feat: improve prompt and update vectorstore

app.py

@@ -13,22 +13,21 @@ vectorstore = Chroma(
 )
 
 # arrange search template
-template = """Given the following extracted parts of a set of documents and a question, create an answer with references ("Sources").
-The answer should describe what information user is able to find on the website.
-If you don't know the answer, just say that you don't know. Don't try to make up an answer.
-Keep the answer concise.
-Always return a "Sources" part in your answer.
+template = """As a doctor's assistant, when presented with a user's medical query and specific website context, generate consolidated guidance directing them to pertinent website links.
+If multiple context chunks are similar, combine them into a single suggestion, citing all relevant sources using hyperlinked text in the format <a href="SOURCE_HERE">description</a>.
+If the context doesn't directly address the query, state the absence of a direct match and provide the closest matching guidance.
+Always adhere strictly to the provided context and maintain terminology consistency.
+Don't mention the word "context" in your answer. Pretend that you're answering the user directly.
 
-Question: {question}
+Query: {question}
+Context:
+{context}"""
 
-Context: {context}
-Answer:"""
-
-# run script if quesry is set
+# run script if query is set
 if query:
 
     # search vectorstores
-    docs = vectorstore.similarity_search(query, 10)
+    docs = vectorstore.similarity_search(query, 6)
 
     # arrange context string
     context = '';

vectorstore/{52cf6466-c585-436a-8047-fdd44e17950b → 1f3b3422-1ab2-4f97-bad6-bc5af0b3f4fd}/data_level0.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0a3469b0f83795ccba14fe5e41b50a01fc0de3b36d282ed8ec2cb250648153ea
-size 8380000
+oid sha256:0066f1798e9bbe3a2a5a87d2c16b9f2ea1c0412682cebe138b73710ac08b65ab
+size 18436000

vectorstore/{52cf6466-c585-436a-8047-fdd44e17950b → 1f3b3422-1ab2-4f97-bad6-bc5af0b3f4fd}/header.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f41dd1e773c44435e7815add75708210757f634ad68726af767e166806d6a49a
+oid sha256:1e8924c1bef2e9b21521083efed68904f0074b978a6d12f47937a4fcdc4e7bbc
 size 100

vectorstore/{52cf6466-c585-436a-8047-fdd44e17950b → 1f3b3422-1ab2-4f97-bad6-bc5af0b3f4fd}/index_metadata.pickle

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bdec2bdf99dfc70eae997d311f98d5cb2dc3c288248179664e0b009f63a6b3eb
-size 288034
+oid sha256:9422eed03e670d6cae3e20752e3bf56f024385c12d658cbc04b763566cc3ca38
+size 636115

vectorstore/{52cf6466-c585-436a-8047-fdd44e17950b → 1f3b3422-1ab2-4f97-bad6-bc5af0b3f4fd}/length.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b05077a2368764b4551b95cf01ad2519ab2586f81ef068dc971144af5aad5cb7
-size 20000
+oid sha256:897aead7fc1c8504cd2f5e6521abe81e8db3523750a12797e7c1660c1b6fe635
+size 44000

vectorstore/{52cf6466-c585-436a-8047-fdd44e17950b → 1f3b3422-1ab2-4f97-bad6-bc5af0b3f4fd}/link_lists.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4fde1621a0b2b4e62b739c694d465743985b64ebf79d694709f247bb420254bc
-size 43052
+oid sha256:8b61aa11ea1d332db693ec78a4e04d4b522d5d7380cebd5570daf7daf794d4ae
+size 97380

vectorstore/chroma.sqlite3

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d8e10178429007aa71a8f362ece0ea5df97d6abf3283b76e5fc02a1fae26324c
-size 20107264
+oid sha256:49ff7a7d0500cc02a1dc9882f38e567509122c40c1e8ef14f034d5db0fe52659
+size 35893248