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job.py
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40 lines (35 loc) · 1.36 KB
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# Copyright (c) 2025, 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.
from model import Net
from nvflare.app_opt.tf.recipes.cyclic import CyclicRecipe
from nvflare.recipe import SimEnv
if __name__ == "__main__":
n_clients = 2
num_rounds = 3
train_script = "client.py"
recipe = CyclicRecipe(
num_rounds=num_rounds,
min_clients=n_clients,
# Model can be specified as class instance or dict config:
model=Net(),
# Alternative: model={"class_path": "model.Net", "args": {}},
# For pre-trained weights: initial_ckpt="/server/path/to/model.h5",
train_script=train_script,
)
env = SimEnv(num_clients=n_clients)
run = recipe.execute(env=env)
print()
print("Result can be found in :", run.get_result())
print("Job Status is:", run.get_status())
print()