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Running on Zero
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Browse files- app.py +55 -0
- requirements.txt +3 -0
app.py
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import gradio as gr
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import torch
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from threading import Thread
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from transformers import AutoTokenizer, AutoModelForCausalLM, TextIteratorStreamer
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MODEL_ID = "NoesisLab/Spartacus-1B-Instruct"
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tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
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model = AutoModelForCausalLM.from_pretrained(
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MODEL_ID,
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torch_dtype=torch.float16,
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device_map="auto",
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)
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def respond(message, history):
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messages = [{"role": "system", "content": "You are Spartacus, a helpful assistant."}]
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for user_msg, bot_msg in history:
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messages.append({"role": "user", "content": user_msg})
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messages.append({"role": "assistant", "content": bot_msg})
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messages.append({"role": "user", "content": message})
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input_ids = tokenizer.apply_chat_template(
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messages, add_generation_prompt=True, return_tensors="pt"
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).to(model.device)
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streamer = TextIteratorStreamer(tokenizer, skip_prompt=True, skip_special_tokens=True)
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generate_kwargs = dict(
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input_ids=input_ids,
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streamer=streamer,
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max_new_tokens=1024,
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temperature=0.7,
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top_p=0.9,
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do_sample=True,
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)
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thread = Thread(target=model.generate, kwargs=generate_kwargs)
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thread.start()
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response = ""
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for token in streamer:
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response += token
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yield response
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demo = gr.ChatInterface(
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fn=respond,
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title="Spartacus Chat",
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description="Chat with NoesisLab/Spartacus-1B-Instruct",
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theme=gr.themes.Soft(),
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)
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if __name__ == "__main__":
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demo.launch()
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requirements.txt
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torch
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transformers
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accelerate
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