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Add CSE with job api with client api (#2918)
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# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. | ||
# | ||
# 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. | ||
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from src.net import Net | ||
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from nvflare import FedJob | ||
from nvflare.app_common.aggregators.intime_accumulate_model_aggregator import InTimeAccumulateWeightedAggregator | ||
from nvflare.app_common.shareablegenerators.full_model_shareable_generator import FullModelShareableGenerator | ||
from nvflare.app_common.widgets.intime_model_selector import IntimeModelSelector | ||
from nvflare.app_common.widgets.validation_json_generator import ValidationJsonGenerator | ||
from nvflare.app_common.workflows.cross_site_model_eval import CrossSiteModelEval | ||
from nvflare.app_common.workflows.scatter_and_gather import ScatterAndGather | ||
from nvflare.app_opt.pt.file_model_locator import PTFileModelLocator | ||
from nvflare.app_opt.pt.file_model_persistor import PTFileModelPersistor | ||
from nvflare.job_config.script_runner import ScriptRunner | ||
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if __name__ == "__main__": | ||
n_clients = 2 | ||
num_rounds = 2 | ||
train_script = "src/train_eval_submit.py" | ||
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job = FedJob(name="cse_pt") | ||
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shareable_generator_id = job.to_server(FullModelShareableGenerator(), id="shareable_generator") | ||
persistor_id = job.to_server(PTFileModelPersistor(model=Net()), id="persistor") | ||
aggregator_id = job.to_server(InTimeAccumulateWeightedAggregator(expected_data_kind="WEIGHTS"), id="aggregator") | ||
controller = ScatterAndGather( | ||
min_clients=n_clients, | ||
num_rounds=num_rounds, | ||
aggregator_id=aggregator_id, | ||
persistor_id=persistor_id, | ||
shareable_generator_id=shareable_generator_id, | ||
train_task_name="train", | ||
) | ||
job.to_server(controller) | ||
job.to_server(IntimeModelSelector(key_metric="accuracy")) | ||
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model_locator_id = job.to_server(PTFileModelLocator(pt_persistor_id=persistor_id), id="model_locator") | ||
controller2 = CrossSiteModelEval( | ||
model_locator_id=model_locator_id, | ||
submit_model_timeout=600, | ||
validation_timeout=6000, | ||
cleanup_models=False, | ||
validation_task_name="validate", | ||
submit_model_task_name="submit_model", | ||
) | ||
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job.to_server(controller2) | ||
job.to_server(ValidationJsonGenerator()) | ||
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# Add clients | ||
for i in range(n_clients): | ||
executor = ScriptRunner( | ||
script=train_script, | ||
script_args="", | ||
) | ||
job.to(executor, f"site-{i+1}") | ||
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# job.export_job("/tmp/nvflare/jobs/job_config") | ||
job.simulator_run("/tmp/nvflare/jobs/workdir", gpu="0") |