mirror of
https://github.com/NicolasBohn/NexQuant.git
synced 2026-07-27 23:47:46 +00:00
XianBW
3bb4276595
* remove state.times in old ui * remove "r" tag * remove "d" tag * remove "ef" tag * remove "init" tag * fix CI * remove old tag in app UI * fix bugs * fix CI * some updates * filter tags
46 lines
1.5 KiB
Python
46 lines
1.5 KiB
Python
import fire
|
|
|
|
from rdagent.components.coder.model_coder.task_loader import (
|
|
ModelExperimentLoaderFromPDFfiles,
|
|
)
|
|
from rdagent.components.document_reader.document_reader import (
|
|
extract_first_page_screenshot_from_pdf,
|
|
)
|
|
from rdagent.log import rdagent_logger as logger
|
|
from rdagent.scenarios.general_model.scenario import GeneralModelScenario
|
|
from rdagent.scenarios.qlib.developer.model_coder import QlibModelCoSTEER
|
|
|
|
|
|
def extract_models_and_implement(report_file_path: str) -> None:
|
|
"""
|
|
This is a research copilot to automatically implement models from a report file or paper.
|
|
|
|
It extracts models from a given PDF report file and implements the necessary operations.
|
|
|
|
Parameters:
|
|
report_file_path (str): The path to the report file. The file must be a PDF file.
|
|
|
|
Example URLs of PDF reports:
|
|
- https://arxiv.org/pdf/2210.09789
|
|
- https://arxiv.org/pdf/2305.10498
|
|
- https://arxiv.org/pdf/2110.14446
|
|
- https://arxiv.org/pdf/2205.12454
|
|
- https://arxiv.org/pdf/2210.16518
|
|
|
|
Returns:
|
|
None
|
|
"""
|
|
scenario = GeneralModelScenario()
|
|
logger.log_object(scenario, tag="scenario")
|
|
# Save Relevant Images
|
|
img = extract_first_page_screenshot_from_pdf(report_file_path)
|
|
logger.log_object(img, tag="pdf_image")
|
|
exp = ModelExperimentLoaderFromPDFfiles().load(report_file_path)
|
|
logger.log_object(exp, tag="load_experiment")
|
|
exp = QlibModelCoSTEER(scenario).develop(exp)
|
|
logger.log_object(exp, tag="developed_experiment")
|
|
|
|
|
|
if __name__ == "__main__":
|
|
fire.Fire(extract_models_and_implement)
|