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Create app.py
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app.py
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import time
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import gradio as gr
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from transformers import pipeline
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TASK = sentiment-analysis
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MODEL_NAME = "cardiffnlp/twitter-roberta-base-sentiment-latest"
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pipe = pipeline(TASK, model = MODEL_NAME)
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MAX_CHARS = 2000
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def run (text:str):
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if (text is None or not text.strip()):
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return "Ошибка: введено пустое значение!", None, None
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text = text.strip()
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if (len(text) > MAX_CHARS):
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text = text[:MAX_CHARS]
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t0 = time.time()
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try:
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result = pipe(text)
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latency = round((time.time() - t0) * 1000, 1)
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return "OK", result, f"{latency} ms"
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except Exception as e:
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return f"Ошибка: {type(e).name}: {e}", None, None
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with gr.Blocks() as demo:
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gr.Markdown(f"""
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# NLP-приложение (Hugging Face Spaces + Gradio)
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Задача: {TASK}
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Модель: {MODEL_NAME}
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""")
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inp = gr.Textbox(label = "Введите текст", lines = 6, placeholder = "Скопируйте текст")
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btn = gr.Button("Обработать")
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status = gr.Textbox(label = "Статус")
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out = gr.JSON(label = "Результат модели")
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latency = gr.Textbox(label = "Время ответа")
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btn.click(run, inputs = inp, outputs = [status, out, latency])
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gr.Examples(
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examples=[
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["I love this product! It works great."],
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["This is the worst experience ever."],
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["It's okay, nothing special."]
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],
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inputs=inp
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)
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demo.launch()
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