mirror of
https://github.com/NicolasBohn/NexQuant.git
synced 2026-07-31 17:27:42 +00:00
Xu Yang
40 lines
1.2 KiB
Python
40 lines
1.2 KiB
Python
# %%
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from dotenv import load_dotenv
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from rdagent.scenarios.general_model.scenario import GeneralModelScenario
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load_dotenv(override=True)
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import fire
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from rdagent.components.coder.model_coder.task_loader import (
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ModelExperimentLoaderFromPDFfiles,
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)
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from rdagent.components.document_reader.document_reader import (
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extract_first_page_screenshot_from_pdf,
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)
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from rdagent.log import rdagent_logger as logger
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from rdagent.scenarios.qlib.developer.model_coder import QlibModelCoSTEER
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def extract_models_and_implement(
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report_file_path: str,
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) -> None:
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with logger.tag("init"):
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scenario = GeneralModelScenario()
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logger.log_object(scenario, tag="scenario")
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with logger.tag("r"):
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# Save Relevant Images
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img = extract_first_page_screenshot_from_pdf(report_file_path)
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logger.log_object(img, tag="pdf_image")
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exp = ModelExperimentLoaderFromPDFfiles().load(report_file_path)
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logger.log_object(exp, tag="load_experiment")
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with logger.tag("d"):
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exp = QlibModelCoSTEER(scenario).develop(exp)
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logger.log_object(exp, tag="developed_experiment")
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return exp
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if __name__ == "__main__":
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fire.Fire(extract_models_and_implement)
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