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680dd3b
Create app.py
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app.py
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import gradio as gr
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from ctransformers import AutoModelForCausalLM
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# choose your champion
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#model_id = "TheBloke/Llama-2-7B-GGML"
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model_id = "TheBloke/Llama-2-7B-chat-GGML"
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#model_id = "TheBloke/Llama-2-13B-GGML"
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#model_id = "TheBloke/Llama-2-13B-chat-GGML"
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# instantiate other inputs
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gpu_layers = 130 if '13B' in model_id else 110
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config = {'max_new_tokens': 256, 'repetition_penalty': 1.1, 'temperature': 0.1, 'stream': True}
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# get llm instance
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llm = AutoModelForCausalLM.from_pretrained(model_id,
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model_type="llama",
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#lib='avx2', #for cpu use
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gpu_layers=gpu_layers, #110 for 7b, 130 for 13b
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**config
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)
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def predict(prompt):
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# write prompt & tokenize
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#system_prompt = """
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#"""
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# send through model
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res = llm(prompt, stream=False)
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return res
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demo = gr.Interface(
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fn=predict,
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inputs='text',
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outputs='text',
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)
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demo.launch()
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