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[Serve] Refactor Autoscaler for better customizability. #18758

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[Serve] Refactor Autoscaler for better customizability.

[Serve] Refactor Autoscaler for better customizability. #18758

Run time

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Job Run time
python-test (3.8, tests/unit_tests)
3m 12s
python-test (3.8, tests/test_api.py)
41s
python-test (3.8, tests/test_cli.py)
54s
python-test (3.8, tests/test_config.py)
33s
python-test (3.8, tests/test_global_user_state.py)
29s
python-test (3.8, tests/test_jobs.py)
39s
python-test (3.8, tests/test_list_accelerators.py)
48s
python-test (3.8, tests/test_optimizer_dryruns.py)
2m 0s
python-test (3.8, tests/test_optimizer_random_dag.py)
1m 19s
python-test (3.8, tests/test_storage.py)
24s
python-test (3.8, tests/test_wheels.py)
27s
python-test (3.8, tests/test_jobs_and_serve.py)
26s
python-test (3.8, tests/test_yaml_parser.py)
26s
12m 18s