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import os | |
import gradio as gr | |
import random | |
from fastapi import FastAPI, Request | |
from fastapi.staticfiles import StaticFiles | |
from fastapi.responses import HTMLResponse, RedirectResponse | |
from fastapi.templating import Jinja2Templates | |
from fastapi.exceptions import HTTPException | |
from loguru import logger | |
from dotenv import load_dotenv | |
from app import Summarizer, TextRequest, 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 | |
from models.forms import VerificationForm | |
load_dotenv() | |
SITE_KEY = os.getenv("SITE_KEY") | |
app = FastAPI() | |
pipe = Summarizer() | |
# mount FastAPI StaticFiles server | |
app.mount("/static", StaticFiles(directory="static"), name="static") | |
templates = Jinja2Templates(directory="templates") | |
async def index(request: Request): | |
return RedirectResponse("/index/", status_code=302) | |
async def verify_page(request: Request): | |
captcha_id = random.randint(1, 5) | |
return templates.TemplateResponse( | |
request=request, | |
name="verification.html", | |
context={"site_key": SITE_KEY, "captcha_id": captcha_id}, | |
) | |
async def verify(request: Request): | |
form = VerificationForm(request) | |
await form.load_data() | |
if await form.is_valid(): | |
logger.info("Form is valid") | |
return RedirectResponse("/index/", status_code=302) | |
return await verify_page(request) | |
async def ru_summ_api(request: TextRequest): | |
results = pipe.summarize(request.text, lang="ru") | |
logger.info(results) | |
return results | |
async def en_summ_api(request: TextRequest): | |
results = pipe.summarize(request.text, lang="en") | |
logger.info(results) | |
return results | |
async def unavailable_error(request: Request, exc: HTTPException): | |
logger.warning("Error 403") | |
return templates.TemplateResponse( | |
"errors/error.html", | |
{"request": request, "message": "403. Sorry, this page unavailable."}, | |
status_code=403, | |
) | |
async def not_found_error(request: Request, exc: HTTPException): | |
logger.warning("Error 404") | |
return templates.TemplateResponse( | |
"errors/error.html", | |
{"request": request, "message": "404. Page Not Found."}, | |
status_code=404, | |
) | |
async def internal_error(request: Request, exc: HTTPException): | |
logger.warning("Error 500") | |
return templates.TemplateResponse( | |
"errors/error.html", | |
{"request": request, "message": "500. Oops. Something has gone wrong."}, | |
status_code=500, | |
) | |
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="/index") | |