Requirements.txt file Updated With Specific Versions

Author: Abeshith

logs/2025_12_02.log

@@ -0,0 +1,150 @@
+[2025-12-02 08:49:07] INFO - __main__ - LangSmith tracing enabled
+[2025-12-02 08:49:07] INFO - __main__ - Starting RAG application...
+[2025-12-02 08:49:07] INFO - project.utils.model_loader - GROQ API key loaded
+[2025-12-02 08:49:07] INFO - project.utils.model_loader - ModelLoader initialized
+[2025-12-02 08:49:08] INFO - project.utils.model_loader - Loaded Groq LLM: openai/gpt-oss-120b
+[2025-12-02 08:49:08] INFO - project.utils.model_loader - GROQ API key loaded
+[2025-12-02 08:49:08] INFO - project.utils.model_loader - ModelLoader initialized
+[2025-12-02 08:49:09] INFO - project.utils.model_loader - Loaded Groq LLM: openai/gpt-oss-120b
+[2025-12-02 08:49:09] INFO - project.source.data_preparation - DataPreparation initialized with chunk_size=1000
+[2025-12-02 08:49:09] INFO - project.utils.model_loader - GROQ API key loaded
+[2025-12-02 08:49:09] INFO - project.utils.model_loader - ModelLoader initialized
+[2025-12-02 08:49:14] INFO - project.utils.model_loader - Loaded FastEmbed: BAAI/bge-small-en-v1.5
+[2025-12-02 08:49:15] INFO - project.utils.model_loader - Loaded Groq LLM: openai/gpt-oss-120b
+[2025-12-02 08:49:15] INFO - project.model.retriever - DocumentRetriever initialized
+[2025-12-02 08:49:15] INFO - project.model.reranking - FlashRank reranker initialized with model: rank-T5-flan
+[2025-12-02 08:49:15] INFO - project.pipeline.rag - RAGPipeline initialized
+[2025-12-02 08:49:16] INFO - project.pipeline.agents - Web search tool initialized
+[2025-12-02 08:49:16] INFO - project.pipeline.agents - AgentWorkflow initialized
+[2025-12-02 08:49:16] INFO - __main__ - Setting up pipeline with Attention Is All You Need paper...
+[2025-12-02 08:49:16] INFO - project.source.data_preparation - Loading PDF from local file: data\attention-is-all-you-need.pdf
+[2025-12-02 08:49:16] INFO - project.source.data_preparation - Loaded 11 pages from PDF
+[2025-12-02 08:49:16] INFO - project.source.data_preparation - Split documents into 43 chunks
+[2025-12-02 08:49:16] INFO - project.source.data_preparation - Document preparation complete: 43 chunks ready
+[2025-12-02 08:49:24] INFO - faiss.loader - Loading faiss with AVX512 support.
+[2025-12-02 08:49:24] INFO - faiss.loader - Could not load library with AVX512 support due to:
+ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")
+[2025-12-02 08:49:24] INFO - faiss.loader - Loading faiss with AVX2 support.
+[2025-12-02 08:49:24] INFO - faiss.loader - Successfully loaded faiss with AVX2 support.
+[2025-12-02 08:49:24] INFO - project.model.retriever - Vector store created with 43 documents
+[2025-12-02 08:49:24] INFO - project.model.retriever - Base retriever configured with mmr search
+[2025-12-02 08:49:24] INFO - project.pipeline.rag - RAG chain built successfully
+[2025-12-02 08:49:24] INFO - project.pipeline.rag - RAG pipeline setup complete
+[2025-12-02 08:49:24] INFO - project.pipeline.agents - LangGraph workflow compiled
+[2025-12-02 08:49:24] INFO - project.pipeline.agents - Agent workflow setup complete
+[2025-12-02 08:49:26] INFO - project.pipeline.agents - Workflow graph saved to workflow.png
+[2025-12-02 08:49:26] INFO - __main__ - Workflow graph saved
+[2025-12-02 08:49:26] INFO - project.pipeline.agents - ---RETRIEVE---
+[2025-12-02 08:49:26] INFO - project.pipeline.agents - Node 'retrieve' completed
+[2025-12-02 08:49:26] INFO - project.pipeline.agents - ---CHECK DOCUMENT RELEVANCE TO QUESTION---
+[2025-12-02 08:49:26] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:26] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:27] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:27] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:27] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:27] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:27] INFO - project.pipeline.agents - ---ASSESS GRADED DOCUMENTS---
+[2025-12-02 08:49:27] INFO - project.pipeline.agents - ---DECISION: RELEVANT DOCUMENTS FOUND, GENERATE---
+[2025-12-02 08:49:27] INFO - project.pipeline.agents - Node 'grade_documents' completed
+[2025-12-02 08:49:27] INFO - project.pipeline.agents - ---GENERATE---
+[2025-12-02 08:49:28] INFO - project.model.reranking - Reranked 3 documents, returning top 3
+[2025-12-02 08:49:30] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:30] INFO - project.pipeline.agents - Node 'generate' completed
+[2025-12-02 08:49:30] INFO - project.pipeline.agents - ---RETRIEVE---
+[2025-12-02 08:49:30] INFO - project.pipeline.agents - Node 'retrieve' completed
+[2025-12-02 08:49:30] INFO - project.pipeline.agents - ---CHECK DOCUMENT RELEVANCE TO QUESTION---
+[2025-12-02 08:49:30] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:30] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:31] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:31] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:31] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:31] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:31] INFO - project.pipeline.agents - ---ASSESS GRADED DOCUMENTS---
+[2025-12-02 08:49:31] INFO - project.pipeline.agents - ---DECISION: RELEVANT DOCUMENTS FOUND, GENERATE---
+[2025-12-02 08:49:31] INFO - project.pipeline.agents - Node 'grade_documents' completed
+[2025-12-02 08:49:31] INFO - project.pipeline.agents - ---GENERATE---
+[2025-12-02 08:49:31] INFO - project.model.reranking - Reranked 3 documents, returning top 3
+[2025-12-02 08:49:34] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:34] INFO - project.pipeline.agents - Node 'generate' completed
+[2025-12-02 08:49:34] INFO - project.pipeline.agents - ---RETRIEVE---
+[2025-12-02 08:49:34] INFO - project.pipeline.agents - Node 'retrieve' completed
+[2025-12-02 08:49:34] INFO - project.pipeline.agents - ---CHECK DOCUMENT RELEVANCE TO QUESTION---
+[2025-12-02 08:49:35] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:35] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:36] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:36] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:36] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:36] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:49:36] INFO - project.pipeline.agents - ---ASSESS GRADED DOCUMENTS---
+[2025-12-02 08:49:36] INFO - project.pipeline.agents - ---DECISION: RELEVANT DOCUMENTS FOUND, GENERATE---
+[2025-12-02 08:49:36] INFO - project.pipeline.agents - Node 'grade_documents' completed
+[2025-12-02 08:49:36] INFO - project.pipeline.agents - ---GENERATE---
+[2025-12-02 08:49:37] INFO - project.model.reranking - Reranked 3 documents, returning top 3
+[2025-12-02 08:49:40] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:49:40] INFO - project.pipeline.agents - Node 'generate' completed
+[2025-12-02 08:49:40] INFO - __main__ - RAG application completed successfully
+[2025-12-02 08:50:12] INFO - __main__ - Initializing RAG pipeline...
+[2025-12-02 08:50:12] INFO - project.utils.model_loader - GROQ API key loaded
+[2025-12-02 08:50:12] INFO - project.utils.model_loader - ModelLoader initialized
+[2025-12-02 08:50:13] INFO - project.utils.model_loader - Loaded Groq LLM: openai/gpt-oss-120b
+[2025-12-02 08:50:13] INFO - project.utils.model_loader - GROQ API key loaded
+[2025-12-02 08:50:13] INFO - project.utils.model_loader - ModelLoader initialized
+[2025-12-02 08:50:13] INFO - project.utils.model_loader - Loaded Groq LLM: openai/gpt-oss-120b
+[2025-12-02 08:50:13] INFO - project.source.data_preparation - DataPreparation initialized with chunk_size=1000
+[2025-12-02 08:50:13] INFO - project.utils.model_loader - GROQ API key loaded
+[2025-12-02 08:50:13] INFO - project.utils.model_loader - ModelLoader initialized
+[2025-12-02 08:50:17] INFO - project.utils.model_loader - Loaded FastEmbed: BAAI/bge-small-en-v1.5
+[2025-12-02 08:50:18] INFO - project.utils.model_loader - Loaded Groq LLM: openai/gpt-oss-120b
+[2025-12-02 08:50:18] INFO - project.model.retriever - DocumentRetriever initialized
+[2025-12-02 08:50:19] INFO - project.model.reranking - FlashRank reranker initialized with model: rank-T5-flan
+[2025-12-02 08:50:19] INFO - project.pipeline.rag - RAGPipeline initialized
+[2025-12-02 08:50:19] INFO - project.pipeline.agents - Web search tool initialized
+[2025-12-02 08:50:19] INFO - project.pipeline.agents - AgentWorkflow initialized
+[2025-12-02 08:50:19] INFO - project.source.data_preparation - Loading PDF from local file: data\attention-is-all-you-need.pdf
+[2025-12-02 08:50:20] INFO - project.source.data_preparation - Loaded 11 pages from PDF
+[2025-12-02 08:50:20] INFO - project.source.data_preparation - Split documents into 43 chunks
+[2025-12-02 08:50:20] INFO - project.source.data_preparation - Document preparation complete: 43 chunks ready
+[2025-12-02 08:50:30] INFO - faiss.loader - Loading faiss with AVX512 support.
+[2025-12-02 08:50:30] INFO - faiss.loader - Could not load library with AVX512 support due to:
+ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")
+[2025-12-02 08:50:30] INFO - faiss.loader - Loading faiss with AVX2 support.
+[2025-12-02 08:50:30] INFO - faiss.loader - Successfully loaded faiss with AVX2 support.
+[2025-12-02 08:50:30] INFO - project.model.retriever - Vector store created with 43 documents
+[2025-12-02 08:50:30] INFO - project.model.retriever - Base retriever configured with mmr search
+[2025-12-02 08:50:30] INFO - project.pipeline.rag - RAG chain built successfully
+[2025-12-02 08:50:30] INFO - project.pipeline.rag - RAG pipeline setup complete
+[2025-12-02 08:50:30] INFO - project.pipeline.agents - LangGraph workflow compiled
+[2025-12-02 08:50:30] INFO - project.pipeline.agents - Agent workflow setup complete
+[2025-12-02 08:50:30] INFO - __main__ - RAG pipeline ready
+[2025-12-02 08:51:35] INFO - project.pipeline.agents - ---RETRIEVE---
+[2025-12-02 08:51:35] INFO - project.pipeline.agents - Node 'retrieve' completed
+[2025-12-02 08:51:35] INFO - project.pipeline.agents - ---CHECK DOCUMENT RELEVANCE TO QUESTION---
+[2025-12-02 08:51:36] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:36] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:51:37] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:37] INFO - project.pipeline.agents - ---GRADE: DOCUMENT NOT RELEVANT---
+[2025-12-02 08:51:37] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:37] INFO - project.pipeline.agents - ---GRADE: DOCUMENT NOT RELEVANT---
+[2025-12-02 08:51:37] INFO - project.pipeline.agents - ---ASSESS GRADED DOCUMENTS---
+[2025-12-02 08:51:37] INFO - project.pipeline.agents - ---DECISION: RELEVANT DOCUMENTS FOUND, GENERATE---
+[2025-12-02 08:51:37] INFO - project.pipeline.agents - Node 'grade_documents' completed
+[2025-12-02 08:51:37] INFO - project.pipeline.agents - ---GENERATE---
+[2025-12-02 08:51:39] INFO - project.model.reranking - Reranked 3 documents, returning top 3
+[2025-12-02 08:51:42] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:42] INFO - project.pipeline.agents - Node 'generate' completed
+[2025-12-02 08:51:42] INFO - project.pipeline.agents - ---RETRIEVE---
+[2025-12-02 08:51:42] INFO - project.pipeline.agents - Node 'retrieve' completed
+[2025-12-02 08:51:42] INFO - project.pipeline.agents - ---CHECK DOCUMENT RELEVANCE TO QUESTION---
+[2025-12-02 08:51:43] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:43] INFO - project.pipeline.agents - ---GRADE: DOCUMENT RELEVANT---
+[2025-12-02 08:51:43] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:43] INFO - project.pipeline.agents - ---GRADE: DOCUMENT NOT RELEVANT---
+[2025-12-02 08:51:44] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:44] INFO - project.pipeline.agents - ---GRADE: DOCUMENT NOT RELEVANT---
+[2025-12-02 08:51:44] INFO - project.pipeline.agents - ---ASSESS GRADED DOCUMENTS---
+[2025-12-02 08:51:44] INFO - project.pipeline.agents - ---DECISION: RELEVANT DOCUMENTS FOUND, GENERATE---
+[2025-12-02 08:51:44] INFO - project.pipeline.agents - Node 'grade_documents' completed
+[2025-12-02 08:51:44] INFO - project.pipeline.agents - ---GENERATE---
+[2025-12-02 08:51:44] INFO - project.model.reranking - Reranked 3 documents, returning top 3
+[2025-12-02 08:51:48] INFO - httpx - HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
+[2025-12-02 08:51:48] INFO - project.pipeline.agents - Node 'generate' completed

requirements.txt

@@ -1,20 +1,21 @@
-arxiv
-chromadb
-faiss-cpu
-fastembed
-fastapi
-flashrank
-google-generativeai
-jinja2
-langchain
-langchain-chroma
-langchain-community
-langchain-google-genai
-langchain-groq
-langgraph
-pypdf
-python-dotenv
-python-multipart
-rapidocr-onnxruntime
-tiktoken
-uvicorn
+arxiv>=2.3.1
+chromadb>=1.3.5
+faiss-cpu>=1.13.0
+fastembed>=0.7.3
+fastapi>=0.115.0
+flashrank>=0.2.10
+google-generativeai>=0.8.3
+jinja2>=3.1.0
+langchain>=0.3.0
+langchain-chroma>=0.1.0
+langchain-community>=0.3.0
+langchain-google-genai>=2.0.5
+langchain-groq>=0.2.0
+langgraph>=0.2.0
+pypdf>=6.4.0
+pymupdf
+python-dotenv>=1.2.1
+python-multipart>=0.0.20
+rapidocr-onnxruntime>=1.4.4
+tiktoken>=0.12.0
+uvicorn>=0.34.0