mirror of
https://github.com/NicolasBohn/NexQuant.git
synced 2026-08-07 03:57:45 +00:00
Xu Yang
e82d38f88e
* abandon mlebench check in workflow * move mlebench check to runner and put it into the exp
31 lines
1.0 KiB
Python
31 lines
1.0 KiB
Python
import re
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from typing import Literal
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import pandas as pd
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from rdagent.core.experiment import Experiment, FBWorkspace, Task
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COMPONENT = Literal["DataLoadSpec", "FeatureEng", "Model", "Ensemble", "Workflow"]
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class DSExperiment(Experiment[Task, FBWorkspace, FBWorkspace]):
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def __init__(self, pending_tasks_list: list, *args, **kwargs) -> None:
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super().__init__(sub_tasks=[], *args, **kwargs)
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self.experiment_workspace = FBWorkspace()
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self.pending_tasks_list = pending_tasks_list
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self.format_check_result = None
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def next_component_required(self) -> COMPONENT | None:
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files = list(self.experiment_workspace.file_dict.keys())
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if "load_data.py" not in files:
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return "DataLoadSpec"
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if "feature.py" not in files:
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return "FeatureEng"
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if not any(re.match(r"model.*\.py", file) for file in files):
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return "Model"
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if "ensemble.py" not in files:
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return "Ensemble"
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if "main.py" not in files:
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return "Workflow"
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return None
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