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Create app.py
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app.py
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"""Main Gradio application for viewing dataset with text comparison."""
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import gradio as gr
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import random
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from data_loader import get_dataset_size, get_sample
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from diff_utils import generate_html_diff, get_diff_stats
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def load_sample_data(sample_index: int | None = None) -> tuple[str, str, str, str]:
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"""Load and process a sample from the dataset."""
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if sample_index is None:
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sample_index = random.randint(0, get_dataset_size() - 1)
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# Ensure index is within bounds
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sample_index = max(0, min(sample_index, get_dataset_size() - 1))
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original_text, cleaned_text = get_sample(sample_index)
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# Generate diff HTML
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diff_html = generate_html_diff(original_text, cleaned_text)
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# Get statistics
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stats = get_diff_stats(original_text, cleaned_text)
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stats_text = f"""
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**Sample #{sample_index}**
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- Original length: {stats['original_length']:,} characters
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- Cleaned length: {stats['cleaned_length']:,} characters
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- Characters removed: {stats['characters_removed']:,}
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- Similarity: {stats['similarity_ratio']}%
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"""
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return original_text, cleaned_text, diff_html, stats_text
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def create_interface() -> gr.Blocks:
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"""Create the main Gradio interface."""
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with gr.Blocks(
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title="Dataset Text Comparison Viewer",
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css="""
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.textbox-container {
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max-height: 400px;
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overflow-y: auto;
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border: 1px solid #e0e0e0;
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border-radius: 8px;
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padding: 12px;
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background: #fafafa;
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}
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.stats-box {
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background: #f8f9fa;
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border: 1px solid #dee2e6;
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border-radius: 8px;
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padding: 16px;
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margin: 8px 0;
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}
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"""
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) as interface:
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gr.Markdown("# Dataset Text Comparison Viewer")
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gr.Markdown("Compare original and cleaned text from **sumuks/essential-web-v1.0-sample-1M-with-cleaned-text**")
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with gr.Row():
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with gr.Column():
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sample_input = gr.Number(
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label="Sample Index",
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value=0,
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minimum=0,
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maximum=get_dataset_size() - 1,
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step=1
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)
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with gr.Row():
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load_btn = gr.Button("Load Sample", variant="primary")
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random_btn = gr.Button("Random Sample", variant="secondary")
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# Statistics display
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stats_output = gr.Markdown(label="Statistics", elem_classes=["stats-box"])
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# Text comparison
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with gr.Row():
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with gr.Column():
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gr.Markdown("### Original Text")
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original_output = gr.Textbox(
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label="Original",
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lines=15,
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max_lines=20,
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show_copy_button=True,
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elem_classes=["textbox-container"]
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)
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with gr.Column():
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gr.Markdown("### Cleaned Text")
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cleaned_output = gr.Textbox(
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label="Cleaned",
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lines=15,
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max_lines=20,
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show_copy_button=True,
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elem_classes=["textbox-container"]
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)
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# Diff visualization
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gr.Markdown("### Diff Visualization")
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diff_output = gr.HTML(label="Diff")
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# Event handlers
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load_btn.click(
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fn=load_sample_data,
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inputs=[sample_input],
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outputs=[original_output, cleaned_output, diff_output, stats_output]
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)
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random_btn.click(
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fn=lambda: load_sample_data(None),
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inputs=[],
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outputs=[original_output, cleaned_output, diff_output, stats_output]
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)
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# Load initial sample
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interface.load(
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fn=lambda: load_sample_data(0),
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inputs=[],
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outputs=[original_output, cleaned_output, diff_output, stats_output]
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)
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return interface
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if __name__ == "__main__":
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app = create_interface()
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app.launch(share=False, debug=True)
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