shanthi-323 commited on
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ede6f56
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1 Parent(s): 9e0cce7

Create app.py

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  1. app.py +24 -0
app.py ADDED
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+ import streamlit as st
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+
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+ # Load the model and tokenizer
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+ @st.cache_resource
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+ def load_model():
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+ model_name = "shanthi-323/lora_model_qnachatbot_cbt_q4_k_m"
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+ model = AutoModelForCausalLM.from_pretrained(model_name)
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+ return tokenizer, model
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+
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+ tokenizer, model = load_model()
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+
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+ st.title("AI Chatbot")
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+ st.write("Chat with your fine-tuned model!")
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+
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+ # User input
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+ user_input = st.text_input("You: ", placeholder="Type your message here...")
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+
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+ if user_input:
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+ inputs = tokenizer(user_input, return_tensors="pt")
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+ outputs = model.generate(inputs["input_ids"], max_length=100)
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+ response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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+ st.text_area("Bot:", value=response, height=200, max_chars=None)