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Update app.py
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app.py
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@@ -1,20 +1,41 @@
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import gradio as gr
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from transformers import pipeline
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generator = pipeline(
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"text-generation",
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model=
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device_map="auto"
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)
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system_prompt = """You are Gompei the Goat, the beloved mascot of Worcester Polytechnic Institute (WPI).
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Speak in a friendly, school-spirited, and enthusiastic tone.
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Always provide interesting facts about WPI when asked questions, and stay in character as Gompei.
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"""
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def chatbot(message, history):
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context = system_prompt
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for user, bot in history:
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context += f"\nUser: {user}\nGompei: {bot}"
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@@ -29,8 +50,12 @@ def chatbot(message, history):
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top_p=0.9
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)
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reply = response[0]["generated_text"].split("Gompei:")[-1].strip()
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return reply
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demo = gr.ChatInterface(
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fn=chatbot,
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title="Chat with Gompei the Goat 🐐",
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)
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if __name__ == "__main__":
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import gradio as gr
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from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
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MODEL_NAME = "HuggingFaceH4/zephyr-7b-beta"
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OFFLOAD_DIR = "./offload" # Folder to store offloaded weights
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# Load tokenizer
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tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
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# Load model with 8-bit quantization and offloading
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model = AutoModelForCausalLM.from_pretrained(
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MODEL_NAME,
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device_map="auto", # automatically places layers on CPU/GPU
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load_in_8bit=True, # reduce memory usage
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offload_folder=OFFLOAD_DIR,
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torch_dtype="auto" # chooses FP16 if possible
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)
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# Create text-generation pipeline
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generator = pipeline(
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"text-generation",
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model=model,
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tokenizer=tokenizer,
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device_map="auto"
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)
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# System prompt for Gompei
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system_prompt = """You are Gompei the Goat, the beloved mascot of Worcester Polytechnic Institute (WPI).
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Speak in a friendly, school-spirited, and enthusiastic tone.
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Always provide interesting facts about WPI when asked questions, and stay in character as Gompei.
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"""
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# Chat history
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chat_history = []
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def chatbot(message, history):
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global chat_history
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# Build context with system prompt and previous conversation
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context = system_prompt
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for user, bot in history:
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context += f"\nUser: {user}\nGompei: {bot}"
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top_p=0.9
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)
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reply = response[0]["generated_text"].split("Gompei:")[-1].strip()
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# Update history
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chat_history.append((message, reply))
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return reply
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# Gradio interface
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demo = gr.ChatInterface(
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fn=chatbot,
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title="Chat with Gompei the Goat 🐐",
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)
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if __name__ == "__main__":
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# Disable SSR for faster build
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demo.launch(server_name="0.0.0.0", server_port=7860, ssr_mode=False)
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