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dev-config.yml
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model:
type: resnet34
network: ResNet34
hidden_dim: 128
filter_size: 64
block_layers: [3, 4, 6, 3]
activation: sigmoid
classes: 1600
state:
model: /home/takshan/Phd/DEV/AiSite/model/ethereal-terrain-749.h5
checkpoint: ./models_ckpt/
train:
seed: 2022
batch_size: 8
epochs: 300
optimizer:
type: adam
lr: 1.e-3
weight_decay: 0.
beta1: 0.95
beta2: 0.999
scheduler:
type: ExponentialDecay
initial_lr: 1.e-3
decay_steps: 100000
decay_rate: .89
staircase: False
validation:
batch_size: 8
callback:
early_stopping:
monitor: val_loss
min_delta: 0.0001
patience: 10
verbose: True
checkpoint:
monitor: loss
verbose: True
save_best_only: True
mode: min
tensorboard:
log_dir: ./logs/debug
histogram_freq: 10
write_graph: True
write_images: True
update_freq: "batch"
progressbar: False
early_stopping:
seed: 45
dataset:
test: /home/takshan/COSMIC/EVALUATION_SCPDB/LARGE
validation: /DATA/lab09/validation/
train: /DATA/lab09/scPDB/
version: 0.0.2
# Python code
path: "dev-config.yml"