57 lines
2.0 KiB
Python
57 lines
2.0 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
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import unittest
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from federatedscope.core.auxiliaries.data_builder import get_data
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from federatedscope.core.auxiliaries.utils import setup_seed
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from federatedscope.core.auxiliaries.logging import update_logger
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from federatedscope.core.configs.config import global_cfg
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from federatedscope.core.auxiliaries.runner_builder import get_runner
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from federatedscope.core.auxiliaries.worker_builder import get_server_cls, get_client_cls
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class ToyLRTest(unittest.TestCase):
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def setUp(self):
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print(('Testing %s.%s' % (type(self).__name__, self._testMethodName)))
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def set_config_standalone(self, cfg, make_global_eval=False):
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import torch
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cfg.use_gpu = torch.cuda.is_available()
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cfg.federate.mode = 'standalone'
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cfg.federate.total_round_num = 30
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cfg.federate.make_global_eval = make_global_eval
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cfg.federate.client_num = 5
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cfg.eval.freq = 10
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cfg.data.type = 'toy'
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cfg.trainer.type = 'general'
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cfg.model.type = 'lr'
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cfg.early_stop.patience = 5
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cfg.federate.method = "global"
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def test_toy_example_standalone(self):
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init_cfg = global_cfg.clone()
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self.set_config_standalone(init_cfg)
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setup_seed(init_cfg.seed)
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update_logger(init_cfg, True)
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data, modified_config = get_data(init_cfg.clone())
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init_cfg.merge_from_other_cfg(modified_config)
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self.assertIsNotNone(data)
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Fed_runner = get_runner(data=data,
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server_class=get_server_cls(init_cfg),
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client_class=get_client_cls(init_cfg),
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config=init_cfg.clone())
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self.assertIsNotNone(Fed_runner)
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test_best_results = Fed_runner.run()
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print(test_best_results)
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self.assertLess(
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test_best_results["client_summarized_weighted_avg"]['test_loss'],
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0.3)
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if __name__ == '__main__':
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unittest.main()
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