Create create_dict.py
Browse files- create_dict.py +50 -0
create_dict.py
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import pandas as pd
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import os
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import datasets
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XLS_FOLDER = "stdict"
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OUTPUT_FOLDER = "data"
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SORT_KEY = "어휘"
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NUM_PROC = 32
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hf_access_token = ""
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hf_ID = ""
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ds_name = "stdict_kor"
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def flatten_examples(example: dict) -> dict:
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text_line = ""
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for key in example:
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# some columns are empty or invalid
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if key == "의미 번호":
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continue
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if (single_column := example[key]) == None:
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continue
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# certain columns contain extraneous content
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if key == "원어·어종":
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single_column = single_column.removeprefix("안 밝힘 ")
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text_line += key + ": " + single_column.strip() + ", "
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return {"text": text_line.removesuffix(", ")}
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if os.path.exists(XLS_FOLDER):
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XLS_FOLDER = os.path.abspath(XLS_FOLDER)
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xls_list = os.listdir(XLS_FOLDER)
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else:
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raise ValueError("input folder does not exist")
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combined_df = pd.DataFrame()
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length_check = 0
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for xls in sorted(xls_list):
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xls_path = os.path.join(XLS_FOLDER, xls)
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if os.path.exists(xls_path):
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# print(xls_path)
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df = pd.read_excel(xls_path, header=0, index_col=None)
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length_check += len(df)
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combined_df = pd.concat([combined_df, df], ignore_index=True)
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assert len(combined_df) == length_check
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ds = datasets.Dataset.from_pandas(combined_df)
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sorted_ds = ds.sort(SORT_KEY)
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processed_ds = sorted_ds.map(flatten_examples, num_proc=NUM_PROC).select_columns("text")
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processed_ds.push_to_hub(repo_id=ds_name, token=hf_access_token)
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