Update app.py
Browse files
app.py
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def create_gradio_app():
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with gr.Blocks(title="Lesbian Greek Morphosyntactic Parser", theme=gr.themes.Soft()) as app:
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gr.Markdown("""
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# Lesbian Greek Morphosyntactic Parser
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This tool uses custom Stanza models trained specifically for the **Lesbian dialect of Greek**
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(spoken on the island of Lesbos). Choose between two different model variants:
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- **Lesbian-only**: Trained exclusively on Lesbian dialect data
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- **Lesbian-synthetic-data**: Enhanced with synthetic data from NGUD for improved coverage
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## Model Features
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Both models provide:
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- **Tokenization**: Splits text into tokens
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- **POS Tagging**: Part-of-speech classification
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- **Lemmatization**: Base form identification
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- **Dependency Parsing**: Syntactic relationship analysis
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- **CoNLL-U Output**: Standard linguistic annotation format
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## About the Models
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The **Lesbian-only** model was trained on a curated treebank of 540 sentences from both oral and written
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sources collected from various villages of Lesbos, including Agra, Chidira, Eressos,
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Pterounta, Mesotopos, and Parakoila.
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The **Lesbian-synthetic-data** model enhances the original with additional synthetic data
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generated using NGUD (Neural Grammatical Universal Dependencies) techniques.
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**Citation**: Bompolas, S., Markantonatou, S., Ralli, A., & Anastasopoulos, A. (2025).
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Crossing Dialectal Boundaries: Building a Treebank for the Dialect of Lesbos through
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Knowledge Transfer from Standard Modern Greek.
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Enter your Lesbian Greek text below to get started!
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""")
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# Show model status for both models
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any_model_loaded = LESBIAN_ONLY_MODEL is not None or LESBIAN_SYNTHETIC_MODEL is not None
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if any_model_loaded:
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status_html = "### Model Status\n\n"
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for model_name, result in model_results.items():
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if "✅" in result:
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status_html += f"- **{model_name.replace('-', ' ').title()}**: {result}\n"
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elif "⚠️" in result:
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status_html += f"- **{model_name.replace('-', ' ').title()}**: {result}\n"
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else:
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status_html += f"- **{model_name.replace('-', ' ').title()}**: ❌ {result}\n"
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gr.Markdown(status_html)
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else:
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gr.Markdown("""
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❌ **Model Loading Error**: No models could be loaded.
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This may be due to:
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- Network issues downloading the models
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- Missing dependencies (transformers library)
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- Insufficient memory or storage
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- Model compatibility issues
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Please try refreshing the page or contact the developers.
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""")
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with gr.Row():
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with gr.Column():
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# Model selection
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model_selector = gr.Dropdown(
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choices=[
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("Lesbian-only (Original)", "lesbian-only"),
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("Lesbian-synthetic-data (Enhanced)", "lesbian-synthetic-data")
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],
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value="lesbian-only",
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label="Select Model",
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info="Choose which Lesbian Greek model to use for parsing",
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interactive=any_model_loaded
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)
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text_input = gr.Textbox(
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label="Lesbian Greek Text Input",
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placeholder="Εισάγετε το κείμενο στη Λεσβιακή διάλεκτο..." if any_model_loaded else "Models not loaded - please refresh page",
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lines=4,
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value="Τα παιδιά πάντ στο κήπ." if any_model_loaded else "",
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interactive=any_model_loaded
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)
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parse_button = gr.Button(
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"Parse Lesbian Greek Text",
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variant="primary",
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size="lg",
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interactive=any_model_loaded
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)
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with gr.Row():
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with gr.Column():
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gr.Markdown("### Interactive Dependency Tree")
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dependency_tree_viz = gr.HTML(
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label="Visual Dependency Tree",
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value="<p>Enter text and click parse to see the dependency tree visualization</p>"
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)
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with gr.Row():
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with gr.Column():
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gr.Markdown("### CoNLL-U Output")
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conllu_output = gr.Textbox(
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label="CoNLL-U Format",
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lines=10,
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max_lines=20,
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show_copy_button=True,
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info="Raw CoNLL-U format output optimized for Lesbian Greek dialect"
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)
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with gr.Row():
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with gr.Column():
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gr.Markdown("### Parsed Data Table")
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data_table = gr.Dataframe(
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label="Token Analysis",
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interactive=False,
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wrap=True
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)
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with gr.Row():
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with gr.Column():
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gr.Markdown("### Text-based Dependency Structure")
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dependency_viz = gr.Textbox(
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label="Dependency Relationships",
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lines=8,
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max_lines=15,
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show_copy_button=True,
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info="Text-based visualization of syntactic dependencies"
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)
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# Event handling
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if any_model_loaded:
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parse_button.click(
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fn=process_text,
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inputs=[text_input, model_selector],
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outputs=[conllu_output, data_table, dependency_viz, dependency_tree_viz]
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)
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# Also trigger on Enter in text input
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text_input.submit(
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fn=process_text,
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inputs=[text_input, model_selector],
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outputs=[conllu_output, data_table, dependency_viz, dependency_tree_viz]
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)
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# Add Lesbian Greek examples (if available)
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if any_model_loaded:
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gr.Markdown("### Example Lesbian Greek Texts")
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examples = [
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["Τα παιδιά πάντ στο κήπ.", "lesbian-only"],
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["Η γάτα κάθεται στο τραπέζ.", "lesbian-only"],
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["Ο ήλιος λάμπει στον ουρανό.", "lesbian-synthetic-data"],
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["Η θάλασσα είναι γαλάζια και όμορφη.", "lesbian-synthetic-data"],
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]
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gr.Examples(
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examples=examples,
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inputs=[text_input, model_selector],
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outputs=[conllu_output, data_table, dependency_viz, dependency_tree_viz],
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fn=process_text,
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cache_examples=False
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)
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gr.Markdown("""
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### Model Comparison
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- **Lesbian-only**: Pure dialect model trained exclusively on authentic Lesbian Greek data
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- **Lesbian-synthetic-data**: Enhanced model with synthetic data augmentation for better coverage
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### Visualization Legend
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The **Interactive Dependency Tree** shows:
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- **Words** in bold at the bottom with their position numbers
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- **POS tags** in gray below each word
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- **Dependency arcs** as curved lines with arrows pointing to heads
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- **Dependency relations** labeled on the arcs with white backgrounds
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- **Color coding** for different dependency types:
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- Black: ROOT relations
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- Blue: Subject relations (nsubj)
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- Green: Object relations (obj)
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- Orange: Determiners (det)
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- Purple: Adjective modifiers (amod)
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- And more...
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### About CoNLL-U Format
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The CoNLL-U format includes these fields for each token:
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- **ID**: Token index
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- **FORM**: Word form or punctuation symbol
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- **LEMMA**: Lemma or stem of word form
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- **UPOS**: Universal part-of-speech tag
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- **XPOS**: Language-specific part-of-speech tag
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- **FEATS**: Morphological features
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- **HEAD**: Head of the current word
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- **DEPREL**: Dependency relation to the head
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- **DEPS**: Enhanced dependency graph
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- **MISC**: Miscellaneous annotations
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### Resources
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- [Original Lesbian Greek Models](https://huggingface.co/sbompolas/Lesbian-Greek-Morphosyntactic-Model)
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- [Enhanced NGUD-Lesbian Models](https://huggingface.co/sbompolas/NGUD-Lesbian-Morphosyntactic-Model)
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- [UD_Greek-Lesbian Treebank](https://github.com/UniversalDependencies/UD_Greek-Lesbian)
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- [Stanza Documentation](https://stanfordnlp.github.io/stanza/)
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""")
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return appimport gradio as gr
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import stanza
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import pandas as pd
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import sys
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print("Creating Gradio app...")
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app = create_gradio_app()
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print("Launching app...")
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app.launch()
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import gradio as gr
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import stanza
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import pandas as pd
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import sys
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print("Creating Gradio app...")
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app = create_gradio_app()
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print("Launching app...")
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app.launch()
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