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app.py
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from langchain.callbacks.manager import CallbackManager
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from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
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from langchain_community.llms import LlamaCpp
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from pprint import pprint
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import gradio as gr
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# Initialize callback manager and LLM
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callback_manager = CallbackManager([StreamingStdOutCallbackHandler()])
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llm = LlamaCpp(
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model_path="llama-2-7b-chat.Q5_K_M.gguf",
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temperature=0.75,
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max_tokens=2000,
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top_p=1,
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callback_manager=callback_manager,
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verbose=True, # Verbose is required to pass to the callback manager
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)
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# Define the function to interact with the LLM
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def llama_llm(prompt):
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llama_prompt = f"<s>[INST]<<SYS>>\nEve lives in Hamburg.; Bob lives in Cape Town.; Alice lives in Mumbay.\n<</SYS>>\n{prompt}[/INST]"
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response = llm(llama_prompt)
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return response
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# Create the Gradio interface
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iface = gr.Interface(
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fn=llama_llm,
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inputs="text",
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outputs="text",
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title="Llama LLM Chat Interface",
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description="Ask a question based on the system prompt: 'Eve lives in Hamburg.; Bob lives in Cape Town.; Alice lives in Mumbay.'"
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)
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# Launch the Gradio interface
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iface.launch()
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