truongghieu
commited on
Commit
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c41e637
1
Parent(s):
53f2d4a
Update app.py
Browse files
app.py
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import gradio as gr
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForCausalLM, GenerationConfig,BitsAndBytesConfig
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model = AutoModelForCausalLM.from_pretrained("models/TinyLlama/TinyLlama-1.1B-Chat-v1.0", trust_remote_code=True)
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tokenizer = AutoTokenizer.from_pretrained("models/TinyLlama/TinyLlama-1.1B-Chat-v1.0", trust_remote_code=True)
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generation_config = GenerationConfig(
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penalty_alpha=0.6,
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do_sample = True,
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top_k=5,
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temperature=0.5,
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repetition_penalty=1.2,
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max_new_tokens=500,
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pad_token_id=tokenizer.eos_token_id
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)
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def generate_text(input):
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input_text = f'<|system|>\n You are a chatbot who can help code!</s> \n <|user|> \n {input} \n <|assistant|> \n'
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input_ids = tokenizer.encode(input_text, return_tensors="pt").to(device)
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output_ids = model.generate(input_ids, generation_config=generation_config)
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output_text = tokenizer.decode(output_ids[0],skip_special_tokens=True)
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return output_text
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iface = gr.Interface(fn=generate_text, inputs="text", outputs="text")
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iface.launch()
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