diff --git a/app/llmops/components/test_rag_cot/run.py b/app/llmops/components/test_rag_cot/run.py
index ceccf8f..b18e6aa 100644
--- a/app/llmops/components/test_rag_cot/run.py
+++ b/app/llmops/components/test_rag_cot/run.py
@@ -9,6 +9,7 @@ from sentence_transformers import SentenceTransformer
 from langchain_google_genai import ChatGoogleGenerativeAI
 from langchain_deepseek import ChatDeepSeek
 from langchain_community.llms.moonshot import Moonshot
+import sys
 
 logging.basicConfig(level=logging.INFO, format="%(asctime)-15s %(message)s")
 logger = logging.getLogger()
@@ -18,10 +19,15 @@ GEMINI_API_KEY = config("GOOGLE_API_KEY", cast=str)
 DEEKSEEK_API_KEY = config("DEEKSEEK_API_KEY", cast=str)
 MOONSHOT_API_KEY = config("MOONSHOT_API_KEY", cast=str)
 
+def stream_output(text):
+    for char in text:
+        print(char, end="")
+        sys.stdout.flush()
+
 def go(args):
 
     # start a new MLflow run
-    with mlflow.start_run(experiment_id=mlflow.get_experiment_by_name("development").experiment_id, run_name="etl_chromdb_pdf"):
+    with mlflow.start_run(experiment_id=mlflow.get_experiment_by_name("development").experiment_id, run_name="etl_chromadb_pdf"):
         existing_params = mlflow.get_run(mlflow.active_run().info.run_id).data.params
         if 'query' not in existing_params:
             mlflow.log_param('query', args.query)
@@ -95,7 +101,9 @@ def go(args):
 
         # Generate chain of thought
         cot_output = cot_chain.invoke({"documents_text": documents_text, "question": question})
-        print("Chain of Thought: ", cot_output)
+        print("Chain of Thought: ", end="")
+        stream_output(cot_output.content)
+        print()
 
         # Answer Prompt
         answer_template = """Given the chain of thought: {cot}
@@ -107,7 +115,9 @@ def go(args):
 
         # Generate answer
         answer_output = answer_chain.invoke({"cot": cot_output, "question": question})
-        print("Answer: ", answer_output)
+        print("Answer: ", end="")
+        stream_output(answer_output.content)
+        print()
 
 
 if __name__ == "__main__":
diff --git a/app/llmops/config.yaml b/app/llmops/config.yaml
index 0d5864f..70dd14d 100644
--- a/app/llmops/config.yaml
+++ b/app/llmops/config.yaml
@@ -11,6 +11,6 @@ etl:
   embedding_model: paraphrase-multilingual-mpnet-base-v2
 prompt_engineering:
   run_id_chromadb: None
-  chat_model_provider: moonshot
+  chat_model_provider: gemini
   query: "怎么治疗有kras的肺癌?"
   
\ No newline at end of file
diff --git a/app/streamlit/Chatbot.py b/app/streamlit/Chatbot.py
index 0a4f2df..beb7f08 100644
--- a/app/streamlit/Chatbot.py
+++ b/app/streamlit/Chatbot.py
@@ -1,29 +1,109 @@
-from openai import OpenAI
+import os
+import subprocess
 import streamlit as st
+import chromadb
+from decouple import config
+from langchain.prompts import PromptTemplate
+from sentence_transformers import SentenceTransformer
+from langchain_google_genai import ChatGoogleGenerativeAI
+from langchain_deepseek import ChatDeepSeek
+from langchain_community.llms.moonshot import Moonshot
 
-with st.sidebar:
-    openai_api_key = st.text_input("OpenAI API Key", key="chatbot_api_key", type="password")
-    "[Get an OpenAI API key](https://platform.openai.com/account/api-keys)"
-    "[View the source code](https://github.com/streamlit/llm-examples/blob/main/Chatbot.py)"
-    "[![Open in GitHub Codespaces](https://github.com/codespaces/badge.svg)](https://codespaces.new/streamlit/llm-examples?quickstart=1)"
+os.environ["TOKENIZERS_PARALLELISM"] = "false"
+GEMINI_API_KEY = config("GOOGLE_API_KEY", cast=str)
+DEEKSEEK_API_KEY = config("DEEKSEEK_API_KEY", cast=str)
+MOONSHOT_API_KEY = config("MOONSHOT_API_KEY", cast=str)
+CHAT_MODEL_PROVIDER = config("CHAT_MODEL_PROVIDER", cast=str)
+INPUT_CHROMADB_LOCAL = config("INPUT_CHROMADB_LOCAL", cast=str)
+EMBEDDING_MODEL = config("EMBEDDING_MODEL", cast=str)
+COLLECTION_NAME = config("COLLECTION_NAME", cast=str)
 
-st.title("💬 Chatbot")
-st.caption("🚀 A Streamlit chatbot powered by OpenAI")
+st.title("💬 RAG AI for Medical Guideline")
+st.caption(f"🚀 A RAG AI for Medical Guideline powered by {CHAT_MODEL_PROVIDER}")
 if "messages" not in st.session_state:
     st.session_state["messages"] = [{"role": "assistant", "content": "How can I help you?"}]
-
 for msg in st.session_state.messages:
     st.chat_message(msg["role"]).write(msg["content"])
 
-if prompt := st.chat_input():
-    if not openai_api_key:
-        st.info("Please add your OpenAI API key to continue.")
-        st.stop()
+# Load data from ChromaDB
+chroma_client = chromadb.PersistentClient(path=INPUT_CHROMADB_LOCAL)
+collection = chroma_client.get_collection(name=COLLECTION_NAME)
 
-    client = OpenAI(api_key=openai_api_key)
+# Initialize embedding model
+model = SentenceTransformer(EMBEDDING_MODEL) 
+
+if CHAT_MODEL_PROVIDER == "deepseek":
+    # Initialize DeepSeek model
+    llm = ChatDeepSeek(
+        model="deepseek-chat", 
+        temperature=0,
+        max_tokens=None,
+        timeout=None,
+        max_retries=2,
+        api_key=DEEKSEEK_API_KEY
+    )
+    
+elif CHAT_MODEL_PROVIDER == "gemini":
+    # Initialize Gemini model
+    llm = ChatGoogleGenerativeAI(
+        model="gemini-1.5-flash", 
+        google_api_key=GEMINI_API_KEY,
+        temperature=0,
+        max_retries=3
+        )
+    
+elif CHAT_MODEL_PROVIDER == "moonshot":
+    # Initialize Moonshot model
+    llm = Moonshot(
+        model="moonshot-v1-128k", 
+        temperature=0,
+        max_tokens=None,
+        timeout=None,
+        max_retries=2,
+        api_key=MOONSHOT_API_KEY
+    )
+
+# Chain of Thought Prompt
+cot_template = """Let's think step by step. 
+Given the following document in text: {documents_text}
+Question: {question}
+Reply with language that is similar to the language used with asked question.
+"""
+cot_prompt = PromptTemplate(template=cot_template, input_variables=["documents_text", "question"])
+cot_chain = cot_prompt | llm
+
+# Answer Prompt
+answer_template = """Given the chain of thought: {cot}
+Provide a concise answer to the question: {question}
+Provide the answer with language that is similar to the question asked.
+"""
+answer_prompt = PromptTemplate(template=answer_template, input_variables=["cot", "question"])
+answer_chain = answer_prompt | llm
+
+if prompt := st.chat_input():
+    
     st.session_state.messages.append({"role": "user", "content": prompt})
     st.chat_message("user").write(prompt)
-    response = client.chat.completions.create(model="gpt-3.5-turbo", messages=st.session_state.messages)
-    msg = response.choices[0].message.content
+
+    # Query (prompt)
+    query_embedding = model.encode(prompt)  # Embed the query using the SAME model
+
+    # Search ChromaDB
+    documents_text = collection.query(query_embeddings=[query_embedding], n_results=5)
+
+    # Generate chain of thought
+    cot_output = cot_chain.invoke({"documents_text": documents_text, "question": prompt})
+
+    # response = client.chat.completions.create(model="gpt-3.5-turbo", messages=st.session_state.messages)
+    msg = cot_output.content
     st.session_state.messages.append({"role": "assistant", "content": msg})
     st.chat_message("assistant").write(msg)
+
+    # Generate answer
+    answer_output = answer_chain.invoke({"cot": cot_output, "question": prompt})
+    msg = answer_output.content
+    st.session_state.messages.append({"role": "assistant", "content": msg})
+    st.chat_message("assistant").write(msg)
+
+
+
diff --git a/app/streamlit/Pipfile b/app/streamlit/Pipfile
index 6755797..b597ad0 100644
--- a/app/streamlit/Pipfile
+++ b/app/streamlit/Pipfile
@@ -5,13 +5,19 @@ name = "pypi"
 
 [packages]
 streamlit = "==1.28"
-langchain = "==0.0.217"
-openai = "==1.2"
+langchain = "*"
 duckduckgo-search = "*"
-anthropic = "==0.3.0"
-trubrics = "==1.4.3"
+anthropic = "*"
+trubrics = "*"
 streamlit-feedback = "*"
 langchain-community = "*"
+watchdog = "*"
+mlflow = "==2.8.1"
+python-decouple = "*"
+langchain_google_genai = "*"
+langchain-deepseek = "*"
+sentence_transformers = "*"
+chromadb = "*"
 
 [dev-packages]
 
diff --git a/app/streamlit/Pipfile.lock b/app/streamlit/Pipfile.lock
index 6012ae6..f4da31a 100644
--- a/app/streamlit/Pipfile.lock
+++ b/app/streamlit/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "b6b1832f785014e78bf844d04b87b9d202351c547bc44208c97ea97ea41bac32"
+            "sha256": "5183bf932da47853d42a74c296d1a5b0e4330819279f26dc613ada3522ae1869"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -119,6 +119,14 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.3.2"
         },
+        "alembic": {
+            "hashes": [
+                "sha256:197de710da4b3e91cf66a826a5b31b5d59a127ab41bd0fc42863e2902ce2bbbe",
+                "sha256:e1a1c738577bca1f27e68728c910cd389b9a92152ff91d902da649c192e30c49"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.15.1"
+        },
         "altair": {
             "hashes": [
                 "sha256:91a310b926508d560fe0148d02a194f38b824122641ef528113d029fcd129f8c",
@@ -127,22 +135,38 @@
             "markers": "python_version >= '3.9'",
             "version": "==5.5.0"
         },
+        "annotated-types": {
+            "hashes": [
+                "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53",
+                "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.7.0"
+        },
         "anthropic": {
             "hashes": [
-                "sha256:13d1d5eb6c835dfa79922eef66589d602c09294105a2951bc7f4284a0581090c",
-                "sha256:e239046e9276486391152f147c81d990b226facd4434ad968585912ffff4e031"
+                "sha256:bbc17ad4e7094988d2fa86b87753ded8dce12498f4b85fe5810f208f454a8375",
+                "sha256:c09e885b0f674b9119b4f296d8508907f6cff0009bc20d5cf6b35936c40b4398"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.7' and python_version < '4.0'",
-            "version": "==0.3.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.49.0"
         },
         "anyio": {
             "hashes": [
-                "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780",
-                "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"
+                "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a",
+                "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==3.7.1"
+            "markers": "python_version >= '3.9'",
+            "version": "==4.8.0"
+        },
+        "asgiref": {
+            "hashes": [
+                "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47",
+                "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.8.1"
         },
         "attrs": {
             "hashes": [
@@ -152,6 +176,71 @@
             "markers": "python_version >= '3.8'",
             "version": "==25.1.0"
         },
+        "backoff": {
+            "hashes": [
+                "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba",
+                "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"
+            ],
+            "markers": "python_version >= '3.7' and python_version < '4.0'",
+            "version": "==2.2.1"
+        },
+        "bcrypt": {
+            "hashes": [
+                "sha256:0042b2e342e9ae3d2ed22727c1262f76cc4f345683b5c1715f0250cf4277294f",
+                "sha256:0142b2cb84a009f8452c8c5a33ace5e3dfec4159e7735f5afe9a4d50a8ea722d",
+                "sha256:08bacc884fd302b611226c01014eca277d48f0a05187666bca23aac0dad6fe24",
+                "sha256:0d3efb1157edebfd9128e4e46e2ac1a64e0c1fe46fb023158a407c7892b0f8c3",
+                "sha256:0e30e5e67aed0187a1764911af023043b4542e70a7461ad20e837e94d23e1d6c",
+                "sha256:107d53b5c67e0bbc3f03ebf5b030e0403d24dda980f8e244795335ba7b4a027d",
+                "sha256:12fa6ce40cde3f0b899729dbd7d5e8811cb892d31b6f7d0334a1f37748b789fd",
+                "sha256:17a854d9a7a476a89dcef6c8bd119ad23e0f82557afbd2c442777a16408e614f",
+                "sha256:191354ebfe305e84f344c5964c7cd5f924a3bfc5d405c75ad07f232b6dffb49f",
+                "sha256:2ef6630e0ec01376f59a006dc72918b1bf436c3b571b80fa1968d775fa02fe7d",
+                "sha256:3004df1b323d10021fda07a813fd33e0fd57bef0e9a480bb143877f6cba996fe",
+                "sha256:335a420cfd63fc5bc27308e929bee231c15c85cc4c496610ffb17923abf7f231",
+                "sha256:33752b1ba962ee793fa2b6321404bf20011fe45b9afd2a842139de3011898fef",
+                "sha256:3a3fd2204178b6d2adcf09cb4f6426ffef54762577a7c9b54c159008cb288c18",
+                "sha256:3b8d62290ebefd49ee0b3ce7500f5dbdcf13b81402c05f6dafab9a1e1b27212f",
+                "sha256:3e36506d001e93bffe59754397572f21bb5dc7c83f54454c990c74a468cd589e",
+                "sha256:41261d64150858eeb5ff43c753c4b216991e0ae16614a308a15d909503617732",
+                "sha256:50e6e80a4bfd23a25f5c05b90167c19030cf9f87930f7cb2eacb99f45d1c3304",
+                "sha256:531457e5c839d8caea9b589a1bcfe3756b0547d7814e9ce3d437f17da75c32b0",
+                "sha256:55a935b8e9a1d2def0626c4269db3fcd26728cbff1e84f0341465c31c4ee56d8",
+                "sha256:57967b7a28d855313a963aaea51bf6df89f833db4320da458e5b3c5ab6d4c938",
+                "sha256:584027857bc2843772114717a7490a37f68da563b3620f78a849bcb54dc11e62",
+                "sha256:59e1aa0e2cd871b08ca146ed08445038f42ff75968c7ae50d2fdd7860ade2180",
+                "sha256:5bd3cca1f2aa5dbcf39e2aa13dd094ea181f48959e1071265de49cc2b82525af",
+                "sha256:5c1949bf259a388863ced887c7861da1df681cb2388645766c89fdfd9004c669",
+                "sha256:62f26585e8b219cdc909b6a0069efc5e4267e25d4a3770a364ac58024f62a761",
+                "sha256:67a561c4d9fb9465ec866177e7aebcad08fe23aaf6fbd692a6fab69088abfc51",
+                "sha256:6fb1fd3ab08c0cbc6826a2e0447610c6f09e983a281b919ed721ad32236b8b23",
+                "sha256:74a8d21a09f5e025a9a23e7c0fd2c7fe8e7503e4d356c0a2c1486ba010619f09",
+                "sha256:79e70b8342a33b52b55d93b3a59223a844962bef479f6a0ea318ebbcadf71505",
+                "sha256:7a4be4cbf241afee43f1c3969b9103a41b40bcb3a3f467ab19f891d9bc4642e4",
+                "sha256:7c03296b85cb87db865d91da79bf63d5609284fc0cab9472fdd8367bbd830753",
+                "sha256:842d08d75d9fe9fb94b18b071090220697f9f184d4547179b60734846461ed59",
+                "sha256:864f8f19adbe13b7de11ba15d85d4a428c7e2f344bac110f667676a0ff84924b",
+                "sha256:97eea7408db3a5bcce4a55d13245ab3fa566e23b4c67cd227062bb49e26c585d",
+                "sha256:a839320bf27d474e52ef8cb16449bb2ce0ba03ca9f44daba6d93fa1d8828e48a",
+                "sha256:afe327968aaf13fc143a56a3360cb27d4ad0345e34da12c7290f1b00b8fe9a8b",
+                "sha256:b4d4e57f0a63fd0b358eb765063ff661328f69a04494427265950c71b992a39a",
+                "sha256:b6354d3760fcd31994a14c89659dee887f1351a06e5dac3c1142307172a79f90",
+                "sha256:b693dbb82b3c27a1604a3dff5bfc5418a7e6a781bb795288141e5f80cf3a3492",
+                "sha256:bdc6a24e754a555d7316fa4774e64c6c3997d27ed2d1964d55920c7c227bc4ce",
+                "sha256:beeefe437218a65322fbd0069eb437e7c98137e08f22c4660ac2dc795c31f8bb",
+                "sha256:c5eeac541cefd0bb887a371ef73c62c3cd78535e4887b310626036a7c0a817bb",
+                "sha256:c950d682f0952bafcceaf709761da0a32a942272fad381081b51096ffa46cea1",
+                "sha256:d9af79d322e735b1fc33404b5765108ae0ff232d4b54666d46730f8ac1a43676",
+                "sha256:e53e074b120f2877a35cc6c736b8eb161377caae8925c17688bd46ba56daaa5b",
+                "sha256:e965a9c1e9a393b8005031ff52583cedc15b7884fce7deb8b0346388837d6cfe",
+                "sha256:f01e060f14b6b57bbb72fc5b4a83ac21c443c9a2ee708e04a10e9192f90a6281",
+                "sha256:f1e3ffa1365e8702dc48c8b360fef8d7afeca482809c5e45e653af82ccd088c1",
+                "sha256:f6746e6fec103fcd509b96bacdfdaa2fbde9a553245dbada284435173a6f1aef",
+                "sha256:f81b0ed2639568bf14749112298f9e4e2b28853dab50a8b357e31798686a036d"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.3.0"
+        },
         "blinker": {
             "hashes": [
                 "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf",
@@ -160,6 +249,14 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.9.0"
         },
+        "build": {
+            "hashes": [
+                "sha256:1d61c0887fa860c01971625baae8bdd338e517b836a2f70dd1f7aa3a6b2fc5b5",
+                "sha256:b36993e92ca9375a219c99e606a122ff365a760a2d4bba0caa09bd5278b608b7"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.2.2.post1"
+        },
         "cachetools": {
             "hashes": [
                 "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4",
@@ -274,6 +371,49 @@
             "markers": "python_version >= '3.7'",
             "version": "==3.4.1"
         },
+        "chroma-hnswlib": {
+            "hashes": [
+                "sha256:0540b0ac96e47d0aa39e88ea4714358ae05d64bbe6bf33c52f316c664190a6a3",
+                "sha256:2487201982241fb1581be26524145092c95902cb09fc2646ccfbc407de3328ec",
+                "sha256:2fe6ea949047beed19a94b33f41fe882a691e58b70c55fdaa90274ae78be046f",
+                "sha256:305ae491de9d5f3c51e8bd52d84fdf2545a4a2bc7af49765cda286b7bb30b1d4",
+                "sha256:3085402958dbdc9ff5626ae58d696948e715aef88c86d1e3f9285a88f1afd3bc",
+                "sha256:3a7af35bdd39a88bffa49f9bb4bf4f9040b684514a024435a1ef5cdff980579d",
+                "sha256:3e9796a4536b7de6c6d76a792ba03e08f5aaa53e97e052709568e50b4d20c04f",
+                "sha256:456fd88fa0d14e6b385358515aef69fc89b3c2191706fd9aee62087b62aad09c",
+                "sha256:4b4ab4e11f1083dd0a11ee4f0e0b183ca9f0f2ed63ededba1935b13ce2b3606f",
+                "sha256:4dce282543039681160259d29fcde6151cc9106c6461e0485f57cdccd83059b7",
+                "sha256:53db45cd9173d95b4b0bdccb4dbff4c54a42b51420599c32267f3abbeb795170",
+                "sha256:5c093f07a010b499c00a15bc9376036ee4800d335360570b14f7fe92badcdcf9",
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@@ -282,13 +422,113 @@
             "markers": "python_version >= '3.7'",
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@@ -298,6 +538,14 @@
             "markers": "python_version >= '3.6'",
             "version": "==1.9.0"
         },
+        "docker": {
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@@ -307,6 +555,29 @@
             "markers": "python_version >= '3.9'",
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@@ -315,6 +586,84 @@
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@@ -437,6 +786,118 @@
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@@ -453,6 +914,55 @@
             "markers": "python_version >= '3.8'",
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@@ -461,6 +971,14 @@
             "markers": "python_version >= '3.8'",
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@@ -469,6 +987,14 @@
             "markers": "python_full_version >= '3.8.0'",
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@@ -485,6 +1011,22 @@
             "markers": "python_version >= '3.8'",
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@@ -493,6 +1035,96 @@
             "markers": "python_version >= '3.7'",
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@@ -719,6 +1463,22 @@
             "markers": "python_version >= '3.6'",
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@@ -802,6 +1562,46 @@
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+                "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"
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+            "version": "==1.3.0"
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                 "sha256:052e10d2d37810b99cc170b785945421141bf7bb7d2f8799d431e7db229c385f",
@@ -924,47 +1834,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.29.0"
         },
-        "numexpr": {
+        "networkx": {
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-            "version": "==2.10.2"
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+            "version": "==3.4.2"
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             "hashes": [
@@ -1008,22 +1884,127 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.26.4"
         },
+        "oauthlib": {
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+                "sha256:d30367df7e70f1d9fc5a6a68106f5961686d39b54d3221f760085524e8d38e16",
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+                "sha256:d82daaec24045a2e87598b8ac2b417b1cce623244e80e663882e9fe1aae86410",
+                "sha256:e50ba5ff7fed4f7d9253a6baf801ca2883cc08491f9d32d78a80da57256a5439",
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         "openai": {
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-            "index": "pypi",
-            "markers": "python_full_version >= '3.7.1'",
-            "version": "==1.2.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.65.3"
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-        "openapi-schema-pydantic": {
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             "hashes": [
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-                "sha256:a932ecc5dcbb308950282088956e94dea069c9823c84e507d64f6b622222098c"
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-            "markers": "python_full_version >= '3.6.1'",
-            "version": "==1.2.4"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.27.0"
+        },
+        "opentelemetry-exporter-otlp-proto-common": {
+            "hashes": [
+                "sha256:159d27cf49f359e3798c4c3eb8da6ef4020e292571bd8c5604a2a573231dd5c8",
+                "sha256:675db7fffcb60946f3a5c43e17d1168a3307a94a930ecf8d2ea1f286f3d4f79a"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.27.0"
+        },
+        "opentelemetry-exporter-otlp-proto-grpc": {
+            "hashes": [
+                "sha256:56b5bbd5d61aab05e300d9d62a6b3c134827bbd28d0b12f2649c2da368006c9e",
+                "sha256:af6f72f76bcf425dfb5ad11c1a6d6eca2863b91e63575f89bb7b4b55099d968f"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.27.0"
+        },
+        "opentelemetry-instrumentation": {
+            "hashes": [
+                "sha256:94929685d906380743a71c3970f76b5f07476eea1834abd5dd9d17abfe23cc35",
+                "sha256:a69750dc4ba6a5c3eb67986a337185a25b739966d80479befe37b546fc870b44"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.48b0"
+        },
+        "opentelemetry-instrumentation-asgi": {
+            "hashes": [
+                "sha256:04c32174b23c7fa72ddfe192dad874954968a6a924608079af9952964ecdf785",
+                "sha256:ddb1b5fc800ae66e85a4e2eca4d9ecd66367a8c7b556169d9e7b57e10676e44d"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.48b0"
+        },
+        "opentelemetry-instrumentation-fastapi": {
+            "hashes": [
+                "sha256:21a72563ea412c0b535815aeed75fc580240f1f02ebc72381cfab672648637a2",
+                "sha256:afeb820a59e139d3e5d96619600f11ce0187658b8ae9e3480857dd790bc024f2"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.48b0"
+        },
+        "opentelemetry-proto": {
+            "hashes": [
+                "sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6",
+                "sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.27.0"
+        },
+        "opentelemetry-sdk": {
+            "hashes": [
+                "sha256:365f5e32f920faf0fd9e14fdfd92c086e317eaa5f860edba9cdc17a380d9197d",
+                "sha256:d525017dea0ccce9ba4e0245100ec46ecdc043f2d7b8315d56b19aff0904fa6f"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.27.0"
+        },
+        "opentelemetry-semantic-conventions": {
+            "hashes": [
+                "sha256:12d74983783b6878162208be57c9effcb89dc88691c64992d70bb89dc00daa1a",
+                "sha256:a0de9f45c413a8669788a38569c7e0a11ce6ce97861a628cca785deecdc32a1f"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.48b0"
+        },
+        "opentelemetry-util-http": {
+            "hashes": [
+                "sha256:60312015153580cc20f322e5cdc3d3ecad80a71743235bdb77716e742814623c",
+                "sha256:76f598af93aab50328d2a69c786beaedc8b6a7770f7a818cc307eb353debfffb"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.48b0"
         },
         "orjson": {
             "hashes": [
@@ -1110,6 +2091,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.10.15"
         },
+        "overrides": {
+            "hashes": [
+                "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a",
+                "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==7.7.0"
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             "hashes": [
                 "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5",
@@ -1252,6 +2241,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==10.4.0"
         },
+        "posthog": {
+            "hashes": [
+                "sha256:6865104b7cf3a5b13949e2bc2aab9b37b5fbf5f9e045fa55b9eabe21b3850200",
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@@ -1371,6 +2367,14 @@
             "markers": "python_version >= '3.9'",
             "version": "==0.3.0"
         },
+        "proto-plus": {
+            "hashes": [
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@@ -1390,107 +2394,183 @@
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@@ -1818,6 +3193,22 @@
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@@ -1836,6 +3227,22 @@
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@@ -1844,6 +3251,51 @@
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@@ -1873,6 +3325,32 @@
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@@ -1898,21 +3376,22 @@
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@@ -1961,6 +3440,60 @@
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@@ -1969,6 +3502,296 @@
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@@ -2064,6 +3887,109 @@
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