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Implement parallel execution for DAG tasks #17361

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Implement parallel execution for DAG tasks

Implement parallel execution for DAG tasks #17361

Run time

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Job Run time
python-test (3.8, tests/unit_tests)
6m 33s
python-test (3.8, tests/test_api.py)
3m 56s
python-test (3.8, tests/test_cli.py)
4m 19s
python-test (3.8, tests/test_config.py)
4m 8s
python-test (3.8, tests/test_global_user_state.py)
4m 0s
python-test (3.8, tests/test_jobs.py)
4m 8s
python-test (3.8, tests/test_list_accelerators.py)
4m 18s
python-test (3.8, tests/test_optimizer_dryruns.py)
5m 41s
python-test (3.8, tests/test_optimizer_random_dag.py)
4m 30s
python-test (3.8, tests/test_storage.py)
3m 53s
python-test (3.8, tests/test_wheels.py)
3m 52s
python-test (3.8, tests/test_jobs_and_serve.py)
3m 47s
python-test (3.8, tests/test_yaml_parser.py)
3m 56s
57m 1s