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import gradio as gr | |
from fastapi import FastAPI | |
from app import Summarizer, Request, Result | |
from app import ( | |
EN_SENTIMENT_MODEL, | |
EN_SUMMARY_MODEL, | |
RU_SENTIMENT_MODEL, | |
RU_SUMMARY_MODEL, | |
) | |
from app import DEFAULT_EN_TEXT, DEFAULT_RU_TEXT | |
app = FastAPI() | |
pipe = Summarizer() | |
async def ru_summ_api(request: Request): | |
results = pipe.summarize(request.text, lang="ru") | |
return results | |
async def en_summ_api(request: Request): | |
results = pipe.summarize(request.text, lang="en") | |
return results | |
with gr.Blocks() as demo: | |
with gr.Row(): | |
with gr.Column(scale=2, min_width=600): | |
en_sum_description = gr.Markdown( | |
value=f"Model for Summary: {EN_SUMMARY_MODEL}" | |
) | |
en_sent_description = gr.Markdown( | |
value=f"Model for Sentiment: {EN_SENTIMENT_MODEL}" | |
) | |
en_inputs = gr.Textbox( | |
label="en_input", | |
lines=5, | |
value=DEFAULT_EN_TEXT, | |
placeholder=DEFAULT_EN_TEXT, | |
) | |
en_lang = gr.Textbox(value="en", visible=False) | |
en_outputs = gr.Textbox( | |
label="en_output", | |
lines=5, | |
placeholder="Summary and Sentiment would be here...", | |
) | |
en_inbtn = gr.Button("Proceed") | |
with gr.Column(scale=2, min_width=600): | |
ru_sum_description = gr.Markdown( | |
value=f"Model for Summary: {RU_SUMMARY_MODEL}" | |
) | |
ru_sent_description = gr.Markdown( | |
value=f"Model for Sentiment: {RU_SENTIMENT_MODEL}" | |
) | |
ru_inputs = gr.Textbox( | |
label="ru_input", | |
lines=5, | |
value=DEFAULT_RU_TEXT, | |
placeholder=DEFAULT_RU_TEXT, | |
) | |
ru_lang = gr.Textbox(value="ru", visible=False) | |
ru_outputs = gr.Textbox( | |
label="ru_output", | |
lines=5, | |
placeholder="Здесь будет обобщение и эмоциональный окрас текста...", | |
) | |
ru_inbtn = gr.Button("Запустить") | |
en_inbtn.click( | |
pipe.summ, | |
[en_inputs, en_lang], | |
[en_outputs], | |
) | |
ru_inbtn.click( | |
pipe.summ, | |
[ru_inputs, ru_lang], | |
[ru_outputs], | |
) | |
# mounting at the root path | |
app = gr.mount_gradio_app(app, demo, path="/") | |