per_channel]; +"749 linear_47" [id=749, type=linear]; +"750 dropout_36" [id=750, type=dropout]; +"751 add_24" [id=751, type=add]; +"752 layer_norm_24" [id=752, type=layer_norm]; +"753 slice_1" [id=753, type=slice]; +"754 select_36" [id=754, type=select]; +"755 select_36_0_0_nncf_smooth_quant_0" [id=755, type=call_module]; +"756 quantize_per_tensor_default_25" [id=756, type=quantize_per_tensor]; +"757 dequantize_per_tensor_default_25" [id=757, type=dequantize_per_tensor]; +"758 linear_48_scale_0" [id=758, type=get_attr]; +"759 linear_48_zero_point_0" [id=759, type=get_attr]; +"760 _frozen_param25" [id=760, type=get_attr]; +"761 dequantize_per_channel_default_25" [id=761, type=dequantize_per_channel]; +"762 linear_48" [id=762, type=linear]; +"763 output" [id=763, type=output]; +"0 class_token" -> "112 expand" [label="(1, 1, 768)", style=solid]; +"1 encoder_pos_embedding" -> "114 add" [label="(1, 197, 768)", style=solid]; +"2 conv_proj_bias" -> "109 conv2d" [label="(768,)", style=solid]; +"3 encoder_layers_encoder_layer_0_ln_1_weight" -> "116 layer_norm" [label="(768,)", style=solid]; +"4 encoder_layers_encoder_layer_0_ln_1_bias" -> "116 layer_norm" [label="(768,)", style=solid]; +"5 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" -> "120 linear" [label="(2304,)", style=solid]; +"6 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" -> "143 linear_1" [label="(768,)", style=solid]; +"7 encoder_layers_encoder_layer_0_ln_2_weight" -> "148 layer_norm_1" [label="(768,)", style=solid]; +"8 encoder_layers_encoder_layer_0_ln_2_bias" -> "148 layer_norm_1" [label="(768,)", style=solid]; +"9 encoder_layers_encoder_layer_0_mlp_0_bias" -> "156 linear_2" [label="(3072,)", style=solid]; +"10 encoder_layers_encoder_layer_0_mlp_3_bias" -> "166 linear_3" [label="(768,)", style=solid]; +"11 encoder_layers_encoder_layer_1_ln_1_weight" -> "169 layer_norm_2" [label="(768,)", style=solid]; +"12 encoder_layers_encoder_layer_1_ln_1_bias" -> "169 layer_norm_2" [label="(768,)", style=solid]; +"13 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" -> "173 linear_4" [label="(2304,)", style=solid]; +"14 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" -> "196 linear_5" [label="(768,)", style=solid]; +"15 encoder_layers_encoder_layer_1_ln_2_weight" -> "201 layer_norm_3" [label="(768,)", style=solid]; +"16 encoder_layers_encoder_layer_1_ln_2_bias" -> "201 layer_norm_3" [label="(768,)", style=solid]; +"17 encoder_layers_encoder_layer_1_mlp_0_bias" -> "209 linear_6" [label="(3072,)", style=solid]; +"18 encoder_layers_encoder_layer_1_mlp_3_bias" -> "219 linear_7" [label="(768,)", style=solid]; +"19 encoder_layers_encoder_layer_2_ln_1_weight" -> "222 layer_norm_4" [label="(768,)", style=solid]; +"20 encoder_layers_encoder_layer_2_ln_1_bias" -> "222 layer_norm_4" [label="(768,)", style=solid]; +"21 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" -> "226 linear_8" [label="(2304,)", style=solid]; +"22 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" -> "249 linear_9" [label="(768,)", style=solid]; +"23 encoder_layers_encoder_layer_2_ln_2_weight" -> "254 layer_norm_5" [label="(768,)", style=solid]; +"24 encoder_layers_encoder_layer_2_ln_2_bias" -> "254 layer_norm_5" [label="(768,)", style=solid]; +"25 encoder_layers_encoder_layer_2_mlp_0_bias" -> "262 linear_10" [label="(3072,)", style=solid]; +"26 encoder_layers_encoder_layer_2_mlp_3_bias" -> "272 linear_11" [label="(768,)", style=solid]; +"27 encoder_layers_encoder_layer_3_ln_1_weight" -> "275 layer_norm_6" [label="(768,)", style=solid]; +"28 encoder_layers_encoder_layer_3_ln_1_bias" -> "275 layer_norm_6" [label="(768,)", style=solid]; +"29 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" -> "279 linear_12" [label="(2304,)", style=solid]; +"30 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" -> "302 linear_13" [label="(768,)", style=solid]; +"31 encoder_layers_encoder_layer_3_ln_2_weight" -> "307 layer_norm_7" [label="(768,)", style=solid]; +"32 encoder_layers_encoder_layer_3_ln_2_bias" -> "307 layer_norm_7" [label="(768,)", style=solid]; +"33 encoder_layers_encoder_layer_3_mlp_0_bias" -> "315 linear_14" [label="(3072,)", style=solid]; +"34 encoder_layers_encoder_layer_3_mlp_3_bias" -> "325 linear_15" [label="(768,)", style=solid]; +"35 encoder_layers_encoder_layer_4_ln_1_weight" -> "328 layer_norm_8" [label="(768,)", style=solid]; +"36 encoder_layers_encoder_layer_4_ln_1_bias" -> "328 layer_norm_8" [label="(768,)", style=solid]; +"37 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" -> "332 linear_16" [label="(2304,)", style=solid]; +"38 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" -> "355 linear_17" [label="(768,)", style=solid]; +"39 encoder_layers_encoder_layer_4_ln_2_weight" -> "360 layer_norm_9" [label="(768,)", style=solid]; +"40 encoder_layers_encoder_layer_4_ln_2_bias" -> "360 layer_norm_9" [label="(768,)", style=solid]; +"41 encoder_layers_encoder_layer_4_mlp_0_bias" -> "368 linear_18" [label="(3072,)", style=solid]; +"42 encoder_layers_encoder_layer_4_mlp_3_bias" -> "378 linear_19" [label="(768,)", style=solid]; +"43 encoder_layers_encoder_layer_5_ln_1_weight" -> "381 layer_norm_10" [label="(768,)", style=solid]; +"44 encoder_layers_encoder_layer_5_ln_1_bias" -> "381 layer_norm_10" [label="(768,)", style=solid]; +"45 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" -> "385 linear_20" [label="(2304,)", style=solid]; +"46 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" -> "408 linear_21" [label="(768,)", style=solid]; +"47 encoder_layers_encoder_layer_5_ln_2_weight" -> "413 layer_norm_11" [label="(768,)", style=solid]; +"48 encoder_layers_encoder_layer_5_ln_2_bias" -> "413 layer_norm_11" [label="(768,)", style=solid]; +"49 encoder_layers_encoder_layer_5_mlp_0_bias" -> "421 linear_22" [label="(3072,)", style=solid]; +"50 encoder_layers_encoder_layer_5_mlp_3_bias" -> "431 linear_23" [label="(768,)", style=solid]; +"51 encoder_layers_encoder_layer_6_ln_1_weight" -> "434 layer_norm_12" [label="(768,)", style=solid]; +"52 encoder_layers_encoder_layer_6_ln_1_bias" -> "434 layer_norm_12" [label="(768,)", style=solid]; +"53 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" -> "438 linear_24" [label="(2304,)", style=solid]; +"54 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" -> "461 linear_25" [label="(768,)", style=solid]; +"55 encoder_layers_encoder_layer_6_ln_2_weight" -> "466 layer_norm_13" [label="(768,)", style=solid]; +"56 encoder_layers_encoder_layer_6_ln_2_bias" -> "466 layer_norm_13" [label="(768,)", style=solid]; +"57 encoder_layers_encoder_layer_6_mlp_0_bias" -> "474 linear_26" [label="(3072,)", style=solid]; +"58 encoder_layers_encoder_layer_6_mlp_3_bias" -> "484 linear_27" [label="(768,)", style=solid]; +"59 encoder_layers_encoder_layer_7_ln_1_weight" -> "487 layer_norm_14" [label="(768,)", style=solid]; +"60 encoder_layers_encoder_layer_7_ln_1_bias" -> "487 layer_norm_14" [label="(768,)", style=solid]; +"61 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" -> "491 linear_28" [label="(2304,)", style=solid]; +"62 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" -> "514 linear_29" [label="(768,)", style=solid]; +"63 encoder_layers_encoder_layer_7_ln_2_weight" -> "519 layer_norm_15" [label="(768,)", style=solid]; +"64 encoder_layers_encoder_layer_7_ln_2_bias" -> "519 layer_norm_15" [label="(768,)", style=solid]; +"65 encoder_layers_encoder_layer_7_mlp_0_bias" -> "527 linear_30" [label="(3072,)", style=solid]; +"66 encoder_layers_encoder_layer_7_mlp_3_bias" -> "537 linear_31" [label="(768,)", style=solid]; +"67 encoder_layers_encoder_layer_8_ln_1_weight" -> "540 layer_norm_16" [label="(768,)", style=solid]; +"68 encoder_layers_encoder_layer_8_ln_1_bias" -> "540 layer_norm_16" [label="(768,)", style=solid]; +"69 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" -> "544 linear_32" [label="(2304,)", style=solid]; +"70 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" -> "567 linear_33" [label="(768,)", style=solid]; +"71 encoder_layers_encoder_layer_8_ln_2_weight" -> "572 layer_norm_17" [label="(768,)", style=solid]; +"72 encoder_layers_encoder_layer_8_ln_2_bias" -> "572 layer_norm_17" [label="(768,)", style=solid]; +"73 encoder_layers_encoder_layer_8_mlp_0_bias" -> "580 linear_34" [label="(3072,)", style=solid]; +"74 encoder_layers_encoder_layer_8_mlp_3_bias" -> "590 linear_35" [label="(768,)", style=solid]; +"75 encoder_layers_encoder_layer_9_ln_1_weight" -> "593 layer_norm_18" [label="(768,)", style=solid]; +"76 encoder_layers_encoder_layer_9_ln_1_bias" -> "593 layer_norm_18" [label="(768,)", style=solid]; +"77 encoder_layers_encoder_layer_9_self_attention_in_proj_bias" -> "597 linear_36" [label="(2304,)", style=solid]; +"78 encoder_layers_encoder_layer_9_self_attention_out_proj_bias" -> "620 linear_37" [label="(768,)", style=solid]; +"79 encoder_layers_encoder_layer_9_ln_2_weight" -> "625 layer_norm_19" [label="(768,)", style=solid]; +"80 encoder_layers_encoder_layer_9_ln_2_bias" -> "625 layer_norm_19" [label="(768,)", style=solid]; +"81 encoder_layers_encoder_layer_9_mlp_0_bias" -> "633 linear_38" [label="(3072,)", style=solid]; +"82 encoder_layers_encoder_layer_9_mlp_3_bias" -> "643 linear_39" [label="(768,)", style=solid]; +"83 encoder_layers_encoder_layer_10_ln_1_weight" -> "646 layer_norm_20" [label="(768,)", style=solid]; +"84 encoder_layers_encoder_layer_10_ln_1_bias" -> "646 layer_norm_20" [label="(768,)", style=solid]; +"85 encoder_layers_encoder_layer_10_self_attention_in_proj_bias" -> "650 linear_40" [label="(2304,)", style=solid]; +"86 encoder_layers_encoder_layer_10_self_attention_out_proj_bias" -> "673 linear_41" [label="(768,)", style=solid]; +"87 encoder_layers_encoder_layer_10_ln_2_weight" -> "678 layer_norm_21" [label="(768,)", style=solid]; +"88 encoder_layers_encoder_layer_10_ln_2_bias" -> "678 layer_norm_21" [label="(768,)", style=solid]; +"89 encoder_layers_encoder_layer_10_mlp_0_bias" -> "686 linear_42" [label="(3072,)", style=solid]; +"90 encoder_layers_encoder_layer_10_mlp_3_bias" -> "696 linear_43" [label="(768,)", style=solid]; +"91 encoder_layers_encoder_layer_11_ln_1_weight" -> "699 layer_norm_22" [label="(768,)", style=solid]; +"92 encoder_layers_encoder_layer_11_ln_1_bias" -> "699 layer_norm_22" [label="(768,)", style=solid]; +"93 encoder_layers_encoder_layer_11_self_attention_in_proj_bias" -> "703 linear_44" [label="(2304,)", style=solid]; +"94 encoder_layers_encoder_layer_11_self_attention_out_proj_bias" -> "726 linear_45" [label="(768,)", style=solid]; +"95 encoder_layers_encoder_layer_11_ln_2_weight" -> "731 layer_norm_23" [label="(768,)", style=solid]; +"96 encoder_layers_encoder_layer_11_ln_2_bias" -> "731 layer_norm_23" [label="(768,)", style=solid]; +"97 encoder_layers_encoder_layer_11_mlp_0_bias" -> "739 linear_46" [label="(3072,)", style=solid]; +"98 encoder_layers_encoder_layer_11_mlp_3_bias" -> "749 linear_47" [label="(768,)", style=solid]; +"99 encoder_ln_weight" -> "752 layer_norm_24" [label="(768,)", style=solid]; +"100 encoder_ln_bias" -> "752 layer_norm_24" [label="(768,)", style=solid]; +"101 heads_head_bias" -> "762 linear_48" [label="(1000,)", style=solid]; +"102 x" -> "103 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"103 quantize_per_tensor_default" -> "104 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"104 dequantize_per_tensor_default" -> "109 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"105 conv2d_scale_0" -> "108 dequantize_per_channel_default" [label="(768,)", style=solid]; +"106 conv2d_zero_point_0" -> "108 dequantize_per_channel_default" [label="(768,)", style=solid]; +"107 _frozen_param0" -> "108 dequantize_per_channel_default" [label="(768, 3, 16, 16)", style=solid]; +"108 dequantize_per_channel_default" -> "109 conv2d" [label="(768, 3, 16, 16)", style=solid]; +"109 conv2d" -> "110 reshape" [label="(1, 768, 14, 14)", style=solid]; +"110 reshape" -> "111 permute" [label="(1, 768, 196)", style=solid]; +"111 permute" -> "113 cat" [label="(1, 196, 768)", style=solid]; +"112 expand" -> "113 cat" [label="(1, 1, 768)", style=solid]; +"113 cat" -> "114 add" [label="(1, 197, 768)", style=solid]; +"114 add" -> "115 dropout" [label="(1, 197, 768)", style=solid]; +"115 dropout" -> "116 layer_norm" [label="(1, 197, 768)", style=solid]; +"115 dropout" -> "147 add_1" [label="(1, 197, 768)", style=solid]; +"116 layer_norm" -> "117 transpose" [label="(1, 197, 768)", style=solid]; +"117 transpose" -> "119 transpose_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"118 encoder_layers_encoder_layer_0_self_attention_in_proj_weight_updated_constant0" -> "120 linear" [label="(2304, 768)", style=solid]; +"119 transpose_0_0_nncf_smooth_quant_0" -> "120 linear" [label="(197, 1, 768)", style=solid]; +"120 linear" -> "121 unflatten" [label="(197, 1, 2304)", style=solid]; +"121 unflatten" -> "122 unsqueeze" [label="(197, 1, 3, 768)", style=solid]; +"122 unsqueeze" -> "123 transpose_1" [label="(1, 197, 1, 3, 768)", style=solid]; +"123 transpose_1" -> "124 squeeze" [label="(3, 197, 1, 1, 768)", style=solid]; +"124 squeeze" -> "125 contiguous" [label="(3, 197, 1, 768)", style=solid]; +"125 contiguous" -> "126 select" [label="(3, 197, 1, 768)", style=solid]; +"125 contiguous" -> "127 select_1" [label="(3, 197, 1, 768)", style=solid]; +"125 contiguous" -> "128 select_2" [label="(3, 197, 1, 768)", style=solid]; +"126 select" -> "129 view" [label="(197, 1, 768)", style=solid]; +"127 select_1" -> "131 view_1" [label="(197, 1, 768)", style=solid]; +"128 select_2" -> "133 view_2" [label="(197, 1, 768)", style=solid]; +"129 view" -> "130 transpose_2" [label="(197, 12, 64)", style=solid]; +"130 transpose_2" -> "135 view_3" [label="(12, 197, 64)", style=solid]; +"131 view_1" -> "132 transpose_3" [label="(197, 12, 64)", style=solid]; +"132 transpose_3" -> "136 view_4" [label="(12, 197, 64)", style=solid]; +"133 view_2" -> "134 transpose_4" [label="(197, 12, 64)", style=solid]; +"134 transpose_4" -> "137 view_5" [label="(12, 197, 64)", style=solid]; +"135 view_3" -> "138 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"136 view_4" -> "138 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"137 view_5" -> "138 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"138 scaled_dot_product_attention" -> "139 permute_1" [label="(1, 12, 197, 64)", style=solid]; +"139 permute_1" -> "140 view_6" [label="(197, 1, 12, 64)", style=solid]; +"140 view_6" -> "142 view_6_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"141 encoder_layers_encoder_layer_0_self_attention_out_proj_weight_updated_constant0" -> "143 linear_1" [label="(768, 768)", style=solid]; +"142 view_6_0_0_nncf_smooth_quant_0" -> "143 linear_1" [label="(197, 768)", style=solid]; +"143 linear_1" -> "144 view_7" [label="(197, 768)", style=solid]; +"144 view_7" -> "145 transpose_5" [label="(197, 1, 768)", style=solid]; +"145 transpose_5" -> "146 dropout_1" [label="(1, 197, 768)", style=solid]; +"146 dropout_1" -> "147 add_1" [label="(1, 197, 768)", style=solid]; +"147 add_1" -> "148 layer_norm_1" [label="(1, 197, 768)", style=solid]; +"147 add_1" -> "168 add_2" [label="(1, 197, 768)", style=solid]; +"148 layer_norm_1" -> "149 layer_norm_1_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"149 layer_norm_1_0_0_nncf_smooth_quant_0" -> "150 quantize_per_tensor_default_1" [label="(1, 197, 768)", style=solid]; +"150 quantize_per_tensor_default_1" -> "151 dequantize_per_tensor_default_1" [label="(1, 197, 768)", style=solid]; +"151 dequantize_per_tensor_default_1" -> "156 linear_2" [label="(1, 197, 768)", style=solid]; +"152 linear_2_scale_0" -> "155 dequantize_per_channel_default_1" [label="(3072,)", style=solid]; +"153 linear_2_zero_point_0" -> "155 dequantize_per_channel_default_1" [label="(3072,)", style=solid]; +"154 _frozen_param1" -> "155 dequantize_per_channel_default_1" [label="(3072, 768)", style=solid]; +"155 dequantize_per_channel_default_1" -> "156 linear_2" [label="(3072, 768)", style=solid]; +"156 linear_2" -> "157 gelu" [label="(1, 197, 3072)", style=solid]; +"157 gelu" -> "158 dropout_2" [label="(1, 197, 3072)", style=solid]; +"158 dropout_2" -> "159 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"159 dropout_2_0_0_nncf_smooth_quant_0" -> "160 quantize_per_tensor_default_2" [label="(1, 197, 3072)", style=solid]; +"160 quantize_per_tensor_default_2" -> "161 dequantize_per_tensor_default_2" [label="(1, 197, 3072)", style=solid]; +"161 dequantize_per_tensor_default_2" -> "166 linear_3" [label="(1, 197, 3072)", style=solid]; +"162 linear_3_scale_0" -> "165 dequantize_per_channel_default_2" [label="(768,)", style=solid]; +"163 linear_3_zero_point_0" -> "165 dequantize_per_channel_default_2" [label="(768,)", style=solid]; +"164 _frozen_param2" -> "165 dequantize_per_channel_default_2" [label="(768, 3072)", style=solid]; +"165 dequantize_per_channel_default_2" -> "166 linear_3" [label="(768, 3072)", style=solid]; +"166 linear_3" -> "167 dropout_3" [label="(1, 197, 768)", style=solid]; +"167 dropout_3" -> "168 add_2" [label="(1, 197, 768)", style=solid]; +"168 add_2" -> "169 layer_norm_2" [label="(1, 197, 768)", style=solid]; +"168 add_2" -> "200 add_3" [label="(1, 197, 768)", style=solid]; +"169 layer_norm_2" -> "170 transpose_6" [label="(1, 197, 768)", style=solid]; +"170 transpose_6" -> "172 transpose_6_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"171 encoder_layers_encoder_layer_1_self_attention_in_proj_weight_updated_constant0" -> "173 linear_4" [label="(2304, 768)", style=solid]; +"172 transpose_6_0_0_nncf_smooth_quant_0" -> "173 linear_4" [label="(197, 1, 768)", style=solid]; +"173 linear_4" -> "174 unflatten_1" [label="(197, 1, 2304)", style=solid]; +"174 unflatten_1" -> "175 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; +"175 unsqueeze_1" -> "176 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; +"176 transpose_7" -> "177 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; +"177 squeeze_1" -> "178 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; +"178 contiguous_1" -> "179 select_3" [label="(3, 197, 1, 768)", style=solid]; +"178 contiguous_1" -> "180 select_4" [label="(3, 197, 1, 768)", style=solid]; +"178 contiguous_1" -> "181 select_5" [label="(3, 197, 1, 768)", style=solid]; +"179 select_3" -> "182 view_8" [label="(197, 1, 768)", style=solid]; +"180 select_4" -> "184 view_9" [label="(197, 1, 768)", style=solid]; +"181 select_5" -> "186 view_10" [label="(197, 1, 768)", style=solid]; +"182 view_8" -> "183 transpose_8" [label="(197, 12, 64)", style=solid]; +"183 transpose_8" -> "188 view_11" [label="(12, 197, 64)", style=solid]; +"184 view_9" -> "185 transpose_9" [label="(197, 12, 64)", style=solid]; +"185 transpose_9" -> "189 view_12" [label="(12, 197, 64)", style=solid]; +"186 view_10" -> "187 transpose_10" [label="(197, 12, 64)", style=solid]; +"187 transpose_10" -> "190 view_13" [label="(12, 197, 64)", style=solid]; +"188 view_11" -> "191 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"189 view_12" -> "191 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"190 view_13" -> "191 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"191 scaled_dot_product_attention_1" -> "192 permute_2" [label="(1, 12, 197, 64)", style=solid]; +"192 permute_2" -> "193 view_14" [label="(197, 1, 12, 64)", style=solid]; +"193 view_14" -> "195 view_14_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"194 encoder_layers_encoder_layer_1_self_attention_out_proj_weight_updated_constant0" -> "196 linear_5" [label="(768, 768)", style=solid]; +"195 view_14_0_0_nncf_smooth_quant_0" -> "196 linear_5" [label="(197, 768)", style=solid]; +"196 linear_5" -> "197 view_15" [label="(197, 768)", style=solid]; +"197 view_15" -> "198 transpose_11" [label="(197, 1, 768)", style=solid]; +"198 transpose_11" -> "199 dropout_4" [label="(1, 197, 768)", style=solid]; +"199 dropout_4" -> "200 add_3" [label="(1, 197, 768)", style=solid]; +"200 add_3" -> "201 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"200 add_3" -> "221 add_4" [label="(1, 197, 768)", style=solid]; +"201 layer_norm_3" -> "202 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"202 layer_norm_3_0_0_nncf_smooth_quant_0" -> "203 quantize_per_tensor_default_3" [label="(1, 197, 768)", style=solid]; +"203 quantize_per_tensor_default_3" -> "204 dequantize_per_tensor_default_3" [label="(1, 197, 768)", style=solid]; +"204 dequantize_per_tensor_default_3" -> "209 linear_6" [label="(1, 197, 768)", style=solid]; +"205 linear_6_scale_0" -> "208 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"206 linear_6_zero_point_0" -> "208 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"207 _frozen_param3" -> "208 dequantize_per_channel_default_3" [label="(3072, 768)", style=solid]; +"208 dequantize_per_channel_default_3" -> "209 linear_6" [label="(3072, 768)", style=solid]; +"209 linear_6" -> "210 gelu_1" [label="(1, 197, 3072)", style=solid]; +"210 gelu_1" -> "211 dropout_5" [label="(1, 197, 3072)", style=solid]; +"211 dropout_5" -> "212 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"212 dropout_5_0_0_nncf_smooth_quant_0" -> "213 quantize_per_tensor_default_4" [label="(1, 197, 3072)", style=solid]; +"213 quantize_per_tensor_default_4" -> "214 dequantize_per_tensor_default_4" [label="(1, 197, 3072)", style=solid]; +"214 dequantize_per_tensor_default_4" -> "219 linear_7" [label="(1, 197, 3072)", style=solid]; +"215 linear_7_scale_0" -> "218 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"216 linear_7_zero_point_0" -> "218 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"217 _frozen_param4" -> "218 dequantize_per_channel_default_4" [label="(768, 3072)", style=solid]; +"218 dequantize_per_channel_default_4" -> "219 linear_7" [label="(768, 3072)", style=solid]; +"219 linear_7" -> "220 dropout_6" [label="(1, 197, 768)", style=solid]; +"220 dropout_6" -> "221 add_4" [label="(1, 197, 768)", style=solid]; +"221 add_4" -> "222 layer_norm_4" [label="(1, 197, 768)", style=solid]; +"221 add_4" -> "253 add_5" [label="(1, 197, 768)", style=solid]; +"222 layer_norm_4" -> "223 transpose_12" [label="(1, 197, 768)", style=solid]; +"223 transpose_12" -> "225 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"224 encoder_layers_encoder_layer_2_self_attention_in_proj_weight_updated_constant0" -> "226 linear_8" [label="(2304, 768)", style=solid]; +"225 transpose_12_0_0_nncf_smooth_quant_0" -> "226 linear_8" [label="(197, 1, 768)", style=solid]; +"226 linear_8" -> "227 unflatten_2" [label="(197, 1, 2304)", style=solid]; +"227 unflatten_2" -> "228 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; +"228 unsqueeze_2" -> "229 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; +"229 transpose_13" -> "230 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; +"230 squeeze_2" -> "231 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; +"231 contiguous_2" -> "232 select_6" [label="(3, 197, 1, 768)", style=solid]; +"231 contiguous_2" -> "233 select_7" [label="(3, 197, 1, 768)", style=solid]; +"231 contiguous_2" -> "234 select_8" [label="(3, 197, 1, 768)", style=solid]; +"232 select_6" -> "235 view_16" [label="(197, 1, 768)", style=solid]; +"233 select_7" -> "237 view_17" [label="(197, 1, 768)", style=solid]; +"234 select_8" -> "239 view_18" [label="(197, 1, 768)", style=solid]; +"235 view_16" -> "236 transpose_14" [label="(197, 12, 64)", style=solid]; +"236 transpose_14" -> "241 view_19" [label="(12, 197, 64)", style=solid]; +"237 view_17" -> "238 transpose_15" [label="(197, 12, 64)", style=solid]; +"238 transpose_15" -> "242 view_20" [label="(12, 197, 64)", style=solid]; +"239 view_18" -> "240 transpose_16" [label="(197, 12, 64)", style=solid]; +"240 transpose_16" -> "243 view_21" [label="(12, 197, 64)", style=solid]; +"241 view_19" -> "244 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"242 view_20" -> "244 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"243 view_21" -> "244 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"244 scaled_dot_product_attention_2" -> "245 permute_3" [label="(1, 12, 197, 64)", style=solid]; +"245 permute_3" -> "246 view_22" [label="(197, 1, 12, 64)", style=solid]; +"246 view_22" -> "248 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"247 encoder_layers_encoder_layer_2_self_attention_out_proj_weight_updated_constant0" -> "249 linear_9" [label="(768, 768)", style=solid]; +"248 view_22_0_0_nncf_smooth_quant_0" -> "249 linear_9" [label="(197, 768)", style=solid]; +"249 linear_9" -> "250 view_23" [label="(197, 768)", style=solid]; +"250 view_23" -> "251 transpose_17" [label="(197, 1, 768)", style=solid]; +"251 transpose_17" -> "252 dropout_7" [label="(1, 197, 768)", style=solid]; +"252 dropout_7" -> "253 add_5" [label="(1, 197, 768)", style=solid]; +"253 add_5" -> "254 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"253 add_5" -> "274 add_6" [label="(1, 197, 768)", style=solid]; +"254 layer_norm_5" -> "255 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"255 layer_norm_5_0_0_nncf_smooth_quant_0" -> "256 quantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"256 quantize_per_tensor_default_5" -> "257 dequantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"257 dequantize_per_tensor_default_5" -> "262 linear_10" [label="(1, 197, 768)", style=solid]; +"258 linear_10_scale_0" -> "261 dequantize_per_channel_default_5" [label="(3072,)", style=solid]; +"259 linear_10_zero_point_0" -> "261 dequantize_per_channel_default_5" [label="(3072,)", style=solid]; +"260 _frozen_param5" -> "261 dequantize_per_channel_default_5" [label="(3072, 768)", style=solid]; +"261 dequantize_per_channel_default_5" -> "262 linear_10" [label="(3072, 768)", style=solid]; +"262 linear_10" -> "263 gelu_2" [label="(1, 197, 3072)", style=solid]; +"263 gelu_2" -> "264 dropout_8" [label="(1, 197, 3072)", style=solid]; +"264 dropout_8" -> "265 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"265 dropout_8_0_0_nncf_smooth_quant_0" -> "266 quantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"266 quantize_per_tensor_default_6" -> "267 dequantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"267 dequantize_per_tensor_default_6" -> "272 linear_11" [label="(1, 197, 3072)", style=solid]; +"268 linear_11_scale_0" -> "271 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"269 linear_11_zero_point_0" -> "271 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"270 _frozen_param6" -> "271 dequantize_per_channel_default_6" [label="(768, 3072)", style=solid]; +"271 dequantize_per_channel_default_6" -> "272 linear_11" [label="(768, 3072)", style=solid]; +"272 linear_11" -> "273 dropout_9" [label="(1, 197, 768)", style=solid]; +"273 dropout_9" -> "274 add_6" [label="(1, 197, 768)", style=solid]; +"274 add_6" -> "275 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"274 add_6" -> "306 add_7" [label="(1, 197, 768)", style=solid]; +"275 layer_norm_6" -> "276 transpose_18" [label="(1, 197, 768)", style=solid]; +"276 transpose_18" -> "278 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"277 encoder_layers_encoder_layer_3_self_attention_in_proj_weight_updated_constant0" -> "279 linear_12" [label="(2304, 768)", style=solid]; +"278 transpose_18_0_0_nncf_smooth_quant_0" -> "279 linear_12" [label="(197, 1, 768)", style=solid]; +"279 linear_12" -> "280 unflatten_3" [label="(197, 1, 2304)", style=solid]; +"280 unflatten_3" -> "281 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; +"281 unsqueeze_3" -> "282 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; +"282 transpose_19" -> "283 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; +"283 squeeze_3" -> "284 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; +"284 contiguous_3" -> "285 select_9" [label="(3, 197, 1, 768)", style=solid]; +"284 contiguous_3" -> "286 select_10" [label="(3, 197, 1, 768)", style=solid]; +"284 contiguous_3" -> "287 select_11" [label="(3, 197, 1, 768)", style=solid]; +"285 select_9" -> "288 view_24" [label="(197, 1, 768)", style=solid]; +"286 select_10" -> "290 view_25" [label="(197, 1, 768)", style=solid]; +"287 select_11" -> "292 view_26" [label="(197, 1, 768)", style=solid]; +"288 view_24" -> "289 transpose_20" [label="(197, 12, 64)", style=solid]; +"289 transpose_20" -> "294 view_27" [label="(12, 197, 64)", style=solid]; +"290 view_25" -> "291 transpose_21" [label="(197, 12, 64)", style=solid]; +"291 transpose_21" -> "295 view_28" [label="(12, 197, 64)", style=solid]; +"292 view_26" -> "293 transpose_22" [label="(197, 12, 64)", style=solid]; +"293 transpose_22" -> "296 view_29" [label="(12, 197, 64)", style=solid]; +"294 view_27" -> "297 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"295 view_28" -> "297 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"296 view_29" -> "297 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"297 scaled_dot_product_attention_3" -> "298 permute_4" [label="(1, 12, 197, 64)", style=solid]; +"298 permute_4" -> "299 view_30" [label="(197, 1, 12, 64)", style=solid]; +"299 view_30" -> "301 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"300 encoder_layers_encoder_layer_3_self_attention_out_proj_weight_updated_constant0" -> "302 linear_13" [label="(768, 768)", style=solid]; +"301 view_30_0_0_nncf_smooth_quant_0" -> "302 linear_13" [label="(197, 768)", style=solid]; +"302 linear_13" -> "303 view_31" [label="(197, 768)", style=solid]; +"303 view_31" -> "304 transpose_23" [label="(197, 1, 768)", style=solid]; +"304 transpose_23" -> "305 dropout_10" [label="(1, 197, 768)", style=solid]; +"305 dropout_10" -> "306 add_7" [label="(1, 197, 768)", style=solid]; +"306 add_7" -> "307 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"306 add_7" -> "327 add_8" [label="(1, 197, 768)", style=solid]; +"307 layer_norm_7" -> "308 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"308 layer_norm_7_0_0_nncf_smooth_quant_0" -> "309 quantize_per_tensor_default_7" [label="(1, 197, 768)", style=solid]; +"309 quantize_per_tensor_default_7" -> "310 dequantize_per_tensor_default_7" [label="(1, 197, 768)", style=solid]; +"310 dequantize_per_tensor_default_7" -> "315 linear_14" [label="(1, 197, 768)", style=solid]; +"311 linear_14_scale_0" -> "314 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"312 linear_14_zero_point_0" -> "314 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"313 _frozen_param7" -> "314 dequantize_per_channel_default_7" [label="(3072, 768)", style=solid]; +"314 dequantize_per_channel_default_7" -> "315 linear_14" [label="(3072, 768)", style=solid]; +"315 linear_14" -> "316 gelu_3" [label="(1, 197, 3072)", style=solid]; +"316 gelu_3" -> "317 dropout_11" [label="(1, 197, 3072)", style=solid]; +"317 dropout_11" -> "318 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"318 dropout_11_0_0_nncf_smooth_quant_0" -> "319 quantize_per_tensor_default_8" [label="(1, 197, 3072)", style=solid]; +"319 quantize_per_tensor_default_8" -> "320 dequantize_per_tensor_default_8" [label="(1, 197, 3072)", style=solid]; +"320 dequantize_per_tensor_default_8" -> "325 linear_15" [label="(1, 197, 3072)", style=solid]; +"321 linear_15_scale_0" -> "324 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"322 linear_15_zero_point_0" -> "324 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"323 _frozen_param8" -> "324 dequantize_per_channel_default_8" [label="(768, 3072)", style=solid]; +"324 dequantize_per_channel_default_8" -> "325 linear_15" [label="(768, 3072)", style=solid]; +"325 linear_15" -> "326 dropout_12" [label="(1, 197, 768)", style=solid]; +"326 dropout_12" -> "327 add_8" [label="(1, 197, 768)", style=solid]; +"327 add_8" -> "328 layer_norm_8" [label="(1, 197, 768)", style=solid]; +"327 add_8" -> "359 add_9" [label="(1, 197, 768)", style=solid]; +"328 layer_norm_8" -> "329 transpose_24" [label="(1, 197, 768)", style=solid]; +"329 transpose_24" -> "331 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"330 encoder_layers_encoder_layer_4_self_attention_in_proj_weight_updated_constant0" -> "332 linear_16" [label="(2304, 768)", style=solid]; +"331 transpose_24_0_0_nncf_smooth_quant_0" -> "332 linear_16" [label="(197, 1, 768)", style=solid]; +"332 linear_16" -> "333 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"333 unflatten_4" -> "334 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"334 unsqueeze_4" -> "335 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"335 transpose_25" -> "336 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"336 squeeze_4" -> "337 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"337 contiguous_4" -> "338 select_12" [label="(3, 197, 1, 768)", style=solid]; +"337 contiguous_4" -> "339 select_13" [label="(3, 197, 1, 768)", style=solid]; +"337 contiguous_4" -> "340 select_14" [label="(3, 197, 1, 768)", style=solid]; +"338 select_12" -> "341 view_32" [label="(197, 1, 768)", style=solid]; +"339 select_13" -> "343 view_33" [label="(197, 1, 768)", style=solid]; +"340 select_14" -> "345 view_34" [label="(197, 1, 768)", style=solid]; +"341 view_32" -> "342 transpose_26" [label="(197, 12, 64)", style=solid]; +"342 transpose_26" -> "347 view_35" [label="(12, 197, 64)", style=solid]; +"343 view_33" -> "344 transpose_27" [label="(197, 12, 64)", style=solid]; +"344 transpose_27" -> "348 view_36" [label="(12, 197, 64)", style=solid]; +"345 view_34" -> "346 transpose_28" [label="(197, 12, 64)", style=solid]; +"346 transpose_28" -> "349 view_37" [label="(12, 197, 64)", style=solid]; +"347 view_35" -> "350 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"348 view_36" -> "350 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"349 view_37" -> "350 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"350 scaled_dot_product_attention_4" -> "351 permute_5" [label="(1, 12, 197, 64)", style=solid]; +"351 permute_5" -> "352 view_38" [label="(197, 1, 12, 64)", style=solid]; +"352 view_38" -> "354 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"353 encoder_layers_encoder_layer_4_self_attention_out_proj_weight_updated_constant0" -> "355 linear_17" [label="(768, 768)", style=solid]; +"354 view_38_0_0_nncf_smooth_quant_0" -> "355 linear_17" [label="(197, 768)", style=solid]; +"355 linear_17" -> "356 view_39" [label="(197, 768)", style=solid]; +"356 view_39" -> "357 transpose_29" [label="(197, 1, 768)", style=solid]; +"357 transpose_29" -> "358 dropout_13" [label="(1, 197, 768)", style=solid]; +"358 dropout_13" -> "359 add_9" [label="(1, 197, 768)", style=solid]; +"359 add_9" -> "360 layer_norm_9" [label="(1, 197, 768)", style=solid]; +"359 add_9" -> "380 add_10" [label="(1, 197, 768)", style=solid]; +"360 layer_norm_9" -> "361 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"361 layer_norm_9_0_0_nncf_smooth_quant_0" -> "362 quantize_per_tensor_default_9" [label="(1, 197, 768)", style=solid]; +"362 quantize_per_tensor_default_9" -> "363 dequantize_per_tensor_default_9" [label="(1, 197, 768)", style=solid]; +"363 dequantize_per_tensor_default_9" -> "368 linear_18" [label="(1, 197, 768)", style=solid]; +"364 linear_18_scale_0" -> "367 dequantize_per_channel_default_9" [label="(3072,)", style=solid]; +"365 linear_18_zero_point_0" -> "367 dequantize_per_channel_default_9" [label="(3072,)", style=solid]; +"366 _frozen_param9" -> "367 dequantize_per_channel_default_9" [label="(3072, 768)", style=solid]; +"367 dequantize_per_channel_default_9" -> "368 linear_18" [label="(3072, 768)", style=solid]; +"368 linear_18" -> "369 gelu_4" [label="(1, 197, 3072)", style=solid]; +"369 gelu_4" -> "370 dropout_14" [label="(1, 197, 3072)", style=solid]; +"370 dropout_14" -> "371 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"371 dropout_14_0_0_nncf_smooth_quant_0" -> "372 quantize_per_tensor_default_10" [label="(1, 197, 3072)", style=solid]; +"372 quantize_per_tensor_default_10" -> "373 dequantize_per_tensor_default_10" [label="(1, 197, 3072)", style=solid]; +"373 dequantize_per_tensor_default_10" -> "378 linear_19" [label="(1, 197, 3072)", style=solid]; +"374 linear_19_scale_0" -> "377 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"375 linear_19_zero_point_0" -> "377 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"376 _frozen_param10" -> "377 dequantize_per_channel_default_10" [label="(768, 3072)", style=solid]; +"377 dequantize_per_channel_default_10" -> "378 linear_19" [label="(768, 3072)", style=solid]; +"378 linear_19" -> "379 dropout_15" [label="(1, 197, 768)", style=solid]; +"379 dropout_15" -> "380 add_10" [label="(1, 197, 768)", style=solid]; +"380 add_10" -> "381 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"380 add_10" -> "412 add_11" [label="(1, 197, 768)", style=solid]; +"381 layer_norm_10" -> "382 transpose_30" [label="(1, 197, 768)", style=solid]; +"382 transpose_30" -> "384 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"383 encoder_layers_encoder_layer_5_self_attention_in_proj_weight_updated_constant0" -> "385 linear_20" [label="(2304, 768)", style=solid]; +"384 transpose_30_0_0_nncf_smooth_quant_0" -> "385 linear_20" [label="(197, 1, 768)", style=solid]; +"385 linear_20" -> "386 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"386 unflatten_5" -> "387 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"387 unsqueeze_5" -> "388 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"388 transpose_31" -> "389 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"389 squeeze_5" -> "390 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; +"390 contiguous_5" -> "391 select_15" [label="(3, 197, 1, 768)", style=solid]; +"390 contiguous_5" -> "392 select_16" [label="(3, 197, 1, 768)", style=solid]; +"390 contiguous_5" -> "393 select_17" [label="(3, 197, 1, 768)", style=solid]; +"391 select_15" -> "394 view_40" [label="(197, 1, 768)", style=solid]; +"392 select_16" -> "396 view_41" [label="(197, 1, 768)", style=solid]; +"393 select_17" -> "398 view_42" [label="(197, 1, 768)", style=solid]; +"394 view_40" -> "395 transpose_32" [label="(197, 12, 64)", style=solid]; +"395 transpose_32" -> "400 view_43" [label="(12, 197, 64)", style=solid]; +"396 view_41" -> "397 transpose_33" [label="(197, 12, 64)", style=solid]; +"397 transpose_33" -> "401 view_44" [label="(12, 197, 64)", style=solid]; +"398 view_42" -> "399 transpose_34" [label="(197, 12, 64)", style=solid]; +"399 transpose_34" -> "402 view_45" [label="(12, 197, 64)", style=solid]; +"400 view_43" -> "403 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"401 view_44" -> "403 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"402 view_45" -> "403 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"403 scaled_dot_product_attention_5" -> "404 permute_6" [label="(1, 12, 197, 64)", style=solid]; +"404 permute_6" -> "405 view_46" [label="(197, 1, 12, 64)", style=solid]; +"405 view_46" -> "407 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"406 encoder_layers_encoder_layer_5_self_attention_out_proj_weight_updated_constant0" -> "408 linear_21" [label="(768, 768)", style=solid]; +"407 view_46_0_0_nncf_smooth_quant_0" -> "408 linear_21" [label="(197, 768)", style=solid]; +"408 linear_21" -> "409 view_47" [label="(197, 768)", style=solid]; +"409 view_47" -> "410 transpose_35" [label="(197, 1, 768)", style=solid]; +"410 transpose_35" -> "411 dropout_16" [label="(1, 197, 768)", style=solid]; +"411 dropout_16" -> "412 add_11" [label="(1, 197, 768)", style=solid]; +"412 add_11" -> "413 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"412 add_11" -> "433 add_12" [label="(1, 197, 768)", style=solid]; +"413 layer_norm_11" -> "414 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"414 layer_norm_11_0_0_nncf_smooth_quant_0" -> "415 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"415 quantize_per_tensor_default_11" -> "416 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"416 dequantize_per_tensor_default_11" -> "421 linear_22" [label="(1, 197, 768)", style=solid]; +"417 linear_22_scale_0" -> "420 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"418 linear_22_zero_point_0" -> "420 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"419 _frozen_param11" -> "420 dequantize_per_channel_default_11" [label="(3072, 768)", style=solid]; +"420 dequantize_per_channel_default_11" -> "421 linear_22" [label="(3072, 768)", style=solid]; +"421 linear_22" -> "422 gelu_5" [label="(1, 197, 3072)", style=solid]; +"422 gelu_5" -> "423 dropout_17" [label="(1, 197, 3072)", style=solid]; +"423 dropout_17" -> "424 dropout_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"424 dropout_17_0_0_nncf_smooth_quant_0" -> "425 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"425 quantize_per_tensor_default_12" -> "426 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"426 dequantize_per_tensor_default_12" -> "431 linear_23" [label="(1, 197, 3072)", style=solid]; +"427 linear_23_scale_0" -> "430 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"428 linear_23_zero_point_0" -> "430 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"429 _frozen_param12" -> "430 dequantize_per_channel_default_12" [label="(768, 3072)", style=solid]; +"430 dequantize_per_channel_default_12" -> "431 linear_23" [label="(768, 3072)", style=solid]; +"431 linear_23" -> "432 dropout_18" [label="(1, 197, 768)", style=solid]; +"432 dropout_18" -> "433 add_12" [label="(1, 197, 768)", style=solid]; +"433 add_12" -> "434 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"433 add_12" -> "465 add_13" [label="(1, 197, 768)", style=solid]; +"434 layer_norm_12" -> "435 transpose_36" [label="(1, 197, 768)", style=solid]; +"435 transpose_36" -> "437 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"436 encoder_layers_encoder_layer_6_self_attention_in_proj_weight_updated_constant0" -> "438 linear_24" [label="(2304, 768)", style=solid]; +"437 transpose_36_0_0_nncf_smooth_quant_0" -> "438 linear_24" [label="(197, 1, 768)", style=solid]; +"438 linear_24" -> "439 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"439 unflatten_6" -> "440 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; +"440 unsqueeze_6" -> "441 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; +"441 transpose_37" -> "442 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; +"442 squeeze_6" -> "443 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; +"443 contiguous_6" -> "444 select_18" [label="(3, 197, 1, 768)", style=solid]; +"443 contiguous_6" -> "445 select_19" [label="(3, 197, 1, 768)", style=solid]; +"443 contiguous_6" -> "446 select_20" [label="(3, 197, 1, 768)", style=solid]; +"444 select_18" -> "447 view_48" [label="(197, 1, 768)", style=solid]; +"445 select_19" -> "449 view_49" [label="(197, 1, 768)", style=solid]; +"446 select_20" -> "451 view_50" [label="(197, 1, 768)", style=solid]; +"447 view_48" -> "448 transpose_38" [label="(197, 12, 64)", style=solid]; +"448 transpose_38" -> "453 view_51" [label="(12, 197, 64)", style=solid]; +"449 view_49" -> "450 transpose_39" [label="(197, 12, 64)", style=solid]; +"450 transpose_39" -> "454 view_52" [label="(12, 197, 64)", style=solid]; +"451 view_50" -> "452 transpose_40" [label="(197, 12, 64)", style=solid]; +"452 transpose_40" -> "455 view_53" [label="(12, 197, 64)", style=solid]; +"453 view_51" -> "456 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"454 view_52" -> "456 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"455 view_53" -> "456 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"456 scaled_dot_product_attention_6" -> "457 permute_7" [label="(1, 12, 197, 64)", style=solid]; +"457 permute_7" -> "458 view_54" [label="(197, 1, 12, 64)", style=solid]; +"458 view_54" -> "460 view_54_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"459 encoder_layers_encoder_layer_6_self_attention_out_proj_weight_updated_constant0" -> "461 linear_25" [label="(768, 768)", style=solid]; +"460 view_54_0_0_nncf_smooth_quant_0" -> "461 linear_25" [label="(197, 768)", style=solid]; +"461 linear_25" -> "462 view_55" [label="(197, 768)", style=solid]; +"462 view_55" -> "463 transpose_41" [label="(197, 1, 768)", style=solid]; +"463 transpose_41" -> "464 dropout_19" [label="(1, 197, 768)", style=solid]; +"464 dropout_19" -> "465 add_13" [label="(1, 197, 768)", style=solid]; +"465 add_13" -> "466 layer_norm_13" [label="(1, 197, 768)", style=solid]; +"465 add_13" -> "486 add_14" [label="(1, 197, 768)", style=solid]; +"466 layer_norm_13" -> "467 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"467 layer_norm_13_0_0_nncf_smooth_quant_0" -> "468 quantize_per_tensor_default_13" [label="(1, 197, 768)", style=solid]; +"468 quantize_per_tensor_default_13" -> "469 dequantize_per_tensor_default_13" [label="(1, 197, 768)", style=solid]; +"469 dequantize_per_tensor_default_13" -> "474 linear_26" [label="(1, 197, 768)", style=solid]; +"470 linear_26_scale_0" -> "473 dequantize_per_channel_default_13" [label="(3072,)", style=solid]; +"471 linear_26_zero_point_0" -> "473 dequantize_per_channel_default_13" [label="(3072,)", style=solid]; +"472 _frozen_param13" -> "473 dequantize_per_channel_default_13" [label="(3072, 768)", style=solid]; +"473 dequantize_per_channel_default_13" -> "474 linear_26" [label="(3072, 768)", style=solid]; +"474 linear_26" -> "475 gelu_6" [label="(1, 197, 3072)", style=solid]; +"475 gelu_6" -> "476 dropout_20" [label="(1, 197, 3072)", style=solid]; +"476 dropout_20" -> "477 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"477 dropout_20_0_0_nncf_smooth_quant_0" -> "478 quantize_per_tensor_default_14" [label="(1, 197, 3072)", style=solid]; +"478 quantize_per_tensor_default_14" -> "479 dequantize_per_tensor_default_14" [label="(1, 197, 3072)", style=solid]; +"479 dequantize_per_tensor_default_14" -> "484 linear_27" [label="(1, 197, 3072)", style=solid]; +"480 linear_27_scale_0" -> "483 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"481 linear_27_zero_point_0" -> "483 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"482 _frozen_param14" -> "483 dequantize_per_channel_default_14" [label="(768, 3072)", style=solid]; +"483 dequantize_per_channel_default_14" -> "484 linear_27" [label="(768, 3072)", style=solid]; +"484 linear_27" -> "485 dropout_21" [label="(1, 197, 768)", style=solid]; +"485 dropout_21" -> "486 add_14" [label="(1, 197, 768)", style=solid]; +"486 add_14" -> "487 layer_norm_14" [label="(1, 197, 768)", style=solid]; +"486 add_14" -> "518 add_15" [label="(1, 197, 768)", style=solid]; +"487 layer_norm_14" -> "488 transpose_42" [label="(1, 197, 768)", style=solid]; +"488 transpose_42" -> "490 transpose_42_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"489 encoder_layers_encoder_layer_7_self_attention_in_proj_weight_updated_constant0" -> "491 linear_28" [label="(2304, 768)", style=solid]; +"490 transpose_42_0_0_nncf_smooth_quant_0" -> "491 linear_28" [label="(197, 1, 768)", style=solid]; +"491 linear_28" -> "492 unflatten_7" [label="(197, 1, 2304)", style=solid]; +"492 unflatten_7" -> "493 unsqueeze_7" [label="(197, 1, 3, 768)", style=solid]; +"493 unsqueeze_7" -> "494 transpose_43" [label="(1, 197, 1, 3, 768)", style=solid]; +"494 transpose_43" -> "495 squeeze_7" [label="(3, 197, 1, 1, 768)", style=solid]; +"495 squeeze_7" -> "496 contiguous_7" [label="(3, 197, 1, 768)", style=solid]; +"496 contiguous_7" -> "497 select_21" [label="(3, 197, 1, 768)", style=solid]; +"496 contiguous_7" -> "498 select_22" [label="(3, 197, 1, 768)", style=solid]; +"496 contiguous_7" -> "499 select_23" [label="(3, 197, 1, 768)", style=solid]; +"497 select_21" -> "500 view_56" [label="(197, 1, 768)", style=solid]; +"498 select_22" -> "502 view_57" [label="(197, 1, 768)", style=solid]; +"499 select_23" -> "504 view_58" [label="(197, 1, 768)", style=solid]; +"500 view_56" -> "501 transpose_44" [label="(197, 12, 64)", style=solid]; +"501 transpose_44" -> "506 view_59" [label="(12, 197, 64)", style=solid]; +"502 view_57" -> "503 transpose_45" [label="(197, 12, 64)", style=solid]; +"503 transpose_45" -> "507 view_60" [label="(12, 197, 64)", style=solid]; +"504 view_58" -> "505 transpose_46" [label="(197, 12, 64)", style=solid]; +"505 transpose_46" -> "508 view_61" [label="(12, 197, 64)", style=solid]; +"506 view_59" -> "509 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"507 view_60" -> "509 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"508 view_61" -> "509 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"509 scaled_dot_product_attention_7" -> "510 permute_8" [label="(1, 12, 197, 64)", style=solid]; +"510 permute_8" -> "511 view_62" [label="(197, 1, 12, 64)", style=solid]; +"511 view_62" -> "513 view_62_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"512 encoder_layers_encoder_layer_7_self_attention_out_proj_weight_updated_constant0" -> "514 linear_29" [label="(768, 768)", style=solid]; +"513 view_62_0_0_nncf_smooth_quant_0" -> "514 linear_29" [label="(197, 768)", style=solid]; +"514 linear_29" -> "515 view_63" [label="(197, 768)", style=solid]; +"515 view_63" -> "516 transpose_47" [label="(197, 1, 768)", style=solid]; +"516 transpose_47" -> "517 dropout_22" [label="(1, 197, 768)", style=solid]; +"517 dropout_22" -> "518 add_15" [label="(1, 197, 768)", style=solid]; +"518 add_15" -> "519 layer_norm_15" [label="(1, 197, 768)", style=solid]; +"518 add_15" -> "539 add_16" [label="(1, 197, 768)", style=solid]; +"519 layer_norm_15" -> "520 layer_norm_15_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"520 layer_norm_15_0_0_nncf_smooth_quant_0" -> "521 quantize_per_tensor_default_15" [label="(1, 197, 768)", style=solid]; +"521 quantize_per_tensor_default_15" -> "522 dequantize_per_tensor_default_15" [label="(1, 197, 768)", style=solid]; +"522 dequantize_per_tensor_default_15" -> "527 linear_30" [label="(1, 197, 768)", style=solid]; +"523 linear_30_scale_0" -> "526 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"524 linear_30_zero_point_0" -> "526 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"525 _frozen_param15" -> "526 dequantize_per_channel_default_15" [label="(3072, 768)", style=solid]; +"526 dequantize_per_channel_default_15" -> "527 linear_30" [label="(3072, 768)", style=solid]; +"527 linear_30" -> "528 gelu_7" [label="(1, 197, 3072)", style=solid]; +"528 gelu_7" -> "529 dropout_23" [label="(1, 197, 3072)", style=solid]; +"529 dropout_23" -> "530 dropout_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"530 dropout_23_0_0_nncf_smooth_quant_0" -> "531 quantize_per_tensor_default_16" [label="(1, 197, 3072)", style=solid]; +"531 quantize_per_tensor_default_16" -> "532 dequantize_per_tensor_default_16" [label="(1, 197, 3072)", style=solid]; +"532 dequantize_per_tensor_default_16" -> "537 linear_31" [label="(1, 197, 3072)", style=solid]; +"533 linear_31_scale_0" -> "536 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"534 linear_31_zero_point_0" -> "536 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"535 _frozen_param16" -> "536 dequantize_per_channel_default_16" [label="(768, 3072)", style=solid]; +"536 dequantize_per_channel_default_16" -> "537 linear_31" [label="(768, 3072)", style=solid]; +"537 linear_31" -> "538 dropout_24" [label="(1, 197, 768)", style=solid]; +"538 dropout_24" -> "539 add_16" [label="(1, 197, 768)", style=solid]; +"539 add_16" -> "540 layer_norm_16" [label="(1, 197, 768)", style=solid]; +"539 add_16" -> "571 add_17" [label="(1, 197, 768)", style=solid]; +"540 layer_norm_16" -> "541 transpose_48" [label="(1, 197, 768)", style=solid]; +"541 transpose_48" -> "543 transpose_48_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"542 encoder_layers_encoder_layer_8_self_attention_in_proj_weight_updated_constant0" -> "544 linear_32" [label="(2304, 768)", style=solid]; +"543 transpose_48_0_0_nncf_smooth_quant_0" -> "544 linear_32" [label="(197, 1, 768)", style=solid]; +"544 linear_32" -> "545 unflatten_8" [label="(197, 1, 2304)", style=solid]; +"545 unflatten_8" -> "546 unsqueeze_8" [label="(197, 1, 3, 768)", style=solid]; +"546 unsqueeze_8" -> "547 transpose_49" [label="(1, 197, 1, 3, 768)", style=solid]; +"547 transpose_49" -> "548 squeeze_8" [label="(3, 197, 1, 1, 768)", style=solid]; +"548 squeeze_8" -> "549 contiguous_8" [label="(3, 197, 1, 768)", style=solid]; +"549 contiguous_8" -> "550 select_24" [label="(3, 197, 1, 768)", style=solid]; +"549 contiguous_8" -> "551 select_25" [label="(3, 197, 1, 768)", style=solid]; +"549 contiguous_8" -> "552 select_26" [label="(3, 197, 1, 768)", style=solid]; +"550 select_24" -> "553 view_64" [label="(197, 1, 768)", style=solid]; +"551 select_25" -> "555 view_65" [label="(197, 1, 768)", style=solid]; +"552 select_26" -> "557 view_66" [label="(197, 1, 768)", style=solid]; +"553 view_64" -> "554 transpose_50" [label="(197, 12, 64)", style=solid]; +"554 transpose_50" -> "559 view_67" [label="(12, 197, 64)", style=solid]; +"555 view_65" -> "556 transpose_51" [label="(197, 12, 64)", style=solid]; +"556 transpose_51" -> "560 view_68" [label="(12, 197, 64)", style=solid]; +"557 view_66" -> "558 transpose_52" [label="(197, 12, 64)", style=solid]; +"558 transpose_52" -> "561 view_69" [label="(12, 197, 64)", style=solid]; +"559 view_67" -> "562 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"560 view_68" -> "562 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"561 view_69" -> "562 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"562 scaled_dot_product_attention_8" -> "563 permute_9" [label="(1, 12, 197, 64)", style=solid]; +"563 permute_9" -> "564 view_70" [label="(197, 1, 12, 64)", style=solid]; +"564 view_70" -> "566 view_70_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"565 encoder_layers_encoder_layer_8_self_attention_out_proj_weight_updated_constant0" -> "567 linear_33" [label="(768, 768)", style=solid]; +"566 view_70_0_0_nncf_smooth_quant_0" -> "567 linear_33" [label="(197, 768)", style=solid]; +"567 linear_33" -> "568 view_71" [label="(197, 768)", style=solid]; +"568 view_71" -> "569 transpose_53" [label="(197, 1, 768)", style=solid]; +"569 transpose_53" -> "570 dropout_25" [label="(1, 197, 768)", style=solid]; +"570 dropout_25" -> "571 add_17" [label="(1, 197, 768)", style=solid]; +"571 add_17" -> "572 layer_norm_17" [label="(1, 197, 768)", style=solid]; +"571 add_17" -> "592 add_18" [label="(1, 197, 768)", style=solid]; +"572 layer_norm_17" -> "573 layer_norm_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"573 layer_norm_17_0_0_nncf_smooth_quant_0" -> "574 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"574 quantize_per_tensor_default_17" -> "575 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"575 dequantize_per_tensor_default_17" -> "580 linear_34" [label="(1, 197, 768)", style=solid]; +"576 linear_34_scale_0" -> "579 dequantize_per_channel_default_17" [label="(3072,)", style=solid]; +"577 linear_34_zero_point_0" -> "579 dequantize_per_channel_default_17" [label="(3072,)", style=solid]; +"578 _frozen_param17" -> "579 dequantize_per_channel_default_17" [label="(3072, 768)", style=solid]; +"579 dequantize_per_channel_default_17" -> "580 linear_34" [label="(3072, 768)", style=solid]; +"580 linear_34" -> "581 gelu_8" [label="(1, 197, 3072)", style=solid]; +"581 gelu_8" -> "582 dropout_26" [label="(1, 197, 3072)", style=solid]; +"582 dropout_26" -> "583 dropout_26_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"583 dropout_26_0_0_nncf_smooth_quant_0" -> "584 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"584 quantize_per_tensor_default_18" -> "585 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"585 dequantize_per_tensor_default_18" -> "590 linear_35" [label="(1, 197, 3072)", style=solid]; +"586 linear_35_scale_0" -> "589 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"587 linear_35_zero_point_0" -> "589 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"588 _frozen_param18" -> "589 dequantize_per_channel_default_18" [label="(768, 3072)", style=solid]; +"589 dequantize_per_channel_default_18" -> "590 linear_35" [label="(768, 3072)", style=solid]; +"590 linear_35" -> "591 dropout_27" [label="(1, 197, 768)", style=solid]; +"591 dropout_27" -> "592 add_18" [label="(1, 197, 768)", style=solid]; +"592 add_18" -> "593 layer_norm_18" [label="(1, 197, 768)", style=solid]; +"592 add_18" -> "624 add_19" [label="(1, 197, 768)", style=solid]; +"593 layer_norm_18" -> "594 transpose_54" [label="(1, 197, 768)", style=solid]; +"594 transpose_54" -> "596 transpose_54_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"595 encoder_layers_encoder_layer_9_self_attention_in_proj_weight_updated_constant0" -> "597 linear_36" [label="(2304, 768)", style=solid]; +"596 transpose_54_0_0_nncf_smooth_quant_0" -> "597 linear_36" [label="(197, 1, 768)", style=solid]; +"597 linear_36" -> "598 unflatten_9" [label="(197, 1, 2304)", style=solid]; +"598 unflatten_9" -> "599 unsqueeze_9" [label="(197, 1, 3, 768)", style=solid]; +"599 unsqueeze_9" -> "600 transpose_55" [label="(1, 197, 1, 3, 768)", style=solid]; +"600 transpose_55" -> "601 squeeze_9" [label="(3, 197, 1, 1, 768)", style=solid]; +"601 squeeze_9" -> "602 contiguous_9" [label="(3, 197, 1, 768)", style=solid]; +"602 contiguous_9" -> "603 select_27" [label="(3, 197, 1, 768)", style=solid]; +"602 contiguous_9" -> "604 select_28" [label="(3, 197, 1, 768)", style=solid]; +"602 contiguous_9" -> "605 select_29" [label="(3, 197, 1, 768)", style=solid]; +"603 select_27" -> "606 view_72" [label="(197, 1, 768)", style=solid]; +"604 select_28" -> "608 view_73" [label="(197, 1, 768)", style=solid]; +"605 select_29" -> "610 view_74" [label="(197, 1, 768)", style=solid]; +"606 view_72" -> "607 transpose_56" [label="(197, 12, 64)", style=solid]; +"607 transpose_56" -> "612 view_75" [label="(12, 197, 64)", style=solid]; +"608 view_73" -> "609 transpose_57" [label="(197, 12, 64)", style=solid]; +"609 transpose_57" -> "613 view_76" [label="(12, 197, 64)", style=solid]; +"610 view_74" -> "611 transpose_58" [label="(197, 12, 64)", style=solid]; +"611 transpose_58" -> "614 view_77" [label="(12, 197, 64)", style=solid]; +"612 view_75" -> "615 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"613 view_76" -> "615 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"614 view_77" -> "615 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"615 scaled_dot_product_attention_9" -> "616 permute_10" [label="(1, 12, 197, 64)", style=solid]; +"616 permute_10" -> "617 view_78" [label="(197, 1, 12, 64)", style=solid]; +"617 view_78" -> "619 view_78_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"618 encoder_layers_encoder_layer_9_self_attention_out_proj_weight_updated_constant0" -> "620 linear_37" [label="(768, 768)", style=solid]; +"619 view_78_0_0_nncf_smooth_quant_0" -> "620 linear_37" [label="(197, 768)", style=solid]; +"620 linear_37" -> "621 view_79" [label="(197, 768)", style=solid]; +"621 view_79" -> "622 transpose_59" [label="(197, 1, 768)", style=solid]; +"622 transpose_59" -> "623 dropout_28" [label="(1, 197, 768)", style=solid]; +"623 dropout_28" -> "624 add_19" [label="(1, 197, 768)", style=solid]; +"624 add_19" -> "625 layer_norm_19" [label="(1, 197, 768)", style=solid]; +"624 add_19" -> "645 add_20" [label="(1, 197, 768)", style=solid]; +"625 layer_norm_19" -> "626 layer_norm_19_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"626 layer_norm_19_0_0_nncf_smooth_quant_0" -> "627 quantize_per_tensor_default_19" [label="(1, 197, 768)", style=solid]; +"627 quantize_per_tensor_default_19" -> "628 dequantize_per_tensor_default_19" [label="(1, 197, 768)", style=solid]; +"628 dequantize_per_tensor_default_19" -> "633 linear_38" [label="(1, 197, 768)", style=solid]; +"629 linear_38_scale_0" -> "632 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"630 linear_38_zero_point_0" -> "632 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"631 _frozen_param19" -> "632 dequantize_per_channel_default_19" [label="(3072, 768)", style=solid]; +"632 dequantize_per_channel_default_19" -> "633 linear_38" [label="(3072, 768)", style=solid]; +"633 linear_38" -> "634 gelu_9" [label="(1, 197, 3072)", style=solid]; +"634 gelu_9" -> "635 dropout_29" [label="(1, 197, 3072)", style=solid]; +"635 dropout_29" -> "636 dropout_29_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"636 dropout_29_0_0_nncf_smooth_quant_0" -> "637 quantize_per_tensor_default_20" [label="(1, 197, 3072)", style=solid]; +"637 quantize_per_tensor_default_20" -> "638 dequantize_per_tensor_default_20" [label="(1, 197, 3072)", style=solid]; +"638 dequantize_per_tensor_default_20" -> "643 linear_39" [label="(1, 197, 3072)", style=solid]; +"639 linear_39_scale_0" -> "642 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"640 linear_39_zero_point_0" -> "642 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"641 _frozen_param20" -> "642 dequantize_per_channel_default_20" [label="(768, 3072)", style=solid]; +"642 dequantize_per_channel_default_20" -> "643 linear_39" [label="(768, 3072)", style=solid]; +"643 linear_39" -> "644 dropout_30" [label="(1, 197, 768)", style=solid]; +"644 dropout_30" -> "645 add_20" [label="(1, 197, 768)", style=solid]; +"645 add_20" -> "646 layer_norm_20" [label="(1, 197, 768)", style=solid]; +"645 add_20" -> "677 add_21" [label="(1, 197, 768)", style=solid]; +"646 layer_norm_20" -> "647 transpose_60" [label="(1, 197, 768)", style=solid]; +"647 transpose_60" -> "649 transpose_60_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"648 encoder_layers_encoder_layer_10_self_attention_in_proj_weight_updated_constant0" -> "650 linear_40" [label="(2304, 768)", style=solid]; +"649 transpose_60_0_0_nncf_smooth_quant_0" -> "650 linear_40" [label="(197, 1, 768)", style=solid]; +"650 linear_40" -> "651 unflatten_10" [label="(197, 1, 2304)", style=solid]; +"651 unflatten_10" -> "652 unsqueeze_10" [label="(197, 1, 3, 768)", style=solid]; +"652 unsqueeze_10" -> "653 transpose_61" [label="(1, 197, 1, 3, 768)", style=solid]; +"653 transpose_61" -> "654 squeeze_10" [label="(3, 197, 1, 1, 768)", style=solid]; +"654 squeeze_10" -> "655 contiguous_10" [label="(3, 197, 1, 768)", style=solid]; +"655 contiguous_10" -> "656 select_30" [label="(3, 197, 1, 768)", style=solid]; +"655 contiguous_10" -> "657 select_31" [label="(3, 197, 1, 768)", style=solid]; +"655 contiguous_10" -> "658 select_32" [label="(3, 197, 1, 768)", style=solid]; +"656 select_30" -> "659 view_80" [label="(197, 1, 768)", style=solid]; +"657 select_31" -> "661 view_81" [label="(197, 1, 768)", style=solid]; +"658 select_32" -> "663 view_82" [label="(197, 1, 768)", style=solid]; +"659 view_80" -> "660 transpose_62" [label="(197, 12, 64)", style=solid]; +"660 transpose_62" -> "665 view_83" [label="(12, 197, 64)", style=solid]; +"661 view_81" -> "662 transpose_63" [label="(197, 12, 64)", style=solid]; +"662 transpose_63" -> "666 view_84" [label="(12, 197, 64)", style=solid]; +"663 view_82" -> "664 transpose_64" [label="(197, 12, 64)", style=solid]; +"664 transpose_64" -> "667 view_85" [label="(12, 197, 64)", style=solid]; +"665 view_83" -> "668 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"666 view_84" -> "668 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"667 view_85" -> "668 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"668 scaled_dot_product_attention_10" -> "669 permute_11" [label="(1, 12, 197, 64)", style=solid]; +"669 permute_11" -> "670 view_86" [label="(197, 1, 12, 64)", style=solid]; +"670 view_86" -> "672 view_86_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"671 encoder_layers_encoder_layer_10_self_attention_out_proj_weight_updated_constant0" -> "673 linear_41" [label="(768, 768)", style=solid]; +"672 view_86_0_0_nncf_smooth_quant_0" -> "673 linear_41" [label="(197, 768)", style=solid]; +"673 linear_41" -> "674 view_87" [label="(197, 768)", style=solid]; +"674 view_87" -> "675 transpose_65" [label="(197, 1, 768)", style=solid]; +"675 transpose_65" -> "676 dropout_31" [label="(1, 197, 768)", style=solid]; +"676 dropout_31" -> "677 add_21" [label="(1, 197, 768)", style=solid]; +"677 add_21" -> "678 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"677 add_21" -> "698 add_22" [label="(1, 197, 768)", style=solid]; +"678 layer_norm_21" -> "679 layer_norm_21_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"679 layer_norm_21_0_0_nncf_smooth_quant_0" -> "680 quantize_per_tensor_default_21" [label="(1, 197, 768)", style=solid]; +"680 quantize_per_tensor_default_21" -> "681 dequantize_per_tensor_default_21" [label="(1, 197, 768)", style=solid]; +"681 dequantize_per_tensor_default_21" -> "686 linear_42" [label="(1, 197, 768)", style=solid]; +"682 linear_42_scale_0" -> "685 dequantize_per_channel_default_21" [label="(3072,)", style=solid]; +"683 linear_42_zero_point_0" -> "685 dequantize_per_channel_default_21" [label="(3072,)", style=solid]; +"684 _frozen_param21" -> "685 dequantize_per_channel_default_21" [label="(3072, 768)", style=solid]; +"685 dequantize_per_channel_default_21" -> "686 linear_42" [label="(3072, 768)", style=solid]; +"686 linear_42" -> "687 gelu_10" [label="(1, 197, 3072)", style=solid]; +"687 gelu_10" -> "688 dropout_32" [label="(1, 197, 3072)", style=solid]; +"688 dropout_32" -> "689 dropout_32_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"689 dropout_32_0_0_nncf_smooth_quant_0" -> "690 quantize_per_tensor_default_22" [label="(1, 197, 3072)", style=solid]; +"690 quantize_per_tensor_default_22" -> "691 dequantize_per_tensor_default_22" [label="(1, 197, 3072)", style=solid]; +"691 dequantize_per_tensor_default_22" -> "696 linear_43" [label="(1, 197, 3072)", style=solid]; +"692 linear_43_scale_0" -> "695 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"693 linear_43_zero_point_0" -> "695 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"694 _frozen_param22" -> "695 dequantize_per_channel_default_22" [label="(768, 3072)", style=solid]; +"695 dequantize_per_channel_default_22" -> "696 linear_43" [label="(768, 3072)", style=solid]; +"696 linear_43" -> "697 dropout_33" [label="(1, 197, 768)", style=solid]; +"697 dropout_33" -> "698 add_22" [label="(1, 197, 768)", style=solid]; +"698 add_22" -> "699 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"698 add_22" -> "730 add_23" [label="(1, 197, 768)", style=solid]; +"699 layer_norm_22" -> "700 transpose_66" [label="(1, 197, 768)", style=solid]; +"700 transpose_66" -> "702 transpose_66_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"701 encoder_layers_encoder_layer_11_self_attention_in_proj_weight_updated_constant0" -> "703 linear_44" [label="(2304, 768)", style=solid]; +"702 transpose_66_0_0_nncf_smooth_quant_0" -> "703 linear_44" [label="(197, 1, 768)", style=solid]; +"703 linear_44" -> "704 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"704 unflatten_11" -> "705 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"705 unsqueeze_11" -> "706 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"706 transpose_67" -> "707 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"707 squeeze_11" -> "708 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"708 contiguous_11" -> "709 select_33" [label="(3, 197, 1, 768)", style=solid]; +"708 contiguous_11" -> "710 select_34" [label="(3, 197, 1, 768)", style=solid]; +"708 contiguous_11" -> "711 select_35" [label="(3, 197, 1, 768)", style=solid]; +"709 select_33" -> "712 view_88" [label="(197, 1, 768)", style=solid]; +"710 select_34" -> "714 view_89" [label="(197, 1, 768)", style=solid]; +"711 select_35" -> "716 view_90" [label="(197, 1, 768)", style=solid]; +"712 view_88" -> "713 transpose_68" [label="(197, 12, 64)", style=solid]; +"713 transpose_68" -> "718 view_91" [label="(12, 197, 64)", style=solid]; +"714 view_89" -> "715 transpose_69" [label="(197, 12, 64)", style=solid]; +"715 transpose_69" -> "719 view_92" [label="(12, 197, 64)", style=solid]; +"716 view_90" -> "717 transpose_70" [label="(197, 12, 64)", style=solid]; +"717 transpose_70" -> "720 view_93" [label="(12, 197, 64)", style=solid]; +"718 view_91" -> "721 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"719 view_92" -> "721 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"720 view_93" -> "721 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"721 scaled_dot_product_attention_11" -> "722 permute_12" [label="(1, 12, 197, 64)", style=solid]; +"722 permute_12" -> "723 view_94" [label="(197, 1, 12, 64)", style=solid]; +"723 view_94" -> "725 view_94_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"724 encoder_layers_encoder_layer_11_self_attention_out_proj_weight_updated_constant0" -> "726 linear_45" [label="(768, 768)", style=solid]; +"725 view_94_0_0_nncf_smooth_quant_0" -> "726 linear_45" [label="(197, 768)", style=solid]; +"726 linear_45" -> "727 view_95" [label="(197, 768)", style=solid]; +"727 view_95" -> "728 transpose_71" [label="(197, 1, 768)", style=solid]; +"728 transpose_71" -> "729 dropout_34" [label="(1, 197, 768)", style=solid]; +"729 dropout_34" -> "730 add_23" [label="(1, 197, 768)", style=solid]; +"730 add_23" -> "731 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"730 add_23" -> "751 add_24" [label="(1, 197, 768)", style=solid]; +"731 layer_norm_23" -> "732 layer_norm_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"732 layer_norm_23_0_0_nncf_smooth_quant_0" -> "733 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"733 quantize_per_tensor_default_23" -> "734 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"734 dequantize_per_tensor_default_23" -> "739 linear_46" [label="(1, 197, 768)", style=solid]; +"735 linear_46_scale_0" -> "738 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"736 linear_46_zero_point_0" -> "738 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"737 _frozen_param23" -> "738 dequantize_per_channel_default_23" [label="(3072, 768)", style=solid]; +"738 dequantize_per_channel_default_23" -> "739 linear_46" [label="(3072, 768)", style=solid]; +"739 linear_46" -> "740 gelu_11" [label="(1, 197, 3072)", style=solid]; +"740 gelu_11" -> "741 dropout_35" [label="(1, 197, 3072)", style=solid]; +"741 dropout_35" -> "742 dropout_35_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"742 dropout_35_0_0_nncf_smooth_quant_0" -> "743 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"743 quantize_per_tensor_default_24" -> "744 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"744 dequantize_per_tensor_default_24" -> "749 linear_47" [label="(1, 197, 3072)", style=solid]; +"745 linear_47_scale_0" -> "748 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"746 linear_47_zero_point_0" -> "748 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"747 _frozen_param24" -> "748 dequantize_per_channel_default_24" [label="(768, 3072)", style=solid]; +"748 dequantize_per_channel_default_24" -> "749 linear_47" [label="(768, 3072)", style=solid]; +"749 linear_47" -> "750 dropout_36" [label="(1, 197, 768)", style=solid]; +"750 dropout_36" -> "751 add_24" [label="(1, 197, 768)", style=solid]; +"751 add_24" -> "752 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"752 layer_norm_24" -> "753 slice_1" [label="(1, 197, 768)", style=solid]; +"753 slice_1" -> "754 select_36" [label="(1, 197, 768)", style=solid]; +"754 select_36" -> "755 select_36_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"755 select_36_0_0_nncf_smooth_quant_0" -> "756 quantize_per_tensor_default_25" [label="(1, 768)", style=solid]; +"756 quantize_per_tensor_default_25" -> "757 dequantize_per_tensor_default_25" [label="(1, 768)", style=solid]; +"757 dequantize_per_tensor_default_25" -> "762 linear_48" [label="(1, 768)", style=solid]; +"758 linear_48_scale_0" -> "761 dequantize_per_channel_default_25" [label="(1000,)", style=solid]; +"759 linear_48_zero_point_0" -> "761 dequantize_per_channel_default_25" [label="(1000,)", style=solid]; +"760 _frozen_param25" -> "761 dequantize_per_channel_default_25" [label="(1000, 768)", style=solid]; +"761 dequantize_per_channel_default_25" -> "762 linear_48" [label="(1000, 768)", style=solid]; +"762 linear_48" -> "763 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/yolo11n_sdpa_block.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/yolo11n_sdpa_block.dot new file mode 100644 index 00000000000..17951540020 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/yolo11n_sdpa_block.dot @@ -0,0 +1,53 @@ +strict digraph { +"0 x" [id=0, type=input]; +"1 x_0_0_nncf_smooth_quant_0" [id=1, type=call_module]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 linear_scale_0" [id=4, type=get_attr]; +"5 linear_zero_point_0" [id=5, type=get_attr]; +"6 _frozen_param0" [id=6, type=get_attr]; +"7 dequantize_per_channel_default" [id=7, type=dequantize_per_channel]; +"8 linear" [id=8, type=linear]; +"9 slice_1" [id=9, type=slice]; +"10 slice_2" [id=10, type=slice]; +"11 slice_3" [id=11, type=slice]; +"12 slice_4" [id=12, type=slice]; +"13 slice_5" [id=13, type=slice]; +"14 slice_6" [id=14, type=slice]; +"15 slice_7" [id=15, type=slice]; +"16 slice_8" [id=16, type=slice]; +"17 slice_9" [id=17, type=slice]; +"18 transpose" [id=18, type=transpose]; +"19 matmul" [id=19, type=matmul]; +"20 div_" [id=20, type=div_]; +"21 softmax" [id=21, type=softmax]; +"22 transpose_1" [id=22, type=transpose]; +"23 matmul_1" [id=23, type=matmul]; +"24 output" [id=24, type=output]; +"0 x" -> "1 x_0_0_nncf_smooth_quant_0" [label="(1, 2, 4)", style=solid]; +"1 x_0_0_nncf_smooth_quant_0" -> "2 quantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"3 dequantize_per_tensor_default" -> "8 linear" [label="(1, 2, 4)", style=solid]; +"4 linear_scale_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"5 linear_zero_point_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"6 _frozen_param0" -> "7 dequantize_per_channel_default" [label="(12, 4)", style=solid]; +"7 dequantize_per_channel_default" -> "8 linear" [label="(12, 4)", style=solid]; +"8 linear" -> "9 slice_1" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "12 slice_4" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "15 slice_7" [label="(1, 2, 12)", style=solid]; +"9 slice_1" -> "10 slice_2" [label="(1, 2, 12)", style=solid]; +"10 slice_2" -> "11 slice_3" [label="(1, 2, 12)", style=solid]; +"11 slice_3" -> "19 matmul" [label="(1, 2, 4)", style=solid]; +"12 slice_4" -> "13 slice_5" [label="(1, 2, 12)", style=solid]; +"13 slice_5" -> "14 slice_6" [label="(1, 2, 12)", style=solid]; +"14 slice_6" -> "18 transpose" [label="(1, 2, 4)", style=solid]; +"15 slice_7" -> "16 slice_8" [label="(1, 2, 12)", style=solid]; +"16 slice_8" -> "17 slice_9" [label="(1, 2, 12)", style=solid]; +"17 slice_9" -> "23 matmul_1" [label="(1, 2, 4)", style=solid]; +"18 transpose" -> "19 matmul" [label="(1, 4, 2)", style=solid]; +"19 matmul" -> "20 div_" [label="(1, 2, 2)", style=solid]; +"20 div_" -> "21 softmax" [label="(1, 2, 2)", style=solid]; +"21 softmax" -> "22 transpose_1" [label="(1, 2, 2)", style=solid]; +"22 transpose_1" -> "23 matmul_1" [label="(1, 2, 2)", style=solid]; +"23 matmul_1" -> "24 output" [label="(1, 2, 4)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/mobilenet_v3_small.dot new file mode 100644 index 00000000000..8ae7faa470d --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/mobilenet_v3_small.dot @@ -0,0 +1,1038 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param0" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 _scale_1" [id=4, type=get_attr]; +"5 _zero_point_1" [id=5, type=get_attr]; +"6 _frozen_param1" [id=6, type=get_attr]; +"7 dequantize_per_channel_default_1" [id=7, type=dequantize_per_channel]; +"8 features_1_block_1_fc1_weight" [id=8, type=get_attr]; +"9 features_1_block_1_fc1_bias" [id=9, type=get_attr]; +"10 features_1_block_1_fc2_weight" [id=10, type=get_attr]; +"11 features_1_block_1_fc2_bias" [id=11, type=get_attr]; +"12 _scale_2" [id=12, type=get_attr]; +"13 _zero_point_2" [id=13, type=get_attr]; +"14 _frozen_param2" [id=14, type=get_attr]; +"15 dequantize_per_channel_default_2" [id=15, type=dequantize_per_channel]; +"16 _scale_3" [id=16, type=get_attr]; +"17 _zero_point_3" [id=17, type=get_attr]; +"18 _frozen_param3" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_3" [id=19, type=dequantize_per_channel]; +"20 _scale_4" [id=20, type=get_attr]; +"21 _zero_point_4" [id=21, type=get_attr]; +"22 _frozen_param4" [id=22, type=get_attr]; +"23 dequantize_per_channel_default_4" [id=23, type=dequantize_per_channel]; +"24 _scale_5" [id=24, type=get_attr]; +"25 _zero_point_5" [id=25, type=get_attr]; +"26 _frozen_param5" [id=26, type=get_attr]; +"27 dequantize_per_channel_default_5" [id=27, type=dequantize_per_channel]; +"28 _scale_6" [id=28, type=get_attr]; +"29 _zero_point_6" [id=29, type=get_attr]; +"30 _frozen_param6" [id=30, type=get_attr]; +"31 dequantize_per_channel_default_6" [id=31, type=dequantize_per_channel]; +"32 _scale_7" [id=32, type=get_attr]; +"33 _zero_point_7" [id=33, type=get_attr]; +"34 _frozen_param7" [id=34, type=get_attr]; +"35 dequantize_per_channel_default_7" [id=35, type=dequantize_per_channel]; +"36 _scale_8" [id=36, type=get_attr]; +"37 _zero_point_8" [id=37, type=get_attr]; +"38 _frozen_param8" [id=38, type=get_attr]; +"39 dequantize_per_channel_default_8" [id=39, type=dequantize_per_channel]; +"40 _scale_9" [id=40, type=get_attr]; +"41 _zero_point_9" [id=41, type=get_attr]; +"42 _frozen_param9" [id=42, type=get_attr]; +"43 dequantize_per_channel_default_9" [id=43, type=dequantize_per_channel]; +"44 _scale_10" [id=44, type=get_attr]; +"45 _zero_point_10" [id=45, type=get_attr]; +"46 _frozen_param10" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_10" [id=47, type=dequantize_per_channel]; +"48 features_4_block_2_fc1_weight" [id=48, type=get_attr]; +"49 features_4_block_2_fc1_bias" [id=49, type=get_attr]; +"50 features_4_block_2_fc2_weight" [id=50, type=get_attr]; +"51 features_4_block_2_fc2_bias" [id=51, type=get_attr]; +"52 _scale_11" [id=52, type=get_attr]; +"53 _zero_point_11" [id=53, type=get_attr]; +"54 _frozen_param11" [id=54, type=get_attr]; +"55 dequantize_per_channel_default_11" [id=55, type=dequantize_per_channel]; +"56 _scale_12" [id=56, type=get_attr]; +"57 _zero_point_12" [id=57, type=get_attr]; +"58 _frozen_param12" [id=58, type=get_attr]; +"59 dequantize_per_channel_default_12" [id=59, type=dequantize_per_channel]; +"60 _scale_13" [id=60, type=get_attr]; +"61 _zero_point_13" [id=61, type=get_attr]; +"62 _frozen_param13" [id=62, type=get_attr]; +"63 dequantize_per_channel_default_13" [id=63, type=dequantize_per_channel]; +"64 features_5_block_2_fc1_weight" [id=64, type=get_attr]; +"65 features_5_block_2_fc1_bias" [id=65, type=get_attr]; +"66 features_5_block_2_fc2_weight" [id=66, type=get_attr]; +"67 features_5_block_2_fc2_bias" [id=67, type=get_attr]; +"68 _scale_14" [id=68, type=get_attr]; +"69 _zero_point_14" [id=69, type=get_attr]; +"70 _frozen_param14" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_14" [id=71, type=dequantize_per_channel]; +"72 _scale_15" [id=72, type=get_attr]; +"73 _zero_point_15" [id=73, type=get_attr]; +"74 _frozen_param15" [id=74, type=get_attr]; +"75 dequantize_per_channel_default_15" [id=75, type=dequantize_per_channel]; +"76 _scale_16" [id=76, type=get_attr]; +"77 _zero_point_16" [id=77, type=get_attr]; +"78 _frozen_param16" [id=78, type=get_attr]; +"79 dequantize_per_channel_default_16" [id=79, type=dequantize_per_channel]; +"80 features_6_block_2_fc1_weight" [id=80, type=get_attr]; +"81 features_6_block_2_fc1_bias" [id=81, type=get_attr]; +"82 features_6_block_2_fc2_weight" [id=82, type=get_attr]; +"83 features_6_block_2_fc2_bias" [id=83, type=get_attr]; +"84 _scale_17" [id=84, type=get_attr]; +"85 _zero_point_17" [id=85, type=get_attr]; +"86 _frozen_param17" [id=86, type=get_attr]; +"87 dequantize_per_channel_default_17" [id=87, type=dequantize_per_channel]; +"88 _scale_18" [id=88, type=get_attr]; +"89 _zero_point_18" [id=89, type=get_attr]; +"90 _frozen_param18" [id=90, type=get_attr]; +"91 dequantize_per_channel_default_18" [id=91, type=dequantize_per_channel]; +"92 _scale_19" [id=92, type=get_attr]; +"93 _zero_point_19" [id=93, type=get_attr]; +"94 _frozen_param19" [id=94, type=get_attr]; +"95 dequantize_per_channel_default_19" [id=95, type=dequantize_per_channel]; +"96 features_7_block_2_fc1_weight" [id=96, type=get_attr]; +"97 features_7_block_2_fc1_bias" [id=97, type=get_attr]; +"98 features_7_block_2_fc2_weight" [id=98, type=get_attr]; +"99 features_7_block_2_fc2_bias" [id=99, type=get_attr]; +"100 _scale_20" [id=100, type=get_attr]; +"101 _zero_point_20" [id=101, type=get_attr]; +"102 _frozen_param20" [id=102, type=get_attr]; +"103 dequantize_per_channel_default_20" [id=103, type=dequantize_per_channel]; +"104 _scale_21" [id=104, type=get_attr]; +"105 _zero_point_21" [id=105, type=get_attr]; +"106 _frozen_param21" [id=106, type=get_attr]; +"107 dequantize_per_channel_default_21" [id=107, type=dequantize_per_channel]; +"108 _scale_22" [id=108, type=get_attr]; +"109 _zero_point_22" [id=109, type=get_attr]; +"110 _frozen_param22" [id=110, type=get_attr]; +"111 dequantize_per_channel_default_22" [id=111, type=dequantize_per_channel]; +"112 features_8_block_2_fc1_weight" [id=112, type=get_attr]; +"113 features_8_block_2_fc1_bias" [id=113, type=get_attr]; +"114 features_8_block_2_fc2_weight" [id=114, type=get_attr]; +"115 features_8_block_2_fc2_bias" [id=115, type=get_attr]; +"116 _scale_23" [id=116, type=get_attr]; +"117 _zero_point_23" [id=117, type=get_attr]; +"118 _frozen_param23" [id=118, type=get_attr]; +"119 dequantize_per_channel_default_23" [id=119, type=dequantize_per_channel]; +"120 _scale_24" [id=120, type=get_attr]; +"121 _zero_point_24" [id=121, type=get_attr]; +"122 _frozen_param24" [id=122, type=get_attr]; +"123 dequantize_per_channel_default_24" [id=123, type=dequantize_per_channel]; +"124 _scale_25" [id=124, type=get_attr]; +"125 _zero_point_25" [id=125, type=get_attr]; +"126 _frozen_param25" [id=126, type=get_attr]; +"127 dequantize_per_channel_default_25" [id=127, type=dequantize_per_channel]; +"128 features_9_block_2_fc1_weight" [id=128, type=get_attr]; +"129 features_9_block_2_fc1_bias" [id=129, type=get_attr]; +"130 features_9_block_2_fc2_weight" [id=130, type=get_attr]; +"131 features_9_block_2_fc2_bias" [id=131, type=get_attr]; +"132 _scale_26" [id=132, type=get_attr]; +"133 _zero_point_26" [id=133, type=get_attr]; +"134 _frozen_param26" [id=134, type=get_attr]; +"135 dequantize_per_channel_default_26" [id=135, type=dequantize_per_channel]; +"136 _scale_27" [id=136, type=get_attr]; +"137 _zero_point_27" [id=137, type=get_attr]; +"138 _frozen_param27" [id=138, type=get_attr]; +"139 dequantize_per_channel_default_27" [id=139, type=dequantize_per_channel]; +"140 _scale_28" [id=140, type=get_attr]; +"141 _zero_point_28" [id=141, type=get_attr]; +"142 _frozen_param28" [id=142, type=get_attr]; +"143 dequantize_per_channel_default_28" [id=143, type=dequantize_per_channel]; +"144 features_10_block_2_fc1_weight" [id=144, type=get_attr]; +"145 features_10_block_2_fc1_bias" [id=145, type=get_attr]; +"146 features_10_block_2_fc2_weight" [id=146, type=get_attr]; +"147 features_10_block_2_fc2_bias" [id=147, type=get_attr]; +"148 _scale_29" [id=148, type=get_attr]; +"149 _zero_point_29" [id=149, type=get_attr]; +"150 _frozen_param29" [id=150, type=get_attr]; +"151 dequantize_per_channel_default_29" [id=151, type=dequantize_per_channel]; +"152 _scale_30" [id=152, type=get_attr]; +"153 _zero_point_30" [id=153, type=get_attr]; +"154 _frozen_param30" [id=154, type=get_attr]; +"155 dequantize_per_channel_default_30" [id=155, type=dequantize_per_channel]; +"156 _scale_31" [id=156, type=get_attr]; +"157 _zero_point_31" [id=157, type=get_attr]; +"158 _frozen_param31" [id=158, type=get_attr]; +"159 dequantize_per_channel_default_31" [id=159, type=dequantize_per_channel]; +"160 features_11_block_2_fc1_weight" [id=160, type=get_attr]; +"161 features_11_block_2_fc1_bias" [id=161, type=get_attr]; +"162 features_11_block_2_fc2_weight" [id=162, type=get_attr]; +"163 features_11_block_2_fc2_bias" [id=163, type=get_attr]; +"164 _scale_32" [id=164, type=get_attr]; +"165 _zero_point_32" [id=165, type=get_attr]; +"166 _frozen_param32" [id=166, type=get_attr]; +"167 dequantize_per_channel_default_32" [id=167, type=dequantize_per_channel]; +"168 _scale_33" [id=168, type=get_attr]; +"169 _zero_point_33" [id=169, type=get_attr]; +"170 _frozen_param33" [id=170, type=get_attr]; +"171 dequantize_per_channel_default_33" [id=171, type=dequantize_per_channel]; +"172 _scale_34" [id=172, type=get_attr]; +"173 _zero_point_34" [id=173, type=get_attr]; +"174 _frozen_param34" [id=174, type=get_attr]; +"175 dequantize_per_channel_default_34" [id=175, type=dequantize_per_channel]; +"176 classifier_0_bias" [id=176, type=get_attr]; +"177 _scale_35" [id=177, type=get_attr]; +"178 _zero_point_35" [id=178, type=get_attr]; +"179 _frozen_param35" [id=179, type=get_attr]; +"180 dequantize_per_channel_default_35" [id=180, type=dequantize_per_channel]; +"181 classifier_3_bias" [id=181, type=get_attr]; +"182 x" [id=182, type=input]; +"183 quantize_per_tensor_default" [id=183, type=quantize_per_tensor]; +"184 dequantize_per_tensor_default" [id=184, type=dequantize_per_tensor]; +"185 features_0_0_weight_bias" [id=185, type=get_attr]; +"186 conv2d" [id=186, type=conv2d]; +"187 hardswish_" [id=187, type=hardswish_]; +"188 _2_scale_0" [id=188, type=get_attr]; +"189 _2_zero_point_0" [id=189, type=get_attr]; +"190 quantize_per_channel_default_36" [id=190, type=quantize_per_channel]; +"191 dequantize_per_channel_default_36" [id=191, type=dequantize_per_channel]; +"192 features_1_block_0_0_weight_bias" [id=192, type=get_attr]; +"193 conv2d_1" [id=193, type=conv2d]; +"194 relu_" [id=194, type=relu_]; +"195 quantize_per_tensor_default_1" [id=195, type=quantize_per_tensor]; +"196 dequantize_per_tensor_default_1" [id=196, type=dequantize_per_tensor]; +"197 dequantize_per_tensor_default_50" [id=197, type=dequantize_per_tensor]; +"198 adaptive_avg_pool2d" [id=198, type=adaptive_avg_pool2d]; +"199 conv2d_2" [id=199, type=conv2d]; +"200 relu" [id=200, type=relu]; +"201 conv2d_3" [id=201, type=conv2d]; +"202 hardsigmoid" [id=202, type=hardsigmoid]; +"203 quantize_per_tensor_default_2" [id=203, type=quantize_per_tensor]; +"204 dequantize_per_tensor_default_2" [id=204, type=dequantize_per_tensor]; +"205 mul" [id=205, type=mul]; +"206 quantize_per_tensor_default_3" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_3" [id=207, type=dequantize_per_tensor]; +"208 features_1_block_2_0_weight_bias" [id=208, type=get_attr]; +"209 conv2d_4" [id=209, type=conv2d]; +"210 quantize_per_tensor_default_4" [id=210, type=quantize_per_tensor]; +"211 dequantize_per_tensor_default_4" [id=211, type=dequantize_per_tensor]; +"212 features_2_block_0_0_weight_bias" [id=212, type=get_attr]; +"213 conv2d_5" [id=213, type=conv2d]; +"214 relu__1" [id=214, type=relu_]; +"215 _2_scale_1" [id=215, type=get_attr]; +"216 _2_zero_point_1" [id=216, type=get_attr]; +"217 quantize_per_channel_default_37" [id=217, type=quantize_per_channel]; +"218 dequantize_per_channel_default_37" [id=218, type=dequantize_per_channel]; +"219 features_2_block_1_0_weight_bias" [id=219, type=get_attr]; +"220 conv2d_6" [id=220, type=conv2d]; +"221 relu__2" [id=221, type=relu_]; +"222 quantize_per_tensor_default_5" [id=222, type=quantize_per_tensor]; +"223 dequantize_per_tensor_default_5" [id=223, type=dequantize_per_tensor]; +"224 features_2_block_2_0_weight_bias" [id=224, type=get_attr]; +"225 conv2d_7" [id=225, type=conv2d]; +"226 quantize_per_tensor_default_6" [id=226, type=quantize_per_tensor]; +"227 dequantize_per_tensor_default_52" [id=227, type=dequantize_per_tensor]; +"228 dequantize_per_tensor_default_51" [id=228, type=dequantize_per_tensor]; +"229 features_3_block_0_0_weight_bias" [id=229, type=get_attr]; +"230 conv2d_8" [id=230, type=conv2d]; +"231 relu__3" [id=231, type=relu_]; +"232 _2_scale_2" [id=232, type=get_attr]; +"233 _2_zero_point_2" [id=233, type=get_attr]; +"234 quantize_per_channel_default_38" [id=234, type=quantize_per_channel]; +"235 dequantize_per_channel_default_38" [id=235, type=dequantize_per_channel]; +"236 features_3_block_1_0_weight_bias" [id=236, type=get_attr]; +"237 conv2d_9" [id=237, type=conv2d]; +"238 relu__4" [id=238, type=relu_]; +"239 quantize_per_tensor_default_7" [id=239, type=quantize_per_tensor]; +"240 dequantize_per_tensor_default_7" [id=240, type=dequantize_per_tensor]; +"241 features_3_block_2_0_weight_bias" [id=241, type=get_attr]; +"242 conv2d_10" [id=242, type=conv2d]; +"243 quantize_per_tensor_default_8" [id=243, type=quantize_per_tensor]; +"244 dequantize_per_tensor_default_8" [id=244, type=dequantize_per_tensor]; +"245 add_" [id=245, type=add_]; +"246 quantize_per_tensor_default_9" [id=246, type=quantize_per_tensor]; +"247 dequantize_per_tensor_default_9" [id=247, type=dequantize_per_tensor]; +"248 features_4_block_0_0_weight_bias" [id=248, type=get_attr]; +"249 conv2d_11" [id=249, type=conv2d]; +"250 hardswish__1" [id=250, type=hardswish_]; +"251 _2_scale_3" [id=251, type=get_attr]; +"252 _2_zero_point_3" [id=252, type=get_attr]; +"253 quantize_per_channel_default_39" [id=253, type=quantize_per_channel]; +"254 dequantize_per_channel_default_39" [id=254, type=dequantize_per_channel]; +"255 features_4_block_1_0_weight_bias" [id=255, type=get_attr]; +"256 conv2d_12" [id=256, type=conv2d]; +"257 hardswish__2" [id=257, type=hardswish_]; +"258 quantize_per_tensor_default_10" [id=258, type=quantize_per_tensor]; +"259 dequantize_per_tensor_default_10" [id=259, type=dequantize_per_tensor]; +"260 dequantize_per_tensor_default_53" [id=260, type=dequantize_per_tensor]; +"261 adaptive_avg_pool2d_1" [id=261, type=adaptive_avg_pool2d]; +"262 conv2d_13" [id=262, type=conv2d]; +"263 relu_1" [id=263, type=relu]; +"264 conv2d_14" [id=264, type=conv2d]; +"265 hardsigmoid_1" [id=265, type=hardsigmoid]; +"266 quantize_per_tensor_default_11" [id=266, type=quantize_per_tensor]; +"267 dequantize_per_tensor_default_11" [id=267, type=dequantize_per_tensor]; +"268 mul_1" [id=268, type=mul]; +"269 quantize_per_tensor_default_12" [id=269, type=quantize_per_tensor]; +"270 dequantize_per_tensor_default_12" [id=270, type=dequantize_per_tensor]; +"271 features_4_block_3_0_weight_bias" [id=271, type=get_attr]; +"272 conv2d_15" [id=272, type=conv2d]; +"273 quantize_per_tensor_default_13" [id=273, type=quantize_per_tensor]; +"274 dequantize_per_tensor_default_55" [id=274, type=dequantize_per_tensor]; +"275 dequantize_per_tensor_default_54" [id=275, type=dequantize_per_tensor]; +"276 features_5_block_0_0_weight_bias" [id=276, type=get_attr]; +"277 conv2d_16" [id=277, type=conv2d]; +"278 hardswish__3" [id=278, type=hardswish_]; +"279 _2_scale_4" [id=279, type=get_attr]; +"280 _2_zero_point_4" [id=280, type=get_attr]; +"281 quantize_per_channel_default_40" [id=281, type=quantize_per_channel]; +"282 dequantize_per_channel_default_40" [id=282, type=dequantize_per_channel]; +"283 features_5_block_1_0_weight_bias" [id=283, type=get_attr]; +"284 conv2d_17" [id=284, type=conv2d]; +"285 hardswish__4" [id=285, type=hardswish_]; +"286 quantize_per_tensor_default_14" [id=286, type=quantize_per_tensor]; +"287 dequantize_per_tensor_default_14" [id=287, type=dequantize_per_tensor]; +"288 dequantize_per_tensor_default_56" [id=288, type=dequantize_per_tensor]; +"289 adaptive_avg_pool2d_2" [id=289, type=adaptive_avg_pool2d]; +"290 conv2d_18" [id=290, type=conv2d]; +"291 relu_2" [id=291, type=relu]; +"292 conv2d_19" [id=292, type=conv2d]; +"293 hardsigmoid_2" [id=293, type=hardsigmoid]; +"294 quantize_per_tensor_default_15" [id=294, type=quantize_per_tensor]; +"295 dequantize_per_tensor_default_15" [id=295, type=dequantize_per_tensor]; +"296 mul_2" [id=296, type=mul]; +"297 quantize_per_tensor_default_16" [id=297, type=quantize_per_tensor]; +"298 dequantize_per_tensor_default_16" [id=298, type=dequantize_per_tensor]; +"299 features_5_block_3_0_weight_bias" [id=299, type=get_attr]; +"300 conv2d_20" [id=300, type=conv2d]; +"301 quantize_per_tensor_default_17" [id=301, type=quantize_per_tensor]; +"302 dequantize_per_tensor_default_17" [id=302, type=dequantize_per_tensor]; +"303 add__1" [id=303, type=add_]; +"304 quantize_per_tensor_default_18" [id=304, type=quantize_per_tensor]; +"305 dequantize_per_tensor_default_58" [id=305, type=dequantize_per_tensor]; +"306 dequantize_per_tensor_default_57" [id=306, type=dequantize_per_tensor]; +"307 features_6_block_0_0_weight_bias" [id=307, type=get_attr]; +"308 conv2d_21" [id=308, type=conv2d]; +"309 hardswish__5" [id=309, type=hardswish_]; +"310 _2_scale_5" [id=310, type=get_attr]; +"311 _2_zero_point_5" [id=311, type=get_attr]; +"312 quantize_per_channel_default_41" [id=312, type=quantize_per_channel]; +"313 dequantize_per_channel_default_41" [id=313, type=dequantize_per_channel]; +"314 features_6_block_1_0_weight_bias" [id=314, type=get_attr]; +"315 conv2d_22" [id=315, type=conv2d]; +"316 hardswish__6" [id=316, type=hardswish_]; +"317 quantize_per_tensor_default_19" [id=317, type=quantize_per_tensor]; +"318 dequantize_per_tensor_default_19" [id=318, type=dequantize_per_tensor]; +"319 dequantize_per_tensor_default_59" [id=319, type=dequantize_per_tensor]; +"320 adaptive_avg_pool2d_3" [id=320, type=adaptive_avg_pool2d]; +"321 conv2d_23" [id=321, type=conv2d]; +"322 relu_3" [id=322, type=relu]; +"323 conv2d_24" [id=323, type=conv2d]; +"324 hardsigmoid_3" [id=324, type=hardsigmoid]; +"325 quantize_per_tensor_default_20" [id=325, type=quantize_per_tensor]; +"326 dequantize_per_tensor_default_20" [id=326, type=dequantize_per_tensor]; +"327 mul_3" [id=327, type=mul]; +"328 quantize_per_tensor_default_21" [id=328, type=quantize_per_tensor]; +"329 dequantize_per_tensor_default_21" [id=329, type=dequantize_per_tensor]; +"330 features_6_block_3_0_weight_bias" [id=330, type=get_attr]; +"331 conv2d_25" [id=331, type=conv2d]; +"332 quantize_per_tensor_default_22" [id=332, type=quantize_per_tensor]; +"333 dequantize_per_tensor_default_22" [id=333, type=dequantize_per_tensor]; +"334 add__2" [id=334, type=add_]; +"335 quantize_per_tensor_default_23" [id=335, type=quantize_per_tensor]; +"336 dequantize_per_tensor_default_23" [id=336, type=dequantize_per_tensor]; +"337 features_7_block_0_0_weight_bias" [id=337, type=get_attr]; +"338 conv2d_26" [id=338, type=conv2d]; +"339 hardswish__7" [id=339, type=hardswish_]; +"340 _2_scale_6" [id=340, type=get_attr]; +"341 _2_zero_point_6" [id=341, type=get_attr]; +"342 quantize_per_channel_default_42" [id=342, type=quantize_per_channel]; +"343 dequantize_per_channel_default_42" [id=343, type=dequantize_per_channel]; +"344 features_7_block_1_0_weight_bias" [id=344, type=get_attr]; +"345 conv2d_27" [id=345, type=conv2d]; +"346 hardswish__8" [id=346, type=hardswish_]; +"347 quantize_per_tensor_default_24" [id=347, type=quantize_per_tensor]; +"348 dequantize_per_tensor_default_24" [id=348, type=dequantize_per_tensor]; +"349 dequantize_per_tensor_default_60" [id=349, type=dequantize_per_tensor]; +"350 adaptive_avg_pool2d_4" [id=350, type=adaptive_avg_pool2d]; +"351 conv2d_28" [id=351, type=conv2d]; +"352 relu_4" [id=352, type=relu]; +"353 conv2d_29" [id=353, type=conv2d]; +"354 hardsigmoid_4" [id=354, type=hardsigmoid]; +"355 quantize_per_tensor_default_25" [id=355, type=quantize_per_tensor]; +"356 dequantize_per_tensor_default_25" [id=356, type=dequantize_per_tensor]; +"357 mul_4" [id=357, type=mul]; +"358 quantize_per_tensor_default_26" [id=358, type=quantize_per_tensor]; +"359 dequantize_per_tensor_default_26" [id=359, type=dequantize_per_tensor]; +"360 features_7_block_3_0_weight_bias" [id=360, type=get_attr]; +"361 conv2d_30" [id=361, type=conv2d]; +"362 quantize_per_tensor_default_27" [id=362, type=quantize_per_tensor]; +"363 dequantize_per_tensor_default_62" [id=363, type=dequantize_per_tensor]; +"364 dequantize_per_tensor_default_61" [id=364, type=dequantize_per_tensor]; +"365 features_8_block_0_0_weight_bias" [id=365, type=get_attr]; +"366 conv2d_31" [id=366, type=conv2d]; +"367 hardswish__9" [id=367, type=hardswish_]; +"368 _2_scale_7" [id=368, type=get_attr]; +"369 _2_zero_point_7" [id=369, type=get_attr]; +"370 quantize_per_channel_default_43" [id=370, type=quantize_per_channel]; +"371 dequantize_per_channel_default_43" [id=371, type=dequantize_per_channel]; +"372 features_8_block_1_0_weight_bias" [id=372, type=get_attr]; +"373 conv2d_32" [id=373, type=conv2d]; +"374 hardswish__10" [id=374, type=hardswish_]; +"375 quantize_per_tensor_default_28" [id=375, type=quantize_per_tensor]; +"376 dequantize_per_tensor_default_28" [id=376, type=dequantize_per_tensor]; +"377 dequantize_per_tensor_default_63" [id=377, type=dequantize_per_tensor]; +"378 adaptive_avg_pool2d_5" [id=378, type=adaptive_avg_pool2d]; +"379 conv2d_33" [id=379, type=conv2d]; +"380 relu_5" [id=380, type=relu]; +"381 conv2d_34" [id=381, type=conv2d]; +"382 hardsigmoid_5" [id=382, type=hardsigmoid]; +"383 quantize_per_tensor_default_29" [id=383, type=quantize_per_tensor]; +"384 dequantize_per_tensor_default_29" [id=384, type=dequantize_per_tensor]; +"385 mul_5" [id=385, type=mul]; +"386 quantize_per_tensor_default_30" [id=386, type=quantize_per_tensor]; +"387 dequantize_per_tensor_default_30" [id=387, type=dequantize_per_tensor]; +"388 features_8_block_3_0_weight_bias" [id=388, type=get_attr]; +"389 conv2d_35" [id=389, type=conv2d]; +"390 quantize_per_tensor_default_31" [id=390, type=quantize_per_tensor]; +"391 dequantize_per_tensor_default_31" [id=391, type=dequantize_per_tensor]; +"392 add__3" [id=392, type=add_]; +"393 quantize_per_tensor_default_32" [id=393, type=quantize_per_tensor]; +"394 dequantize_per_tensor_default_32" [id=394, type=dequantize_per_tensor]; +"395 features_9_block_0_0_weight_bias" [id=395, type=get_attr]; +"396 conv2d_36" [id=396, type=conv2d]; +"397 hardswish__11" [id=397, type=hardswish_]; +"398 _2_scale_8" [id=398, type=get_attr]; +"399 _2_zero_point_8" [id=399, type=get_attr]; +"400 quantize_per_channel_default_44" [id=400, type=quantize_per_channel]; +"401 dequantize_per_channel_default_44" [id=401, type=dequantize_per_channel]; +"402 features_9_block_1_0_weight_bias" [id=402, type=get_attr]; +"403 conv2d_37" [id=403, type=conv2d]; +"404 hardswish__12" [id=404, type=hardswish_]; +"405 quantize_per_tensor_default_33" [id=405, type=quantize_per_tensor]; +"406 dequantize_per_tensor_default_33" [id=406, type=dequantize_per_tensor]; +"407 dequantize_per_tensor_default_64" [id=407, type=dequantize_per_tensor]; +"408 adaptive_avg_pool2d_6" [id=408, type=adaptive_avg_pool2d]; +"409 conv2d_38" [id=409, type=conv2d]; +"410 relu_6" [id=410, type=relu]; +"411 conv2d_39" [id=411, type=conv2d]; +"412 hardsigmoid_6" [id=412, type=hardsigmoid]; +"413 quantize_per_tensor_default_34" [id=413, type=quantize_per_tensor]; +"414 dequantize_per_tensor_default_34" [id=414, type=dequantize_per_tensor]; +"415 mul_6" [id=415, type=mul]; +"416 quantize_per_tensor_default_35" [id=416, type=quantize_per_tensor]; +"417 dequantize_per_tensor_default_35" [id=417, type=dequantize_per_tensor]; +"418 features_9_block_3_0_weight_bias" [id=418, type=get_attr]; +"419 conv2d_40" [id=419, type=conv2d]; +"420 quantize_per_tensor_default_36" [id=420, type=quantize_per_tensor]; +"421 dequantize_per_tensor_default_66" [id=421, type=dequantize_per_tensor]; +"422 dequantize_per_tensor_default_65" [id=422, type=dequantize_per_tensor]; +"423 features_10_block_0_0_weight_bias" [id=423, type=get_attr]; +"424 conv2d_41" [id=424, type=conv2d]; +"425 hardswish__13" [id=425, type=hardswish_]; +"426 _2_scale_9" [id=426, type=get_attr]; +"427 _2_zero_point_9" [id=427, type=get_attr]; +"428 quantize_per_channel_default_45" [id=428, type=quantize_per_channel]; +"429 dequantize_per_channel_default_45" [id=429, type=dequantize_per_channel]; +"430 features_10_block_1_0_weight_bias" [id=430, type=get_attr]; +"431 conv2d_42" [id=431, type=conv2d]; +"432 hardswish__14" [id=432, type=hardswish_]; +"433 quantize_per_tensor_default_37" [id=433, type=quantize_per_tensor]; +"434 dequantize_per_tensor_default_37" [id=434, type=dequantize_per_tensor]; +"435 dequantize_per_tensor_default_67" [id=435, type=dequantize_per_tensor]; +"436 adaptive_avg_pool2d_7" [id=436, type=adaptive_avg_pool2d]; +"437 conv2d_43" [id=437, type=conv2d]; +"438 relu_7" [id=438, type=relu]; +"439 conv2d_44" [id=439, type=conv2d]; +"440 hardsigmoid_7" [id=440, type=hardsigmoid]; +"441 quantize_per_tensor_default_38" [id=441, type=quantize_per_tensor]; +"442 dequantize_per_tensor_default_38" [id=442, type=dequantize_per_tensor]; +"443 mul_7" [id=443, type=mul]; +"444 quantize_per_tensor_default_39" [id=444, type=quantize_per_tensor]; +"445 dequantize_per_tensor_default_39" [id=445, type=dequantize_per_tensor]; +"446 features_10_block_3_0_weight_bias" [id=446, type=get_attr]; +"447 conv2d_45" [id=447, type=conv2d]; +"448 quantize_per_tensor_default_40" [id=448, type=quantize_per_tensor]; +"449 dequantize_per_tensor_default_40" [id=449, type=dequantize_per_tensor]; +"450 add__4" [id=450, type=add_]; +"451 quantize_per_tensor_default_41" [id=451, type=quantize_per_tensor]; +"452 dequantize_per_tensor_default_69" [id=452, type=dequantize_per_tensor]; +"453 dequantize_per_tensor_default_68" [id=453, type=dequantize_per_tensor]; +"454 features_11_block_0_0_weight_bias" [id=454, type=get_attr]; +"455 conv2d_46" [id=455, type=conv2d]; +"456 hardswish__15" [id=456, type=hardswish_]; +"457 _2_scale_10" [id=457, type=get_attr]; +"458 _2_zero_point_10" [id=458, type=get_attr]; +"459 quantize_per_channel_default_46" [id=459, type=quantize_per_channel]; +"460 dequantize_per_channel_default_46" [id=460, type=dequantize_per_channel]; +"461 features_11_block_1_0_weight_bias" [id=461, type=get_attr]; +"462 conv2d_47" [id=462, type=conv2d]; +"463 hardswish__16" [id=463, type=hardswish_]; +"464 quantize_per_tensor_default_42" [id=464, type=quantize_per_tensor]; +"465 dequantize_per_tensor_default_42" [id=465, type=dequantize_per_tensor]; +"466 dequantize_per_tensor_default_70" [id=466, type=dequantize_per_tensor]; +"467 adaptive_avg_pool2d_8" [id=467, type=adaptive_avg_pool2d]; +"468 conv2d_48" [id=468, type=conv2d]; +"469 relu_8" [id=469, type=relu]; +"470 conv2d_49" [id=470, type=conv2d]; +"471 hardsigmoid_8" [id=471, type=hardsigmoid]; +"472 quantize_per_tensor_default_43" [id=472, type=quantize_per_tensor]; +"473 dequantize_per_tensor_default_43" [id=473, type=dequantize_per_tensor]; +"474 mul_8" [id=474, type=mul]; +"475 quantize_per_tensor_default_44" [id=475, type=quantize_per_tensor]; +"476 dequantize_per_tensor_default_44" [id=476, type=dequantize_per_tensor]; +"477 features_11_block_3_0_weight_bias" [id=477, type=get_attr]; +"478 conv2d_50" [id=478, type=conv2d]; +"479 quantize_per_tensor_default_45" [id=479, type=quantize_per_tensor]; +"480 dequantize_per_tensor_default_45" [id=480, type=dequantize_per_tensor]; +"481 add__5" [id=481, type=add_]; +"482 quantize_per_tensor_default_46" [id=482, type=quantize_per_tensor]; +"483 dequantize_per_tensor_default_46" [id=483, type=dequantize_per_tensor]; +"484 features_12_0_weight_bias" [id=484, type=get_attr]; +"485 conv2d_51" [id=485, type=conv2d]; +"486 hardswish__17" [id=486, type=hardswish_]; +"487 quantize_per_tensor_default_47" [id=487, type=quantize_per_tensor]; +"488 dequantize_per_tensor_default_47" [id=488, type=dequantize_per_tensor]; +"489 adaptive_avg_pool2d_9" [id=489, type=adaptive_avg_pool2d]; +"490 quantize_per_tensor_default_48" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_48" [id=491, type=dequantize_per_tensor]; +"492 flatten" [id=492, type=flatten]; +"493 linear" [id=493, type=linear]; +"494 hardswish__18" [id=494, type=hardswish_]; +"495 quantize_per_tensor_default_49" [id=495, type=quantize_per_tensor]; +"496 dequantize_per_tensor_default_49" [id=496, type=dequantize_per_tensor]; +"497 dropout_" [id=497, type=dropout_]; +"498 linear_1" [id=498, type=linear]; +"499 output_1" [id=499, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(16,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(16,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"3 dequantize_per_channel_default" -> "186 conv2d" [label=None, style=solid]; +"4 _scale_1" -> "7 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"5 _zero_point_1" -> "7 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"6 _frozen_param1" -> "7 dequantize_per_channel_default_1" [label="(16, 1, 3, 3)", style=solid]; +"7 dequantize_per_channel_default_1" -> "193 conv2d_1" [label=None, style=solid]; +"8 features_1_block_1_fc1_weight" -> "199 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"9 features_1_block_1_fc1_bias" -> "199 conv2d_2" [label="(8,)", style=solid]; +"10 features_1_block_1_fc2_weight" -> "201 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"11 features_1_block_1_fc2_bias" -> "201 conv2d_3" [label="(16,)", style=solid]; +"12 _scale_2" -> "15 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"13 _zero_point_2" -> "15 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"14 _frozen_param2" -> "15 dequantize_per_channel_default_2" [label="(16, 16, 1, 1)", style=solid]; +"15 dequantize_per_channel_default_2" -> "209 conv2d_4" [label=None, style=solid]; +"16 _scale_3" -> "19 dequantize_per_channel_default_3" [label="(72,)", style=solid]; +"17 _zero_point_3" -> "19 dequantize_per_channel_default_3" [label="(72,)", style=solid]; +"18 _frozen_param3" -> "19 dequantize_per_channel_default_3" [label="(72, 16, 1, 1)", style=solid]; +"19 dequantize_per_channel_default_3" -> "213 conv2d_5" [label=None, style=solid]; +"20 _scale_4" -> "23 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"21 _zero_point_4" -> "23 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"22 _frozen_param4" -> "23 dequantize_per_channel_default_4" [label="(72, 1, 3, 3)", style=solid]; +"23 dequantize_per_channel_default_4" -> "220 conv2d_6" [label=None, style=solid]; +"24 _scale_5" -> "27 dequantize_per_channel_default_5" [label="(24,)", style=solid]; +"25 _zero_point_5" -> "27 dequantize_per_channel_default_5" [label="(24,)", style=solid]; +"26 _frozen_param5" -> "27 dequantize_per_channel_default_5" [label="(24, 72, 1, 1)", style=solid]; +"27 dequantize_per_channel_default_5" -> "225 conv2d_7" [label=None, style=solid]; +"28 _scale_6" -> "31 dequantize_per_channel_default_6" [label="(88,)", style=solid]; +"29 _zero_point_6" -> "31 dequantize_per_channel_default_6" [label="(88,)", style=solid]; +"30 _frozen_param6" -> "31 dequantize_per_channel_default_6" [label="(88, 24, 1, 1)", style=solid]; +"31 dequantize_per_channel_default_6" -> "230 conv2d_8" [label=None, style=solid]; +"32 _scale_7" -> "35 dequantize_per_channel_default_7" [label="(88,)", style=solid]; +"33 _zero_point_7" -> "35 dequantize_per_channel_default_7" [label="(88,)", style=solid]; +"34 _frozen_param7" -> "35 dequantize_per_channel_default_7" [label="(88, 1, 3, 3)", style=solid]; +"35 dequantize_per_channel_default_7" -> "237 conv2d_9" [label=None, style=solid]; +"36 _scale_8" -> "39 dequantize_per_channel_default_8" [label="(24,)", style=solid]; +"37 _zero_point_8" -> "39 dequantize_per_channel_default_8" [label="(24,)", style=solid]; +"38 _frozen_param8" -> "39 dequantize_per_channel_default_8" [label="(24, 88, 1, 1)", style=solid]; +"39 dequantize_per_channel_default_8" -> "242 conv2d_10" [label=None, style=solid]; +"40 _scale_9" -> "43 dequantize_per_channel_default_9" [label="(96,)", style=solid]; +"41 _zero_point_9" -> "43 dequantize_per_channel_default_9" [label="(96,)", style=solid]; +"42 _frozen_param9" -> "43 dequantize_per_channel_default_9" [label="(96, 24, 1, 1)", style=solid]; +"43 dequantize_per_channel_default_9" -> "249 conv2d_11" [label=None, style=solid]; +"44 _scale_10" -> "47 dequantize_per_channel_default_10" [label="(96,)", style=solid]; +"45 _zero_point_10" -> "47 dequantize_per_channel_default_10" [label="(96,)", style=solid]; +"46 _frozen_param10" -> "47 dequantize_per_channel_default_10" [label="(96, 1, 5, 5)", style=solid]; +"47 dequantize_per_channel_default_10" -> "256 conv2d_12" [label=None, style=solid]; +"48 features_4_block_2_fc1_weight" -> "262 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"49 features_4_block_2_fc1_bias" -> "262 conv2d_13" [label="(24,)", style=solid]; +"50 features_4_block_2_fc2_weight" -> "264 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"51 features_4_block_2_fc2_bias" -> "264 conv2d_14" [label="(96,)", style=solid]; +"52 _scale_11" -> "55 dequantize_per_channel_default_11" [label="(40,)", style=solid]; +"53 _zero_point_11" -> "55 dequantize_per_channel_default_11" [label="(40,)", style=solid]; +"54 _frozen_param11" -> "55 dequantize_per_channel_default_11" [label="(40, 96, 1, 1)", style=solid]; +"55 dequantize_per_channel_default_11" -> "272 conv2d_15" [label=None, style=solid]; +"56 _scale_12" -> "59 dequantize_per_channel_default_12" [label="(240,)", style=solid]; +"57 _zero_point_12" -> "59 dequantize_per_channel_default_12" [label="(240,)", style=solid]; +"58 _frozen_param12" -> "59 dequantize_per_channel_default_12" [label="(240, 40, 1, 1)", style=solid]; +"59 dequantize_per_channel_default_12" -> "277 conv2d_16" [label=None, style=solid]; +"60 _scale_13" -> "63 dequantize_per_channel_default_13" [label="(240,)", style=solid]; +"61 _zero_point_13" -> "63 dequantize_per_channel_default_13" [label="(240,)", style=solid]; +"62 _frozen_param13" -> "63 dequantize_per_channel_default_13" [label="(240, 1, 5, 5)", style=solid]; +"63 dequantize_per_channel_default_13" -> "284 conv2d_17" [label=None, style=solid]; +"64 features_5_block_2_fc1_weight" -> "290 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"65 features_5_block_2_fc1_bias" -> "290 conv2d_18" [label="(64,)", style=solid]; +"66 features_5_block_2_fc2_weight" -> "292 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"67 features_5_block_2_fc2_bias" -> "292 conv2d_19" [label="(240,)", style=solid]; +"68 _scale_14" -> "71 dequantize_per_channel_default_14" [label="(40,)", style=solid]; +"69 _zero_point_14" -> "71 dequantize_per_channel_default_14" [label="(40,)", style=solid]; +"70 _frozen_param14" -> "71 dequantize_per_channel_default_14" [label="(40, 240, 1, 1)", style=solid]; +"71 dequantize_per_channel_default_14" -> "300 conv2d_20" [label=None, style=solid]; +"72 _scale_15" -> "75 dequantize_per_channel_default_15" [label="(240,)", style=solid]; +"73 _zero_point_15" -> "75 dequantize_per_channel_default_15" [label="(240,)", style=solid]; +"74 _frozen_param15" -> "75 dequantize_per_channel_default_15" [label="(240, 40, 1, 1)", style=solid]; +"75 dequantize_per_channel_default_15" -> "308 conv2d_21" [label=None, style=solid]; +"76 _scale_16" -> "79 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"77 _zero_point_16" -> "79 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"78 _frozen_param16" -> "79 dequantize_per_channel_default_16" [label="(240, 1, 5, 5)", style=solid]; +"79 dequantize_per_channel_default_16" -> "315 conv2d_22" [label=None, style=solid]; +"80 features_6_block_2_fc1_weight" -> "321 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"81 features_6_block_2_fc1_bias" -> "321 conv2d_23" [label="(64,)", style=solid]; +"82 features_6_block_2_fc2_weight" -> "323 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"83 features_6_block_2_fc2_bias" -> "323 conv2d_24" [label="(240,)", style=solid]; +"84 _scale_17" -> "87 dequantize_per_channel_default_17" [label="(40,)", style=solid]; +"85 _zero_point_17" -> "87 dequantize_per_channel_default_17" [label="(40,)", style=solid]; +"86 _frozen_param17" -> "87 dequantize_per_channel_default_17" [label="(40, 240, 1, 1)", style=solid]; +"87 dequantize_per_channel_default_17" -> "331 conv2d_25" [label=None, style=solid]; +"88 _scale_18" -> "91 dequantize_per_channel_default_18" [label="(120,)", style=solid]; +"89 _zero_point_18" -> "91 dequantize_per_channel_default_18" [label="(120,)", style=solid]; +"90 _frozen_param18" -> "91 dequantize_per_channel_default_18" [label="(120, 40, 1, 1)", style=solid]; +"91 dequantize_per_channel_default_18" -> "338 conv2d_26" [label=None, style=solid]; +"92 _scale_19" -> "95 dequantize_per_channel_default_19" [label="(120,)", style=solid]; +"93 _zero_point_19" -> "95 dequantize_per_channel_default_19" [label="(120,)", style=solid]; +"94 _frozen_param19" -> "95 dequantize_per_channel_default_19" [label="(120, 1, 5, 5)", style=solid]; +"95 dequantize_per_channel_default_19" -> "345 conv2d_27" [label=None, style=solid]; +"96 features_7_block_2_fc1_weight" -> "351 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"97 features_7_block_2_fc1_bias" -> "351 conv2d_28" [label="(32,)", style=solid]; +"98 features_7_block_2_fc2_weight" -> "353 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"99 features_7_block_2_fc2_bias" -> "353 conv2d_29" [label="(120,)", style=solid]; +"100 _scale_20" -> "103 dequantize_per_channel_default_20" [label="(48,)", style=solid]; +"101 _zero_point_20" -> "103 dequantize_per_channel_default_20" [label="(48,)", style=solid]; +"102 _frozen_param20" -> "103 dequantize_per_channel_default_20" [label="(48, 120, 1, 1)", style=solid]; +"103 dequantize_per_channel_default_20" -> "361 conv2d_30" [label=None, style=solid]; +"104 _scale_21" -> "107 dequantize_per_channel_default_21" [label="(144,)", style=solid]; +"105 _zero_point_21" -> "107 dequantize_per_channel_default_21" [label="(144,)", style=solid]; +"106 _frozen_param21" -> "107 dequantize_per_channel_default_21" [label="(144, 48, 1, 1)", style=solid]; +"107 dequantize_per_channel_default_21" -> "366 conv2d_31" [label=None, style=solid]; +"108 _scale_22" -> "111 dequantize_per_channel_default_22" [label="(144,)", style=solid]; +"109 _zero_point_22" -> "111 dequantize_per_channel_default_22" [label="(144,)", style=solid]; +"110 _frozen_param22" -> "111 dequantize_per_channel_default_22" [label="(144, 1, 5, 5)", style=solid]; +"111 dequantize_per_channel_default_22" -> "373 conv2d_32" [label=None, style=solid]; +"112 features_8_block_2_fc1_weight" -> "379 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"113 features_8_block_2_fc1_bias" -> "379 conv2d_33" [label="(40,)", style=solid]; +"114 features_8_block_2_fc2_weight" -> "381 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"115 features_8_block_2_fc2_bias" -> "381 conv2d_34" [label="(144,)", style=solid]; +"116 _scale_23" -> "119 dequantize_per_channel_default_23" [label="(48,)", style=solid]; +"117 _zero_point_23" -> "119 dequantize_per_channel_default_23" [label="(48,)", style=solid]; +"118 _frozen_param23" -> "119 dequantize_per_channel_default_23" [label="(48, 144, 1, 1)", style=solid]; +"119 dequantize_per_channel_default_23" -> "389 conv2d_35" [label=None, style=solid]; +"120 _scale_24" -> "123 dequantize_per_channel_default_24" [label="(288,)", style=solid]; +"121 _zero_point_24" -> "123 dequantize_per_channel_default_24" [label="(288,)", style=solid]; +"122 _frozen_param24" -> "123 dequantize_per_channel_default_24" [label="(288, 48, 1, 1)", style=solid]; +"123 dequantize_per_channel_default_24" -> "396 conv2d_36" [label=None, style=solid]; +"124 _scale_25" -> "127 dequantize_per_channel_default_25" [label="(288,)", style=solid]; +"125 _zero_point_25" -> "127 dequantize_per_channel_default_25" [label="(288,)", style=solid]; +"126 _frozen_param25" -> "127 dequantize_per_channel_default_25" [label="(288, 1, 5, 5)", style=solid]; +"127 dequantize_per_channel_default_25" -> "403 conv2d_37" [label=None, style=solid]; +"128 features_9_block_2_fc1_weight" -> "409 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"129 features_9_block_2_fc1_bias" -> "409 conv2d_38" [label="(72,)", style=solid]; +"130 features_9_block_2_fc2_weight" -> "411 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"131 features_9_block_2_fc2_bias" -> "411 conv2d_39" [label="(288,)", style=solid]; +"132 _scale_26" -> "135 dequantize_per_channel_default_26" [label="(96,)", style=solid]; +"133 _zero_point_26" -> "135 dequantize_per_channel_default_26" [label="(96,)", style=solid]; +"134 _frozen_param26" -> "135 dequantize_per_channel_default_26" [label="(96, 288, 1, 1)", style=solid]; +"135 dequantize_per_channel_default_26" -> "419 conv2d_40" [label=None, style=solid]; +"136 _scale_27" -> "139 dequantize_per_channel_default_27" [label="(576,)", style=solid]; +"137 _zero_point_27" -> "139 dequantize_per_channel_default_27" [label="(576,)", style=solid]; +"138 _frozen_param27" -> "139 dequantize_per_channel_default_27" [label="(576, 96, 1, 1)", style=solid]; +"139 dequantize_per_channel_default_27" -> "424 conv2d_41" [label=None, style=solid]; +"140 _scale_28" -> "143 dequantize_per_channel_default_28" [label="(576,)", style=solid]; +"141 _zero_point_28" -> "143 dequantize_per_channel_default_28" [label="(576,)", style=solid]; +"142 _frozen_param28" -> "143 dequantize_per_channel_default_28" [label="(576, 1, 5, 5)", style=solid]; +"143 dequantize_per_channel_default_28" -> "431 conv2d_42" [label=None, style=solid]; +"144 features_10_block_2_fc1_weight" -> "437 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"145 features_10_block_2_fc1_bias" -> "437 conv2d_43" [label="(144,)", style=solid]; +"146 features_10_block_2_fc2_weight" -> "439 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"147 features_10_block_2_fc2_bias" -> "439 conv2d_44" [label="(576,)", style=solid]; +"148 _scale_29" -> "151 dequantize_per_channel_default_29" [label="(96,)", style=solid]; +"149 _zero_point_29" -> "151 dequantize_per_channel_default_29" [label="(96,)", style=solid]; +"150 _frozen_param29" -> "151 dequantize_per_channel_default_29" [label="(96, 576, 1, 1)", style=solid]; +"151 dequantize_per_channel_default_29" -> "447 conv2d_45" [label=None, style=solid]; +"152 _scale_30" -> "155 dequantize_per_channel_default_30" [label="(576,)", style=solid]; +"153 _zero_point_30" -> "155 dequantize_per_channel_default_30" [label="(576,)", style=solid]; +"154 _frozen_param30" -> "155 dequantize_per_channel_default_30" [label="(576, 96, 1, 1)", style=solid]; +"155 dequantize_per_channel_default_30" -> "455 conv2d_46" [label=None, style=solid]; +"156 _scale_31" -> "159 dequantize_per_channel_default_31" [label="(576,)", style=solid]; +"157 _zero_point_31" -> "159 dequantize_per_channel_default_31" [label="(576,)", style=solid]; +"158 _frozen_param31" -> "159 dequantize_per_channel_default_31" [label="(576, 1, 5, 5)", style=solid]; +"159 dequantize_per_channel_default_31" -> "462 conv2d_47" [label=None, style=solid]; +"160 features_11_block_2_fc1_weight" -> "468 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"161 features_11_block_2_fc1_bias" -> "468 conv2d_48" [label="(144,)", style=solid]; +"162 features_11_block_2_fc2_weight" -> "470 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"163 features_11_block_2_fc2_bias" -> "470 conv2d_49" [label="(576,)", style=solid]; +"164 _scale_32" -> "167 dequantize_per_channel_default_32" [label="(96,)", style=solid]; +"165 _zero_point_32" -> "167 dequantize_per_channel_default_32" [label="(96,)", style=solid]; +"166 _frozen_param32" -> "167 dequantize_per_channel_default_32" [label="(96, 576, 1, 1)", style=solid]; +"167 dequantize_per_channel_default_32" -> "478 conv2d_50" [label=None, style=solid]; +"168 _scale_33" -> "171 dequantize_per_channel_default_33" [label="(576,)", style=solid]; +"169 _zero_point_33" -> "171 dequantize_per_channel_default_33" [label="(576,)", style=solid]; +"170 _frozen_param33" -> "171 dequantize_per_channel_default_33" [label="(576, 96, 1, 1)", style=solid]; +"171 dequantize_per_channel_default_33" -> "485 conv2d_51" [label=None, style=solid]; +"172 _scale_34" -> "175 dequantize_per_channel_default_34" [label="(1024,)", style=solid]; +"173 _zero_point_34" -> "175 dequantize_per_channel_default_34" [label="(1024,)", style=solid]; +"174 _frozen_param34" -> "175 dequantize_per_channel_default_34" [label="(1024, 576)", style=solid]; +"175 dequantize_per_channel_default_34" -> "493 linear" [label=None, style=solid]; +"176 classifier_0_bias" -> "493 linear" [label="(1024,)", style=solid]; +"177 _scale_35" -> "180 dequantize_per_channel_default_35" [label="(1000,)", style=solid]; +"178 _zero_point_35" -> "180 dequantize_per_channel_default_35" [label="(1000,)", style=solid]; +"179 _frozen_param35" -> "180 dequantize_per_channel_default_35" [label="(1000, 1024)", style=solid]; +"180 dequantize_per_channel_default_35" -> "498 linear_1" [label=None, style=solid]; +"181 classifier_3_bias" -> "498 linear_1" [label="(1000,)", style=solid]; +"182 x" -> "183 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"183 quantize_per_tensor_default" -> "184 dequantize_per_tensor_default" [label=None, style=solid]; +"184 dequantize_per_tensor_default" -> "186 conv2d" [label=None, style=solid]; +"185 features_0_0_weight_bias" -> "186 conv2d" [label="(16,)", style=solid]; +"186 conv2d" -> "187 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"187 hardswish_" -> "190 quantize_per_channel_default_36" [label="(1, 16, 112, 112)", style=solid]; +"188 _2_scale_0" -> "190 quantize_per_channel_default_36" [label="(16,)", style=solid]; +"188 _2_scale_0" -> "191 dequantize_per_channel_default_36" [label="(16,)", style=solid]; +"189 _2_zero_point_0" -> "190 quantize_per_channel_default_36" [label="(16,)", style=solid]; +"189 _2_zero_point_0" -> "191 dequantize_per_channel_default_36" [label="(16,)", style=solid]; +"190 quantize_per_channel_default_36" -> "191 dequantize_per_channel_default_36" [label=None, style=solid]; +"191 dequantize_per_channel_default_36" -> "193 conv2d_1" [label=None, style=solid]; +"192 features_1_block_0_0_weight_bias" -> "193 conv2d_1" [label="(16,)", style=solid]; +"193 conv2d_1" -> "194 relu_" [label="(1, 16, 56, 56)", style=solid]; +"194 relu_" -> "195 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"195 quantize_per_tensor_default_1" -> "196 dequantize_per_tensor_default_1" [label=None, style=solid]; +"195 quantize_per_tensor_default_1" -> "197 dequantize_per_tensor_default_50" [label=None, style=solid]; +"196 dequantize_per_tensor_default_1" -> "198 adaptive_avg_pool2d" [label=None, style=solid]; +"197 dequantize_per_tensor_default_50" -> "205 mul" [label=None, style=solid]; +"198 adaptive_avg_pool2d" -> "199 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"199 conv2d_2" -> "200 relu" [label="(1, 8, 1, 1)", style=solid]; +"200 relu" -> "201 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"201 conv2d_3" -> "202 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"202 hardsigmoid" -> "203 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; +"203 quantize_per_tensor_default_2" -> "204 dequantize_per_tensor_default_2" [label=None, style=solid]; +"204 dequantize_per_tensor_default_2" -> "205 mul" [label=None, style=solid]; +"205 mul" -> "206 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; +"206 quantize_per_tensor_default_3" -> "207 dequantize_per_tensor_default_3" [label=None, style=solid]; +"207 dequantize_per_tensor_default_3" -> "209 conv2d_4" [label=None, style=solid]; +"208 features_1_block_2_0_weight_bias" -> "209 conv2d_4" [label="(16,)", style=solid]; +"209 conv2d_4" -> "210 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"210 quantize_per_tensor_default_4" -> "211 dequantize_per_tensor_default_4" [label=None, style=solid]; +"211 dequantize_per_tensor_default_4" -> "213 conv2d_5" [label=None, style=solid]; +"212 features_2_block_0_0_weight_bias" -> "213 conv2d_5" [label="(72,)", style=solid]; +"213 conv2d_5" -> "214 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"214 relu__1" -> "217 quantize_per_channel_default_37" [label="(1, 72, 56, 56)", style=solid]; +"215 _2_scale_1" -> "217 quantize_per_channel_default_37" [label="(72,)", style=solid]; +"215 _2_scale_1" -> "218 dequantize_per_channel_default_37" [label="(72,)", style=solid]; +"216 _2_zero_point_1" -> "217 quantize_per_channel_default_37" [label="(72,)", style=solid]; +"216 _2_zero_point_1" -> "218 dequantize_per_channel_default_37" [label="(72,)", style=solid]; +"217 quantize_per_channel_default_37" -> "218 dequantize_per_channel_default_37" [label=None, style=solid]; +"218 dequantize_per_channel_default_37" -> "220 conv2d_6" [label=None, style=solid]; +"219 features_2_block_1_0_weight_bias" -> "220 conv2d_6" [label="(72,)", style=solid]; +"220 conv2d_6" -> "221 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"221 relu__2" -> "222 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; +"222 quantize_per_tensor_default_5" -> "223 dequantize_per_tensor_default_5" [label=None, style=solid]; +"223 dequantize_per_tensor_default_5" -> "225 conv2d_7" [label=None, style=solid]; +"224 features_2_block_2_0_weight_bias" -> "225 conv2d_7" [label="(24,)", style=solid]; +"225 conv2d_7" -> "226 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; +"226 quantize_per_tensor_default_6" -> "227 dequantize_per_tensor_default_52" [label=None, style=solid]; +"226 quantize_per_tensor_default_6" -> "228 dequantize_per_tensor_default_51" [label=None, style=solid]; +"227 dequantize_per_tensor_default_52" -> "245 add_" [label=None, style=solid]; +"228 dequantize_per_tensor_default_51" -> "230 conv2d_8" [label=None, style=solid]; +"229 features_3_block_0_0_weight_bias" -> "230 conv2d_8" [label="(88,)", style=solid]; +"230 conv2d_8" -> "231 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"231 relu__3" -> "234 quantize_per_channel_default_38" [label="(1, 88, 28, 28)", style=solid]; +"232 _2_scale_2" -> "234 quantize_per_channel_default_38" [label="(88,)", style=solid]; +"232 _2_scale_2" -> "235 dequantize_per_channel_default_38" [label="(88,)", style=solid]; +"233 _2_zero_point_2" -> "234 quantize_per_channel_default_38" [label="(88,)", style=solid]; +"233 _2_zero_point_2" -> "235 dequantize_per_channel_default_38" [label="(88,)", style=solid]; +"234 quantize_per_channel_default_38" -> "235 dequantize_per_channel_default_38" [label=None, style=solid]; +"235 dequantize_per_channel_default_38" -> "237 conv2d_9" [label=None, style=solid]; +"236 features_3_block_1_0_weight_bias" -> "237 conv2d_9" [label="(88,)", style=solid]; +"237 conv2d_9" -> "238 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"238 relu__4" -> "239 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; +"239 quantize_per_tensor_default_7" -> "240 dequantize_per_tensor_default_7" [label=None, style=solid]; +"240 dequantize_per_tensor_default_7" -> "242 conv2d_10" [label=None, style=solid]; +"241 features_3_block_2_0_weight_bias" -> "242 conv2d_10" [label="(24,)", style=solid]; +"242 conv2d_10" -> "243 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"243 quantize_per_tensor_default_8" -> "244 dequantize_per_tensor_default_8" [label=None, style=solid]; +"244 dequantize_per_tensor_default_8" -> "245 add_" [label=None, style=solid]; +"245 add_" -> "246 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"246 quantize_per_tensor_default_9" -> "247 dequantize_per_tensor_default_9" [label=None, style=solid]; +"247 dequantize_per_tensor_default_9" -> "249 conv2d_11" [label=None, style=solid]; +"248 features_4_block_0_0_weight_bias" -> "249 conv2d_11" [label="(96,)", style=solid]; +"249 conv2d_11" -> "250 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"250 hardswish__1" -> "253 quantize_per_channel_default_39" [label="(1, 96, 28, 28)", style=solid]; +"251 _2_scale_3" -> "253 quantize_per_channel_default_39" [label="(96,)", style=solid]; +"251 _2_scale_3" -> "254 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"252 _2_zero_point_3" -> "253 quantize_per_channel_default_39" [label="(96,)", style=solid]; +"252 _2_zero_point_3" -> "254 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"253 quantize_per_channel_default_39" -> "254 dequantize_per_channel_default_39" [label=None, style=solid]; +"254 dequantize_per_channel_default_39" -> "256 conv2d_12" [label=None, style=solid]; +"255 features_4_block_1_0_weight_bias" -> "256 conv2d_12" [label="(96,)", style=solid]; +"256 conv2d_12" -> "257 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"257 hardswish__2" -> "258 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; +"258 quantize_per_tensor_default_10" -> "259 dequantize_per_tensor_default_10" [label=None, style=solid]; +"258 quantize_per_tensor_default_10" -> "260 dequantize_per_tensor_default_53" [label=None, style=solid]; +"259 dequantize_per_tensor_default_10" -> "261 adaptive_avg_pool2d_1" [label=None, style=solid]; +"260 dequantize_per_tensor_default_53" -> "268 mul_1" [label=None, style=solid]; +"261 adaptive_avg_pool2d_1" -> "262 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"262 conv2d_13" -> "263 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"263 relu_1" -> "264 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"264 conv2d_14" -> "265 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"265 hardsigmoid_1" -> "266 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; +"266 quantize_per_tensor_default_11" -> "267 dequantize_per_tensor_default_11" [label=None, style=solid]; +"267 dequantize_per_tensor_default_11" -> "268 mul_1" [label=None, style=solid]; +"268 mul_1" -> "269 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"269 quantize_per_tensor_default_12" -> "270 dequantize_per_tensor_default_12" [label=None, style=solid]; +"270 dequantize_per_tensor_default_12" -> "272 conv2d_15" [label=None, style=solid]; +"271 features_4_block_3_0_weight_bias" -> "272 conv2d_15" [label="(40,)", style=solid]; +"272 conv2d_15" -> "273 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; +"273 quantize_per_tensor_default_13" -> "274 dequantize_per_tensor_default_55" [label=None, style=solid]; +"273 quantize_per_tensor_default_13" -> "275 dequantize_per_tensor_default_54" [label=None, style=solid]; +"274 dequantize_per_tensor_default_55" -> "303 add__1" [label=None, style=solid]; +"275 dequantize_per_tensor_default_54" -> "277 conv2d_16" [label=None, style=solid]; +"276 features_5_block_0_0_weight_bias" -> "277 conv2d_16" [label="(240,)", style=solid]; +"277 conv2d_16" -> "278 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"278 hardswish__3" -> "281 quantize_per_channel_default_40" [label="(1, 240, 14, 14)", style=solid]; +"279 _2_scale_4" -> "281 quantize_per_channel_default_40" [label="(240,)", style=solid]; +"279 _2_scale_4" -> "282 dequantize_per_channel_default_40" [label="(240,)", style=solid]; +"280 _2_zero_point_4" -> "281 quantize_per_channel_default_40" [label="(240,)", style=solid]; +"280 _2_zero_point_4" -> "282 dequantize_per_channel_default_40" [label="(240,)", style=solid]; +"281 quantize_per_channel_default_40" -> "282 dequantize_per_channel_default_40" [label=None, style=solid]; +"282 dequantize_per_channel_default_40" -> "284 conv2d_17" [label=None, style=solid]; +"283 features_5_block_1_0_weight_bias" -> "284 conv2d_17" [label="(240,)", style=solid]; +"284 conv2d_17" -> "285 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"285 hardswish__4" -> "286 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; +"286 quantize_per_tensor_default_14" -> "287 dequantize_per_tensor_default_14" [label=None, style=solid]; +"286 quantize_per_tensor_default_14" -> "288 dequantize_per_tensor_default_56" [label=None, style=solid]; +"287 dequantize_per_tensor_default_14" -> "289 adaptive_avg_pool2d_2" [label=None, style=solid]; +"288 dequantize_per_tensor_default_56" -> "296 mul_2" [label=None, style=solid]; +"289 adaptive_avg_pool2d_2" -> "290 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"290 conv2d_18" -> "291 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"291 relu_2" -> "292 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"292 conv2d_19" -> "293 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"293 hardsigmoid_2" -> "294 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; +"294 quantize_per_tensor_default_15" -> "295 dequantize_per_tensor_default_15" [label=None, style=solid]; +"295 dequantize_per_tensor_default_15" -> "296 mul_2" [label=None, style=solid]; +"296 mul_2" -> "297 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; +"297 quantize_per_tensor_default_16" -> "298 dequantize_per_tensor_default_16" [label=None, style=solid]; +"298 dequantize_per_tensor_default_16" -> "300 conv2d_20" [label=None, style=solid]; +"299 features_5_block_3_0_weight_bias" -> "300 conv2d_20" [label="(40,)", style=solid]; +"300 conv2d_20" -> "301 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"301 quantize_per_tensor_default_17" -> "302 dequantize_per_tensor_default_17" [label=None, style=solid]; +"302 dequantize_per_tensor_default_17" -> "303 add__1" [label=None, style=solid]; +"303 add__1" -> "304 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"304 quantize_per_tensor_default_18" -> "305 dequantize_per_tensor_default_58" [label=None, style=solid]; +"304 quantize_per_tensor_default_18" -> "306 dequantize_per_tensor_default_57" [label=None, style=solid]; +"305 dequantize_per_tensor_default_58" -> "334 add__2" [label=None, style=solid]; +"306 dequantize_per_tensor_default_57" -> "308 conv2d_21" [label=None, style=solid]; +"307 features_6_block_0_0_weight_bias" -> "308 conv2d_21" [label="(240,)", style=solid]; +"308 conv2d_21" -> "309 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"309 hardswish__5" -> "312 quantize_per_channel_default_41" [label="(1, 240, 14, 14)", style=solid]; +"310 _2_scale_5" -> "312 quantize_per_channel_default_41" [label="(240,)", style=solid]; +"310 _2_scale_5" -> "313 dequantize_per_channel_default_41" [label="(240,)", style=solid]; +"311 _2_zero_point_5" -> "312 quantize_per_channel_default_41" [label="(240,)", style=solid]; +"311 _2_zero_point_5" -> "313 dequantize_per_channel_default_41" [label="(240,)", style=solid]; +"312 quantize_per_channel_default_41" -> "313 dequantize_per_channel_default_41" [label=None, style=solid]; +"313 dequantize_per_channel_default_41" -> "315 conv2d_22" [label=None, style=solid]; +"314 features_6_block_1_0_weight_bias" -> "315 conv2d_22" [label="(240,)", style=solid]; +"315 conv2d_22" -> "316 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"316 hardswish__6" -> "317 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"317 quantize_per_tensor_default_19" -> "318 dequantize_per_tensor_default_19" [label=None, style=solid]; +"317 quantize_per_tensor_default_19" -> "319 dequantize_per_tensor_default_59" [label=None, style=solid]; +"318 dequantize_per_tensor_default_19" -> "320 adaptive_avg_pool2d_3" [label=None, style=solid]; +"319 dequantize_per_tensor_default_59" -> "327 mul_3" [label=None, style=solid]; +"320 adaptive_avg_pool2d_3" -> "321 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"321 conv2d_23" -> "322 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"322 relu_3" -> "323 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"323 conv2d_24" -> "324 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"324 hardsigmoid_3" -> "325 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"325 quantize_per_tensor_default_20" -> "326 dequantize_per_tensor_default_20" [label=None, style=solid]; +"326 dequantize_per_tensor_default_20" -> "327 mul_3" [label=None, style=solid]; +"327 mul_3" -> "328 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"328 quantize_per_tensor_default_21" -> "329 dequantize_per_tensor_default_21" [label=None, style=solid]; +"329 dequantize_per_tensor_default_21" -> "331 conv2d_25" [label=None, style=solid]; +"330 features_6_block_3_0_weight_bias" -> "331 conv2d_25" [label="(40,)", style=solid]; +"331 conv2d_25" -> "332 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"332 quantize_per_tensor_default_22" -> "333 dequantize_per_tensor_default_22" [label=None, style=solid]; +"333 dequantize_per_tensor_default_22" -> "334 add__2" [label=None, style=solid]; +"334 add__2" -> "335 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"335 quantize_per_tensor_default_23" -> "336 dequantize_per_tensor_default_23" [label=None, style=solid]; +"336 dequantize_per_tensor_default_23" -> "338 conv2d_26" [label=None, style=solid]; +"337 features_7_block_0_0_weight_bias" -> "338 conv2d_26" [label="(120,)", style=solid]; +"338 conv2d_26" -> "339 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"339 hardswish__7" -> "342 quantize_per_channel_default_42" [label="(1, 120, 14, 14)", style=solid]; +"340 _2_scale_6" -> "342 quantize_per_channel_default_42" [label="(120,)", style=solid]; +"340 _2_scale_6" -> "343 dequantize_per_channel_default_42" [label="(120,)", style=solid]; +"341 _2_zero_point_6" -> "342 quantize_per_channel_default_42" [label="(120,)", style=solid]; +"341 _2_zero_point_6" -> "343 dequantize_per_channel_default_42" [label="(120,)", style=solid]; +"342 quantize_per_channel_default_42" -> "343 dequantize_per_channel_default_42" [label=None, style=solid]; +"343 dequantize_per_channel_default_42" -> "345 conv2d_27" [label=None, style=solid]; +"344 features_7_block_1_0_weight_bias" -> "345 conv2d_27" [label="(120,)", style=solid]; +"345 conv2d_27" -> "346 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"346 hardswish__8" -> "347 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; +"347 quantize_per_tensor_default_24" -> "348 dequantize_per_tensor_default_24" [label=None, style=solid]; +"347 quantize_per_tensor_default_24" -> "349 dequantize_per_tensor_default_60" [label=None, style=solid]; +"348 dequantize_per_tensor_default_24" -> "350 adaptive_avg_pool2d_4" [label=None, style=solid]; +"349 dequantize_per_tensor_default_60" -> "357 mul_4" [label=None, style=solid]; +"350 adaptive_avg_pool2d_4" -> "351 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"351 conv2d_28" -> "352 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"352 relu_4" -> "353 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"353 conv2d_29" -> "354 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"354 hardsigmoid_4" -> "355 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; +"355 quantize_per_tensor_default_25" -> "356 dequantize_per_tensor_default_25" [label=None, style=solid]; +"356 dequantize_per_tensor_default_25" -> "357 mul_4" [label=None, style=solid]; +"357 mul_4" -> "358 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; +"358 quantize_per_tensor_default_26" -> "359 dequantize_per_tensor_default_26" [label=None, style=solid]; +"359 dequantize_per_tensor_default_26" -> "361 conv2d_30" [label=None, style=solid]; +"360 features_7_block_3_0_weight_bias" -> "361 conv2d_30" [label="(48,)", style=solid]; +"361 conv2d_30" -> "362 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; +"362 quantize_per_tensor_default_27" -> "363 dequantize_per_tensor_default_62" [label=None, style=solid]; +"362 quantize_per_tensor_default_27" -> "364 dequantize_per_tensor_default_61" [label=None, style=solid]; +"363 dequantize_per_tensor_default_62" -> "392 add__3" [label=None, style=solid]; +"364 dequantize_per_tensor_default_61" -> "366 conv2d_31" [label=None, style=solid]; +"365 features_8_block_0_0_weight_bias" -> "366 conv2d_31" [label="(144,)", style=solid]; +"366 conv2d_31" -> "367 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"367 hardswish__9" -> "370 quantize_per_channel_default_43" [label="(1, 144, 14, 14)", style=solid]; +"368 _2_scale_7" -> "370 quantize_per_channel_default_43" [label="(144,)", style=solid]; +"368 _2_scale_7" -> "371 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"369 _2_zero_point_7" -> "370 quantize_per_channel_default_43" [label="(144,)", style=solid]; +"369 _2_zero_point_7" -> "371 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"370 quantize_per_channel_default_43" -> "371 dequantize_per_channel_default_43" [label=None, style=solid]; +"371 dequantize_per_channel_default_43" -> "373 conv2d_32" [label=None, style=solid]; +"372 features_8_block_1_0_weight_bias" -> "373 conv2d_32" [label="(144,)", style=solid]; +"373 conv2d_32" -> "374 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"374 hardswish__10" -> "375 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; +"375 quantize_per_tensor_default_28" -> "376 dequantize_per_tensor_default_28" [label=None, style=solid]; +"375 quantize_per_tensor_default_28" -> "377 dequantize_per_tensor_default_63" [label=None, style=solid]; +"376 dequantize_per_tensor_default_28" -> "378 adaptive_avg_pool2d_5" [label=None, style=solid]; +"377 dequantize_per_tensor_default_63" -> "385 mul_5" [label=None, style=solid]; +"378 adaptive_avg_pool2d_5" -> "379 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"379 conv2d_33" -> "380 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"380 relu_5" -> "381 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"381 conv2d_34" -> "382 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"382 hardsigmoid_5" -> "383 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; +"383 quantize_per_tensor_default_29" -> "384 dequantize_per_tensor_default_29" [label=None, style=solid]; +"384 dequantize_per_tensor_default_29" -> "385 mul_5" [label=None, style=solid]; +"385 mul_5" -> "386 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; +"386 quantize_per_tensor_default_30" -> "387 dequantize_per_tensor_default_30" [label=None, style=solid]; +"387 dequantize_per_tensor_default_30" -> "389 conv2d_35" [label=None, style=solid]; +"388 features_8_block_3_0_weight_bias" -> "389 conv2d_35" [label="(48,)", style=solid]; +"389 conv2d_35" -> "390 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; +"390 quantize_per_tensor_default_31" -> "391 dequantize_per_tensor_default_31" [label=None, style=solid]; +"391 dequantize_per_tensor_default_31" -> "392 add__3" [label=None, style=solid]; +"392 add__3" -> "393 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; +"393 quantize_per_tensor_default_32" -> "394 dequantize_per_tensor_default_32" [label=None, style=solid]; +"394 dequantize_per_tensor_default_32" -> "396 conv2d_36" [label=None, style=solid]; +"395 features_9_block_0_0_weight_bias" -> "396 conv2d_36" [label="(288,)", style=solid]; +"396 conv2d_36" -> "397 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"397 hardswish__11" -> "400 quantize_per_channel_default_44" [label="(1, 288, 14, 14)", style=solid]; +"398 _2_scale_8" -> "400 quantize_per_channel_default_44" [label="(288,)", style=solid]; +"398 _2_scale_8" -> "401 dequantize_per_channel_default_44" [label="(288,)", style=solid]; +"399 _2_zero_point_8" -> "400 quantize_per_channel_default_44" [label="(288,)", style=solid]; +"399 _2_zero_point_8" -> "401 dequantize_per_channel_default_44" [label="(288,)", style=solid]; +"400 quantize_per_channel_default_44" -> "401 dequantize_per_channel_default_44" [label=None, style=solid]; +"401 dequantize_per_channel_default_44" -> "403 conv2d_37" [label=None, style=solid]; +"402 features_9_block_1_0_weight_bias" -> "403 conv2d_37" [label="(288,)", style=solid]; +"403 conv2d_37" -> "404 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"404 hardswish__12" -> "405 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; +"405 quantize_per_tensor_default_33" -> "406 dequantize_per_tensor_default_33" [label=None, style=solid]; +"405 quantize_per_tensor_default_33" -> "407 dequantize_per_tensor_default_64" [label=None, style=solid]; +"406 dequantize_per_tensor_default_33" -> "408 adaptive_avg_pool2d_6" [label=None, style=solid]; +"407 dequantize_per_tensor_default_64" -> "415 mul_6" [label=None, style=solid]; +"408 adaptive_avg_pool2d_6" -> "409 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"409 conv2d_38" -> "410 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"410 relu_6" -> "411 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"411 conv2d_39" -> "412 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"412 hardsigmoid_6" -> "413 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; +"413 quantize_per_tensor_default_34" -> "414 dequantize_per_tensor_default_34" [label=None, style=solid]; +"414 dequantize_per_tensor_default_34" -> "415 mul_6" [label=None, style=solid]; +"415 mul_6" -> "416 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; +"416 quantize_per_tensor_default_35" -> "417 dequantize_per_tensor_default_35" [label=None, style=solid]; +"417 dequantize_per_tensor_default_35" -> "419 conv2d_40" [label=None, style=solid]; +"418 features_9_block_3_0_weight_bias" -> "419 conv2d_40" [label="(96,)", style=solid]; +"419 conv2d_40" -> "420 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; +"420 quantize_per_tensor_default_36" -> "421 dequantize_per_tensor_default_66" [label=None, style=solid]; +"420 quantize_per_tensor_default_36" -> "422 dequantize_per_tensor_default_65" [label=None, style=solid]; +"421 dequantize_per_tensor_default_66" -> "450 add__4" [label=None, style=solid]; +"422 dequantize_per_tensor_default_65" -> "424 conv2d_41" [label=None, style=solid]; +"423 features_10_block_0_0_weight_bias" -> "424 conv2d_41" [label="(576,)", style=solid]; +"424 conv2d_41" -> "425 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"425 hardswish__13" -> "428 quantize_per_channel_default_45" [label="(1, 576, 7, 7)", style=solid]; +"426 _2_scale_9" -> "428 quantize_per_channel_default_45" [label="(576,)", style=solid]; +"426 _2_scale_9" -> "429 dequantize_per_channel_default_45" [label="(576,)", style=solid]; +"427 _2_zero_point_9" -> "428 quantize_per_channel_default_45" [label="(576,)", style=solid]; +"427 _2_zero_point_9" -> "429 dequantize_per_channel_default_45" [label="(576,)", style=solid]; +"428 quantize_per_channel_default_45" -> "429 dequantize_per_channel_default_45" [label=None, style=solid]; +"429 dequantize_per_channel_default_45" -> "431 conv2d_42" [label=None, style=solid]; +"430 features_10_block_1_0_weight_bias" -> "431 conv2d_42" [label="(576,)", style=solid]; +"431 conv2d_42" -> "432 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"432 hardswish__14" -> "433 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; +"433 quantize_per_tensor_default_37" -> "434 dequantize_per_tensor_default_37" [label=None, style=solid]; +"433 quantize_per_tensor_default_37" -> "435 dequantize_per_tensor_default_67" [label=None, style=solid]; +"434 dequantize_per_tensor_default_37" -> "436 adaptive_avg_pool2d_7" [label=None, style=solid]; +"435 dequantize_per_tensor_default_67" -> "443 mul_7" [label=None, style=solid]; +"436 adaptive_avg_pool2d_7" -> "437 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"437 conv2d_43" -> "438 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"438 relu_7" -> "439 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"439 conv2d_44" -> "440 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"440 hardsigmoid_7" -> "441 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; +"441 quantize_per_tensor_default_38" -> "442 dequantize_per_tensor_default_38" [label=None, style=solid]; +"442 dequantize_per_tensor_default_38" -> "443 mul_7" [label=None, style=solid]; +"443 mul_7" -> "444 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; +"444 quantize_per_tensor_default_39" -> "445 dequantize_per_tensor_default_39" [label=None, style=solid]; +"445 dequantize_per_tensor_default_39" -> "447 conv2d_45" [label=None, style=solid]; +"446 features_10_block_3_0_weight_bias" -> "447 conv2d_45" [label="(96,)", style=solid]; +"447 conv2d_45" -> "448 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; +"448 quantize_per_tensor_default_40" -> "449 dequantize_per_tensor_default_40" [label=None, style=solid]; +"449 dequantize_per_tensor_default_40" -> "450 add__4" [label=None, style=solid]; +"450 add__4" -> "451 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; +"451 quantize_per_tensor_default_41" -> "452 dequantize_per_tensor_default_69" [label=None, style=solid]; +"451 quantize_per_tensor_default_41" -> "453 dequantize_per_tensor_default_68" [label=None, style=solid]; +"452 dequantize_per_tensor_default_69" -> "481 add__5" [label=None, style=solid]; +"453 dequantize_per_tensor_default_68" -> "455 conv2d_46" [label=None, style=solid]; +"454 features_11_block_0_0_weight_bias" -> "455 conv2d_46" [label="(576,)", style=solid]; +"455 conv2d_46" -> "456 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"456 hardswish__15" -> "459 quantize_per_channel_default_46" [label="(1, 576, 7, 7)", style=solid]; +"457 _2_scale_10" -> "459 quantize_per_channel_default_46" [label="(576,)", style=solid]; +"457 _2_scale_10" -> "460 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"458 _2_zero_point_10" -> "459 quantize_per_channel_default_46" [label="(576,)", style=solid]; +"458 _2_zero_point_10" -> "460 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"459 quantize_per_channel_default_46" -> "460 dequantize_per_channel_default_46" [label=None, style=solid]; +"460 dequantize_per_channel_default_46" -> "462 conv2d_47" [label=None, style=solid]; +"461 features_11_block_1_0_weight_bias" -> "462 conv2d_47" [label="(576,)", style=solid]; +"462 conv2d_47" -> "463 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"463 hardswish__16" -> "464 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; +"464 quantize_per_tensor_default_42" -> "465 dequantize_per_tensor_default_42" [label=None, style=solid]; +"464 quantize_per_tensor_default_42" -> "466 dequantize_per_tensor_default_70" [label=None, style=solid]; +"465 dequantize_per_tensor_default_42" -> "467 adaptive_avg_pool2d_8" [label=None, style=solid]; +"466 dequantize_per_tensor_default_70" -> "474 mul_8" [label=None, style=solid]; +"467 adaptive_avg_pool2d_8" -> "468 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"468 conv2d_48" -> "469 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"469 relu_8" -> "470 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"470 conv2d_49" -> "471 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"471 hardsigmoid_8" -> "472 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; +"472 quantize_per_tensor_default_43" -> "473 dequantize_per_tensor_default_43" [label=None, style=solid]; +"473 dequantize_per_tensor_default_43" -> "474 mul_8" [label=None, style=solid]; +"474 mul_8" -> "475 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; +"475 quantize_per_tensor_default_44" -> "476 dequantize_per_tensor_default_44" [label=None, style=solid]; +"476 dequantize_per_tensor_default_44" -> "478 conv2d_50" [label=None, style=solid]; +"477 features_11_block_3_0_weight_bias" -> "478 conv2d_50" [label="(96,)", style=solid]; +"478 conv2d_50" -> "479 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; +"479 quantize_per_tensor_default_45" -> "480 dequantize_per_tensor_default_45" [label=None, style=solid]; +"480 dequantize_per_tensor_default_45" -> "481 add__5" [label=None, style=solid]; +"481 add__5" -> "482 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; +"482 quantize_per_tensor_default_46" -> "483 dequantize_per_tensor_default_46" [label=None, style=solid]; +"483 dequantize_per_tensor_default_46" -> "485 conv2d_51" [label=None, style=solid]; +"484 features_12_0_weight_bias" -> "485 conv2d_51" [label="(576,)", style=solid]; +"485 conv2d_51" -> "486 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"486 hardswish__17" -> "487 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; +"487 quantize_per_tensor_default_47" -> "488 dequantize_per_tensor_default_47" [label=None, style=solid]; +"488 dequantize_per_tensor_default_47" -> "489 adaptive_avg_pool2d_9" [label=None, style=solid]; +"489 adaptive_avg_pool2d_9" -> "490 quantize_per_tensor_default_48" [label="(1, 576, 1, 1)", style=solid]; +"490 quantize_per_tensor_default_48" -> "491 dequantize_per_tensor_default_48" [label=None, style=solid]; +"491 dequantize_per_tensor_default_48" -> "492 flatten" [label=None, style=solid]; +"492 flatten" -> "493 linear" [label="(1, 576)", style=solid]; +"493 linear" -> "494 hardswish__18" [label="(1, 1024)", style=solid]; +"494 hardswish__18" -> "495 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; +"495 quantize_per_tensor_default_49" -> "496 dequantize_per_tensor_default_49" [label=None, style=solid]; +"496 dequantize_per_tensor_default_49" -> "497 dropout_" [label=None, style=solid]; +"497 dropout_" -> "498 linear_1" [label="(1, 1024)", style=solid]; +"498 linear_1" -> "499 output_1" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/resnet18.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/resnet18.dot new file mode 100644 index 00000000000..8b57fcd27eb --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/resnet18.dot @@ -0,0 +1,455 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param0" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 _scale_1" [id=4, type=get_attr]; +"5 _zero_point_1" [id=5, type=get_attr]; +"6 _frozen_param1" [id=6, type=get_attr]; +"7 dequantize_per_channel_default_1" [id=7, type=dequantize_per_channel]; +"8 _scale_2" [id=8, type=get_attr]; +"9 _zero_point_2" [id=9, type=get_attr]; +"10 _frozen_param2" [id=10, type=get_attr]; +"11 dequantize_per_channel_default_2" [id=11, type=dequantize_per_channel]; +"12 _scale_3" [id=12, type=get_attr]; +"13 _zero_point_3" [id=13, type=get_attr]; +"14 _frozen_param3" [id=14, type=get_attr]; +"15 dequantize_per_channel_default_3" [id=15, type=dequantize_per_channel]; +"16 _scale_4" [id=16, type=get_attr]; +"17 _zero_point_4" [id=17, type=get_attr]; +"18 _frozen_param4" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_4" [id=19, type=dequantize_per_channel]; +"20 _scale_5" [id=20, type=get_attr]; +"21 _zero_point_5" [id=21, type=get_attr]; +"22 _frozen_param5" [id=22, type=get_attr]; +"23 dequantize_per_channel_default_5" [id=23, type=dequantize_per_channel]; +"24 _scale_6" [id=24, type=get_attr]; +"25 _zero_point_6" [id=25, type=get_attr]; +"26 _frozen_param6" [id=26, type=get_attr]; +"27 dequantize_per_channel_default_6" [id=27, type=dequantize_per_channel]; +"28 _scale_7" [id=28, type=get_attr]; +"29 _zero_point_7" [id=29, type=get_attr]; +"30 _frozen_param7" [id=30, type=get_attr]; +"31 dequantize_per_channel_default_7" [id=31, type=dequantize_per_channel]; +"32 _scale_8" [id=32, type=get_attr]; +"33 _zero_point_8" [id=33, type=get_attr]; +"34 _frozen_param8" [id=34, type=get_attr]; +"35 dequantize_per_channel_default_8" [id=35, type=dequantize_per_channel]; +"36 _scale_9" [id=36, type=get_attr]; +"37 _zero_point_9" [id=37, type=get_attr]; +"38 _frozen_param9" [id=38, type=get_attr]; +"39 dequantize_per_channel_default_9" [id=39, type=dequantize_per_channel]; +"40 _scale_10" [id=40, type=get_attr]; +"41 _zero_point_10" [id=41, type=get_attr]; +"42 _frozen_param10" [id=42, type=get_attr]; +"43 dequantize_per_channel_default_10" [id=43, type=dequantize_per_channel]; +"44 _scale_11" [id=44, type=get_attr]; +"45 _zero_point_11" [id=45, type=get_attr]; +"46 _frozen_param11" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_11" [id=47, type=dequantize_per_channel]; +"48 _scale_12" [id=48, type=get_attr]; +"49 _zero_point_12" [id=49, type=get_attr]; +"50 _frozen_param12" [id=50, type=get_attr]; +"51 dequantize_per_channel_default_12" [id=51, type=dequantize_per_channel]; +"52 _scale_13" [id=52, type=get_attr]; +"53 _zero_point_13" [id=53, type=get_attr]; +"54 _frozen_param13" [id=54, type=get_attr]; +"55 dequantize_per_channel_default_13" [id=55, type=dequantize_per_channel]; +"56 _scale_14" [id=56, type=get_attr]; +"57 _zero_point_14" [id=57, type=get_attr]; +"58 _frozen_param14" [id=58, type=get_attr]; +"59 dequantize_per_channel_default_14" [id=59, type=dequantize_per_channel]; +"60 _scale_15" [id=60, type=get_attr]; +"61 _zero_point_15" [id=61, type=get_attr]; +"62 _frozen_param15" [id=62, type=get_attr]; 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+"82 _frozen_param20" [id=82, type=get_attr]; +"83 dequantize_per_channel_default_20" [id=83, type=dequantize_per_channel]; +"84 fc_bias" [id=84, type=get_attr]; +"85 x" [id=85, type=input]; +"86 quantize_per_tensor_default" [id=86, type=quantize_per_tensor]; +"87 dequantize_per_tensor_default" [id=87, type=dequantize_per_tensor]; +"88 conv1_weight_bias" [id=88, type=get_attr]; +"89 conv2d" [id=89, type=conv2d]; +"90 relu_" [id=90, type=relu_]; +"91 quantize_per_tensor_default_1" [id=91, type=quantize_per_tensor]; +"92 dequantize_per_tensor_default_1" [id=92, type=dequantize_per_tensor]; +"93 max_pool2d" [id=93, type=max_pool2d]; +"94 layer1_0_conv1_weight_bias" [id=94, type=get_attr]; +"95 conv2d_1" [id=95, type=conv2d]; +"96 relu__1" [id=96, type=relu_]; +"97 quantize_per_tensor_default_2" [id=97, type=quantize_per_tensor]; +"98 dequantize_per_tensor_default_2" [id=98, type=dequantize_per_tensor]; +"99 layer1_0_conv2_weight_bias" [id=99, type=get_attr]; +"100 conv2d_2" [id=100, type=conv2d]; +"101 quantize_per_tensor_default_3" [id=101, type=quantize_per_tensor]; +"102 dequantize_per_tensor_default_3" [id=102, type=dequantize_per_tensor]; +"103 add_" [id=103, type=add_]; +"104 relu__2" [id=104, type=relu_]; +"105 quantize_per_tensor_default_4" [id=105, type=quantize_per_tensor]; +"106 dequantize_per_tensor_default_4" [id=106, type=dequantize_per_tensor]; +"107 dequantize_per_tensor_default_30" [id=107, type=dequantize_per_tensor]; +"108 layer1_1_conv1_weight_bias" [id=108, type=get_attr]; +"109 conv2d_3" [id=109, type=conv2d]; +"110 relu__3" [id=110, type=relu_]; +"111 quantize_per_tensor_default_5" [id=111, type=quantize_per_tensor]; +"112 dequantize_per_tensor_default_5" [id=112, type=dequantize_per_tensor]; +"113 layer1_1_conv2_weight_bias" [id=113, type=get_attr]; +"114 conv2d_4" [id=114, type=conv2d]; +"115 quantize_per_tensor_default_6" [id=115, type=quantize_per_tensor]; +"116 dequantize_per_tensor_default_6" [id=116, type=dequantize_per_tensor]; +"117 add__1" [id=117, type=add_]; +"118 relu__4" [id=118, type=relu_]; +"119 quantize_per_tensor_default_7" [id=119, type=quantize_per_tensor]; +"120 dequantize_per_tensor_default_32" [id=120, type=dequantize_per_tensor]; +"121 dequantize_per_tensor_default_31" [id=121, type=dequantize_per_tensor]; +"122 layer2_0_conv1_weight_bias" [id=122, type=get_attr]; +"123 conv2d_5" [id=123, type=conv2d]; +"124 relu__5" [id=124, type=relu_]; +"125 quantize_per_tensor_default_8" [id=125, type=quantize_per_tensor]; +"126 dequantize_per_tensor_default_8" [id=126, type=dequantize_per_tensor]; +"127 layer2_0_conv2_weight_bias" [id=127, type=get_attr]; +"128 conv2d_6" [id=128, type=conv2d]; +"129 quantize_per_tensor_default_9" [id=129, type=quantize_per_tensor]; +"130 dequantize_per_tensor_default_9" [id=130, type=dequantize_per_tensor]; +"131 layer2_0_downsample_0_weight_bias" [id=131, type=get_attr]; +"132 conv2d_7" [id=132, type=conv2d]; +"133 quantize_per_tensor_default_10" [id=133, type=quantize_per_tensor]; +"134 dequantize_per_tensor_default_10" [id=134, type=dequantize_per_tensor]; +"135 add__2" [id=135, type=add_]; +"136 relu__6" [id=136, type=relu_]; +"137 quantize_per_tensor_default_11" [id=137, type=quantize_per_tensor]; +"138 dequantize_per_tensor_default_11" [id=138, type=dequantize_per_tensor]; +"139 dequantize_per_tensor_default_33" [id=139, type=dequantize_per_tensor]; +"140 layer2_1_conv1_weight_bias" [id=140, type=get_attr]; +"141 conv2d_8" [id=141, type=conv2d]; +"142 relu__7" [id=142, type=relu_]; +"143 quantize_per_tensor_default_12" [id=143, type=quantize_per_tensor]; +"144 dequantize_per_tensor_default_12" [id=144, type=dequantize_per_tensor]; +"145 layer2_1_conv2_weight_bias" [id=145, type=get_attr]; +"146 conv2d_9" [id=146, type=conv2d]; +"147 quantize_per_tensor_default_13" [id=147, type=quantize_per_tensor]; +"148 dequantize_per_tensor_default_13" [id=148, type=dequantize_per_tensor]; +"149 add__3" [id=149, type=add_]; +"150 relu__8" [id=150, type=relu_]; +"151 quantize_per_tensor_default_14" [id=151, type=quantize_per_tensor]; +"152 dequantize_per_tensor_default_35" [id=152, type=dequantize_per_tensor]; +"153 dequantize_per_tensor_default_34" [id=153, type=dequantize_per_tensor]; +"154 layer3_0_conv1_weight_bias" [id=154, type=get_attr]; +"155 conv2d_10" [id=155, type=conv2d]; +"156 relu__9" [id=156, type=relu_]; +"157 quantize_per_tensor_default_15" [id=157, type=quantize_per_tensor]; +"158 dequantize_per_tensor_default_15" [id=158, type=dequantize_per_tensor]; +"159 layer3_0_conv2_weight_bias" [id=159, type=get_attr]; +"160 conv2d_11" [id=160, type=conv2d]; +"161 quantize_per_tensor_default_16" [id=161, type=quantize_per_tensor]; +"162 dequantize_per_tensor_default_16" [id=162, type=dequantize_per_tensor]; +"163 layer3_0_downsample_0_weight_bias" [id=163, type=get_attr]; +"164 conv2d_12" [id=164, type=conv2d]; +"165 quantize_per_tensor_default_17" [id=165, type=quantize_per_tensor]; +"166 dequantize_per_tensor_default_17" [id=166, type=dequantize_per_tensor]; +"167 add__4" [id=167, type=add_]; +"168 relu__10" [id=168, type=relu_]; +"169 quantize_per_tensor_default_18" [id=169, type=quantize_per_tensor]; +"170 dequantize_per_tensor_default_18" [id=170, type=dequantize_per_tensor]; +"171 dequantize_per_tensor_default_36" [id=171, type=dequantize_per_tensor]; +"172 layer3_1_conv1_weight_bias" [id=172, type=get_attr]; +"173 conv2d_13" [id=173, type=conv2d]; +"174 relu__11" [id=174, type=relu_]; +"175 quantize_per_tensor_default_19" [id=175, type=quantize_per_tensor]; +"176 dequantize_per_tensor_default_19" [id=176, type=dequantize_per_tensor]; +"177 layer3_1_conv2_weight_bias" [id=177, type=get_attr]; +"178 conv2d_14" [id=178, type=conv2d]; +"179 quantize_per_tensor_default_20" [id=179, type=quantize_per_tensor]; +"180 dequantize_per_tensor_default_20" [id=180, type=dequantize_per_tensor]; +"181 add__5" [id=181, type=add_]; +"182 relu__12" [id=182, type=relu_]; +"183 quantize_per_tensor_default_21" [id=183, type=quantize_per_tensor]; +"184 dequantize_per_tensor_default_38" [id=184, type=dequantize_per_tensor]; +"185 dequantize_per_tensor_default_37" [id=185, type=dequantize_per_tensor]; +"186 layer4_0_conv1_weight_bias" [id=186, type=get_attr]; +"187 conv2d_15" [id=187, type=conv2d]; +"188 relu__13" [id=188, type=relu_]; +"189 quantize_per_tensor_default_22" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_22" [id=190, type=dequantize_per_tensor]; +"191 layer4_0_conv2_weight_bias" [id=191, type=get_attr]; +"192 conv2d_16" [id=192, type=conv2d]; +"193 quantize_per_tensor_default_23" [id=193, type=quantize_per_tensor]; +"194 dequantize_per_tensor_default_23" [id=194, type=dequantize_per_tensor]; +"195 layer4_0_downsample_0_weight_bias" [id=195, type=get_attr]; +"196 conv2d_17" [id=196, type=conv2d]; +"197 quantize_per_tensor_default_24" [id=197, type=quantize_per_tensor]; +"198 dequantize_per_tensor_default_24" [id=198, type=dequantize_per_tensor]; +"199 add__6" [id=199, type=add_]; +"200 relu__14" [id=200, type=relu_]; +"201 quantize_per_tensor_default_25" [id=201, type=quantize_per_tensor]; +"202 dequantize_per_tensor_default_25" [id=202, type=dequantize_per_tensor]; +"203 dequantize_per_tensor_default_39" [id=203, type=dequantize_per_tensor]; +"204 layer4_1_conv1_weight_bias" [id=204, type=get_attr]; +"205 conv2d_18" [id=205, type=conv2d]; +"206 relu__15" [id=206, type=relu_]; +"207 quantize_per_tensor_default_26" [id=207, type=quantize_per_tensor]; +"208 dequantize_per_tensor_default_26" [id=208, type=dequantize_per_tensor]; +"209 layer4_1_conv2_weight_bias" [id=209, type=get_attr]; +"210 conv2d_19" [id=210, type=conv2d]; +"211 quantize_per_tensor_default_27" [id=211, type=quantize_per_tensor]; +"212 dequantize_per_tensor_default_27" [id=212, type=dequantize_per_tensor]; +"213 add__7" [id=213, type=add_]; +"214 relu__16" [id=214, type=relu_]; +"215 quantize_per_tensor_default_28" [id=215, type=quantize_per_tensor]; +"216 dequantize_per_tensor_default_28" [id=216, type=dequantize_per_tensor]; +"217 adaptive_avg_pool2d" [id=217, type=adaptive_avg_pool2d]; +"218 quantize_per_tensor_default_29" [id=218, type=quantize_per_tensor]; +"219 dequantize_per_tensor_default_29" [id=219, type=dequantize_per_tensor]; +"220 flatten" [id=220, type=flatten]; +"221 linear" [id=221, type=linear]; +"222 output_1" [id=222, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"3 dequantize_per_channel_default" -> "89 conv2d" [label=None, style=solid]; +"4 _scale_1" -> "7 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"5 _zero_point_1" -> "7 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"6 _frozen_param1" -> "7 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"7 dequantize_per_channel_default_1" -> "95 conv2d_1" [label=None, style=solid]; +"8 _scale_2" -> "11 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"9 _zero_point_2" -> "11 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"10 _frozen_param2" -> "11 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"11 dequantize_per_channel_default_2" -> "100 conv2d_2" [label=None, style=solid]; +"12 _scale_3" -> "15 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"13 _zero_point_3" -> "15 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"14 _frozen_param3" -> "15 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"15 dequantize_per_channel_default_3" -> "109 conv2d_3" [label=None, style=solid]; +"16 _scale_4" -> "19 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"17 _zero_point_4" -> "19 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"18 _frozen_param4" -> "19 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"19 dequantize_per_channel_default_4" -> "114 conv2d_4" [label=None, style=solid]; +"20 _scale_5" -> "23 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"21 _zero_point_5" -> "23 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"22 _frozen_param5" -> "23 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"23 dequantize_per_channel_default_5" -> "123 conv2d_5" [label=None, style=solid]; +"24 _scale_6" -> "27 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"25 _zero_point_6" -> "27 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"26 _frozen_param6" -> "27 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"27 dequantize_per_channel_default_6" -> "128 conv2d_6" [label=None, style=solid]; +"28 _scale_7" -> "31 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"29 _zero_point_7" -> "31 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"30 _frozen_param7" -> "31 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"31 dequantize_per_channel_default_7" -> "132 conv2d_7" [label=None, style=solid]; +"32 _scale_8" -> "35 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"33 _zero_point_8" -> "35 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"34 _frozen_param8" -> "35 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"35 dequantize_per_channel_default_8" -> "141 conv2d_8" [label=None, style=solid]; +"36 _scale_9" -> "39 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"37 _zero_point_9" -> "39 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"38 _frozen_param9" -> "39 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"39 dequantize_per_channel_default_9" -> "146 conv2d_9" [label=None, style=solid]; +"40 _scale_10" -> "43 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"41 _zero_point_10" -> "43 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"42 _frozen_param10" -> "43 dequantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; +"43 dequantize_per_channel_default_10" -> "155 conv2d_10" [label=None, style=solid]; +"44 _scale_11" -> "47 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"45 _zero_point_11" -> "47 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"46 _frozen_param11" -> "47 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"47 dequantize_per_channel_default_11" -> "160 conv2d_11" [label=None, style=solid]; +"48 _scale_12" -> "51 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"49 _zero_point_12" -> "51 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"50 _frozen_param12" -> "51 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"51 dequantize_per_channel_default_12" -> "164 conv2d_12" [label=None, style=solid]; +"52 _scale_13" -> "55 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"53 _zero_point_13" -> "55 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"54 _frozen_param13" -> "55 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"55 dequantize_per_channel_default_13" -> "173 conv2d_13" [label=None, style=solid]; +"56 _scale_14" -> "59 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"57 _zero_point_14" -> "59 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"58 _frozen_param14" -> "59 dequantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; +"59 dequantize_per_channel_default_14" -> "178 conv2d_14" [label=None, style=solid]; +"60 _scale_15" -> "63 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"61 _zero_point_15" -> "63 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"62 _frozen_param15" -> "63 dequantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; +"63 dequantize_per_channel_default_15" -> "187 conv2d_15" [label=None, style=solid]; +"64 _scale_16" -> "67 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"65 _zero_point_16" -> "67 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"66 _frozen_param16" -> "67 dequantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; +"67 dequantize_per_channel_default_16" -> "192 conv2d_16" [label=None, style=solid]; +"68 _scale_17" -> "71 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"69 _zero_point_17" -> "71 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"70 _frozen_param17" -> "71 dequantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; +"71 dequantize_per_channel_default_17" -> "196 conv2d_17" [label=None, style=solid]; +"72 _scale_18" -> "75 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"73 _zero_point_18" -> "75 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"74 _frozen_param18" -> "75 dequantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; +"75 dequantize_per_channel_default_18" -> "205 conv2d_18" [label=None, style=solid]; +"76 _scale_19" -> "79 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"77 _zero_point_19" -> "79 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"78 _frozen_param19" -> "79 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"79 dequantize_per_channel_default_19" -> "210 conv2d_19" [label=None, style=solid]; +"80 _scale_20" -> "83 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"81 _zero_point_20" -> "83 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"82 _frozen_param20" -> "83 dequantize_per_channel_default_20" [label="(1000, 512)", style=solid]; +"83 dequantize_per_channel_default_20" -> "221 linear" [label=None, style=solid]; +"84 fc_bias" -> "221 linear" [label="(1000,)", style=solid]; +"85 x" -> "86 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"86 quantize_per_tensor_default" -> "87 dequantize_per_tensor_default" [label=None, style=solid]; +"87 dequantize_per_tensor_default" -> "89 conv2d" [label=None, style=solid]; +"88 conv1_weight_bias" -> "89 conv2d" [label="(64,)", style=solid]; +"89 conv2d" -> "90 relu_" [label="(1, 64, 112, 112)", style=solid]; +"90 relu_" -> "91 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"91 quantize_per_tensor_default_1" -> "92 dequantize_per_tensor_default_1" [label=None, style=solid]; +"92 dequantize_per_tensor_default_1" -> "93 max_pool2d" [label=None, style=solid]; +"93 max_pool2d" -> "95 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"93 max_pool2d" -> "103 add_" [label="(1, 64, 56, 56)", style=solid]; +"94 layer1_0_conv1_weight_bias" -> "95 conv2d_1" [label="(64,)", style=solid]; +"95 conv2d_1" -> "96 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"96 relu__1" -> "97 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"97 quantize_per_tensor_default_2" -> "98 dequantize_per_tensor_default_2" [label=None, style=solid]; +"98 dequantize_per_tensor_default_2" -> "100 conv2d_2" [label=None, style=solid]; +"99 layer1_0_conv2_weight_bias" -> "100 conv2d_2" [label="(64,)", style=solid]; +"100 conv2d_2" -> "101 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"101 quantize_per_tensor_default_3" -> "102 dequantize_per_tensor_default_3" [label=None, style=solid]; +"102 dequantize_per_tensor_default_3" -> "103 add_" [label=None, style=solid]; +"103 add_" -> "104 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"104 relu__2" -> "105 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"105 quantize_per_tensor_default_4" -> "106 dequantize_per_tensor_default_4" [label=None, style=solid]; +"105 quantize_per_tensor_default_4" -> "107 dequantize_per_tensor_default_30" [label=None, style=solid]; +"106 dequantize_per_tensor_default_4" -> "117 add__1" [label=None, style=solid]; +"107 dequantize_per_tensor_default_30" -> "109 conv2d_3" [label=None, style=solid]; +"108 layer1_1_conv1_weight_bias" -> "109 conv2d_3" [label="(64,)", style=solid]; +"109 conv2d_3" -> "110 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"110 relu__3" -> "111 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"111 quantize_per_tensor_default_5" -> "112 dequantize_per_tensor_default_5" [label=None, style=solid]; +"112 dequantize_per_tensor_default_5" -> "114 conv2d_4" [label=None, style=solid]; +"113 layer1_1_conv2_weight_bias" -> "114 conv2d_4" [label="(64,)", style=solid]; +"114 conv2d_4" -> "115 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"115 quantize_per_tensor_default_6" -> "116 dequantize_per_tensor_default_6" [label=None, style=solid]; +"116 dequantize_per_tensor_default_6" -> "117 add__1" [label=None, style=solid]; +"117 add__1" -> "118 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"118 relu__4" -> "119 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"119 quantize_per_tensor_default_7" -> "120 dequantize_per_tensor_default_32" [label=None, style=solid]; +"119 quantize_per_tensor_default_7" -> "121 dequantize_per_tensor_default_31" [label=None, style=solid]; +"120 dequantize_per_tensor_default_32" -> "132 conv2d_7" [label=None, style=solid]; +"121 dequantize_per_tensor_default_31" -> "123 conv2d_5" [label=None, style=solid]; +"122 layer2_0_conv1_weight_bias" -> "123 conv2d_5" [label="(128,)", style=solid]; +"123 conv2d_5" -> "124 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"124 relu__5" -> "125 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"125 quantize_per_tensor_default_8" -> "126 dequantize_per_tensor_default_8" [label=None, style=solid]; +"126 dequantize_per_tensor_default_8" -> "128 conv2d_6" [label=None, style=solid]; +"127 layer2_0_conv2_weight_bias" -> "128 conv2d_6" [label="(128,)", style=solid]; +"128 conv2d_6" -> "129 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"129 quantize_per_tensor_default_9" -> "130 dequantize_per_tensor_default_9" [label=None, style=solid]; +"130 dequantize_per_tensor_default_9" -> "135 add__2" [label=None, style=solid]; +"131 layer2_0_downsample_0_weight_bias" -> "132 conv2d_7" [label="(128,)", style=solid]; +"132 conv2d_7" -> "133 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"133 quantize_per_tensor_default_10" -> "134 dequantize_per_tensor_default_10" [label=None, style=solid]; +"134 dequantize_per_tensor_default_10" -> "135 add__2" [label=None, style=solid]; +"135 add__2" -> "136 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"136 relu__6" -> "137 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"137 quantize_per_tensor_default_11" -> "138 dequantize_per_tensor_default_11" [label=None, style=solid]; +"137 quantize_per_tensor_default_11" -> "139 dequantize_per_tensor_default_33" [label=None, style=solid]; +"138 dequantize_per_tensor_default_11" -> "149 add__3" [label=None, style=solid]; +"139 dequantize_per_tensor_default_33" -> "141 conv2d_8" [label=None, style=solid]; +"140 layer2_1_conv1_weight_bias" -> "141 conv2d_8" [label="(128,)", style=solid]; +"141 conv2d_8" -> "142 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"142 relu__7" -> "143 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"143 quantize_per_tensor_default_12" -> "144 dequantize_per_tensor_default_12" [label=None, style=solid]; +"144 dequantize_per_tensor_default_12" -> "146 conv2d_9" [label=None, style=solid]; +"145 layer2_1_conv2_weight_bias" -> "146 conv2d_9" [label="(128,)", style=solid]; +"146 conv2d_9" -> "147 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"147 quantize_per_tensor_default_13" -> "148 dequantize_per_tensor_default_13" [label=None, style=solid]; +"148 dequantize_per_tensor_default_13" -> "149 add__3" [label=None, style=solid]; +"149 add__3" -> "150 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"150 relu__8" -> "151 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"151 quantize_per_tensor_default_14" -> "152 dequantize_per_tensor_default_35" [label=None, style=solid]; +"151 quantize_per_tensor_default_14" -> "153 dequantize_per_tensor_default_34" [label=None, style=solid]; +"152 dequantize_per_tensor_default_35" -> "164 conv2d_12" [label=None, style=solid]; +"153 dequantize_per_tensor_default_34" -> "155 conv2d_10" [label=None, style=solid]; +"154 layer3_0_conv1_weight_bias" -> "155 conv2d_10" [label="(256,)", style=solid]; +"155 conv2d_10" -> "156 relu__9" [label="(1, 256, 14, 14)", style=solid]; +"156 relu__9" -> "157 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"157 quantize_per_tensor_default_15" -> "158 dequantize_per_tensor_default_15" [label=None, style=solid]; +"158 dequantize_per_tensor_default_15" -> "160 conv2d_11" [label=None, style=solid]; +"159 layer3_0_conv2_weight_bias" -> "160 conv2d_11" [label="(256,)", style=solid]; +"160 conv2d_11" -> "161 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; +"161 quantize_per_tensor_default_16" -> "162 dequantize_per_tensor_default_16" [label=None, style=solid]; +"162 dequantize_per_tensor_default_16" -> "167 add__4" [label=None, style=solid]; +"163 layer3_0_downsample_0_weight_bias" -> "164 conv2d_12" [label="(256,)", style=solid]; +"164 conv2d_12" -> "165 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"165 quantize_per_tensor_default_17" -> "166 dequantize_per_tensor_default_17" [label=None, style=solid]; +"166 dequantize_per_tensor_default_17" -> "167 add__4" [label=None, style=solid]; +"167 add__4" -> "168 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"168 relu__10" -> "169 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_18" -> "170 dequantize_per_tensor_default_18" [label=None, style=solid]; +"169 quantize_per_tensor_default_18" -> "171 dequantize_per_tensor_default_36" [label=None, style=solid]; +"170 dequantize_per_tensor_default_18" -> "181 add__5" [label=None, style=solid]; +"171 dequantize_per_tensor_default_36" -> "173 conv2d_13" [label=None, style=solid]; +"172 layer3_1_conv1_weight_bias" -> "173 conv2d_13" [label="(256,)", style=solid]; +"173 conv2d_13" -> "174 relu__11" [label="(1, 256, 14, 14)", style=solid]; +"174 relu__11" -> "175 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"175 quantize_per_tensor_default_19" -> 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[label="(1000, 768)", style=solid]; +"582 dequantize_per_channel_default_100" -> "2306 linear_147" [label=None, style=solid]; +"583 head_bias" -> "2306 linear_147" [label="(1000,)", style=solid]; +"584 x" -> "585 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"585 quantize_per_tensor_default" -> "586 dequantize_per_tensor_default" [label=None, style=solid]; +"586 dequantize_per_tensor_default" -> "587 conv2d" [label=None, style=solid]; +"587 conv2d" -> "588 permute" [label="(1, 96, 56, 56)", style=solid]; +"588 permute" -> "589 layer_norm" [label="(1, 56, 56, 96)", style=solid]; +"589 layer_norm" -> "590 quantize_per_tensor_default_1" [label="(1, 56, 56, 96)", style=solid]; +"589 layer_norm" -> "636 add_1" [label="(1, 56, 56, 96)", style=solid]; +"590 quantize_per_tensor_default_1" -> "591 dequantize_per_tensor_default_1" [label=None, style=solid]; +"591 dequantize_per_tensor_default_1" -> "593 pad" [label=None, style=solid]; +"592 _frozen_param0" -> "620 add" [label="(1, 3, 64, 64)", style=solid]; +"593 pad" -> "594 view_2" [label="(1, 56, 56, 96)", style=solid]; +"594 view_2" -> "595 permute_2" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"595 permute_2" -> "596 reshape" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"596 reshape" -> "598 linear_2" [label="(49, 64, 96)", style=solid]; +"597 _frozen_param1" -> "598 linear_2" [label="(288,)", style=solid]; +"598 linear_2" -> "599 reshape_1" [label="(49, 64, 288)", style=solid]; +"599 reshape_1" -> "600 permute_3" [label="(49, 64, 3, 3, 32)", style=solid]; +"600 permute_3" -> "601 select" [label="(3, 49, 3, 64, 32)", style=solid]; +"600 permute_3" -> "602 select_1" [label="(3, 49, 3, 64, 32)", style=solid]; +"600 permute_3" -> "603 select_2" [label="(3, 49, 3, 64, 32)", style=solid]; +"601 select" -> "604 linalg_vector_norm" [label="(49, 3, 64, 32)", style=solid]; +"601 select" -> "606 expand_as" [label="(49, 3, 64, 32)", style=solid]; +"601 select" -> "607 div" [label="(49, 3, 64, 32)", 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style=solid]; +"666 div_2" -> "667 quantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; +"667 quantize_per_tensor_default_8" -> "668 dequantize_per_tensor_default_8" [label=None, style=solid]; +"668 dequantize_per_tensor_default_8" -> "676 matmul_2" [label=None, style=solid]; +"669 linalg_vector_norm_3" -> "670 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; +"670 clamp_min_3" -> "671 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; +"671 expand_as_3" -> "672 div_3" [label="(49, 3, 64, 32)", style=solid]; +"672 div_3" -> "673 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"673 quantize_per_tensor_default_9" -> "674 dequantize_per_tensor_default_9" [label=None, style=solid]; +"674 dequantize_per_tensor_default_9" -> "675 transpose_2" [label=None, style=solid]; +"675 transpose_2" -> "676 matmul_2" [label="(49, 3, 32, 64)", style=solid]; +"676 matmul_2" -> "678 mul_3" [label="(49, 3, 64, 64)", style=solid]; +"677 _frozen_param7" -> "678 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style=solid]; +"747 permute_11" -> "748 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"748 reshape_9" -> "750 linear_15" [label="(16, 64, 192)", style=solid]; +"749 _frozen_param18" -> "750 linear_15" [label="(576,)", style=solid]; +"750 linear_15" -> "751 reshape_10" [label="(16, 64, 576)", style=solid]; +"751 reshape_10" -> "752 permute_12" [label="(16, 64, 3, 6, 32)", style=solid]; +"752 permute_12" -> "753 select_6" [label="(3, 16, 6, 64, 32)", style=solid]; +"752 permute_12" -> "754 select_7" [label="(3, 16, 6, 64, 32)", style=solid]; +"752 permute_12" -> "755 select_8" [label="(3, 16, 6, 64, 32)", style=solid]; +"753 select_6" -> "756 linalg_vector_norm_4" [label="(16, 6, 64, 32)", style=solid]; +"753 select_6" -> "758 expand_as_4" [label="(16, 6, 64, 32)", style=solid]; +"753 select_6" -> "759 div_4" [label="(16, 6, 64, 32)", style=solid]; +"754 select_7" -> "762 linalg_vector_norm_5" [label="(16, 6, 64, 32)", style=solid]; +"754 select_7" -> "764 expand_as_5" 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style=solid]; +"790 layer_norm_6" -> "791 add_8" [label="(1, 28, 28, 192)", style=solid]; +"791 add_8" -> "792 quantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; +"791 add_8" -> "802 add_9" [label="(1, 28, 28, 192)", style=solid]; +"792 quantize_per_tensor_default_18" -> "793 dequantize_per_tensor_default_18" [label=None, style=solid]; +"793 dequantize_per_tensor_default_18" -> "794 linear_17" [label=None, style=solid]; +"794 linear_17" -> "795 gelu_2" [label="(1, 28, 28, 768)", style=solid]; +"795 gelu_2" -> "796 quantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; +"796 quantize_per_tensor_default_19" -> "797 dequantize_per_tensor_default_19" [label=None, style=solid]; +"797 dequantize_per_tensor_default_19" -> "798 dropout_10" [label=None, style=solid]; +"798 dropout_10" -> "799 linear_18" [label="(1, 28, 28, 768)", style=solid]; +"799 linear_18" -> "800 dropout_11" [label="(1, 28, 28, 192)", style=solid]; +"800 dropout_11" -> "801 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[label="(4, 12, 64, 64)", style=solid]; +"1213 matmul_17" -> "1214 quantize_per_tensor_default_54" [label="(4, 12, 64, 32)", style=solid]; +"1214 quantize_per_tensor_default_54" -> "1215 dequantize_per_tensor_default_54" [label=None, style=solid]; +"1215 dequantize_per_tensor_default_54" -> "1216 transpose_17" [label=None, style=solid]; +"1216 transpose_17" -> "1217 reshape_38" [label="(4, 64, 12, 32)", style=solid]; +"1217 reshape_38" -> "1218 linear_53" [label="(4, 64, 384)", style=solid]; +"1218 linear_53" -> "1219 dropout_33" [label="(4, 64, 384)", style=solid]; +"1219 dropout_33" -> "1220 view_47" [label="(4, 64, 384)", style=solid]; +"1220 view_47" -> "1221 permute_40" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1221 permute_40" -> "1222 reshape_39" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1222 reshape_39" -> "1223 slice_134" [label="(1, 16, 16, 384)", style=solid]; +"1223 slice_134" -> "1224 slice_135" [label="(1, 16, 16, 384)", style=solid]; +"1224 slice_135" -> "1225 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[label="(1, 16, 16, 384)", style=solid]; +"1943 roll_18" -> "1944 view_105" [label="(1, 16, 16, 384)", style=solid]; +"1944 view_105" -> "1945 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1945 permute_87" -> "1946 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1946 reshape_85" -> "1947 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"1946 reshape_85" -> "1973 new_zeros_9" [label="(4, 64, 384)", style=solid]; +"1947 quantize_per_tensor_default_117" -> "1948 dequantize_per_tensor_default_117" [label=None, style=solid]; +"1948 dequantize_per_tensor_default_117" -> "1950 linear_118" [label=None, style=solid]; +"1949 _frozen_param158" -> "1950 linear_118" [label="(1152,)", style=solid]; +"1950 linear_118" -> "1951 reshape_86" [label="(4, 64, 1152)", style=solid]; +"1951 reshape_86" -> "1952 permute_88" [label="(4, 64, 3, 12, 32)", style=solid]; +"1952 permute_88" -> "1953 select_57" [label="(3, 4, 12, 64, 32)", style=solid]; +"1952 permute_88" -> "1954 select_58" [label="(3, 4, 12, 64, 32)", style=solid]; +"1952 permute_88" -> "1955 select_59" [label="(3, 4, 12, 64, 32)", style=solid]; +"1953 select_57" -> "1956 linalg_vector_norm_38" [label="(4, 12, 64, 32)", style=solid]; +"1953 select_57" -> "1958 expand_as_38" [label="(4, 12, 64, 32)", style=solid]; +"1953 select_57" -> "1959 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1954 select_58" -> "1962 linalg_vector_norm_39" [label="(4, 12, 64, 32)", style=solid]; +"1954 select_58" -> "1964 expand_as_39" [label="(4, 12, 64, 32)", style=solid]; +"1954 select_58" -> "1965 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1955 select_59" -> "1991 matmul_39" [label="(4, 12, 64, 32)", style=solid]; +"1956 linalg_vector_norm_38" -> "1957 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; +"1957 clamp_min_38" -> "1958 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; +"1958 expand_as_38" -> "1959 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1959 div_38" -> "1960 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"1960 quantize_per_tensor_default_118" -> "1961 dequantize_per_tensor_default_118" [label=None, style=solid]; +"1961 dequantize_per_tensor_default_118" -> "1969 matmul_38" [label=None, style=solid]; +"1962 linalg_vector_norm_39" -> "1963 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; +"1963 clamp_min_39" -> "1964 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; +"1964 expand_as_39" -> "1965 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1965 div_39" -> "1966 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"1966 quantize_per_tensor_default_119" -> "1967 dequantize_per_tensor_default_119" [label=None, style=solid]; +"1967 dequantize_per_tensor_default_119" -> "1968 transpose_38" [label=None, style=solid]; +"1968 transpose_38" -> "1969 matmul_38" [label="(4, 12, 32, 64)", style=solid]; +"1969 matmul_38" -> "1971 mul_39" [label="(4, 12, 64, 64)", style=solid]; +"1970 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style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/synthetic_transformer.dot new file mode 100644 index 00000000000..ef95b18fdfa --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/synthetic_transformer.dot @@ -0,0 +1,41 @@ +strict digraph { +"0 wte_weight" [id=0, type=get_attr]; +"1 _scale_0" [id=1, type=get_attr]; +"2 _zero_point_0" [id=2, type=get_attr]; +"3 _frozen_param0" [id=3, type=get_attr]; +"4 dequantize_per_channel_default" [id=4, type=dequantize_per_channel]; +"5 linear_bias" [id=5, type=get_attr]; +"6 _scale_1" [id=6, type=get_attr]; +"7 _zero_point_1" [id=7, type=get_attr]; +"8 _frozen_param1" [id=8, type=get_attr]; +"9 dequantize_per_channel_default_1" [id=9, type=dequantize_per_channel]; +"10 lm_head_bias" [id=10, 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"19 output_1" [label="(5, 10)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/unet.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/unet.dot new file mode 100644 index 00000000000..6c7e8e88eff --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/unet.dot @@ -0,0 +1,461 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param0" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 down_path_0_block_0_bias" [id=4, type=get_attr]; +"5 _scale_1" [id=5, type=get_attr]; +"6 _zero_point_1" [id=6, type=get_attr]; +"7 _frozen_param1" [id=7, type=get_attr]; +"8 dequantize_per_channel_default_1" [id=8, type=dequantize_per_channel]; +"9 down_path_0_block_3_bias" [id=9, type=get_attr]; +"10 _scale_2" [id=10, 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type=dequantize_per_tensor]; +"178 conv_transpose2d_1" [id=178, type=conv_transpose2d]; +"179 quantize_per_tensor_default_14" [id=179, type=quantize_per_tensor]; +"180 dequantize_per_tensor_default_14" [id=180, type=dequantize_per_tensor]; +"181 slice_5" [id=181, type=slice]; +"182 slice_6" [id=182, type=slice]; +"183 slice_7" [id=183, type=slice]; +"184 slice_8" [id=184, type=slice]; +"185 cat_1" [id=185, type=cat]; +"186 conv2d_12" [id=186, type=conv2d]; +"187 relu_12" [id=187, type=relu]; +"188 quantize_per_tensor_default_15" [id=188, type=quantize_per_tensor]; +"189 dequantize_per_tensor_default_15" [id=189, type=dequantize_per_tensor]; +"190 conv2d_13" [id=190, type=conv2d]; +"191 relu_13" [id=191, type=relu]; +"192 quantize_per_tensor_default_16" [id=192, type=quantize_per_tensor]; +"193 dequantize_per_tensor_default_16" [id=193, type=dequantize_per_tensor]; +"194 conv_transpose2d_2" [id=194, type=conv_transpose2d]; +"195 quantize_per_tensor_default_17" [id=195, type=quantize_per_tensor]; +"196 dequantize_per_tensor_default_17" [id=196, type=dequantize_per_tensor]; +"197 slice_9" [id=197, type=slice]; +"198 slice_10" [id=198, type=slice]; +"199 slice_11" [id=199, type=slice]; +"200 slice_12" [id=200, type=slice]; +"201 cat_2" [id=201, type=cat]; +"202 conv2d_14" [id=202, type=conv2d]; +"203 relu_14" [id=203, type=relu]; +"204 quantize_per_tensor_default_18" [id=204, type=quantize_per_tensor]; +"205 dequantize_per_tensor_default_18" [id=205, type=dequantize_per_tensor]; +"206 conv2d_15" [id=206, type=conv2d]; +"207 relu_15" [id=207, type=relu]; +"208 quantize_per_tensor_default_19" [id=208, type=quantize_per_tensor]; +"209 dequantize_per_tensor_default_19" [id=209, type=dequantize_per_tensor]; +"210 conv_transpose2d_3" [id=210, type=conv_transpose2d]; +"211 quantize_per_tensor_default_20" [id=211, type=quantize_per_tensor]; +"212 dequantize_per_tensor_default_20" [id=212, type=dequantize_per_tensor]; +"213 slice_13" [id=213, type=slice]; +"214 slice_14" [id=214, type=slice]; +"215 slice_15" [id=215, type=slice]; +"216 slice_16" [id=216, type=slice]; +"217 cat_3" [id=217, type=cat]; +"218 conv2d_16" [id=218, type=conv2d]; +"219 relu_16" [id=219, type=relu]; +"220 quantize_per_tensor_default_21" [id=220, type=quantize_per_tensor]; +"221 dequantize_per_tensor_default_21" [id=221, type=dequantize_per_tensor]; +"222 conv2d_17" [id=222, type=conv2d]; +"223 relu_17" [id=223, type=relu]; +"224 quantize_per_tensor_default_22" [id=224, type=quantize_per_tensor]; +"225 dequantize_per_tensor_default_22" [id=225, type=dequantize_per_tensor]; +"226 conv2d_18" [id=226, type=conv2d]; +"227 output_1" [id=227, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"3 dequantize_per_channel_default" -> "118 conv2d" [label=None, style=solid]; +"4 down_path_0_block_0_bias" -> "118 conv2d" [label="(64,)", style=solid]; +"5 _scale_1" -> "8 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"6 _zero_point_1" -> "8 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"7 _frozen_param1" -> "8 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"8 dequantize_per_channel_default_1" -> "122 conv2d_1" [label=None, style=solid]; +"9 down_path_0_block_3_bias" -> "122 conv2d_1" [label="(64,)", style=solid]; +"10 _scale_2" -> "13 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"11 _zero_point_2" -> "13 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"12 _frozen_param2" -> "13 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"13 dequantize_per_channel_default_2" -> "127 conv2d_2" [label=None, style=solid]; +"14 down_path_1_block_0_bias" -> "127 conv2d_2" [label="(128,)", style=solid]; +"15 _scale_3" -> "18 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"16 _zero_point_3" -> "18 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"17 _frozen_param3" -> "18 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"18 dequantize_per_channel_default_3" -> "131 conv2d_3" [label=None, style=solid]; +"19 down_path_1_block_3_bias" -> "131 conv2d_3" [label="(128,)", style=solid]; +"20 _scale_4" -> "23 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"21 _zero_point_4" -> "23 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"22 _frozen_param4" -> "23 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"23 dequantize_per_channel_default_4" -> "136 conv2d_4" [label=None, style=solid]; +"24 down_path_2_block_0_bias" -> "136 conv2d_4" [label="(256,)", style=solid]; +"25 _scale_5" -> "28 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"26 _zero_point_5" -> "28 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"27 _frozen_param5" -> "28 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"28 dequantize_per_channel_default_5" -> "140 conv2d_5" [label=None, style=solid]; +"29 down_path_2_block_3_bias" -> "140 conv2d_5" [label="(256,)", style=solid]; +"30 _scale_6" -> "33 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"31 _zero_point_6" -> "33 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"32 _frozen_param6" -> "33 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"33 dequantize_per_channel_default_6" -> "145 conv2d_6" [label=None, style=solid]; +"34 down_path_3_block_0_bias" -> "145 conv2d_6" [label="(512,)", style=solid]; +"35 _scale_7" -> "38 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"36 _zero_point_7" -> "38 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"37 _frozen_param7" -> "38 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"38 dequantize_per_channel_default_7" -> "149 conv2d_7" [label=None, style=solid]; +"39 down_path_3_block_3_bias" -> "149 conv2d_7" [label="(512,)", style=solid]; +"40 _scale_8" -> "43 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"41 _zero_point_8" -> "43 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"42 _frozen_param8" -> "43 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"43 dequantize_per_channel_default_8" -> "154 conv2d_8" [label=None, style=solid]; +"44 down_path_4_block_0_bias" -> "154 conv2d_8" [label="(1024,)", style=solid]; +"45 _scale_9" -> "48 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"46 _zero_point_9" -> "48 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"47 _frozen_param9" -> "48 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"48 dequantize_per_channel_default_9" -> "158 conv2d_9" [label=None, style=solid]; +"49 down_path_4_block_3_bias" -> "158 conv2d_9" [label="(1024,)", style=solid]; +"50 _scale_10" -> "53 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"51 _zero_point_10" -> "53 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"52 _frozen_param10" -> "53 dequantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; +"53 dequantize_per_channel_default_10" -> "162 conv_transpose2d" [label=None, style=solid]; +"54 up_path_0_up_bias" -> "162 conv_transpose2d" [label="(512,)", style=solid]; +"55 _scale_11" -> "58 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"56 _zero_point_11" -> "58 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"57 _frozen_param11" -> "58 dequantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; +"58 dequantize_per_channel_default_11" -> "170 conv2d_10" [label=None, style=solid]; +"59 up_path_0_conv_block_block_0_bias" -> "170 conv2d_10" [label="(512,)", style=solid]; +"60 _scale_12" -> "63 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"61 _zero_point_12" -> "63 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"62 _frozen_param12" -> "63 dequantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; +"63 dequantize_per_channel_default_12" -> "174 conv2d_11" [label=None, style=solid]; +"64 up_path_0_conv_block_block_3_bias" -> "174 conv2d_11" [label="(512,)", style=solid]; +"65 _scale_13" -> "68 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"66 _zero_point_13" -> "68 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"67 _frozen_param13" -> "68 dequantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; +"68 dequantize_per_channel_default_13" -> "178 conv_transpose2d_1" [label=None, style=solid]; +"69 up_path_1_up_bias" -> "178 conv_transpose2d_1" [label="(256,)", style=solid]; +"70 _scale_14" -> "73 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"71 _zero_point_14" -> "73 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"72 _frozen_param14" -> "73 dequantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; +"73 dequantize_per_channel_default_14" -> "186 conv2d_12" [label=None, style=solid]; +"74 up_path_1_conv_block_block_0_bias" -> "186 conv2d_12" [label="(256,)", style=solid]; +"75 _scale_15" -> "78 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"76 _zero_point_15" -> "78 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"77 _frozen_param15" -> "78 dequantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; +"78 dequantize_per_channel_default_15" -> "190 conv2d_13" [label=None, style=solid]; +"79 up_path_1_conv_block_block_3_bias" -> "190 conv2d_13" [label="(256,)", style=solid]; +"80 _scale_16" -> "83 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"81 _zero_point_16" -> "83 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"82 _frozen_param16" -> "83 dequantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; +"83 dequantize_per_channel_default_16" -> "194 conv_transpose2d_2" [label=None, style=solid]; +"84 up_path_2_up_bias" -> "194 conv_transpose2d_2" [label="(128,)", style=solid]; +"85 _scale_17" -> "88 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"86 _zero_point_17" -> "88 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"87 _frozen_param17" -> "88 dequantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; +"88 dequantize_per_channel_default_17" -> "202 conv2d_14" [label=None, style=solid]; +"89 up_path_2_conv_block_block_0_bias" -> "202 conv2d_14" [label="(128,)", style=solid]; +"90 _scale_18" -> "93 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"91 _zero_point_18" -> "93 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"92 _frozen_param18" -> "93 dequantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; +"93 dequantize_per_channel_default_18" -> "206 conv2d_15" [label=None, style=solid]; +"94 up_path_2_conv_block_block_3_bias" -> "206 conv2d_15" [label="(128,)", style=solid]; +"95 _scale_19" -> "98 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"96 _zero_point_19" -> "98 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"97 _frozen_param19" -> "98 dequantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; +"98 dequantize_per_channel_default_19" -> "210 conv_transpose2d_3" [label=None, style=solid]; +"99 up_path_3_up_bias" -> "210 conv_transpose2d_3" [label="(64,)", style=solid]; +"100 _scale_20" -> "103 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"101 _zero_point_20" -> "103 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"102 _frozen_param20" -> "103 dequantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; +"103 dequantize_per_channel_default_20" -> "218 conv2d_16" [label=None, style=solid]; +"104 up_path_3_conv_block_block_0_bias" -> "218 conv2d_16" [label="(64,)", style=solid]; +"105 _scale_21" -> "108 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"106 _zero_point_21" -> "108 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"107 _frozen_param21" -> "108 dequantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; +"108 dequantize_per_channel_default_21" -> "222 conv2d_17" [label=None, style=solid]; +"109 up_path_3_conv_block_block_3_bias" -> "222 conv2d_17" [label="(64,)", style=solid]; +"110 _scale_22" -> "113 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"111 _zero_point_22" -> "113 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"112 _frozen_param22" -> "113 dequantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; +"113 dequantize_per_channel_default_22" -> "226 conv2d_18" [label=None, style=solid]; +"114 last_bias" -> "226 conv2d_18" [label="(12,)", style=solid]; +"115 x" -> "116 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"116 quantize_per_tensor_default" -> "117 dequantize_per_tensor_default" [label=None, style=solid]; +"117 dequantize_per_tensor_default" -> "118 conv2d" [label=None, style=solid]; +"118 conv2d" -> "119 relu" [label="(1, 64, 222, 222)", style=solid]; +"119 relu" -> "120 quantize_per_tensor_default_1" [label="(1, 64, 222, 222)", style=solid]; +"120 quantize_per_tensor_default_1" -> "121 dequantize_per_tensor_default_1" [label=None, style=solid]; +"121 dequantize_per_tensor_default_1" -> "122 conv2d_1" [label=None, style=solid]; +"122 conv2d_1" -> "123 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"123 relu_1" -> "124 quantize_per_tensor_default_2" [label="(1, 64, 220, 220)", style=solid]; +"124 quantize_per_tensor_default_2" -> "125 dequantize_per_tensor_default_2" [label=None, style=solid]; +"125 dequantize_per_tensor_default_2" -> "126 max_pool2d" [label=None, style=solid]; +"125 dequantize_per_tensor_default_2" -> "213 slice_13" [label=None, style=solid]; +"126 max_pool2d" -> "127 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"127 conv2d_2" -> "128 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"128 relu_2" -> "129 quantize_per_tensor_default_3" [label="(1, 128, 108, 108)", style=solid]; +"129 quantize_per_tensor_default_3" -> "130 dequantize_per_tensor_default_3" [label=None, style=solid]; +"130 dequantize_per_tensor_default_3" -> "131 conv2d_3" [label=None, style=solid]; +"131 conv2d_3" -> "132 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"132 relu_3" -> "133 quantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; +"133 quantize_per_tensor_default_4" -> "134 dequantize_per_tensor_default_4" [label=None, style=solid]; +"134 dequantize_per_tensor_default_4" -> "135 max_pool2d_1" [label=None, style=solid]; +"134 dequantize_per_tensor_default_4" -> "197 slice_9" [label=None, style=solid]; +"135 max_pool2d_1" -> "136 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"136 conv2d_4" -> "137 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"137 relu_4" -> "138 quantize_per_tensor_default_5" [label="(1, 256, 51, 51)", style=solid]; +"138 quantize_per_tensor_default_5" -> "139 dequantize_per_tensor_default_5" [label=None, style=solid]; +"139 dequantize_per_tensor_default_5" -> "140 conv2d_5" [label=None, style=solid]; +"140 conv2d_5" -> "141 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"141 relu_5" -> "142 quantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; +"142 quantize_per_tensor_default_6" -> "143 dequantize_per_tensor_default_6" [label=None, style=solid]; +"143 dequantize_per_tensor_default_6" -> "144 max_pool2d_2" [label=None, style=solid]; +"143 dequantize_per_tensor_default_6" -> "181 slice_5" [label=None, style=solid]; +"144 max_pool2d_2" -> "145 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"145 conv2d_6" -> "146 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"146 relu_6" -> "147 quantize_per_tensor_default_7" [label="(1, 512, 22, 22)", style=solid]; +"147 quantize_per_tensor_default_7" -> "148 dequantize_per_tensor_default_7" [label=None, style=solid]; +"148 dequantize_per_tensor_default_7" -> "149 conv2d_7" [label=None, style=solid]; +"149 conv2d_7" -> "150 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"150 relu_7" -> "151 quantize_per_tensor_default_8" [label="(1, 512, 20, 20)", style=solid]; +"151 quantize_per_tensor_default_8" -> "152 dequantize_per_tensor_default_8" [label=None, style=solid]; +"152 dequantize_per_tensor_default_8" -> "153 max_pool2d_3" [label=None, style=solid]; +"152 dequantize_per_tensor_default_8" -> "165 slice_1" [label=None, style=solid]; +"153 max_pool2d_3" -> "154 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"154 conv2d_8" -> "155 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"155 relu_8" -> "156 quantize_per_tensor_default_9" [label="(1, 1024, 8, 8)", style=solid]; +"156 quantize_per_tensor_default_9" -> "157 dequantize_per_tensor_default_9" [label=None, style=solid]; +"157 dequantize_per_tensor_default_9" -> "158 conv2d_9" [label=None, style=solid]; +"158 conv2d_9" -> "159 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"159 relu_9" -> "160 quantize_per_tensor_default_10" [label="(1, 1024, 6, 6)", style=solid]; +"160 quantize_per_tensor_default_10" -> "161 dequantize_per_tensor_default_10" [label=None, style=solid]; +"161 dequantize_per_tensor_default_10" -> "162 conv_transpose2d" [label=None, style=solid]; +"162 conv_transpose2d" -> "163 quantize_per_tensor_default_11" [label="(1, 512, 12, 12)", style=solid]; +"163 quantize_per_tensor_default_11" -> "164 dequantize_per_tensor_default_11" [label=None, style=solid]; +"164 dequantize_per_tensor_default_11" -> "169 cat" [label=None, style=solid]; +"165 slice_1" -> "166 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"166 slice_2" -> "167 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"167 slice_3" -> "168 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"168 slice_4" -> "169 cat" [label="(1, 512, 12, 12)", style=solid]; +"169 cat" -> "170 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"170 conv2d_10" -> "171 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"171 relu_10" -> "172 quantize_per_tensor_default_12" [label="(1, 512, 10, 10)", style=solid]; +"172 quantize_per_tensor_default_12" -> "173 dequantize_per_tensor_default_12" [label=None, style=solid]; +"173 dequantize_per_tensor_default_12" -> "174 conv2d_11" [label=None, style=solid]; +"174 conv2d_11" -> "175 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"175 relu_11" -> "176 quantize_per_tensor_default_13" [label="(1, 512, 8, 8)", style=solid]; +"176 quantize_per_tensor_default_13" -> "177 dequantize_per_tensor_default_13" [label=None, style=solid]; +"177 dequantize_per_tensor_default_13" -> "178 conv_transpose2d_1" [label=None, style=solid]; +"178 conv_transpose2d_1" -> "179 quantize_per_tensor_default_14" [label="(1, 256, 16, 16)", style=solid]; +"179 quantize_per_tensor_default_14" -> "180 dequantize_per_tensor_default_14" [label=None, style=solid]; +"180 dequantize_per_tensor_default_14" -> "185 cat_1" [label=None, style=solid]; +"181 slice_5" -> "182 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"182 slice_6" -> "183 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"183 slice_7" -> "184 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"184 slice_8" -> "185 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"185 cat_1" -> "186 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"186 conv2d_12" -> "187 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"187 relu_12" -> "188 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"188 quantize_per_tensor_default_15" -> "189 dequantize_per_tensor_default_15" [label=None, style=solid]; +"189 dequantize_per_tensor_default_15" -> "190 conv2d_13" [label=None, style=solid]; +"190 conv2d_13" -> "191 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"191 relu_13" -> "192 quantize_per_tensor_default_16" [label="(1, 256, 12, 12)", style=solid]; +"192 quantize_per_tensor_default_16" -> "193 dequantize_per_tensor_default_16" [label=None, style=solid]; +"193 dequantize_per_tensor_default_16" -> "194 conv_transpose2d_2" [label=None, style=solid]; +"194 conv_transpose2d_2" -> "195 quantize_per_tensor_default_17" [label="(1, 128, 24, 24)", style=solid]; +"195 quantize_per_tensor_default_17" -> "196 dequantize_per_tensor_default_17" [label=None, style=solid]; +"196 dequantize_per_tensor_default_17" -> "201 cat_2" [label=None, style=solid]; +"197 slice_9" -> "198 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"198 slice_10" -> "199 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"199 slice_11" -> "200 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"200 slice_12" -> "201 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"201 cat_2" -> "202 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"202 conv2d_14" -> "203 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"203 relu_14" -> "204 quantize_per_tensor_default_18" [label="(1, 128, 22, 22)", style=solid]; +"204 quantize_per_tensor_default_18" -> "205 dequantize_per_tensor_default_18" [label=None, style=solid]; +"205 dequantize_per_tensor_default_18" -> "206 conv2d_15" [label=None, style=solid]; +"206 conv2d_15" -> "207 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"207 relu_15" -> "208 quantize_per_tensor_default_19" [label="(1, 128, 20, 20)", style=solid]; +"208 quantize_per_tensor_default_19" -> "209 dequantize_per_tensor_default_19" [label=None, style=solid]; +"209 dequantize_per_tensor_default_19" -> "210 conv_transpose2d_3" [label=None, style=solid]; +"210 conv_transpose2d_3" -> "211 quantize_per_tensor_default_20" [label="(1, 64, 40, 40)", style=solid]; +"211 quantize_per_tensor_default_20" -> "212 dequantize_per_tensor_default_20" [label=None, style=solid]; +"212 dequantize_per_tensor_default_20" -> "217 cat_3" [label=None, style=solid]; +"213 slice_13" -> "214 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"214 slice_14" -> "215 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"215 slice_15" -> "216 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"216 slice_16" -> "217 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"217 cat_3" -> "218 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"218 conv2d_16" -> "219 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"219 relu_16" -> "220 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"220 quantize_per_tensor_default_21" -> "221 dequantize_per_tensor_default_21" [label=None, style=solid]; +"221 dequantize_per_tensor_default_21" -> "222 conv2d_17" [label=None, style=solid]; +"222 conv2d_17" -> "223 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"223 relu_17" -> "224 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"224 quantize_per_tensor_default_22" -> "225 dequantize_per_tensor_default_22" [label=None, style=solid]; +"225 dequantize_per_tensor_default_22" -> "226 conv2d_18" [label=None, style=solid]; +"226 conv2d_18" -> "227 output_1" [label="(1, 12, 36, 36)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot new file mode 100644 index 00000000000..c54eee713de --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot @@ -0,0 +1,1789 @@ +strict digraph { +"0 encoder_pos_embedding" [id=0, type=get_attr]; +"1 _scale_0" [id=1, type=get_attr]; +"2 _zero_point_0" [id=2, type=get_attr]; +"3 _frozen_param1" [id=3, type=get_attr]; +"4 dequantize_per_channel_default" [id=4, type=dequantize_per_channel]; +"5 conv_proj_bias" [id=5, type=get_attr]; +"6 encoder_layers_encoder_layer_0_ln_1_weight" [id=6, type=get_attr]; +"7 encoder_layers_encoder_layer_0_ln_1_bias" [id=7, type=get_attr]; +"8 _scale_1" [id=8, type=get_attr]; +"9 _zero_point_1" [id=9, type=get_attr]; +"10 _frozen_param2" [id=10, type=get_attr]; +"11 dequantize_per_channel_default_1" [id=11, type=dequantize_per_channel]; +"12 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" [id=12, type=get_attr]; +"13 _scale_2" [id=13, type=get_attr]; +"14 _zero_point_2" [id=14, type=get_attr]; +"15 _frozen_param3" [id=15, type=get_attr]; +"16 dequantize_per_channel_default_2" [id=16, type=dequantize_per_channel]; +"17 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" [id=17, type=get_attr]; +"18 encoder_layers_encoder_layer_0_ln_2_weight" [id=18, type=get_attr]; +"19 encoder_layers_encoder_layer_0_ln_2_bias" [id=19, type=get_attr]; +"20 _scale_3" [id=20, type=get_attr]; +"21 _zero_point_3" [id=21, type=get_attr]; +"22 _frozen_param4" [id=22, type=get_attr]; +"23 dequantize_per_channel_default_3" [id=23, type=dequantize_per_channel]; +"24 encoder_layers_encoder_layer_0_mlp_0_bias" [id=24, type=get_attr]; +"25 _scale_4" [id=25, type=get_attr]; +"26 _zero_point_4" [id=26, type=get_attr]; +"27 _frozen_param5" [id=27, type=get_attr]; +"28 dequantize_per_channel_default_4" [id=28, type=dequantize_per_channel]; +"29 encoder_layers_encoder_layer_0_mlp_3_bias" [id=29, type=get_attr]; +"30 encoder_layers_encoder_layer_1_ln_1_weight" [id=30, type=get_attr]; +"31 encoder_layers_encoder_layer_1_ln_1_bias" [id=31, type=get_attr]; +"32 _scale_5" [id=32, type=get_attr]; +"33 _zero_point_5" [id=33, type=get_attr]; +"34 _frozen_param6" [id=34, type=get_attr]; +"35 dequantize_per_channel_default_5" [id=35, type=dequantize_per_channel]; +"36 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type=get_attr]; +"246 encoder_layers_encoder_layer_10_ln_1_weight" [id=246, type=get_attr]; +"247 encoder_layers_encoder_layer_10_ln_1_bias" [id=247, type=get_attr]; +"248 _scale_41" [id=248, type=get_attr]; +"249 _zero_point_41" [id=249, type=get_attr]; +"250 _frozen_param42" [id=250, type=get_attr]; +"251 dequantize_per_channel_default_41" [id=251, type=dequantize_per_channel]; +"252 encoder_layers_encoder_layer_10_self_attention_in_proj_bias" [id=252, type=get_attr]; +"253 _scale_42" [id=253, type=get_attr]; +"254 _zero_point_42" [id=254, type=get_attr]; +"255 _frozen_param43" [id=255, type=get_attr]; +"256 dequantize_per_channel_default_42" [id=256, type=dequantize_per_channel]; +"257 encoder_layers_encoder_layer_10_self_attention_out_proj_bias" [id=257, type=get_attr]; +"258 encoder_layers_encoder_layer_10_ln_2_weight" [id=258, type=get_attr]; +"259 encoder_layers_encoder_layer_10_ln_2_bias" [id=259, type=get_attr]; +"260 _scale_43" [id=260, type=get_attr]; +"261 _zero_point_43" 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type=unflatten]; +"593 unsqueeze_6" [id=593, type=unsqueeze]; +"594 transpose_37" [id=594, type=transpose]; +"595 squeeze_6" [id=595, type=squeeze]; +"596 contiguous_6" [id=596, type=contiguous]; +"597 quantize_per_tensor_default_32" [id=597, type=quantize_per_tensor]; +"598 dequantize_per_tensor_default_75" [id=598, type=dequantize_per_tensor]; +"599 dequantize_per_tensor_default_74" [id=599, type=dequantize_per_tensor]; +"600 select_18" [id=600, type=select]; +"601 select_19" [id=601, type=select]; +"602 select_20" [id=602, type=select]; +"603 view_48" [id=603, type=view]; +"604 transpose_38" [id=604, type=transpose]; +"605 view_49" [id=605, type=view]; +"606 transpose_39" [id=606, type=transpose]; +"607 view_50" [id=607, type=view]; +"608 transpose_40" [id=608, type=transpose]; +"609 view_51" [id=609, type=view]; +"610 view_52" [id=610, type=view]; +"611 view_53" [id=611, type=view]; +"612 scaled_dot_product_attention_6" [id=612, type=scaled_dot_product_attention]; +"613 quantize_per_tensor_default_33" [id=613, type=quantize_per_tensor]; +"614 dequantize_per_tensor_default_33" [id=614, type=dequantize_per_tensor]; +"615 permute_7" [id=615, type=permute]; +"616 view_54" [id=616, type=view]; +"617 linear_25" [id=617, type=linear]; +"618 view_55" [id=618, type=view]; +"619 transpose_41" [id=619, type=transpose]; +"620 dropout_19" [id=620, type=dropout]; +"621 add_13" [id=621, type=add]; +"622 layer_norm_13" [id=622, type=layer_norm]; +"623 quantize_per_tensor_default_34" [id=623, type=quantize_per_tensor]; +"624 dequantize_per_tensor_default_34" [id=624, type=dequantize_per_tensor]; +"625 linear_26" [id=625, type=linear]; +"626 gelu_6" [id=626, type=gelu]; +"627 quantize_per_tensor_default_35" [id=627, type=quantize_per_tensor]; +"628 dequantize_per_tensor_default_35" [id=628, type=dequantize_per_tensor]; +"629 dropout_20" [id=629, type=dropout]; +"630 linear_27" [id=630, type=linear]; +"631 dropout_21" [id=631, type=dropout]; +"632 add_14" [id=632, type=add]; +"633 layer_norm_14" [id=633, type=layer_norm]; +"634 quantize_per_tensor_default_36" [id=634, type=quantize_per_tensor]; +"635 dequantize_per_tensor_default_36" [id=635, type=dequantize_per_tensor]; +"636 transpose_42" [id=636, type=transpose]; +"637 linear_28" [id=637, type=linear]; +"638 unflatten_7" [id=638, type=unflatten]; +"639 unsqueeze_7" [id=639, type=unsqueeze]; +"640 transpose_43" [id=640, type=transpose]; +"641 squeeze_7" [id=641, type=squeeze]; +"642 contiguous_7" [id=642, type=contiguous]; +"643 quantize_per_tensor_default_37" [id=643, type=quantize_per_tensor]; +"644 dequantize_per_tensor_default_77" [id=644, type=dequantize_per_tensor]; +"645 dequantize_per_tensor_default_76" [id=645, type=dequantize_per_tensor]; +"646 select_21" [id=646, type=select]; +"647 select_22" [id=647, type=select]; +"648 select_23" [id=648, type=select]; +"649 view_56" [id=649, type=view]; +"650 transpose_44" [id=650, type=transpose]; +"651 view_57" [id=651, type=view]; +"652 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[id=672, type=gelu]; +"673 quantize_per_tensor_default_40" [id=673, type=quantize_per_tensor]; +"674 dequantize_per_tensor_default_40" [id=674, type=dequantize_per_tensor]; +"675 dropout_23" [id=675, type=dropout]; +"676 linear_31" [id=676, type=linear]; +"677 dropout_24" [id=677, type=dropout]; +"678 add_16" [id=678, type=add]; +"679 layer_norm_16" [id=679, type=layer_norm]; +"680 quantize_per_tensor_default_41" [id=680, type=quantize_per_tensor]; +"681 dequantize_per_tensor_default_41" [id=681, type=dequantize_per_tensor]; +"682 transpose_48" [id=682, type=transpose]; +"683 linear_32" [id=683, type=linear]; +"684 unflatten_8" [id=684, type=unflatten]; +"685 unsqueeze_8" [id=685, type=unsqueeze]; +"686 transpose_49" [id=686, type=transpose]; +"687 squeeze_8" [id=687, type=squeeze]; +"688 contiguous_8" [id=688, type=contiguous]; +"689 quantize_per_tensor_default_42" [id=689, type=quantize_per_tensor]; +"690 dequantize_per_tensor_default_79" [id=690, type=dequantize_per_tensor]; +"691 dequantize_per_tensor_default_78" [id=691, type=dequantize_per_tensor]; +"692 select_24" [id=692, type=select]; +"693 select_25" [id=693, type=select]; +"694 select_26" [id=694, type=select]; +"695 view_64" [id=695, type=view]; +"696 transpose_50" [id=696, type=transpose]; +"697 view_65" [id=697, type=view]; +"698 transpose_51" [id=698, type=transpose]; +"699 view_66" [id=699, type=view]; +"700 transpose_52" [id=700, type=transpose]; +"701 view_67" [id=701, type=view]; +"702 view_68" [id=702, type=view]; +"703 view_69" [id=703, type=view]; +"704 scaled_dot_product_attention_8" [id=704, type=scaled_dot_product_attention]; +"705 quantize_per_tensor_default_43" [id=705, type=quantize_per_tensor]; +"706 dequantize_per_tensor_default_43" [id=706, type=dequantize_per_tensor]; +"707 permute_9" [id=707, type=permute]; +"708 view_70" [id=708, type=view]; +"709 linear_33" [id=709, type=linear]; +"710 view_71" [id=710, type=view]; +"711 transpose_53" [id=711, type=transpose]; +"712 dropout_25" [id=712, type=dropout]; +"713 add_17" [id=713, type=add]; +"714 layer_norm_17" [id=714, type=layer_norm]; +"715 quantize_per_tensor_default_44" [id=715, type=quantize_per_tensor]; +"716 dequantize_per_tensor_default_44" [id=716, type=dequantize_per_tensor]; +"717 linear_34" [id=717, type=linear]; +"718 gelu_8" [id=718, type=gelu]; +"719 quantize_per_tensor_default_45" [id=719, type=quantize_per_tensor]; +"720 dequantize_per_tensor_default_45" [id=720, type=dequantize_per_tensor]; +"721 dropout_26" [id=721, type=dropout]; +"722 linear_35" [id=722, type=linear]; +"723 dropout_27" [id=723, type=dropout]; +"724 add_18" [id=724, type=add]; +"725 layer_norm_18" [id=725, type=layer_norm]; +"726 quantize_per_tensor_default_46" [id=726, type=quantize_per_tensor]; +"727 dequantize_per_tensor_default_46" [id=727, type=dequantize_per_tensor]; +"728 transpose_54" [id=728, type=transpose]; +"729 linear_36" [id=729, type=linear]; +"730 unflatten_9" [id=730, type=unflatten]; +"731 unsqueeze_9" [id=731, type=unsqueeze]; +"732 transpose_55" [id=732, type=transpose]; +"733 squeeze_9" [id=733, type=squeeze]; +"734 contiguous_9" [id=734, type=contiguous]; +"735 quantize_per_tensor_default_47" [id=735, type=quantize_per_tensor]; +"736 dequantize_per_tensor_default_81" [id=736, type=dequantize_per_tensor]; +"737 dequantize_per_tensor_default_80" [id=737, type=dequantize_per_tensor]; +"738 select_27" [id=738, type=select]; +"739 select_28" [id=739, type=select]; +"740 select_29" [id=740, type=select]; +"741 view_72" [id=741, type=view]; +"742 transpose_56" [id=742, type=transpose]; +"743 view_73" [id=743, type=view]; +"744 transpose_57" [id=744, type=transpose]; +"745 view_74" [id=745, type=view]; +"746 transpose_58" [id=746, type=transpose]; +"747 view_75" [id=747, type=view]; +"748 view_76" [id=748, type=view]; +"749 view_77" [id=749, type=view]; +"750 scaled_dot_product_attention_9" [id=750, type=scaled_dot_product_attention]; +"751 quantize_per_tensor_default_48" [id=751, type=quantize_per_tensor]; +"752 dequantize_per_tensor_default_48" [id=752, type=dequantize_per_tensor]; +"753 permute_10" [id=753, type=permute]; +"754 view_78" [id=754, type=view]; +"755 linear_37" [id=755, type=linear]; +"756 view_79" [id=756, type=view]; +"757 transpose_59" [id=757, type=transpose]; +"758 dropout_28" [id=758, type=dropout]; +"759 add_19" [id=759, type=add]; +"760 layer_norm_19" [id=760, type=layer_norm]; +"761 quantize_per_tensor_default_49" [id=761, type=quantize_per_tensor]; +"762 dequantize_per_tensor_default_49" [id=762, type=dequantize_per_tensor]; +"763 linear_38" [id=763, type=linear]; +"764 gelu_9" [id=764, type=gelu]; +"765 quantize_per_tensor_default_50" [id=765, type=quantize_per_tensor]; +"766 dequantize_per_tensor_default_50" [id=766, type=dequantize_per_tensor]; +"767 dropout_29" [id=767, type=dropout]; +"768 linear_39" [id=768, type=linear]; +"769 dropout_30" [id=769, type=dropout]; +"770 add_20" [id=770, type=add]; +"771 layer_norm_20" [id=771, type=layer_norm]; +"772 quantize_per_tensor_default_51" [id=772, type=quantize_per_tensor]; +"773 dequantize_per_tensor_default_51" [id=773, type=dequantize_per_tensor]; +"774 transpose_60" [id=774, type=transpose]; +"775 linear_40" [id=775, type=linear]; +"776 unflatten_10" [id=776, type=unflatten]; +"777 unsqueeze_10" [id=777, type=unsqueeze]; +"778 transpose_61" [id=778, type=transpose]; +"779 squeeze_10" [id=779, type=squeeze]; +"780 contiguous_10" [id=780, type=contiguous]; +"781 quantize_per_tensor_default_52" [id=781, type=quantize_per_tensor]; +"782 dequantize_per_tensor_default_83" [id=782, type=dequantize_per_tensor]; +"783 dequantize_per_tensor_default_82" [id=783, type=dequantize_per_tensor]; +"784 select_30" [id=784, type=select]; +"785 select_31" [id=785, type=select]; +"786 select_32" [id=786, type=select]; +"787 view_80" [id=787, type=view]; +"788 transpose_62" [id=788, type=transpose]; +"789 view_81" [id=789, type=view]; +"790 transpose_63" [id=790, type=transpose]; 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quantize_per_tensor_default_55" [id=811, type=quantize_per_tensor]; +"812 dequantize_per_tensor_default_55" [id=812, type=dequantize_per_tensor]; +"813 dropout_32" [id=813, type=dropout]; +"814 linear_43" [id=814, type=linear]; +"815 dropout_33" [id=815, type=dropout]; +"816 add_22" [id=816, type=add]; +"817 layer_norm_22" [id=817, type=layer_norm]; +"818 quantize_per_tensor_default_56" [id=818, type=quantize_per_tensor]; +"819 dequantize_per_tensor_default_56" [id=819, type=dequantize_per_tensor]; +"820 transpose_66" [id=820, type=transpose]; +"821 linear_44" [id=821, type=linear]; +"822 unflatten_11" [id=822, type=unflatten]; +"823 unsqueeze_11" [id=823, type=unsqueeze]; +"824 transpose_67" [id=824, type=transpose]; +"825 squeeze_11" [id=825, type=squeeze]; +"826 contiguous_11" [id=826, type=contiguous]; +"827 quantize_per_tensor_default_57" [id=827, type=quantize_per_tensor]; +"828 dequantize_per_tensor_default_85" [id=828, type=dequantize_per_tensor]; +"829 dequantize_per_tensor_default_84" [id=829, type=dequantize_per_tensor]; +"830 select_33" [id=830, type=select]; +"831 select_34" [id=831, type=select]; +"832 select_35" [id=832, type=select]; +"833 view_88" [id=833, type=view]; +"834 transpose_68" [id=834, type=transpose]; +"835 view_89" [id=835, type=view]; +"836 transpose_69" [id=836, type=transpose]; +"837 view_90" [id=837, type=view]; +"838 transpose_70" [id=838, type=transpose]; +"839 view_91" [id=839, type=view]; +"840 view_92" [id=840, type=view]; +"841 view_93" [id=841, type=view]; +"842 scaled_dot_product_attention_11" [id=842, type=scaled_dot_product_attention]; +"843 quantize_per_tensor_default_58" [id=843, type=quantize_per_tensor]; +"844 dequantize_per_tensor_default_58" [id=844, type=dequantize_per_tensor]; +"845 permute_12" [id=845, type=permute]; +"846 view_94" [id=846, type=view]; +"847 linear_45" [id=847, type=linear]; +"848 view_95" [id=848, type=view]; +"849 transpose_71" [id=849, type=transpose]; +"850 dropout_34" [id=850, type=dropout]; +"851 add_23" [id=851, type=add]; +"852 layer_norm_23" [id=852, type=layer_norm]; +"853 quantize_per_tensor_default_59" [id=853, type=quantize_per_tensor]; +"854 dequantize_per_tensor_default_59" [id=854, type=dequantize_per_tensor]; +"855 linear_46" [id=855, type=linear]; +"856 gelu_11" [id=856, type=gelu]; +"857 quantize_per_tensor_default_60" [id=857, type=quantize_per_tensor]; +"858 dequantize_per_tensor_default_60" [id=858, type=dequantize_per_tensor]; +"859 dropout_35" [id=859, type=dropout]; +"860 linear_47" [id=860, type=linear]; +"861 dropout_36" [id=861, type=dropout]; +"862 add_24" [id=862, type=add]; +"863 layer_norm_24" [id=863, type=layer_norm]; +"864 quantize_per_tensor_default_61" [id=864, type=quantize_per_tensor]; +"865 dequantize_per_tensor_default_61" [id=865, type=dequantize_per_tensor]; +"866 slice_1" [id=866, type=slice]; +"867 select_36" [id=867, type=select]; +"868 linear_48" [id=868, type=linear]; +"869 output_1" [id=869, type=output]; +"0 encoder_pos_embedding" -> "309 add" [label="(1, 197, 768)", style=solid]; +"1 _scale_0" -> "4 dequantize_per_channel_default" [label="(768,)", style=solid]; +"2 _zero_point_0" -> "4 dequantize_per_channel_default" [label="(768,)", style=solid]; +"3 _frozen_param1" -> "4 dequantize_per_channel_default" [label="(768, 3, 16, 16)", style=solid]; +"4 dequantize_per_channel_default" -> "304 conv2d" [label=None, style=solid]; +"5 conv_proj_bias" -> "304 conv2d" [label="(768,)", style=solid]; +"6 encoder_layers_encoder_layer_0_ln_1_weight" -> "311 layer_norm" [label="(768,)", style=solid]; +"7 encoder_layers_encoder_layer_0_ln_1_bias" -> "311 layer_norm" [label="(768,)", style=solid]; +"8 _scale_1" -> "11 dequantize_per_channel_default_1" [label="(2304,)", style=solid]; +"9 _zero_point_1" -> "11 dequantize_per_channel_default_1" [label="(2304,)", style=solid]; +"10 _frozen_param2" -> "11 dequantize_per_channel_default_1" [label="(2304, 768)", style=solid]; +"11 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encoder_layers_encoder_layer_9_ln_2_bias" -> "760 layer_norm_19" [label="(768,)", style=solid]; +"236 _scale_39" -> "239 dequantize_per_channel_default_39" [label="(3072,)", style=solid]; +"237 _zero_point_39" -> "239 dequantize_per_channel_default_39" [label="(3072,)", style=solid]; +"238 _frozen_param40" -> "239 dequantize_per_channel_default_39" [label="(3072, 768)", style=solid]; +"239 dequantize_per_channel_default_39" -> "763 linear_38" [label=None, style=solid]; +"240 encoder_layers_encoder_layer_9_mlp_0_bias" -> "763 linear_38" [label="(3072,)", style=solid]; +"241 _scale_40" -> "244 dequantize_per_channel_default_40" [label="(768,)", style=solid]; +"242 _zero_point_40" -> "244 dequantize_per_channel_default_40" [label="(768,)", style=solid]; +"243 _frozen_param41" -> "244 dequantize_per_channel_default_40" [label="(768, 3072)", style=solid]; +"244 dequantize_per_channel_default_40" -> "768 linear_39" [label=None, style=solid]; +"245 encoder_layers_encoder_layer_9_mlp_3_bias" -> "768 linear_39" [label="(768,)", style=solid]; +"246 encoder_layers_encoder_layer_10_ln_1_weight" -> "771 layer_norm_20" [label="(768,)", style=solid]; +"247 encoder_layers_encoder_layer_10_ln_1_bias" -> "771 layer_norm_20" [label="(768,)", style=solid]; +"248 _scale_41" -> "251 dequantize_per_channel_default_41" [label="(2304,)", style=solid]; +"249 _zero_point_41" -> "251 dequantize_per_channel_default_41" [label="(2304,)", style=solid]; +"250 _frozen_param42" -> "251 dequantize_per_channel_default_41" [label="(2304, 768)", style=solid]; +"251 dequantize_per_channel_default_41" -> "775 linear_40" [label=None, style=solid]; +"252 encoder_layers_encoder_layer_10_self_attention_in_proj_bias" -> "775 linear_40" [label="(2304,)", style=solid]; +"253 _scale_42" -> "256 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"254 _zero_point_42" -> "256 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"255 _frozen_param43" -> "256 dequantize_per_channel_default_42" [label="(768, 768)", style=solid]; +"256 dequantize_per_channel_default_42" -> "801 linear_41" [label=None, style=solid]; +"257 encoder_layers_encoder_layer_10_self_attention_out_proj_bias" -> "801 linear_41" [label="(768,)", style=solid]; +"258 encoder_layers_encoder_layer_10_ln_2_weight" -> "806 layer_norm_21" [label="(768,)", style=solid]; +"259 encoder_layers_encoder_layer_10_ln_2_bias" -> "806 layer_norm_21" [label="(768,)", style=solid]; +"260 _scale_43" -> "263 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"261 _zero_point_43" -> "263 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"262 _frozen_param44" -> "263 dequantize_per_channel_default_43" [label="(3072, 768)", style=solid]; +"263 dequantize_per_channel_default_43" -> "809 linear_42" [label=None, style=solid]; +"264 encoder_layers_encoder_layer_10_mlp_0_bias" -> "809 linear_42" [label="(3072,)", style=solid]; +"265 _scale_44" -> "268 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"266 _zero_point_44" -> "268 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"267 _frozen_param45" -> "268 dequantize_per_channel_default_44" [label="(768, 3072)", style=solid]; +"268 dequantize_per_channel_default_44" -> "814 linear_43" [label=None, style=solid]; +"269 encoder_layers_encoder_layer_10_mlp_3_bias" -> "814 linear_43" [label="(768,)", style=solid]; +"270 encoder_layers_encoder_layer_11_ln_1_weight" -> "817 layer_norm_22" [label="(768,)", style=solid]; +"271 encoder_layers_encoder_layer_11_ln_1_bias" -> "817 layer_norm_22" [label="(768,)", style=solid]; +"272 _scale_45" -> "275 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"273 _zero_point_45" -> "275 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"274 _frozen_param46" -> "275 dequantize_per_channel_default_45" [label="(2304, 768)", style=solid]; +"275 dequantize_per_channel_default_45" -> "821 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dequantize_per_channel_default_47" [label="(3072,)", style=solid]; +"286 _frozen_param48" -> "287 dequantize_per_channel_default_47" [label="(3072, 768)", style=solid]; +"287 dequantize_per_channel_default_47" -> "855 linear_46" [label=None, style=solid]; +"288 encoder_layers_encoder_layer_11_mlp_0_bias" -> "855 linear_46" [label="(3072,)", style=solid]; +"289 _scale_48" -> "292 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"290 _zero_point_48" -> "292 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"291 _frozen_param49" -> "292 dequantize_per_channel_default_48" [label="(768, 3072)", style=solid]; +"292 dequantize_per_channel_default_48" -> "860 linear_47" [label=None, style=solid]; +"293 encoder_layers_encoder_layer_11_mlp_3_bias" -> "860 linear_47" [label="(768,)", style=solid]; +"294 encoder_ln_weight" -> "863 layer_norm_24" [label="(768,)", style=solid]; +"295 encoder_ln_bias" -> "863 layer_norm_24" [label="(768,)", style=solid]; +"296 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cat" -> "309 add" [label="(1, 197, 768)", style=solid]; +"309 add" -> "310 dropout" [label="(1, 197, 768)", style=solid]; +"310 dropout" -> "311 layer_norm" [label="(1, 197, 768)", style=solid]; +"310 dropout" -> "345 add_1" [label="(1, 197, 768)", style=solid]; +"311 layer_norm" -> "312 quantize_per_tensor_default_1" [label="(1, 197, 768)", style=solid]; +"312 quantize_per_tensor_default_1" -> "313 dequantize_per_tensor_default_1" [label=None, style=solid]; +"313 dequantize_per_tensor_default_1" -> "314 transpose" [label=None, style=solid]; +"314 transpose" -> "315 linear" [label="(197, 1, 768)", style=solid]; +"315 linear" -> "316 unflatten" [label="(197, 1, 2304)", style=solid]; +"316 unflatten" -> "317 unsqueeze" [label="(197, 1, 3, 768)", style=solid]; +"317 unsqueeze" -> "318 transpose_1" [label="(1, 197, 1, 3, 768)", style=solid]; +"318 transpose_1" -> "319 squeeze" [label="(3, 197, 1, 1, 768)", style=solid]; +"319 squeeze" -> "320 contiguous" [label="(3, 197, 1, 768)", 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transpose_3" -> "334 view_4" [label="(12, 197, 64)", style=solid]; +"331 view_2" -> "332 transpose_4" [label="(197, 12, 64)", style=solid]; +"332 transpose_4" -> "335 view_5" [label="(12, 197, 64)", style=solid]; +"333 view_3" -> "336 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"334 view_4" -> "336 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"335 view_5" -> "336 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"336 scaled_dot_product_attention" -> "337 quantize_per_tensor_default_3" [label="(1, 12, 197, 64)", style=solid]; +"337 quantize_per_tensor_default_3" -> "338 dequantize_per_tensor_default_3" [label=None, style=solid]; +"338 dequantize_per_tensor_default_3" -> "339 permute_1" [label=None, style=solid]; +"339 permute_1" -> "340 view_6" [label="(197, 1, 12, 64)", style=solid]; +"340 view_6" -> "341 linear_1" [label="(197, 768)", style=solid]; +"341 linear_1" -> "342 view_7" [label="(197, 768)", 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style=solid]; +"353 dropout_2" -> "354 linear_3" [label="(1, 197, 3072)", style=solid]; +"354 linear_3" -> "355 dropout_3" [label="(1, 197, 768)", style=solid]; +"355 dropout_3" -> "356 add_2" [label="(1, 197, 768)", style=solid]; +"356 add_2" -> "357 layer_norm_2" [label="(1, 197, 768)", style=solid]; +"356 add_2" -> "391 add_3" [label="(1, 197, 768)", style=solid]; +"357 layer_norm_2" -> "358 quantize_per_tensor_default_6" [label="(1, 197, 768)", style=solid]; +"358 quantize_per_tensor_default_6" -> "359 dequantize_per_tensor_default_6" [label=None, style=solid]; +"359 dequantize_per_tensor_default_6" -> "360 transpose_6" [label=None, style=solid]; +"360 transpose_6" -> "361 linear_4" [label="(197, 1, 768)", style=solid]; +"361 linear_4" -> "362 unflatten_1" [label="(197, 1, 2304)", style=solid]; +"362 unflatten_1" -> "363 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; +"363 unsqueeze_1" -> "364 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; +"364 transpose_7" -> "365 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; +"365 squeeze_1" -> "366 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; +"366 contiguous_1" -> "367 quantize_per_tensor_default_7" [label="(3, 197, 1, 768)", style=solid]; +"366 contiguous_1" -> "372 select_5" [label="(3, 197, 1, 768)", style=solid]; +"367 quantize_per_tensor_default_7" -> "368 dequantize_per_tensor_default_65" [label=None, style=solid]; +"367 quantize_per_tensor_default_7" -> "369 dequantize_per_tensor_default_64" [label=None, style=solid]; +"368 dequantize_per_tensor_default_65" -> "371 select_4" [label=None, style=solid]; +"369 dequantize_per_tensor_default_64" -> "370 select_3" [label=None, style=solid]; +"370 select_3" -> "373 view_8" [label="(197, 1, 768)", style=solid]; +"371 select_4" -> "375 view_9" [label="(197, 1, 768)", style=solid]; +"372 select_5" -> "377 view_10" [label="(197, 1, 768)", style=solid]; +"373 view_8" -> "374 transpose_8" [label="(197, 12, 64)", style=solid]; +"374 transpose_8" -> "379 view_11" [label="(12, 197, 64)", style=solid]; +"375 view_9" -> "376 transpose_9" [label="(197, 12, 64)", style=solid]; +"376 transpose_9" -> "380 view_12" [label="(12, 197, 64)", style=solid]; +"377 view_10" -> "378 transpose_10" [label="(197, 12, 64)", style=solid]; +"378 transpose_10" -> "381 view_13" [label="(12, 197, 64)", style=solid]; +"379 view_11" -> "382 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"380 view_12" -> "382 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"381 view_13" -> "382 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"382 scaled_dot_product_attention_1" -> "383 quantize_per_tensor_default_8" [label="(1, 12, 197, 64)", style=solid]; +"383 quantize_per_tensor_default_8" -> "384 dequantize_per_tensor_default_8" [label=None, style=solid]; +"384 dequantize_per_tensor_default_8" -> "385 permute_2" [label=None, style=solid]; +"385 permute_2" -> "386 view_14" [label="(197, 1, 12, 64)", style=solid]; +"386 view_14" -> "387 linear_5" [label="(197, 768)", style=solid]; +"387 linear_5" -> "388 view_15" [label="(197, 768)", style=solid]; +"388 view_15" -> "389 transpose_11" [label="(197, 1, 768)", style=solid]; +"389 transpose_11" -> "390 dropout_4" [label="(1, 197, 768)", style=solid]; +"390 dropout_4" -> "391 add_3" [label="(1, 197, 768)", style=solid]; +"391 add_3" -> "392 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"391 add_3" -> "402 add_4" [label="(1, 197, 768)", style=solid]; +"392 layer_norm_3" -> "393 quantize_per_tensor_default_9" [label="(1, 197, 768)", style=solid]; +"393 quantize_per_tensor_default_9" -> "394 dequantize_per_tensor_default_9" [label=None, style=solid]; +"394 dequantize_per_tensor_default_9" -> "395 linear_6" [label=None, style=solid]; +"395 linear_6" -> "396 gelu_1" [label="(1, 197, 3072)", style=solid]; +"396 gelu_1" -> "397 quantize_per_tensor_default_10" [label="(1, 197, 3072)", style=solid]; +"397 quantize_per_tensor_default_10" -> "398 dequantize_per_tensor_default_10" [label=None, style=solid]; +"398 dequantize_per_tensor_default_10" -> "399 dropout_5" [label=None, style=solid]; +"399 dropout_5" -> "400 linear_7" [label="(1, 197, 3072)", style=solid]; +"400 linear_7" -> "401 dropout_6" [label="(1, 197, 768)", style=solid]; +"401 dropout_6" -> "402 add_4" [label="(1, 197, 768)", style=solid]; +"402 add_4" -> "403 layer_norm_4" [label="(1, 197, 768)", style=solid]; +"402 add_4" -> "437 add_5" [label="(1, 197, 768)", style=solid]; +"403 layer_norm_4" -> "404 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"404 quantize_per_tensor_default_11" -> "405 dequantize_per_tensor_default_11" [label=None, style=solid]; +"405 dequantize_per_tensor_default_11" -> "406 transpose_12" [label=None, style=solid]; +"406 transpose_12" -> "407 linear_8" [label="(197, 1, 768)", style=solid]; +"407 linear_8" -> "408 unflatten_2" [label="(197, 1, 2304)", style=solid]; +"408 unflatten_2" -> "409 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; +"409 unsqueeze_2" -> "410 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; +"410 transpose_13" -> "411 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; +"411 squeeze_2" -> "412 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; +"412 contiguous_2" -> "413 quantize_per_tensor_default_12" [label="(3, 197, 1, 768)", style=solid]; +"412 contiguous_2" -> "418 select_8" [label="(3, 197, 1, 768)", style=solid]; +"413 quantize_per_tensor_default_12" -> "414 dequantize_per_tensor_default_67" [label=None, style=solid]; +"413 quantize_per_tensor_default_12" -> "415 dequantize_per_tensor_default_66" [label=None, style=solid]; +"414 dequantize_per_tensor_default_67" -> "417 select_7" [label=None, style=solid]; +"415 dequantize_per_tensor_default_66" -> "416 select_6" [label=None, style=solid]; +"416 select_6" -> "419 view_16" [label="(197, 1, 768)", style=solid]; +"417 select_7" -> "421 view_17" [label="(197, 1, 768)", style=solid]; +"418 select_8" -> "423 view_18" [label="(197, 1, 768)", style=solid]; +"419 view_16" -> "420 transpose_14" [label="(197, 12, 64)", style=solid]; +"420 transpose_14" -> "425 view_19" [label="(12, 197, 64)", style=solid]; +"421 view_17" -> "422 transpose_15" [label="(197, 12, 64)", style=solid]; +"422 transpose_15" -> "426 view_20" [label="(12, 197, 64)", style=solid]; +"423 view_18" -> "424 transpose_16" [label="(197, 12, 64)", style=solid]; +"424 transpose_16" -> "427 view_21" [label="(12, 197, 64)", style=solid]; +"425 view_19" -> "428 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"426 view_20" -> "428 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"427 view_21" -> "428 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"428 scaled_dot_product_attention_2" -> "429 quantize_per_tensor_default_13" [label="(1, 12, 197, 64)", style=solid]; +"429 quantize_per_tensor_default_13" -> "430 dequantize_per_tensor_default_13" [label=None, style=solid]; +"430 dequantize_per_tensor_default_13" -> "431 permute_3" [label=None, style=solid]; +"431 permute_3" -> "432 view_22" [label="(197, 1, 12, 64)", style=solid]; +"432 view_22" -> "433 linear_9" [label="(197, 768)", style=solid]; +"433 linear_9" -> "434 view_23" [label="(197, 768)", style=solid]; +"434 view_23" -> "435 transpose_17" [label="(197, 1, 768)", style=solid]; +"435 transpose_17" -> "436 dropout_7" [label="(1, 197, 768)", style=solid]; +"436 dropout_7" -> "437 add_5" [label="(1, 197, 768)", style=solid]; +"437 add_5" -> "438 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"437 add_5" -> "448 add_6" [label="(1, 197, 768)", style=solid]; +"438 layer_norm_5" -> "439 quantize_per_tensor_default_14" [label="(1, 197, 768)", style=solid]; +"439 quantize_per_tensor_default_14" -> "440 dequantize_per_tensor_default_14" [label=None, style=solid]; +"440 dequantize_per_tensor_default_14" -> "441 linear_10" [label=None, style=solid]; +"441 linear_10" -> "442 gelu_2" [label="(1, 197, 3072)", style=solid]; +"442 gelu_2" -> "443 quantize_per_tensor_default_15" [label="(1, 197, 3072)", style=solid]; +"443 quantize_per_tensor_default_15" -> "444 dequantize_per_tensor_default_15" [label=None, style=solid]; +"444 dequantize_per_tensor_default_15" -> "445 dropout_8" [label=None, style=solid]; +"445 dropout_8" -> "446 linear_11" [label="(1, 197, 3072)", style=solid]; +"446 linear_11" -> "447 dropout_9" [label="(1, 197, 768)", style=solid]; +"447 dropout_9" -> "448 add_6" [label="(1, 197, 768)", style=solid]; +"448 add_6" -> "449 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"448 add_6" -> "483 add_7" [label="(1, 197, 768)", style=solid]; +"449 layer_norm_6" -> "450 quantize_per_tensor_default_16" [label="(1, 197, 768)", style=solid]; +"450 quantize_per_tensor_default_16" -> "451 dequantize_per_tensor_default_16" [label=None, style=solid]; 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197, 64)", style=solid]; +"473 view_29" -> "474 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"474 scaled_dot_product_attention_3" -> "475 quantize_per_tensor_default_18" [label="(1, 12, 197, 64)", style=solid]; +"475 quantize_per_tensor_default_18" -> "476 dequantize_per_tensor_default_18" [label=None, style=solid]; +"476 dequantize_per_tensor_default_18" -> "477 permute_4" [label=None, style=solid]; +"477 permute_4" -> "478 view_30" [label="(197, 1, 12, 64)", style=solid]; +"478 view_30" -> "479 linear_13" [label="(197, 768)", style=solid]; +"479 linear_13" -> "480 view_31" [label="(197, 768)", style=solid]; +"480 view_31" -> "481 transpose_23" [label="(197, 1, 768)", style=solid]; +"481 transpose_23" -> "482 dropout_10" [label="(1, 197, 768)", style=solid]; +"482 dropout_10" -> "483 add_7" [label="(1, 197, 768)", style=solid]; +"483 add_7" -> "484 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"483 add_7" -> "494 add_8" [label="(1, 197, 768)", 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197, 768)", style=solid]; +"495 layer_norm_8" -> "496 quantize_per_tensor_default_21" [label="(1, 197, 768)", style=solid]; +"496 quantize_per_tensor_default_21" -> "497 dequantize_per_tensor_default_21" [label=None, style=solid]; +"497 dequantize_per_tensor_default_21" -> "498 transpose_24" [label=None, style=solid]; +"498 transpose_24" -> "499 linear_16" [label="(197, 1, 768)", style=solid]; +"499 linear_16" -> "500 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"500 unflatten_4" -> "501 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"501 unsqueeze_4" -> "502 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"502 transpose_25" -> "503 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"503 squeeze_4" -> "504 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"504 contiguous_4" -> "505 quantize_per_tensor_default_22" [label="(3, 197, 1, 768)", style=solid]; +"504 contiguous_4" -> "510 select_14" [label="(3, 197, 1, 768)", style=solid]; +"505 quantize_per_tensor_default_22" -> "506 dequantize_per_tensor_default_71" [label=None, style=solid]; +"505 quantize_per_tensor_default_22" -> "507 dequantize_per_tensor_default_70" [label=None, style=solid]; +"506 dequantize_per_tensor_default_71" -> "509 select_13" [label=None, style=solid]; +"507 dequantize_per_tensor_default_70" -> "508 select_12" [label=None, style=solid]; +"508 select_12" -> "511 view_32" [label="(197, 1, 768)", style=solid]; +"509 select_13" -> "513 view_33" [label="(197, 1, 768)", style=solid]; +"510 select_14" -> "515 view_34" [label="(197, 1, 768)", style=solid]; +"511 view_32" -> "512 transpose_26" [label="(197, 12, 64)", style=solid]; +"512 transpose_26" -> "517 view_35" [label="(12, 197, 64)", style=solid]; +"513 view_33" -> "514 transpose_27" [label="(197, 12, 64)", style=solid]; +"514 transpose_27" -> "518 view_36" [label="(12, 197, 64)", style=solid]; +"515 view_34" -> "516 transpose_28" [label="(197, 12, 64)", style=solid]; +"516 transpose_28" -> "519 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197, 768)", style=solid]; +"539 dropout_15" -> "540 add_10" [label="(1, 197, 768)", style=solid]; +"540 add_10" -> "541 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"540 add_10" -> "575 add_11" [label="(1, 197, 768)", style=solid]; +"541 layer_norm_10" -> "542 quantize_per_tensor_default_26" [label="(1, 197, 768)", style=solid]; +"542 quantize_per_tensor_default_26" -> "543 dequantize_per_tensor_default_26" [label=None, style=solid]; +"543 dequantize_per_tensor_default_26" -> "544 transpose_30" [label=None, style=solid]; +"544 transpose_30" -> "545 linear_20" [label="(197, 1, 768)", style=solid]; +"545 linear_20" -> "546 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"546 unflatten_5" -> "547 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"547 unsqueeze_5" -> "548 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"548 transpose_31" -> "549 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"549 squeeze_5" -> "550 contiguous_5" [label="(3, 197, 1, 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style=solid]; +"571 linear_21" -> "572 view_47" [label="(197, 768)", style=solid]; +"572 view_47" -> "573 transpose_35" [label="(197, 1, 768)", style=solid]; +"573 transpose_35" -> "574 dropout_16" [label="(1, 197, 768)", style=solid]; +"574 dropout_16" -> "575 add_11" [label="(1, 197, 768)", style=solid]; +"575 add_11" -> "576 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"575 add_11" -> "586 add_12" [label="(1, 197, 768)", style=solid]; +"576 layer_norm_11" -> "577 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"577 quantize_per_tensor_default_29" -> "578 dequantize_per_tensor_default_29" [label=None, style=solid]; +"578 dequantize_per_tensor_default_29" -> "579 linear_22" [label=None, style=solid]; +"579 linear_22" -> "580 gelu_5" [label="(1, 197, 3072)", style=solid]; +"580 gelu_5" -> "581 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"581 quantize_per_tensor_default_30" -> "582 dequantize_per_tensor_default_30" [label=None, style=solid]; +"582 dequantize_per_tensor_default_30" -> "583 dropout_17" [label=None, style=solid]; +"583 dropout_17" -> "584 linear_23" [label="(1, 197, 3072)", style=solid]; +"584 linear_23" -> "585 dropout_18" [label="(1, 197, 768)", style=solid]; +"585 dropout_18" -> "586 add_12" [label="(1, 197, 768)", style=solid]; +"586 add_12" -> "587 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"586 add_12" -> "621 add_13" [label="(1, 197, 768)", style=solid]; +"587 layer_norm_12" -> "588 quantize_per_tensor_default_31" [label="(1, 197, 768)", style=solid]; +"588 quantize_per_tensor_default_31" -> "589 dequantize_per_tensor_default_31" [label=None, style=solid]; +"589 dequantize_per_tensor_default_31" -> "590 transpose_36" [label=None, style=solid]; +"590 transpose_36" -> "591 linear_24" [label="(197, 1, 768)", style=solid]; +"591 linear_24" -> "592 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"592 unflatten_6" -> "593 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; 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"843 quantize_per_tensor_default_58" [label="(1, 12, 197, 64)", style=solid]; +"843 quantize_per_tensor_default_58" -> "844 dequantize_per_tensor_default_58" [label=None, style=solid]; +"844 dequantize_per_tensor_default_58" -> "845 permute_12" [label=None, style=solid]; +"845 permute_12" -> "846 view_94" [label="(197, 1, 12, 64)", style=solid]; +"846 view_94" -> "847 linear_45" [label="(197, 768)", style=solid]; +"847 linear_45" -> "848 view_95" [label="(197, 768)", style=solid]; +"848 view_95" -> "849 transpose_71" [label="(197, 1, 768)", style=solid]; +"849 transpose_71" -> "850 dropout_34" [label="(1, 197, 768)", style=solid]; +"850 dropout_34" -> "851 add_23" [label="(1, 197, 768)", style=solid]; +"851 add_23" -> "852 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"851 add_23" -> "862 add_24" [label="(1, 197, 768)", style=solid]; +"852 layer_norm_23" -> "853 quantize_per_tensor_default_59" [label="(1, 197, 768)", style=solid]; +"853 quantize_per_tensor_default_59" -> "854 dequantize_per_tensor_default_59" [label=None, style=solid]; +"854 dequantize_per_tensor_default_59" -> "855 linear_46" [label=None, style=solid]; +"855 linear_46" -> "856 gelu_11" [label="(1, 197, 3072)", style=solid]; +"856 gelu_11" -> "857 quantize_per_tensor_default_60" [label="(1, 197, 3072)", style=solid]; +"857 quantize_per_tensor_default_60" -> "858 dequantize_per_tensor_default_60" [label=None, style=solid]; +"858 dequantize_per_tensor_default_60" -> "859 dropout_35" [label=None, style=solid]; +"859 dropout_35" -> "860 linear_47" [label="(1, 197, 3072)", style=solid]; +"860 linear_47" -> "861 dropout_36" [label="(1, 197, 768)", style=solid]; +"861 dropout_36" -> "862 add_24" [label="(1, 197, 768)", style=solid]; +"862 add_24" -> "863 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"863 layer_norm_24" -> "864 quantize_per_tensor_default_61" [label="(1, 197, 768)", style=solid]; +"864 quantize_per_tensor_default_61" -> "865 dequantize_per_tensor_default_61" [label=None, style=solid]; +"865 dequantize_per_tensor_default_61" -> "866 slice_1" [label=None, style=solid]; +"866 slice_1" -> "867 select_36" [label="(1, 197, 768)", style=solid]; +"867 select_36" -> "868 linear_48" [label="(1, 768)", style=solid]; +"868 linear_48" -> "869 output_1" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/yolo11n_sdpa_block.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/yolo11n_sdpa_block.dot new file mode 100644 index 00000000000..95cea03006d --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/yolo11n_sdpa_block.dot @@ -0,0 +1,57 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param0" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 x" [id=4, type=input]; +"5 quantize_per_tensor_default" [id=5, type=quantize_per_tensor]; +"6 dequantize_per_tensor_default" [id=6, type=dequantize_per_tensor]; +"7 linear" [id=7, type=linear]; +"8 quantize_per_tensor_default_1" [id=8, type=quantize_per_tensor]; +"9 dequantize_per_tensor_default_3" [id=9, type=dequantize_per_tensor]; +"10 dequantize_per_tensor_default_2" [id=10, type=dequantize_per_tensor]; +"11 slice_1" [id=11, type=slice]; +"12 slice_2" [id=12, type=slice]; +"13 slice_3" [id=13, type=slice]; +"14 slice_4" [id=14, type=slice]; +"15 slice_5" [id=15, type=slice]; +"16 slice_6" [id=16, type=slice]; +"17 slice_7" [id=17, type=slice]; +"18 slice_8" [id=18, type=slice]; +"19 slice_9" [id=19, type=slice]; +"20 transpose" [id=20, type=transpose]; +"21 matmul" [id=21, type=matmul]; +"22 div_" [id=22, type=div_]; +"23 softmax" [id=23, type=softmax]; +"24 transpose_1" [id=24, type=transpose]; +"25 matmul_1" [id=25, type=matmul]; +"26 output_1" [id=26, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(12,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(12,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(12, 4)", style=solid]; +"3 dequantize_per_channel_default" -> "7 linear" [label=None, style=solid]; +"4 x" -> "5 quantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"5 quantize_per_tensor_default" -> "6 dequantize_per_tensor_default" [label=None, style=solid]; +"6 dequantize_per_tensor_default" -> "7 linear" [label=None, style=solid]; +"7 linear" -> "8 quantize_per_tensor_default_1" [label="(1, 2, 12)", style=solid]; +"7 linear" -> "17 slice_7" [label="(1, 2, 12)", style=solid]; +"8 quantize_per_tensor_default_1" -> "9 dequantize_per_tensor_default_3" [label=None, style=solid]; +"8 quantize_per_tensor_default_1" -> "10 dequantize_per_tensor_default_2" [label=None, style=solid]; +"9 dequantize_per_tensor_default_3" -> "14 slice_4" [label=None, style=solid]; +"10 dequantize_per_tensor_default_2" -> "11 slice_1" [label=None, style=solid]; +"11 slice_1" -> "12 slice_2" [label="(1, 2, 12)", style=solid]; +"12 slice_2" -> "13 slice_3" [label="(1, 2, 12)", style=solid]; +"13 slice_3" -> "21 matmul" [label="(1, 2, 4)", style=solid]; +"14 slice_4" -> "15 slice_5" [label="(1, 2, 12)", style=solid]; +"15 slice_5" -> "16 slice_6" [label="(1, 2, 12)", style=solid]; +"16 slice_6" -> "20 transpose" [label="(1, 2, 4)", style=solid]; +"17 slice_7" -> "18 slice_8" [label="(1, 2, 12)", style=solid]; +"18 slice_8" -> "19 slice_9" [label="(1, 2, 12)", style=solid]; +"19 slice_9" -> "25 matmul_1" [label="(1, 2, 4)", style=solid]; +"20 transpose" -> "21 matmul" [label="(1, 4, 2)", style=solid]; +"21 matmul" -> "22 div_" [label="(1, 2, 2)", style=solid]; +"22 div_" -> "23 softmax" [label="(1, 2, 2)", style=solid]; +"23 softmax" -> "24 transpose_1" [label="(1, 2, 2)", style=solid]; +"24 transpose_1" -> "25 matmul_1" [label="(1, 2, 2)", style=solid]; +"25 matmul_1" -> "26 output_1" [label="(1, 2, 4)", style=solid]; +} diff --git a/tests/torch/fx/test_quantizer.py b/tests/torch/fx/test_quantizer.py new file mode 100644 index 00000000000..12b8f5bec04 --- /dev/null +++ b/tests/torch/fx/test_quantizer.py @@ -0,0 +1,191 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from dataclasses import dataclass +from functools import partial +from pathlib import Path +from typing import Any, Callable, Tuple + +import pytest +import torch +import torch.fx +import torch.nn.parallel +import torch.optim +import torch.utils.data +import torch.utils.data.distributed +import torchvision.models as models +from torch.ao.quantization.quantize_pt2e import convert_pt2e +from torch.ao.quantization.quantize_pt2e import prepare_pt2e +from torch.ao.quantization.quantizer.quantizer import Quantizer +from torch.ao.quantization.quantizer.x86_inductor_quantizer import X86InductorQuantizer +from torch.ao.quantization.quantizer.x86_inductor_quantizer import get_default_x86_inductor_quantization_config + +import nncf +from nncf.experimental.common.quantization.algorithms.quantizer.openvino_quantizer import OpenVINOQuantizer +from nncf.experimental.torch.fx.nncf_graph_builder import GraphConverter +from nncf.experimental.torch.fx.quantization.quantize_pt2e import quantize_pt2e +from tests.torch import test_models +from tests.torch.fx.helpers import get_torch_fx_model +from tests.torch.test_compressed_graph import check_graph +from tests.torch.test_models.synthetic import ShortTransformer +from tests.torch.test_models.synthetic import YOLO11N_SDPABlock + +FX_QUANTIZED_DIR_NAME = Path("fx") / "experimental" + + +@dataclass +class ModelCase: + model_builder: Callable[[], torch.nn.Module] + model_id: str + input_shape: Tuple[int] + + +def torchvision_model_case(model_id: str, input_shape: Tuple[int,]): + model = getattr(models, model_id) + return ModelCase(partial(model, weights=None), model_id, input_shape) + + +TEST_MODELS = ( + torchvision_model_case("resnet18", (1, 3, 224, 224)), + torchvision_model_case("mobilenet_v3_small", (1, 3, 224, 224)), + torchvision_model_case("vit_b_16", (1, 3, 224, 224)), + torchvision_model_case("swin_v2_s", (1, 3, 224, 224)), + ModelCase(test_models.UNet, "unet", [1, 3, 224, 224]), + ModelCase(partial(ShortTransformer, 5, 10), "synthetic_transformer", [5]), + ModelCase(YOLO11N_SDPABlock, "yolo11n_sdpa_block", YOLO11N_SDPABlock.INPUT_SIZE), +) + + +def get_dot_filename(model_name): + return model_name + ".dot" + + +def get_x86_quantizer(*args, **kwarsg) -> X86InductorQuantizer: + quantizer = X86InductorQuantizer() + quantizer.set_global(get_default_x86_inductor_quantization_config()) + return quantizer + + +def get_openvino_quantizer(*args, **kwargs) -> OpenVINOQuantizer: + return OpenVINOQuantizer(*args, **kwargs) + + +TEST_MODELS_QUANIZED = ( + (ModelCase(test_models.UNet, "unet", [1, 3, 224, 224]), {}, {}), + (torchvision_model_case("resnet18", (1, 3, 224, 224)), {}, {}), + (torchvision_model_case("mobilenet_v3_small", (1, 3, 224, 224)), {}, {}), + ( + torchvision_model_case("vit_b_16", (1, 3, 224, 224)), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), + ( + torchvision_model_case("swin_v2_s", (1, 3, 224, 224)), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), + ( + ModelCase(partial(ShortTransformer, 5, 10), "synthetic_transformer", [5]), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), + ( + ModelCase(YOLO11N_SDPABlock, "yolo11n_sdpa_block", YOLO11N_SDPABlock.INPUT_SIZE), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), +) + + +def _build_torch_fx_model(model_case: ModelCase) -> Tuple[torch.fx.GraphModule, torch.Tensor]: + model = model_case.model_builder() + dtype = torch.int32 if model_case.model_id == "synthetic_transformer" else torch.float32 + example_input = torch.ones(model_case.input_shape, dtype=dtype) + fx_model = get_torch_fx_model(model, example_input) + return fx_model, example_input + + +def _get_calibration_dataset(example_input: torch.Tensor) -> nncf.Dataset: + def transform_fn(data_item): + return data_item.to("cpu") + + return nncf.Dataset([example_input], transform_fn) + + +@pytest.mark.parametrize( + ("model_case", "quantizer_params", "pt2e_params"), + TEST_MODELS_QUANIZED, + ids=[m[0].model_id for m in TEST_MODELS_QUANIZED], +) +@pytest.mark.parametrize( + "quantizer_builder", [get_x86_quantizer, get_openvino_quantizer], ids=["X86InductorQuantizer", "OpenVINOQuantizer"] +) +def test_quantized_model( + quantizer_builder: Callable[[Tuple[Any, ...]], Quantizer], + model_case: ModelCase, + quantizer_params, + pt2e_params, +): + fx_model, example_input = _build_torch_fx_model(model_case) + calibration_dataset = _get_calibration_dataset(example_input) + + quantizer = quantizer_builder(**quantizer_params) + quantized_model = quantize_pt2e( + fx_model, + quantizer, + calibration_dataset=calibration_dataset, + fast_bias_correction=None, # BC is disabled + fold_quantize=True, + **pt2e_params, + ) + + # Uncomment to visualize torch fx graph + # from tests.torch.fx.helpers import visualize_fx_model + # visualize_fx_model(quantized_model, f"{model_case.model_id}_int8.svg") + + nncf_graph = GraphConverter.create_nncf_graph(quantized_model) + check_graph( + nncf_graph, + get_dot_filename(model_case.model_id), + FX_QUANTIZED_DIR_NAME / quantizer.__class__.__name__, + extended=True, + ) + + # Uncomment to visualize reference graphs + # from torch.ao.quantization.quantize_pt2e import convert_pt2e + # from torch.ao.quantization.quantize_pt2e import prepare_pt2e + # prepared_model = prepare_pt2e(fx_model, quantizer) + # prepared_model(example_input) + # ao_quantized_model = convert_pt2e(prepared_model) + # ao_nncf_graph = GraphConverter.create_nncf_graph(ao_quantized_model) + # ao_nncf_graph.visualize_graph("ao_" + get_dot_filename(model_case.model_id)) + + +@pytest.mark.parametrize( + "model_case,quantizer_params", + [(m[0], m[1]) for m in TEST_MODELS_QUANIZED], + ids=[m[0].model_id for m in TEST_MODELS_QUANIZED], +) +def test_openvino_quantizer_with_torch_ao_convert_pt2e(model_case: ModelCase, quantizer_params): + quantizer = get_openvino_quantizer(**quantizer_params) + fx_model, example_input = _build_torch_fx_model(model_case) + + prepared_model = prepare_pt2e(fx_model, quantizer) + prepared_model(example_input) + ao_quantized_model = convert_pt2e(prepared_model) + + nncf_graph = GraphConverter.create_nncf_graph(ao_quantized_model) + check_graph( + nncf_graph, + get_dot_filename(model_case.model_id), + FX_QUANTIZED_DIR_NAME / "ao_export_quantization_OpenVINOQuantizer", + extended=True, + )