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https://github.com/open-webui/open-webui.git
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refac
This commit is contained in:
Timothy Jaeryang Baek
parent
6a3b0e3110
commit
3b9d86de0b
2 changed files with 94 additions and 74 deletions
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@ -18,9 +18,11 @@ from open_webui.retrieval.vector.factory import VECTOR_DB_CLIENT
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from open_webui.models.users import UserModel
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from open_webui.models.files import Files
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from open_webui.models.knowledge import Knowledges
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from open_webui.models.notes import Notes
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from open_webui.retrieval.vector.main import GetResult
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from open_webui.utils.access_control import has_access
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from open_webui.env import (
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@ -443,9 +445,9 @@ def get_embedding_function(
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raise ValueError(f"Unknown embedding engine: {embedding_engine}")
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def get_sources_from_files(
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def get_sources_from_items(
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request,
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files,
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items,
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queries,
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embedding_function,
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k,
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@ -455,48 +457,63 @@ def get_sources_from_files(
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hybrid_bm25_weight,
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hybrid_search,
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full_context=False,
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user: Optional[UserModel] = None,
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):
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log.debug(
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f"files: {files} {queries} {embedding_function} {reranking_function} {full_context}"
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f"items: {items} {queries} {embedding_function} {reranking_function} {full_context}"
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)
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extracted_collections = []
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query_results = []
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for file in files:
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for item in items:
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query_result = None
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if file.get("docs"):
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# BYPASS_WEB_SEARCH_EMBEDDING_AND_RETRIEVAL
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query_result = {
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"documents": [[doc.get("content") for doc in file.get("docs")]],
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"metadatas": [[doc.get("metadata") for doc in file.get("docs")]],
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}
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elif file.get("type") == "text":
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if item.get("type") == "text":
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# Text File
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# Used during temporary chat file uploads
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query_result = {
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"documents": [[file.get("content")]],
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"metadatas": [[{"file_id": file.get("id"), "name": file.get("name")}]],
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"documents": [[item.get("content")]],
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"metadatas": [[{"file_id": item.get("id"), "name": item.get("name")}]],
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}
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elif file.get("type") == "note":
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# Note Attached
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note = Notes.get_note_by_id(file.get("id"))
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elif item.get("type") == "note":
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# Note Attached
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note = Notes.get_note_by_id(item.get("id"))
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if user.role == "admin" or has_access(user.id, "read", note.access_control):
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# User has access to the note
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query_result = {
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"documents": [[note.data.get("content", {}).get("md", "")]],
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"metadatas": [[{"file_id": note.id, "name": note.title}]],
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}
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elif file.get("context") == "full":
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if file.get("type") == "file":
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# Manual Full Mode Toggle
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elif item.get("docs"):
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# BYPASS_WEB_SEARCH_EMBEDDING_AND_RETRIEVAL
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query_result = {
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"documents": [[file.get("file").get("data", {}).get("content")]],
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"documents": [[doc.get("content") for doc in item.get("docs")]],
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"metadatas": [[doc.get("metadata") for doc in item.get("docs")]],
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}
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elif item.get("context") == "full":
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if item.get("type") == "file":
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# Manual Full Mode Toggle
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# Used from chat file modal, we can assume that the file content will be available from item.get("file").get("data", {}).get("content")
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query_result = {
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"documents": [[item.get("file").get("data", {}).get("content")]],
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"metadatas": [
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[{"file_id": file.get("id"), "name": file.get("name")}]
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[{"file_id": item.get("id"), "name": item.get("name")}]
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],
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}
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elif file.get("type") == "collection":
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elif item.get("type") == "collection":
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# Manual Full Mode Toggle for Collection
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file_ids = file.get("data", {}).get("file_ids", [])
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knowledge_base = Knowledges.get_knowledge_by_id(item.get("id"))
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if knowledge_base and (
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user.role == "admin"
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or has_access(user.id, "read", knowledge_base.access_control)
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):
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file_ids = knowledge_base.data.get("file_ids", [])
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documents = []
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metadatas = []
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@ -518,12 +535,12 @@ def get_sources_from_files(
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"metadatas": [metadatas],
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}
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elif (
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file.get("type") != "web_search"
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item.get("type") != "web_search"
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and request.app.state.config.BYPASS_EMBEDDING_AND_RETRIEVAL
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):
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# BYPASS_EMBEDDING_AND_RETRIEVAL
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if file.get("type") == "collection":
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file_ids = file.get("data", {}).get("file_ids", [])
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if item.get("type") == "collection":
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file_ids = item.get("data", {}).get("file_ids", [])
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documents = []
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metadatas = []
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@ -545,46 +562,46 @@ def get_sources_from_files(
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"metadatas": [metadatas],
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}
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elif file.get("id"):
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file_object = Files.get_file_by_id(file.get("id"))
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elif item.get("id"):
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file_object = Files.get_file_by_id(item.get("id"))
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if file_object:
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query_result = {
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"documents": [[file_object.data.get("content", "")]],
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"metadatas": [
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[
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{
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"file_id": file.get("id"),
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"file_id": item.get("id"),
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"name": file_object.filename,
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"source": file_object.filename,
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}
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]
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],
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}
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elif file.get("file").get("data"):
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elif item.get("file").get("data"):
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query_result = {
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"documents": [[file.get("file").get("data", {}).get("content")]],
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"documents": [[item.get("file").get("data", {}).get("content")]],
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"metadatas": [
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[file.get("file").get("data", {}).get("metadata", {})]
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[item.get("file").get("data", {}).get("metadata", {})]
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],
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}
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else:
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collection_names = []
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if file.get("type") == "collection":
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if file.get("legacy"):
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collection_names = file.get("collection_names", [])
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if item.get("type") == "collection":
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if item.get("legacy"):
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collection_names = item.get("collection_names", [])
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else:
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collection_names.append(file["id"])
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elif file.get("collection_name"):
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collection_names.append(file["collection_name"])
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elif file.get("id"):
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if file.get("legacy"):
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collection_names.append(f"{file['id']}")
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collection_names.append(item["id"])
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elif item.get("collection_name"):
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collection_names.append(item["collection_name"])
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elif item.get("id"):
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if item.get("legacy"):
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collection_names.append(f"{item['id']}")
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else:
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collection_names.append(f"file-{file['id']}")
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collection_names.append(f"file-{item['id']}")
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collection_names = set(collection_names).difference(extracted_collections)
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if not collection_names:
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log.debug(f"skipping {file} as it has already been extracted")
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log.debug(f"skipping {item} as it has already been extracted")
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continue
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if full_context:
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@ -596,14 +613,14 @@ def get_sources_from_files(
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else:
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try:
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query_result = None
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if file.get("type") == "text":
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if item.get("type") == "text":
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# Not sure when this is used, but it seems to be a fallback
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query_result = {
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"documents": [
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[file.get("file").get("data", {}).get("content")]
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[item.get("file").get("data", {}).get("content")]
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],
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"metadatas": [
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[file.get("file").get("data", {}).get("meta", {})]
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[item.get("file").get("data", {}).get("meta", {})]
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],
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}
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else:
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@ -638,10 +655,10 @@ def get_sources_from_files(
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extracted_collections.extend(collection_names)
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if query_result:
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if "data" in file:
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del file["data"]
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if "data" in item:
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del item["data"]
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query_results.append({**query_result, "file": file})
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query_results.append({**query_result, "file": item})
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sources = []
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for query_result in query_results:
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@ -56,7 +56,7 @@ from open_webui.models.users import UserModel
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from open_webui.models.functions import Functions
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from open_webui.models.models import Models
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from open_webui.retrieval.utils import get_sources_from_files
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from open_webui.retrieval.utils import get_sources_from_items
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from open_webui.utils.chat import generate_chat_completion
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@ -638,14 +638,14 @@ async def chat_completion_files_handler(
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queries = [get_last_user_message(body["messages"])]
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try:
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# Offload get_sources_from_files to a separate thread
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# Offload get_sources_from_items to a separate thread
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loop = asyncio.get_running_loop()
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with ThreadPoolExecutor() as executor:
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sources = await loop.run_in_executor(
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executor,
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lambda: get_sources_from_files(
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lambda: get_sources_from_items(
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request=request,
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files=files,
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items=files,
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queries=queries,
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embedding_function=lambda query, prefix: request.app.state.EMBEDDING_FUNCTION(
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query, prefix=prefix, user=user
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@ -657,6 +657,7 @@ async def chat_completion_files_handler(
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hybrid_bm25_weight=request.app.state.config.HYBRID_BM25_WEIGHT,
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hybrid_search=request.app.state.config.ENABLE_RAG_HYBRID_SEARCH,
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full_context=request.app.state.config.RAG_FULL_CONTEXT,
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user=user,
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),
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)
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except Exception as e:
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@ -2152,7 +2153,9 @@ async def process_chat_response(
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if isinstance(tool_result, dict) or isinstance(
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tool_result, list
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):
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tool_result = json.dumps(tool_result, indent=2, ensure_ascii=False)
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tool_result = json.dumps(
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tool_result, indent=2, ensure_ascii=False
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)
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results.append(
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{
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