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Create app.py
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app.py
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import gradio as gr
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import pandas as pd
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from datasets import load_dataset
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from io import StringIO
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# دیتافریم جهانی
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global_df = pd.DataFrame()
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# بارگذاری دیتاست از Hugging Face
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def load_hf_dataset(hf_path):
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global global_df
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try:
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dataset = load_dataset(hf_path)
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split = list(dataset.keys())[0]
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data = dataset[split]
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df = pd.DataFrame(data)
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global_df = df.copy()
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return df, f"✅ Dataset loaded from '{hf_path}' with {len(df)} rows."
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except Exception as e:
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return None, f"❌ Error loading dataset:\n{str(e)}"
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# اضافه کردن ردیف
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def add_row():
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global global_df
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empty_row = {col: "" for col in global_df.columns}
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global_df = pd.concat([global_df, pd.DataFrame([empty_row])], ignore_index=True)
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return global_df
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# حذف ردیف بر اساس شماره ردیف
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def delete_row(index):
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global global_df
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if 0 <= index < len(global_df):
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global_df = global_df.drop(index).reset_index(drop=True)
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return global_df
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# اضافه کردن ستون
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def add_column(col_name):
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global global_df
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if col_name and col_name not in global_df.columns:
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global_df[col_name] = ""
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return global_df
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# حذف ستون
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def delete_column(col_name):
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global global_df
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if col_name in global_df.columns:
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global_df = global_df.drop(columns=[col_name])
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return global_df
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# تغییر نام ستون
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def rename_column(old_name, new_name):
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global global_df
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if old_name in global_df.columns and new_name:
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global_df = global_df.rename(columns={old_name: new_name})
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return global_df
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# گرفتن خروجی CSV
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def download_csv():
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global global_df
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csv_str = global_df.to_csv(index=False)
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return csv_str
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# رابط کاربری Gradio
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with gr.Blocks(title="HuggingFace Dataset Editor") as demo:
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gr.Markdown("## 🧬 Hugging Face Dataset Editor (Gradio Web App)")
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with gr.Row():
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dataset_input = gr.Textbox(label="Hugging Face Dataset Path (e.g. `codersan/Persian-Wikipedia-Corpus`)", value="")
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load_btn = gr.Button("🔄 Load Dataset")
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status = gr.Textbox(label="Status", interactive=False)
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data_table = gr.Dataframe(label="Dataset", wrap=True, interactive=True)
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load_btn.click(fn=load_hf_dataset, inputs=dataset_input, outputs=[data_table, status])
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with gr.Row():
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add_row_btn = gr.Button("➕ Add Row")
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del_row_idx = gr.Number(label="Row Index to Delete", value=0)
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delete_row_btn = gr.Button("🗑 Delete Row")
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add_row_btn.click(fn=add_row, outputs=data_table)
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delete_row_btn.click(fn=delete_row, inputs=del_row_idx, outputs=data_table)
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with gr.Row():
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col_name_add = gr.Textbox(label="New Column Name")
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add_col_btn = gr.Button("➕ Add Column")
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col_name_del = gr.Textbox(label="Column Name to Delete")
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del_col_btn = gr.Button("🗑 Delete Column")
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add_col_btn.click(fn=add_column, inputs=col_name_add, outputs=data_table)
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del_col_btn.click(fn=delete_column, inputs=col_name_del, outputs=data_table)
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with gr.Row():
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old_col = gr.Textbox(label="Old Column Name")
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new_col = gr.Textbox(label="New Column Name")
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rename_btn = gr.Button("✏️ Rename Column")
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rename_btn.click(fn=rename_column, inputs=[old_col, new_col], outputs=data_table)
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gr.Markdown("### 📤 Export Dataset as CSV")
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csv_btn = gr.Button("📁 Generate CSV")
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csv_output = gr.File(label="Download CSV")
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def csv_download_link():
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csv_str = download_csv()
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return gr.File.update(value=StringIO(csv_str), filename="dataset.csv")
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csv_btn.click(fn=csv_download_link, outputs=csv_output)
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demo.launch()
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