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Update app.py
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app.py
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import streamlit as st
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import streamlit as st
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from transformers import pipeline
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import launchdarkly_api
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# Initialize LaunchDarkly client
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ld_client = launchdarkly_api.LDClient("YOUR_LAUNCHDARKLY_SDK_KEY")
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# Model descriptions
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model_descriptions = {
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"bert-base-uncased": "BERT base model (uncased)",
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"roberta-base": "RoBERTa base model",
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"distilbert-base-uncased": "DistilBERT base model (uncased)",
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"albert-base-v2": "ALBERT base model v2"
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}
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# Create a function to get the active model from LaunchDarkly
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def get_active_model():
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if ld_client.variation("use_bert", {"key": "user"}):
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return pipeline("sentiment-analysis", model="bert-base-uncased"), "bert-base-uncased"
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elif ld_client.variation("use_roberta", {"key": "user"}):
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return pipeline("sentiment-analysis", model="roberta-base"), "roberta-base"
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elif ld_client.variation("use_distilbert", {"key": "user"}):
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return pipeline("sentiment-analysis", model="distilbert-base-uncased"), "distilbert-base-uncased"
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elif ld_client.variation("use_albert", {"key": "user"}):
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return pipeline("sentiment-analysis", model="albert-base-v2"), "albert-base-v2"
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else:
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return pipeline("sentiment-analysis", model="distilbert-base-uncased"), "distilbert-base-uncased" # Default model
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# Streamlit app
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st.title("Sentiment Analysis Demo")
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user_input = st.text_area("Enter text for sentiment analysis:")
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if st.button("Analyze"):
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model, model_name = get_active_model()
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result = model(user_input)
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st.write(f"Model used: {model_descriptions[model_name]}")
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st.write(result)
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