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Create app.py

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  1. app.py +33 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoTokenizer, AutoModelWithLMHead
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+
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+ # Подключаем модель и токенизатор
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+ model_name = "t-bank-ai/ruDialoGPT-medium"
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+ model = AutoModelWithLMHead.from_pretrained(model_name)
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+
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+ # Функция генерации ответа с рекомендуемыми параметрами
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+ def generate_response(prompt):
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+ inputs = tokenizer('@@ПЕРВЫЙ@@ ' + prompt + ' @@ВТОРОЙ@@', return_tensors="pt")
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+ generated_token_ids = model.generate(
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+ **inputs,
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+ top_k=10,
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+ top_p=0.95,
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+ num_beams=3,
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+ num_return_sequences=3,
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+ do_sample=True,
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+ no_repeat_ngram_size=2,
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+ temperature=1.2,
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+ repetition_penalty=1.2,
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+ length_penalty=1.0,
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+ eos_token_id=50257,
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+ max_new_tokens=40
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+ )
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+ response = tokenizer.decode(generated_token_ids[0], skip_special_tokens=True)
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+ return response
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+
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+ # Интерфейс Gradio
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+ iface = gr.Interface(fn=generate_response, inputs="text", outputs="text", title="ruDialoGPT Chatbot")
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+
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+ # Запуск приложения
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+ iface.launch()