簡嘉琳
commited on
Commit
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2c8d1ab
1
Parent(s):
0237580
add appfile
Browse files
app.py
ADDED
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import gradio as gr
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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# 預先定義 Hugging Face 模型
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MODEL_NAMES = {
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"DeepSeek-V3": "deepseek-ai/DeepSeek-V3",
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"DeepSeek-R1": "deepseek-ai/DeepSeek-R1"
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}
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def load_model(model_name):
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"""載入 Hugging Face 模型與 tokenizer"""
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model_path = MODEL_NAMES.get(model_name, "deepseek-ai/DeepSeek-V3")
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tokenizer = AutoTokenizer.from_pretrained(model_path)
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model = AutoModelForCausalLM.from_pretrained(model_path, torch_dtype=torch.float16).cuda()
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return model, tokenizer
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# 預設載入 DeepSeek-V3
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current_model, current_tokenizer = load_model("DeepSeek-V3")
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def chat(message, history, model_name):
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"""處理聊天訊息"""
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global current_model, current_tokenizer
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# 若模型不同則切換
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if model_name != current_model:
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current_model, current_tokenizer = load_model(model_name)
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inputs = current_tokenizer(message, return_tensors="pt").to("cuda")
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outputs = current_model.generate(**inputs, max_length=1024)
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response = current_tokenizer.decode(outputs[0], skip_special_tokens=True)
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return response
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with gr.Blocks() as app:
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gr.Markdown("## Chatbot with DeepSeek Models")
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with gr.Row():
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chat_interface = gr.ChatInterface(chat, streaming=True, save_history=True)
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model_selector = gr.Dropdown(
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choices=list(MODEL_NAMES.keys()),
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value="DeepSeek-V3",
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label="Select Model"
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)
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chat_interface.append(model_selector)
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app.launch()
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