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Runtime error
Deploy Gradio app with multiple files
Browse files- app.py +46 -0
- config.py +1 -0
- models.py +38 -0
- requirements.txt +6 -0
- utils.py +3 -0
app.py
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import gradio as gr
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from models import generate_response
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from config import MODEL_NAME
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with gr.Blocks(title="MobileLLM-Pro Chat") as demo:
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gr.Markdown("# MobileLLM-Pro Chat Interface")
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gr.Markdown("Built with [anycoder](https://huggingface.co/spaces/akhaliq/anycoder)")
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system_prompt = gr.Textbox(
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label="System Prompt",
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value="You are a helpful AI assistant.",
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lines=2
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)
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temperature = gr.Slider(
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label="Temperature",
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minimum=0.0,
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maximum=2.0,
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value=0.7,
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step=0.1
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)
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max_tokens = gr.Slider(
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label="Max New Tokens",
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minimum=10,
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maximum=1000,
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value=256,
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step=10
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)
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top_p = gr.Slider(
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label="Top P",
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minimum=0.0,
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maximum=1.0,
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value=0.9,
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step=0.05
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)
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chat_interface = gr.ChatInterface(
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fn=lambda message, history, sys_prompt, temp, max_tok, top_p_val: generate_response(
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message, history, sys_prompt, temp, max_tok, top_p_val
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),
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additional_inputs=[system_prompt, temperature, max_tokens, top_p],
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title="Chat with MobileLLM-Pro",
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description="Adjust parameters and chat with the model."
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)
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if __name__ == "__main__":
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demo.launch()
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config.py
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MODEL_NAME = "facebook/MobileLLM-Pro"
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models.py
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import spaces
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from config import MODEL_NAME
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import torch
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# Load model and tokenizer globally for efficiency
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tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
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model = AutoModelForCausalLM.from_pretrained(MODEL_NAME, torch_dtype=torch.float16, device_map="auto")
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@spaces.GPU(duration=60)
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def generate_response(message, history, system_prompt, temperature, max_tokens, top_p):
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# Format conversation history
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conversation = [{"role": "system", "content": system_prompt}]
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for user_msg, assistant_msg in history:
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conversation.append({"role": "user", "content": user_msg})
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if assistant_msg:
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conversation.append({"role": "assistant", "content": assistant_msg})
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conversation.append({"role": "user", "content": message})
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# Format for chat model
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input_text = tokenizer.apply_chat_template(conversation, tokenize=False, add_generation_prompt=True)
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inputs = tokenizer(input_text, return_tensors="pt").to(model.device)
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with torch.no_grad():
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outputs = model.generate(
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**inputs,
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max_new_tokens=max_tokens,
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temperature=temperature,
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top_p=top_p,
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do_sample=temperature > 0,
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pad_token_id=tokenizer.eos_token_id
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)
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response = tokenizer.decode(outputs[0][inputs['input_ids'].shape[1]:], skip_special_tokens=True)
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return response
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requirements.txt
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gradio
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transformers
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torch
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accelerate
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huggingface-hub
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spaces
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utils.py
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# Utility functions can be added here if needed
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# For example, any text processing helpers
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pass
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