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2678b8c
1
Parent(s):
7c1e17d
Test multi lingual function
Browse files- app.py +54 -21
- requirements.txt +3 -1
app.py
CHANGED
@@ -1,7 +1,42 @@
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import gradio as gr
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from shitsu import ShitsuScorer
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-
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example_inputs = [
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"The Beatles were a popular band in the 1960s. They released many hit songs.",
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"Can you believe it's already September? This year is flying by!"
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]
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def get_score(user_text):
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score =
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formatted_score = f"{score:.4g}"
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#language_options = ['am', 'ar', 'bg', 'bn', 'cs', 'da', 'de', 'el', 'en', 'es', 'fa', 'fi', 'fr', 'gu', 'ha', 'hi', 'hu', 'id', 'it', 'ja', 'jv', 'kn', 'ko', 'lt', 'mr', 'nl', 'no', 'yo', 'zh']
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#https://huggingface.co/spaces/Dusduo/shitsu-text-scorer-demo/shitsu-logo.jpeg
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css = '''
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#gen_btn{height: 100%}
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#title{text-align: center}
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justify-content: center;
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}
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'''
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theme = gr.themes.Soft(
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primary_hue="blue",
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secondary_hue="sky",
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)
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#"https://huggingface.co/spaces/Dusduo/shitsu-text-scorer-demo/shitsu-logo.jpeg"
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with gr.Blocks(theme=theme, css=css) as demo:
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title = gr.HTML(
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"""<h1><img src="https://huggingface.co/spaces/Dusduo/shitsu-text-scorer-demo/resolve/main/shitsu-logo.jpeg" alt="LightBlue"> Shitsu Text Scorer</h1>""",
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elem_id="title",
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)
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gr.Markdown(
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"""This is a demo of [Shitsu text scorer](https://huggingface.co/lightblue/shitsu_text_scorer) for
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It outputs a score generally between 0 and 1 but can exceed both of these bounds as it is a regressor.
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"""
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)
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with gr.Row():
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user_text = gr.Textbox(label='Input text', placeholder='Type something here...')
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with gr.Column(scale=0):
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submit_btn = gr.Button("Submit")
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score = gr.HTML(
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label="Output"
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)
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gr.Examples(examples=example_inputs, inputs=user_text)
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# language_choice = gr.Dropdown(
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# choices=language_options,
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# label="Choose a language",
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# info="Type to search",
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# allow_custom_value=True, # Allows typing to search
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# )
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gr.Markdown(
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"""
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"""
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)
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user_text.submit(get_score, inputs=[user_text], outputs=[score])
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submit_btn.click(get_score, inputs=[user_text], outputs=[score])
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demo.launch()
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import os
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from collections import OrderedDict
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os.environ["HF_HUB_ENABLE_HF_TRANSFER"] = "1"
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import gradio as gr
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from shitsu import ShitsuScorer
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from huggingface_hub import hf_hub_download
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class OptimizedShitsuScorer:
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def __init__(self, max_models=2):
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self.scorers = OrderedDict()
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self.max_models = max_models
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self.current_language = None
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def get_scorer(self, language):
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if language in self.scorers:
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# Move the accessed language to the end (most recently used)
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self.scorers.move_to_end(language)
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else:
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# If we're at capacity, remove the least recently used model
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if len(self.scorers) >= self.max_models:
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self.scorers.popitem(last=False)
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# Load the new model
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self.scorers[language] = ShitsuScorer(language)
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self.current_language = language
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return self.scorers[language]
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def score(self, text, language):
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scorer = self.get_scorer(language)
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return scorer.score([text])[0]
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def get_loaded_languages(self):
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return list(self.scorers.keys())
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optimized_scorer = OptimizedShitsuScorer(max_models=2)
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# Preload English model
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optimized_scorer.get_scorer('en')
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example_inputs = [
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"The Beatles were a popular band in the 1960s. They released many hit songs.",
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"Can you believe it's already September? This year is flying by!"
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]
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def get_score(user_text, language):
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score = optimized_scorer.score(user_text, language)
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formatted_score = f"{score:.4g}"
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loaded_languages = optimized_scorer.get_loaded_languages()
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return f'<div class="nice-box"> Score: {formatted_score}</div>', f"Currently loaded languages: {', '.join(loaded_languages)}"
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language_options = ['am', 'ar', 'bg', 'bn', 'cs', 'da', 'de', 'el', 'en', 'es', 'fa', 'fi', 'fr', 'gu', 'ha', 'hi', 'hu', 'id', 'it', 'ja', 'jv', 'kn', 'ko', 'lt', 'mr', 'nl', 'no', 'yo', 'zh']
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css = '''
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#gen_btn{height: 100%}
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#title{text-align: center}
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justify-content: center;
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}
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'''
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theme = gr.themes.Soft(
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primary_hue="blue",
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secondary_hue="sky",
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)
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with gr.Blocks(theme=theme, css=css) as demo:
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title = gr.HTML(
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"""<h1><img src="https://huggingface.co/spaces/Dusduo/shitsu-text-scorer-demo/resolve/main/shitsu-logo.jpeg" alt="LightBlue"> Shitsu Text Scorer</h1>""",
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elem_id="title",
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)
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gr.Markdown(
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"""This is a demo of [Shitsu text scorer](https://huggingface.co/lightblue/shitsu_text_scorer) for multiple languages, which scores text based on the amount of useful, textbook-like information in it.
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It outputs a score generally between 0 and 1 but can exceed both of these bounds as it is a regressor.
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"""
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)
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with gr.Row():
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user_text = gr.Textbox(label='Input text', placeholder='Type something here...')
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language_choice = gr.Dropdown(
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choices=language_options,
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label="Choose a language",
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info="Type to search",
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value="en",
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allow_custom_value=True,
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)
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with gr.Column(scale=0):
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submit_btn = gr.Button("Submit")
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score = gr.HTML(
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label="Output"
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)
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loaded_languages = gr.Markdown("Currently loaded languages: en")
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gr.Examples(examples=example_inputs, inputs=user_text)
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gr.Markdown(
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"""
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"""
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)
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submit_btn.click(get_score, inputs=[user_text, language_choice], outputs=[score, loaded_languages])
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demo.launch()
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requirements.txt
CHANGED
@@ -1 +1,3 @@
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git+https://github.com/lightblue-tech/shitsu.git
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git+https://github.com/lightblue-tech/shitsu.git
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hf-transfer
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huggingface_hub[hf_transfer]
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