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Support for GlobusComputeExecutor to submit functions to globus_compu…
…te_endpoints * A new `GlobusComputeExecutor` implementation * Docs, tests, and examples * Github Action for GlobusComputeExecutor (#3619)
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name: GlobusComputeExecutor tests | ||
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on: | ||
pull_request: | ||
types: | ||
- opened | ||
- synchronize | ||
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env: | ||
PYTHON_VERSION: 3.11 | ||
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jobs: | ||
main-test-suite: | ||
runs-on: ubuntu-20.04 | ||
timeout-minutes: 60 | ||
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steps: | ||
- uses: actions/checkout@master | ||
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- name: Set up Python Environment | ||
uses: actions/setup-python@v4 | ||
with: | ||
python-version: ${{ env.PYTHON_VERSION }} | ||
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- name: Collect Job Information | ||
id: job-info | ||
run: | | ||
echo "Python Version: ${{ env.PYTHON_VERSION }} " >> ci_job_info.txt | ||
echo "CI Triggering Event: ${{ github.event_name }}" >> ci_job_info.txt | ||
echo "Triggering Git Ref: ${{ github.ref }}" >> ci_job_info.txt | ||
echo "Triggering Git SHA: ${{ github.sha }}" >> ci_job_info.txt | ||
echo "Workflow Run: ${{ github.run_number }}" >> ci_job_info.txt | ||
echo "Workflow Attempt: ${{ github.run_attempt }}" >> ci_job_info.txt | ||
as_ascii="$(echo "${{ github.ref_name }}" | perl -pe "s/[^A-z0-9-]+/-/g; s/^-+|-+\$//g; s/--+/-/g;")" | ||
echo "as-ascii=$as_ascii" >> $GITHUB_OUTPUT | ||
- name: setup virtual env | ||
run: | | ||
make virtualenv | ||
source .venv/bin/activate | ||
- name: Non-requirements based install | ||
run: | | ||
# mpich: required by mpi4py which is in test-requirements for radical-pilot | ||
sudo apt-get update -q | ||
sudo apt-get install -qy mpich | ||
- name: make deps clean_coverage | ||
run: | | ||
source .venv/bin/activate | ||
make deps | ||
make clean_coverage | ||
# Temporary fix until fixes make it to a release | ||
git clone -b main https://github.com/globus/globus-compute.git | ||
pip3 install globus-compute/compute_sdk globus-compute/compute_endpoint | ||
- name: start globus_compute_endpoint | ||
env: | ||
GLOBUS_COMPUTE_CLIENT_ID: ${{ secrets.GLOBUS_COMPUTE_CLIENT_ID }} | ||
GLOBUS_COMPUTE_CLIENT_SECRET: ${{ secrets.GLOBUS_COMPUTE_SECRET_KEY }} | ||
run: | | ||
source /home/runner/work/parsl/parsl/.venv/bin/activate | ||
globus-compute-endpoint configure default | ||
which globus-compute-endpoint | ||
python3 -c "import globus_compute_sdk; print(globus_compute_sdk.__version__)" | ||
python3 -c "import globus_compute_endpoint; print(globus_compute_endpoint.__version__)" | ||
cat << EOF > /home/runner/.globus_compute/default/config.yaml | ||
engine: | ||
type: ThreadPoolEngine | ||
max_workers: 4 | ||
EOF | ||
cat /home/runner/.globus_compute/default/config.yaml | ||
mkdir ~/.globus_compute/default/tasks_working_dir | ||
globus-compute-endpoint start default | ||
globus-compute-endpoint list | ||
- name: make test | ||
env: | ||
GLOBUS_COMPUTE_CLIENT_ID: ${{ secrets.GLOBUS_COMPUTE_CLIENT_ID }} | ||
GLOBUS_COMPUTE_CLIENT_SECRET: ${{ secrets.GLOBUS_COMPUTE_SECRET_KEY }} | ||
run: | | ||
source .venv/bin/activate | ||
export GLOBUS_COMPUTE_ENDPOINT=$(globus-compute-endpoint list | grep default | cut -c 3-38) | ||
echo "GLOBUS_COMPUTE_ENDPOINT = $GLOBUS_COMPUTE_ENDPOINT" | ||
export PARSL_TEST_PRESERVE_NUM_RUNS=7 | ||
make gce_test | ||
ln -s pytest-parsl/parsltest-current test_runinfo | ||
- name: stop globus_compute_endpoint | ||
env: | ||
GLOBUS_COMPUTE_CLIENT_ID: ${{ secrets.GLOBUS_COMPUTE_CLIENT_ID }} | ||
GLOBUS_COMPUTE_CLIENT_SECRET: ${{ secrets.GLOBUS_COMPUTE_SECRET_KEY }} | ||
run: | | ||
source /home/runner/work/parsl/parsl/.venv/bin/activate | ||
globus-compute-endpoint stop default | ||
- name: Archive runinfo logs | ||
if: ${{ always() }} | ||
uses: actions/upload-artifact@v4 | ||
with: | ||
name: runinfo-${{ env.PYTHON_VERSION }}-${{ steps.job-info.outputs.as-ascii }}-${{ github.sha }} | ||
path: | | ||
runinfo/ | ||
pytest-parsl/ | ||
ci_job_info.txt | ||
compression-level: 9 |
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from __future__ import annotations | ||
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import copy | ||
import uuid | ||
from concurrent.futures import Future | ||
from typing import Any, Callable, Dict, Optional, Union | ||
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import typeguard | ||
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from parsl.errors import OptionalModuleMissing | ||
from parsl.executors.base import ParslExecutor | ||
from parsl.utils import RepresentationMixin | ||
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try: | ||
from globus_compute_sdk import Executor | ||
_globus_compute_enabled = True | ||
except ImportError: | ||
_globus_compute_enabled = False | ||
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UUID_LIKE_T = Union[uuid.UUID, str] | ||
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class GlobusComputeExecutor(ParslExecutor, RepresentationMixin): | ||
""" GlobusComputeExecutor enables remote execution on Globus Compute endpoints | ||
GlobusComputeExecutor is a thin wrapper over globus_compute_sdk.Executor | ||
Refer to `globus-compute user documentation <https://globus-compute.readthedocs.io/en/latest/executor.html>`_ | ||
and `reference documentation <https://globus-compute.readthedocs.io/en/latest/reference/executor.html>`_ | ||
for more details. | ||
.. note:: | ||
As a remote execution system, Globus Compute relies on serialization to ship | ||
tasks and results between the Parsl client side and the remote Globus Compute | ||
Endpoint side. Serialization is unreliable across python versions, and | ||
wrappers used by Parsl assume identical Parsl versions across on both sides. | ||
We recommend using matching Python, Parsl and Globus Compute version on both | ||
the client side and the endpoint side for stable behavior. | ||
""" | ||
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@typeguard.typechecked | ||
def __init__( | ||
self, | ||
executor: Executor, | ||
label: str = 'GlobusComputeExecutor', | ||
resource_specification: Optional[dict] = None, | ||
user_endpoint_config: Optional[dict] = None, | ||
): | ||
""" | ||
Parameters | ||
---------- | ||
executor: globus_compute_sdk.Executor | ||
Pass a globus_compute_sdk Executor that will be used to execute | ||
tasks on a globus_compute endpoint. Refer to `globus-compute docs | ||
<https://globus-compute.readthedocs.io/en/latest/reference/executor.html#globus-compute-executor>`_ | ||
label: | ||
a label to name the executor | ||
resource_specification: | ||
Specify resource requirements for individual task execution. | ||
user_endpoint_config: | ||
User endpoint configuration values as described | ||
and allowed by endpoint administrators. Must be a JSON-serializable dict | ||
or None. Refer docs from `globus-compute | ||
<https://globus-compute.readthedocs.io/en/latest/endpoints/endpoints.html#templating-endpoint-configuration>`_ | ||
for more info. | ||
""" | ||
if not _globus_compute_enabled: | ||
raise OptionalModuleMissing( | ||
['globus-compute-sdk'], | ||
"GlobusComputeExecutor requires globus-compute-sdk installed" | ||
) | ||
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super().__init__() | ||
self.executor: Executor = executor | ||
self.resource_specification = resource_specification | ||
self.user_endpoint_config = user_endpoint_config | ||
self.label = label | ||
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def start(self) -> None: | ||
""" Start the Globus Compute Executor """ | ||
pass | ||
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def submit(self, func: Callable, resource_specification: Dict[str, Any], *args: Any, **kwargs: Any) -> Future: | ||
""" Submit func to globus-compute | ||
Parameters | ||
---------- | ||
func: Callable | ||
Python function to execute remotely | ||
resource_specification: Dict[str, Any] | ||
Resource specification can be used specify MPI resources required by MPI applications on | ||
Endpoints configured to use globus compute's MPIEngine. GCE also accepts *user_endpoint_config* | ||
to configure endpoints when the endpoint is a `Multi-User Endpoint | ||
<https://globus-compute.readthedocs.io/en/latest/endpoints/endpoints.html#templating-endpoint-configuration>`_ | ||
args: | ||
Args to pass to the function | ||
kwargs: | ||
kwargs to pass to the function | ||
Returns | ||
------- | ||
Future | ||
""" | ||
res_spec = copy.deepcopy(resource_specification or self.resource_specification) | ||
# Pop user_endpoint_config since it is illegal in resource_spec for globus_compute | ||
if res_spec: | ||
user_endpoint_config = res_spec.pop('user_endpoint_config', self.user_endpoint_config) | ||
else: | ||
user_endpoint_config = self.user_endpoint_config | ||
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self.executor.resource_specification = res_spec | ||
self.executor.user_endpoint_config = user_endpoint_config | ||
return self.executor.submit(func, *args, **kwargs) | ||
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def shutdown(self): | ||
"""Clean-up the resources associated with the Executor. | ||
GCE.shutdown will cancel all futures that have not yet registered with | ||
Globus Compute and will not wait for the launched futures to complete. | ||
""" | ||
self.executor.shutdown(wait=False, cancel_futures=True) |
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import os | ||
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from globus_compute_sdk import Executor | ||
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from parsl.config import Config | ||
from parsl.executors import GlobusComputeExecutor | ||
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def fresh_config(): | ||
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endpoint_id = os.environ["GLOBUS_COMPUTE_ENDPOINT"] | ||
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return Config( | ||
executors=[ | ||
GlobusComputeExecutor( | ||
executor=Executor(endpoint_id=endpoint_id), | ||
label="globus_compute", | ||
) | ||
] | ||
) |
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