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Browse files- app.py +47 -0
- requirements.txt +3 -0
app.py
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import gradio as gr
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import copy
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import time
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import ctypes #to run on C api directly
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import llama_cpp
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from llama_cpp import Llama
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from huggingface_hub import hf_hub_download #load from huggingfaces
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llm = Llama(model_path= hf_hub_download(repo_id="TheBloke/Llama-2-70B-GGML", filename="llama-2-70b.ggmlv3.q4_K_M.bin"), n_ctx=2048) #download model from hf/ n_ctx=2048 for high ccontext length
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history = []
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pre_prompt = " The user and the AI are having a conversation : <|endoftext|> \n "
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def generate_text(input_text, history):
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print("history ",history)
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print("input ", input_text)
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temp =""
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if history == []:
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input_text_with_history = f"SYSTEM:{pre_prompt}"+ "\n" + f"USER: {input_text} " + "\n" +" ASSISTANT:"
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else:
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input_text_with_history = f"{history[-1][1]}"+ "\n"
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input_text_with_history += f"USER: {input_text}" + "\n" +" ASSISTANT:"
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print("new input", input_text_with_history)
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output = llm(input_text_with_history, max_tokens=1024, stop=["<|prompter|>", "<|endoftext|>", "<|endoftext|> \n","ASSISTANT:","USER:","SYSTEM:"], stream=True)
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for out in output:
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stream = copy.deepcopy(out)
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print(stream["choices"][0]["text"])
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temp += stream["choices"][0]["text"]
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yield temp
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history =["init",input_text_with_history]
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demo = gr.ChatInterface(generate_text,
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title="LLM on CPU",
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description="Running LLM with https://github.com/abetlen/llama-cpp-python. btw the text streaming thing was the hardest thing to impliment",
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examples=["Hello", "Am I cool?", "Are tomatoes vegetables?"],
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cache_examples=True,
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retry_btn=None,
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undo_btn="Delete Previous",
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clear_btn="Clear",)
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demo.queue(concurrency_count=1, max_size=5)
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demo.launch()
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requirements.txt
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llama-cpp-python
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huggingface_hub
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gradio_client
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