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Create app.py
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app.py
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import streamlit as st
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from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM
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# Load model and tokenizer
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@st.cache_resource # Cache the resources to avoid reloading on every run
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def load_model():
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tokenizer = AutoTokenizer.from_pretrained("mistralai/Codestral-22B-v0.1")
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model = AutoModelForCausalLM.from_pretrained("mistralai/Codestral-22B-v0.1")
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return tokenizer, model
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tokenizer, model = load_model()
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generator = pipeline("text-generation", model=model, tokenizer=tokenizer)
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st.title("Chat with Codestral-22B")
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st.write("Ask a question and get a response from the Codestral-22B model.")
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user_input = st.text_input("You: ", "Type your question here...")
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if st.button("Send"):
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with st.spinner("Generating response..."):
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response = generator(user_input, max_length=100, num_return_sequences=1)
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st.write("Codestral-22B: " + response[0]["generated_text"])
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