Create main.py

main.py

@@ -0,0 +1,80 @@
+from fastapi import FastAPI, File, UploadFile, HTTPException
+from pydantic_models import QueryInput, QueryResponse, DocumentInfo, DeleteFileRequest
+from langchain_utils import get_rag_chain
+from db_utils import insert_application_logs, get_chat_history, get_all_documents, insert_document_record, delete_document_record
+from chroma_utils import index_document_to_chroma, delete_doc_from_chroma
+import os
+import uuid
+import logging
+logging.basicConfig(filename='app.log', level=logging.INFO)
+app = FastAPI()
+
+@app.post("/chat", response_model=QueryResponse)
+def chat(query_input: QueryInput):
+    session_id = query_input.session_id
+    logging.info(f"Session ID: {session_id}, User Query: {query_input.question}, Model: {query_input.model.value}")
+    if not session_id:
+        session_id = str(uuid.uuid4())
+
+    
+
+    chat_history = get_chat_history(session_id)
+    rag_chain = get_rag_chain(query_input.model.value)
+    answer = rag_chain.invoke({
+        "input": query_input.question,
+        "chat_history": chat_history
+    })['answer']
+    
+    insert_application_logs(session_id, query_input.question, answer, query_input.model.value)
+    logging.info(f"Session ID: {session_id}, AI Response: {answer}")
+    return QueryResponse(answer=answer, session_id=session_id, model=query_input.model)
+
+from fastapi import UploadFile, File, HTTPException
+import os
+import shutil
+
+@app.post("/upload-doc")
+def upload_and_index_document(file: UploadFile = File(...)):
+    allowed_extensions = ['.pdf', '.docx', '.html']
+    file_extension = os.path.splitext(file.filename)[1].lower()
+    
+    if file_extension not in allowed_extensions:
+        raise HTTPException(status_code=400, detail=f"Unsupported file type. Allowed types are: {', '.join(allowed_extensions)}")
+    
+    temp_file_path = f"temp_{file.filename}"
+    
+    try:
+        # Save the uploaded file to a temporary file
+        with open(temp_file_path, "wb") as buffer:
+            shutil.copyfileobj(file.file, buffer)
+        
+        file_id = insert_document_record(file.filename)
+        success = index_document_to_chroma(temp_file_path, file_id)
+        
+        if success:
+            return {"message": f"File {file.filename} has been successfully uploaded and indexed.", "file_id": file_id}
+        else:
+            delete_document_record(file_id)
+            raise HTTPException(status_code=500, detail=f"Failed to index {file.filename}.")
+    finally:
+        if os.path.exists(temp_file_path):
+            os.remove(temp_file_path)
+
+@app.get("/list-docs", response_model=list[DocumentInfo])
+def list_documents():
+    return get_all_documents()
+
+@app.post("/delete-doc")
+def delete_document(request: DeleteFileRequest):
+    # Delete from Chroma
+    chroma_delete_success = delete_doc_from_chroma(request.file_id)
+
+    if chroma_delete_success:
+        # If successfully deleted from Chroma, delete from our database
+        db_delete_success = delete_document_record(request.file_id)
+        if db_delete_success:
+            return {"message": f"Successfully deleted document with file_id {request.file_id} from the system."}
+        else:
+            return {"error": f"Deleted from Chroma but failed to delete document with file_id {request.file_id} from the database."}
+    else:
+        return {"error": f"Failed to delete document with file_id {request.file_id} from Chroma."}