forked from open-webui/open-webui
		
	refac: naming convention
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					 4 changed files with 28 additions and 16 deletions
				
			
		|  | @ -70,7 +70,7 @@ from config import ( | ||||||
|     RAG_EMBEDDING_MODEL, |     RAG_EMBEDDING_MODEL, | ||||||
|     RAG_EMBEDDING_MODEL_AUTO_UPDATE, |     RAG_EMBEDDING_MODEL_AUTO_UPDATE, | ||||||
|     RAG_EMBEDDING_MODEL_TRUST_REMOTE_CODE, |     RAG_EMBEDDING_MODEL_TRUST_REMOTE_CODE, | ||||||
|     RAG_HYBRID, |     ENABLE_RAG_HYBRID_SEARCH, | ||||||
|     RAG_RERANKING_MODEL, |     RAG_RERANKING_MODEL, | ||||||
|     RAG_RERANKING_MODEL_AUTO_UPDATE, |     RAG_RERANKING_MODEL_AUTO_UPDATE, | ||||||
|     RAG_RERANKING_MODEL_TRUST_REMOTE_CODE, |     RAG_RERANKING_MODEL_TRUST_REMOTE_CODE, | ||||||
|  | @ -92,7 +92,8 @@ app = FastAPI() | ||||||
| 
 | 
 | ||||||
| app.state.TOP_K = RAG_TOP_K | app.state.TOP_K = RAG_TOP_K | ||||||
| app.state.RELEVANCE_THRESHOLD = RAG_RELEVANCE_THRESHOLD | app.state.RELEVANCE_THRESHOLD = RAG_RELEVANCE_THRESHOLD | ||||||
| app.state.HYBRID = RAG_HYBRID | 
 | ||||||
|  | app.state.ENABLE_RAG_HYBRID_SEARCH = ENABLE_RAG_HYBRID_SEARCH | ||||||
| 
 | 
 | ||||||
| app.state.CHUNK_SIZE = CHUNK_SIZE | app.state.CHUNK_SIZE = CHUNK_SIZE | ||||||
| app.state.CHUNK_OVERLAP = CHUNK_OVERLAP | app.state.CHUNK_OVERLAP = CHUNK_OVERLAP | ||||||
|  | @ -324,7 +325,7 @@ async def get_query_settings(user=Depends(get_admin_user)): | ||||||
|         "template": app.state.RAG_TEMPLATE, |         "template": app.state.RAG_TEMPLATE, | ||||||
|         "k": app.state.TOP_K, |         "k": app.state.TOP_K, | ||||||
|         "r": app.state.RELEVANCE_THRESHOLD, |         "r": app.state.RELEVANCE_THRESHOLD, | ||||||
|         "hybrid": app.state.HYBRID, |         "hybrid": app.state.ENABLE_RAG_HYBRID_SEARCH, | ||||||
|     } |     } | ||||||
| 
 | 
 | ||||||
| 
 | 
 | ||||||
|  | @ -342,13 +343,13 @@ async def update_query_settings( | ||||||
|     app.state.RAG_TEMPLATE = form_data.template if form_data.template else RAG_TEMPLATE |     app.state.RAG_TEMPLATE = form_data.template if form_data.template else RAG_TEMPLATE | ||||||
|     app.state.TOP_K = form_data.k if form_data.k else 4 |     app.state.TOP_K = form_data.k if form_data.k else 4 | ||||||
|     app.state.RELEVANCE_THRESHOLD = form_data.r if form_data.r else 0.0 |     app.state.RELEVANCE_THRESHOLD = form_data.r if form_data.r else 0.0 | ||||||
|     app.state.HYBRID = form_data.hybrid if form_data.hybrid else False |     app.state.ENABLE_RAG_HYBRID_SEARCH = form_data.hybrid if form_data.hybrid else False | ||||||
|     return { |     return { | ||||||
|         "status": True, |         "status": True, | ||||||
|         "template": app.state.RAG_TEMPLATE, |         "template": app.state.RAG_TEMPLATE, | ||||||
|         "k": app.state.TOP_K, |         "k": app.state.TOP_K, | ||||||
|         "r": app.state.RELEVANCE_THRESHOLD, |         "r": app.state.RELEVANCE_THRESHOLD, | ||||||
|         "hybrid": app.state.HYBRID, |         "hybrid": app.state.ENABLE_RAG_HYBRID_SEARCH, | ||||||
|     } |     } | ||||||
| 
 | 
 | ||||||
| 
 | 
 | ||||||
|  | @ -381,7 +382,11 @@ def query_doc_handler( | ||||||
|             r=form_data.r if form_data.r else app.state.RELEVANCE_THRESHOLD, |             r=form_data.r if form_data.r else app.state.RELEVANCE_THRESHOLD, | ||||||
|             embeddings_function=embeddings_function, |             embeddings_function=embeddings_function, | ||||||
|             reranking_function=app.state.sentence_transformer_rf, |             reranking_function=app.state.sentence_transformer_rf, | ||||||
|             hybrid=form_data.hybrid if form_data.hybrid else app.state.HYBRID, |             hybrid_search=( | ||||||
|  |                 form_data.hybrid | ||||||
|  |                 if form_data.hybrid | ||||||
|  |                 else app.state.ENABLE_RAG_HYBRID_SEARCH | ||||||
|  |             ), | ||||||
|         ) |         ) | ||||||
|     except Exception as e: |     except Exception as e: | ||||||
|         log.exception(e) |         log.exception(e) | ||||||
|  | @ -420,7 +425,11 @@ def query_collection_handler( | ||||||
|             r=form_data.r if form_data.r else app.state.RELEVANCE_THRESHOLD, |             r=form_data.r if form_data.r else app.state.RELEVANCE_THRESHOLD, | ||||||
|             embeddings_function=embeddings_function, |             embeddings_function=embeddings_function, | ||||||
|             reranking_function=app.state.sentence_transformer_rf, |             reranking_function=app.state.sentence_transformer_rf, | ||||||
|             hybrid=form_data.hybrid if form_data.hybrid else app.state.HYBRID, |             hybrid_search=( | ||||||
|  |                 form_data.hybrid | ||||||
|  |                 if form_data.hybrid | ||||||
|  |                 else app.state.ENABLE_RAG_HYBRID_SEARCH | ||||||
|  |             ), | ||||||
|         ) |         ) | ||||||
|     except Exception as e: |     except Exception as e: | ||||||
|         log.exception(e) |         log.exception(e) | ||||||
|  |  | ||||||
|  | @ -33,12 +33,12 @@ def query_embeddings_doc( | ||||||
|     reranking_function, |     reranking_function, | ||||||
|     k: int, |     k: int, | ||||||
|     r: int, |     r: int, | ||||||
|     hybrid: bool, |     hybrid_search: bool, | ||||||
| ): | ): | ||||||
|     try: |     try: | ||||||
|         collection = CHROMA_CLIENT.get_collection(name=collection_name) |         collection = CHROMA_CLIENT.get_collection(name=collection_name) | ||||||
| 
 | 
 | ||||||
|         if hybrid: |         if hybrid_search: | ||||||
|             documents = collection.get()  # get all documents |             documents = collection.get()  # get all documents | ||||||
|             bm25_retriever = BM25Retriever.from_texts( |             bm25_retriever = BM25Retriever.from_texts( | ||||||
|                 texts=documents.get("documents"), |                 texts=documents.get("documents"), | ||||||
|  | @ -134,7 +134,7 @@ def query_embeddings_collection( | ||||||
|     r: float, |     r: float, | ||||||
|     embeddings_function, |     embeddings_function, | ||||||
|     reranking_function, |     reranking_function, | ||||||
|     hybrid: bool, |     hybrid_search: bool, | ||||||
| ): | ): | ||||||
| 
 | 
 | ||||||
|     results = [] |     results = [] | ||||||
|  | @ -148,7 +148,7 @@ def query_embeddings_collection( | ||||||
|                 r=r, |                 r=r, | ||||||
|                 embeddings_function=embeddings_function, |                 embeddings_function=embeddings_function, | ||||||
|                 reranking_function=reranking_function, |                 reranking_function=reranking_function, | ||||||
|                 hybrid=hybrid, |                 hybrid_search=hybrid_search, | ||||||
|             ) |             ) | ||||||
|             results.append(result) |             results.append(result) | ||||||
|         except: |         except: | ||||||
|  | @ -206,7 +206,7 @@ def rag_messages( | ||||||
|     template, |     template, | ||||||
|     k, |     k, | ||||||
|     r, |     r, | ||||||
|     hybrid, |     hybrid_search, | ||||||
|     embedding_engine, |     embedding_engine, | ||||||
|     embedding_model, |     embedding_model, | ||||||
|     embedding_function, |     embedding_function, | ||||||
|  | @ -279,7 +279,7 @@ def rag_messages( | ||||||
|                     r=r, |                     r=r, | ||||||
|                     embeddings_function=embeddings_function, |                     embeddings_function=embeddings_function, | ||||||
|                     reranking_function=reranking_function, |                     reranking_function=reranking_function, | ||||||
|                     hybrid=hybrid, |                     hybrid_search=hybrid_search, | ||||||
|                 ) |                 ) | ||||||
|             else: |             else: | ||||||
|                 context = query_embeddings_doc( |                 context = query_embeddings_doc( | ||||||
|  | @ -289,7 +289,7 @@ def rag_messages( | ||||||
|                     r=r, |                     r=r, | ||||||
|                     embeddings_function=embeddings_function, |                     embeddings_function=embeddings_function, | ||||||
|                     reranking_function=reranking_function, |                     reranking_function=reranking_function, | ||||||
|                     hybrid=hybrid, |                     hybrid_search=hybrid_search, | ||||||
|                 ) |                 ) | ||||||
|         except Exception as e: |         except Exception as e: | ||||||
|             log.exception(e) |             log.exception(e) | ||||||
|  |  | ||||||
|  | @ -422,7 +422,10 @@ CHROMA_DATA_PATH = f"{DATA_DIR}/vector_db" | ||||||
| 
 | 
 | ||||||
| RAG_TOP_K = int(os.environ.get("RAG_TOP_K", "5")) | RAG_TOP_K = int(os.environ.get("RAG_TOP_K", "5")) | ||||||
| RAG_RELEVANCE_THRESHOLD = float(os.environ.get("RAG_RELEVANCE_THRESHOLD", "0.0")) | RAG_RELEVANCE_THRESHOLD = float(os.environ.get("RAG_RELEVANCE_THRESHOLD", "0.0")) | ||||||
| RAG_HYBRID = os.environ.get("RAG_HYBRID", "").lower() == "true" | 
 | ||||||
|  | ENABLE_RAG_HYBRID_SEARCH = ( | ||||||
|  |     os.environ.get("ENABLE_RAG_HYBRID_SEARCH", "").lower() == "true" | ||||||
|  | ) | ||||||
| 
 | 
 | ||||||
| RAG_EMBEDDING_ENGINE = os.environ.get("RAG_EMBEDDING_ENGINE", "") | RAG_EMBEDDING_ENGINE = os.environ.get("RAG_EMBEDDING_ENGINE", "") | ||||||
| 
 | 
 | ||||||
|  |  | ||||||
|  | @ -121,7 +121,7 @@ class RAGMiddleware(BaseHTTPMiddleware): | ||||||
|                     rag_app.state.RAG_TEMPLATE, |                     rag_app.state.RAG_TEMPLATE, | ||||||
|                     rag_app.state.TOP_K, |                     rag_app.state.TOP_K, | ||||||
|                     rag_app.state.RELEVANCE_THRESHOLD, |                     rag_app.state.RELEVANCE_THRESHOLD, | ||||||
|                     rag_app.state.HYBRID, |                     rag_app.state.ENABLE_RAG_HYBRID_SEARCH, | ||||||
|                     rag_app.state.RAG_EMBEDDING_ENGINE, |                     rag_app.state.RAG_EMBEDDING_ENGINE, | ||||||
|                     rag_app.state.RAG_EMBEDDING_MODEL, |                     rag_app.state.RAG_EMBEDDING_MODEL, | ||||||
|                     rag_app.state.sentence_transformer_ef, |                     rag_app.state.sentence_transformer_ef, | ||||||
|  |  | ||||||
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	 Timothy J. Baek
						Timothy J. Baek