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Create app.py

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  1. app.py +43 -0
app.py ADDED
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+ import gradio as gr
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+ import torch
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+ from transformers import AutoModelForCausalLM, AutoTokenizer, TextIteratorStreamer
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+ from threading import Thread
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+ import spaces
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+
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+ # 你想部署的模型路径
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+ model_id = "dealignai/Gemma-4-31B-JANG_4M-CRACK"
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+
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+ @spaces.GPU
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+ def chat(message, history):
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+ tokenizer = AutoTokenizer.from_pretrained(model_id)
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+ # 使用 4-bit 量化加载以适配云端环境
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+ model = AutoModelForCausalLM.from_pretrained(
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+ model_id,
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+ device_map="auto",
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+ load_in_4bit=True,
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+ torch_dtype=torch.bfloat16
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+ )
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+
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+ inputs = tokenizer(message, return_tensors="pt").to("cuda")
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+ streamer = TextIteratorStreamer(tokenizer, timeout=10., skip_prompt=True, skip_special_tokens=True)
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+
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+ generate_kwargs = dict(
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+ inputs,
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+ streamer=streamer,
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+ max_new_tokens=1024,
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+ do_sample=True,
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+ top_p=0.95,
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+ temperature=0.7,
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+ )
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+
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+ t = Thread(target=model.generate, kwargs=generate_kwargs)
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+ t.start()
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+
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+ partial_message = ""
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+ for new_token in streamer:
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+ partial_message += new_token
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+ yield partial_message
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+
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+ # 创建简单的聊天界面
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+ demo = gr.ChatInterface(fn=chat, title="Gemma 4 31B 数学逻辑测试")
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+ demo.launch()