update

.gitignore

@@ -206,4 +206,6 @@ data/*
 **/llm-template2/*
 **/llmops/outputs/*
 **/*.zip
-**/llm-examples/*
+**/llm-examples/*
+**/*.ipynb_checkpoints
+**/*.ipynb

app/llmops/src/rag_cot_evaluation/python_env.yml

@@ -12,6 +12,7 @@ build_dependencies:
   - langchain_google_genai
   - langchain-deepseek
   - langchain-community
+  - mlflow[genai]
 # Dependencies required to run the project.
 dependencies:
   - mlflow==2.8.1

app/streamlit/Chatbot.py

@@ -11,9 +11,6 @@ from langchain_community.llms.moonshot import Moonshot
 import torch
 torch.classes.__path__ = [os.path.join(torch.__path__[0], torch.classes.__file__)] 
 
-# # # or simply:
-# torch.classes.__path__ = []
-
 
 os.environ["TOKENIZERS_PARALLELISM"] = "false"
 GEMINI_API_KEY = config("GOOGLE_API_KEY", cast=str, default="123456")
@@ -31,15 +28,12 @@ if "messages" not in st.session_state:
 for msg in st.session_state.messages:
     st.chat_message(msg["role"]).write(msg["content"])
 
-print('i am here1')
 # Load data from ChromaDB
 chroma_client = chromadb.PersistentClient(path=INPUT_CHROMADB_LOCAL)
 collection = chroma_client.get_collection(name=COLLECTION_NAME)
-print('i am here2')
 
 # Initialize embedding model
 model = SentenceTransformer(EMBEDDING_MODEL) 
-print('i am here3')
 
 if CHAT_MODEL_PROVIDER == "deepseek":
     # Initialize DeepSeek model
@@ -88,7 +82,6 @@ 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
-print('i am here4')
 
 if prompt := st.chat_input():
     

app/streamlit/Dockerfile

@@ -4,7 +4,8 @@ WORKDIR /app/streamlit
 
 COPY requirements.txt ./
 
-RUN pip install --no-cache-dir -r requirements.txt
+# RUN pip install --no-cache-dir -r requirements.txt
+RUN pip install -r requirements.txt
 
 COPY Chatbot.py .
 COPY .env .
@@ -13,6 +14,8 @@ COPY .env .
 COPY initialize_sentence_transformer.py .
 RUN python initialize_sentence_transformer.py
 
+COPY pages ./pages
+
 EXPOSE 8501
 
 ENTRYPOINT ["streamlit", "run", "Chatbot.py"]

app/streamlit/requirements.txt

@@ -1,14 +1,14 @@
-streamlit>=1.28
-langchain>=0.0.217
-openai>=1.2
-duckduckgo-search
-anthropic>=0.3.0
-trubrics>=1.4.3
-streamlit-feedback
-langchain-community
-chromadb
-python-decouple
-langchain_google_genai
-langchain-deepseek
-sentence_transformers
-watchdog
+streamlit==1.28.0
+langchain
+openai==1.65.4
+duckduckgo_search==7.5.0
+anthropic==0.49.0
+trubrics==1.8.3
+streamlit-feedback==0.1.4
+langchain-community==0.3.19
+chromadb==0.6.3
+python-decouple==3.8
+langchain-google-genai==2.0.10
+langchain-deepseek==0.1.2
+sentence-transformers==3.4.1
+watchdog==6.0.0