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Add application file
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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
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# Load model and tokenizer
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tokenizer = AutoTokenizer.from_pretrained(
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"stabilityai/stable-code-3b", trust_remote_code=True)
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model = AutoModelForCausalLM.from_pretrained(
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"stabilityai/stable-code-3b",
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trust_remote_code=True,
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torch_dtype="auto",
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).to("cuda" if torch.cuda.is_available() else "cpu") # Check for GPU availability
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# Define the Gradio interface
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iface = gr.Interface(
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fn=generate_code,
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inputs=[gr.Textbox(lines=2, placeholder="Enter your Python code prompt")],
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outputs="textbox",
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title="Python Code Completion",
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description="Generate code completions using a large language model.",
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)
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# Define the main function for code generation
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def generate_code(prompt):
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inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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tokens = model.generate(
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**inputs,
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max_new_tokens=48,
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temperature=0.2,
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do_sample=True,
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)
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generated_code = tokenizer.decode(tokens[0], skip_special_tokens=True)
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return generated_code
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# Launch the Gradio app
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iface.launch()
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