Update app.py
Browse filesAdd metadata filters for pinecone
app.py
CHANGED
@@ -48,6 +48,11 @@ units = st.slider(
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value = (1, 4)
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)
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assistant = st.chat_message("assistant")
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initial_message = "How can I help you today?"
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@@ -58,23 +63,39 @@ def get_rag_results(prompt):
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2. Query the Pinecone DB and return the top 25 results based on cosine similarity
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3. Rerank the results from vector DB using a BERT-based cross encoder
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'''
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query = prompt
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query_filter = {
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"
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"
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"end": ${"lte": str(class_time[1])}
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}
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response = index.query(
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vector = embeddings.embed_query(query),
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top_k = 25,
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include_metadata = True
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)
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response = reranker(query, response) # BERT cross encoder for ranking
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return response
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if "messages" not in st.session_state:
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st.session_state.messages = []
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with st.chat_message("assistant"):
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value = (1, 4)
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)
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days = st.checkbox("What days are you free?",
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options = ["Mon", "Tue", "Wed", "Thu", "Fri", "Sat"],
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default = None,
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placeholder = "Any day"
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)
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assistant = st.chat_message("assistant")
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initial_message = "How can I help you today?"
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2. Query the Pinecone DB and return the top 25 results based on cosine similarity
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3. Rerank the results from vector DB using a BERT-based cross encoder
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'''
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query = filter_agent(prompt, OPENAI_API)
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##Get metadata filters
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days_filter = list()
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query_filter = {
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"start": {"$gte": str(class_time[0])},
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"end": {"$lte": str(class_time[1])}
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}
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if units != "any":
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query_filter["units"] = str(int(units)) + ".0 units"
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if len(days) > 0:
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for i in range(len(days)):
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days_filter.append(days[i])
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for j in range(i+1, len(days)):
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two_day = days[i] + ", " + days[j]
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days_filter.append(two_day)
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query_filter["days"] = {"$in": days_filter}
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## Query the pinecone database
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response = index.query(
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vector = embeddings.embed_query(query),
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top_k = 25,
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filter = query_filter,
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include_metadata = True
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)
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response = reranker(query, response) # BERT cross encoder for ranking
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return response
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if "messages" not in st.session_state:
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st.session_state.messages = []
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with st.chat_message("assistant"):
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