wehub-resource-sync
62 lines
1.8 KiB
Python
62 lines
1.8 KiB
Python
from typing import Optional
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from ray_release.result import Result
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from ray_release.test import Test
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def handle_result(
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test: Test,
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result: Result,
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) -> Optional[str]:
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test_name = test["name"]
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time_taken = result.results.get("time_taken", float("inf"))
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num_terminated = result.results.get("trial_states", {}).get("TERMINATED", 0)
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if test_name.startswith("xgboost_tune_"):
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msg = ""
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if test_name == "xgboost_tune_small":
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target_terminated = 4
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target_time = 90
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elif test_name == "xgboost_tune_4x32":
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target_terminated = 4
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target_time = 120
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elif test_name == "xgboost_tune_32x4":
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target_terminated = 32
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target_time = 600
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else:
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return None
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if num_terminated < target_terminated:
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msg += (
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f"Some trials failed "
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f"(num_terminated={num_terminated} < {target_terminated}). "
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)
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if time_taken > target_time:
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msg += (
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f"Took too long to complete "
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f"(time_taken={time_taken} > {target_time}). "
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)
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return msg or None
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else:
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# train scripts
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if test_name == "xgboost_train_small":
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# Leave a couple of seconds for ray connect setup
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# (without connect it should finish in < 30)
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target_time = 45
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elif test_name == "xgboost_train_moderate":
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target_time = 60
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elif test_name == "xgboost_train_gpu":
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target_time = 40
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else:
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return None
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if time_taken > target_time:
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return (
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f"Took too long to complete "
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f"(time_taken={time_taken:.2f} > {target_time}). "
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)
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return None
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