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Mansuriya Brij
commited on
Commit
Β·
7c0fc12
1
Parent(s):
679c32f
π‘ Add DeepSeek model + code generation
Browse files
app.py
CHANGED
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import gradio as gr
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demo = gr.Interface(fn=greet, inputs="text", outputs="text")
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demo.launch()
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from peft import PeftModel
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import torch
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# πΉ Load tokenizer and base model
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base_model_id = "deepseek-ai/deepseek-coder-1.3b-base"
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lora_model_id = "brijmansuriya/deepseek-lora" # β
Your LoRA fine-tuned model repo
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tokenizer = AutoTokenizer.from_pretrained(lora_model_id, trust_remote_code=True)
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base_model = AutoModelForCausalLM.from_pretrained(
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base_model_id,
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device_map="auto",
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torch_dtype=torch.float16,
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trust_remote_code=True
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)
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# πΉ Load LoRA adapter
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model = PeftModel.from_pretrained(base_model, lora_model_id)
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# πΉ Define the function
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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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outputs = model.generate(
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**inputs,
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max_new_tokens=200,
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temperature=0.7,
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do_sample=True,
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top_p=0.95,
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)
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return tokenizer.decode(outputs[0], skip_special_tokens=True)
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# πΉ Gradio UI
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demo = gr.Interface(
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fn=generate_code,
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inputs=gr.Textbox(label="Enter your coding prompt"),
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outputs=gr.Textbox(label="Generated Code"),
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title="π€ DeepSeek Code Generator (LoRA)",
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description="This app uses DeepSeek-Coder with Brijbhai's fine-tuned LoRA model to generate code from natural language prompts."
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)
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demo.launch()
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