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Create app.py

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  1. app.py +32 -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 AutoTokenizer, AutoModelForCausalLM
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+
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+ model_id = "your-username/my-wizardmath-finetuned"
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+
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+ tokenizer = AutoTokenizer.from_pretrained(model_id)
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+ model = AutoModelForCausalLM.from_pretrained(model_id,
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+ torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32,
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+ device_map="auto"
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+ )
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+
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+ def generate_answer(prompt, max_new_tokens=256, temperature=0.7, top_p=0.95):
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+ inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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+ with torch.no_grad():
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+ outputs = model.generate(**inputs, max_new_tokens=max_new_tokens,
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+ temperature=temperature, top_p=top_p,
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+ do_sample=True, pad_token_id=tokenizer.eos_token_id)
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+ return tokenizer.decode(outputs[0], skip_special_tokens=True)
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+
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+ gr.Interface(
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+ fn=generate_answer,
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+ inputs=[
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+ gr.Textbox(label="Prompt"),
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+ gr.Slider(50, 1024, value=256, step=1, label="Max Tokens"),
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+ gr.Slider(0.1, 1.0, value=0.7, step=0.05, label="Temperature"),
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+ gr.Slider(0.1, 1.0, value=0.95, step=0.05, label="Top‑p")
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+ ],
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+ outputs=gr.Textbox(label="Response"),
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+ title="WizardMath Demo",
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+ description="Ask your fine‑tuned WizardMath model math questions!",
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+ ).launch()