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Create app.py

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  1. app.py +42 -0
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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+
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+ # 选择 DeepSeek 数学推理模型
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+ MODEL_NAME = "deepseek-ai/deepseek-math-7b-instruct"
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+
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+ # 加载 Tokenizer 和 Model
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+ tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME, trust_remote_code=True)
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+ model = AutoModelForCausalLM.from_pretrained(
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+ MODEL_NAME,
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+ torch_dtype=torch.float16, # 低精度加速推理
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+ device_map="auto" # 自动分配 GPU / CPU
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+ )
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+
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+ # 生成数学解答
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+ def solve_math_problem(problem):
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+ prompt = f"请解答以下数学题,并给出详细步骤:\n{problem}\n答案:"
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+ inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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+
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+ with torch.no_grad():
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+ outputs = model.generate(**inputs, max_new_tokens=256) # 限制输出长度
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+ answer = tokenizer.decode(outputs[0], skip_special_tokens=True)
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+
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+ # 只提取模型生成的解答部分(去掉 prompt)
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+ return answer.split("答案:")[-1].strip()
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+
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+ # Gradio 界面
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+ iface = gr.Interface(
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+ fn=solve_math_problem,
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+ inputs="text",
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+ outputs="text",
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+ title="初中数学解题 AI",
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+ description="输入数学题目,AI 将给出详细的解答步骤。",
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+ examples=[
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+ ["解一元二次方程 x² - 5x + 6 = 0"],
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+ ["计算 3/4 + 5/6 的值"],
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+ ["求直角三角形,已知两边分别为 3 和 4,求斜边长度"]
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+ ]
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+ )
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+
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+ iface.launch()