Donald Winkelman
commited on
Commit
·
a3a328d
1
Parent(s):
8dc7983
init
Browse files- .idea/.gitignore +8 -0
- .idea/discord.xml +7 -0
- .idea/material_theme_project_new.xml +12 -0
- app.py +191 -0
- requrements.txt +9 -0
.idea/.gitignore
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# Default ignored files
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/shelf/
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/workspace.xml
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# Editor-based HTTP Client requests
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/httpRequests/
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# Datasource local storage ignored files
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/dataSources/
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/dataSources.local.xml
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.idea/discord.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="DiscordProjectSettings">
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<option name="show" value="ASK" />
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<option name="description" value="" />
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</component>
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</project>
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.idea/material_theme_project_new.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="MaterialThemeProjectNewConfig">
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<option name="metadata">
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<MTProjectMetadataState>
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<option name="migrated" value="true" />
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<option name="pristineConfig" value="false" />
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<option name="userId" value="-23be7a9f:18f78ab48c6:-7ffe" />
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</MTProjectMetadataState>
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</option>
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</component>
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</project>
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app.py
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import gradio as gr
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import os
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import json
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from morphseg import MorphemeSegmenter
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# --- Global Cache for Models ---
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# We load models lazily (only when a user requests a specific language)
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# to prevent the app from timing out during startup.
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LOADED_MODELS = {}
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LANGUAGES = {
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"English": "en",
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"Spanish": "es",
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"Russian": "ru",
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"French": "fr",
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"Italian": "it",
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"Czech": "cs",
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"Hungarian": "hu",
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"Mongolian": "mn",
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"Latin": "la"
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}
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EXAMPLES = [
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["English", "Segment words into their smallest units of meaning!", " @@"],
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["Spanish", "desafortunadamente reescribieron rápidamente", " @@"],
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["Russian", "неизбежность переработки неисправима", " @@"],
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["French", "incompréhensible prétraitement irréversiblement", " @@"],
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["Italian", "incredibilmente preprocessarono inevitabilmente", " @@"],
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["Czech", "nepochopitelně přepracování nevratně", " @@"],
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["Hungarian", "visszafordíthatatlan átdolgozást végrehajtottak", " @@"],
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["Mongolian", "боломжгүй дахин боловсруулах ажиллагаа", " @@"],
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["Latin", "philosophica sapientia irreprehensibilis et compositionis cūrātissimē perfectae", " @@"]
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]
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def get_segmenter(lang_code):
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"""Retrieves a model from cache or loads it if not present."""
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if lang_code not in LOADED_MODELS:
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print(f"Loading model for {lang_code}...")
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try:
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LOADED_MODELS[lang_code] = MorphemeSegmenter(lang=lang_code)
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except Exception as e:
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raise gr.Error(f"Failed to load model for {lang_code}: {str(e)}")
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return LOADED_MODELS[lang_code]
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def process_segmentation(language_name, text_input, file_input, delimiter, output_format):
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"""Main processing function for the Gradio interface."""
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# 1. Determine Input Source
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content = ""
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if file_input is not None:
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try:
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with open(file_input.name, 'r', encoding='utf-8') as f:
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content = f.read()
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except UnicodeDecodeError:
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return "Error: File must be a text file (UTF-8).", None
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else:
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content = text_input
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if not content or content.strip() == "":
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return "Please enter text or upload a file.", None
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# 2. Get Language Code and Model
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lang_code = LANGUAGES.get(language_name)
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if not lang_code:
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return "Error: Invalid language selection.", None
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segmenter = get_segmenter(lang_code)
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# 3. Determine Output Format
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is_output_string = (output_format == "String")
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# 4. Run Segmentation
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# Note: The library segment() method handles the empty string check internally
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try:
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result = segmenter.segment(content, output_string=is_output_string, delimiter=delimiter)
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except Exception as e:
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return f"Error during segmentation: {str(e)}", None
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# 5. Format Output for Display and File Generation
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display_output = ""
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if is_output_string:
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display_output = result
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else:
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# If list, pretty print it as JSON strings for readability
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# If the input was a single sentence, it's a list of lists.
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# If massive text, it's a large list of lists.
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display_output = json.dumps(result, ensure_ascii=False, indent=2)
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# 6. Create Downloadable File
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output_filename = "segmented_output.txt"
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# If it's JSON/List, save as .json, otherwise .txt
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if not is_output_string:
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output_filename = "segmented_output.json"
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with open(output_filename, "w", encoding="utf-8") as f:
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f.write(display_output)
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return display_output, output_filename
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# --- Gradio UI Construction ---
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with gr.Blocks(title="MorphSeg Demo", theme=gr.themes.Soft()) as demo:
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gr.Markdown(
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"""
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# 🧩 MorphSeg: Canonical Morpheme Segmentation
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**MorphSeg** provides linguistically aware segmentation. Unlike standard tokenizers (BPE) which split words based on frequency statistics,
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MorphSeg splits words into their true morphological roots and affixes (Canonical Segmentation).
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*Select a language, enter text, and see the morphemes!*
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"""
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)
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with gr.Row():
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with gr.Column(scale=1):
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# Controls
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lang_dropdown = gr.Dropdown(
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choices=list(LANGUAGES.keys()),
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value="English",
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label="Language",
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info="Select the language of your text."
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)
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with gr.Tabs():
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with gr.TabItem("📝 Text Input"):
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txt_input = gr.Textbox(
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lines=5,
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placeholder="Type word or sentence here...",
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label="Input Text"
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)
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with gr.TabItem("mb File Upload"):
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file_input = gr.File(
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label="Upload Text File (.txt)",
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file_types=[".txt", ".csv", ".tsv"]
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)
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with gr.Accordion("⚙️ Advanced Options", open=False):
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delimiter_input = gr.Textbox(
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value=" @@",
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label="Morpheme Delimiter",
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info="The string used to separate morphemes (e.g., ' @@' or '-')."
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)
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format_radio = gr.Radio(
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choices=["String", "List"],
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value="String",
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label="Output Format",
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info="String returns text with delimiters. List returns a Python list structure."
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)
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submit_btn = gr.Button("🔍 Segment", variant="primary", size="lg")
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with gr.Column(scale=1):
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# Outputs
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output_area = gr.TextArea(
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label="Segmented Output",
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show_copy_button=True,
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lines=10
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)
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download_btn = gr.File(label="Download Result")
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# Event Listeners
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submit_btn.click(
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fn=process_segmentation,
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inputs=[lang_dropdown, txt_input, file_input, delimiter_input, format_radio],
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outputs=[output_area, download_btn]
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)
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# Clear file input if text input is used, and vice versa (optional UX polish)
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txt_input.change(lambda: None, None, file_input)
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file_input.change(lambda: None, None, txt_input)
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gr.Markdown("### Examples")
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gr.Examples(
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examples=EXAMPLES,
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inputs=[lang_dropdown, txt_input, delimiter_input],
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label="Click on an example to populate:"
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)
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gr.Markdown(
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"""
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---
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Built with [MorphSeg](https://github.com/TheWelcomer/MorphSeg) | Based on SIGMORPHON 2022 Research
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"""
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)
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if __name__ == "__main__":
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demo.launch()
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requrements.txt
ADDED
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@@ -0,0 +1,9 @@
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|
| 1 |
+
gradio
|
| 2 |
+
morphseg
|
| 3 |
+
torch
|
| 4 |
+
pandas
|
| 5 |
+
regex
|
| 6 |
+
unicodedata2
|
| 7 |
+
rich
|
| 8 |
+
safetensors
|
| 9 |
+
huggingface_hub
|