added error saving vector store (#2081)

* added error saving vector store

* fixed code formating

* added tests for embedding pipeline
This commit is contained in:
Harshit Ranjan
2025-10-31 19:59:35 +05:30
committed by GitHub
parent e086c79da0
commit 695191d888
2 changed files with 168 additions and 12 deletions

View File

@@ -1,5 +1,6 @@
import os
import logging
from typing import List, Any
from retry import retry
from tqdm import tqdm
from application.core.settings import settings
@@ -22,13 +23,16 @@ def sanitize_content(content: str) -> str:
@retry(tries=10, delay=60)
def add_text_to_store_with_retry(store, doc, source_id):
"""
Add a document's text and metadata to the vector store with retry logic.
def add_text_to_store_with_retry(store: Any, doc: Any, source_id: str) -> None:
"""Add a document's text and metadata to the vector store with retry logic.
Args:
store: The vector store object.
doc: The document to be added.
source_id: Unique identifier for the source.
Raises:
Exception: If document addition fails after all retry attempts.
"""
try:
# Sanitize content to remove NUL characters that cause ingestion failures
@@ -41,18 +45,21 @@ def add_text_to_store_with_retry(store, doc, source_id):
raise
def embed_and_store_documents(docs, folder_name, source_id, task_status):
"""
Embeds documents and stores them in a vector store.
def embed_and_store_documents(docs: List[Any], folder_name: str, source_id: str, task_status: Any) -> None:
"""Embeds documents and stores them in a vector store.
Args:
docs (list): List of documents to be embedded and stored.
folder_name (str): Directory to save the vector store.
source_id (str): Unique identifier for the source.
docs: List of documents to be embedded and stored.
folder_name: Directory to save the vector store.
source_id: Unique identifier for the source.
task_status: Task state manager for progress updates.
Returns:
None
Raises:
OSError: If unable to create folder or save vector store.
Exception: If vector store creation or document embedding fails.
"""
# Ensure the folder exists
if not os.path.exists(folder_name):
@@ -95,10 +102,21 @@ def embed_and_store_documents(docs, folder_name, source_id, task_status):
except Exception as e:
logging.error(f"Error embedding document {idx}: {e}", exc_info=True)
logging.info(f"Saving progress at document {idx} out of {total_docs}")
try:
store.save_local(folder_name)
logging.info("Progress saved successfully")
except Exception as save_error:
logging.error(f"CRITICAL: Failed to save progress: {save_error}", exc_info=True)
# Continue without breaking to attempt final save
break
# Save the vector store
if settings.VECTOR_STORE == "faiss":
try:
store.save_local(folder_name)
logging.info("Vector store saved successfully.")
except Exception as e:
logging.error(f"CRITICAL: Failed to save final vector store: {e}", exc_info=True)
raise OSError(f"Unable to save vector store to {folder_name}: {e}") from e
else:
logging.info("Vector store saved successfully.")

View File

@@ -0,0 +1,138 @@
import pytest
import logging
from unittest.mock import patch, MagicMock
from application.parser.embedding_pipeline import (
sanitize_content,
add_text_to_store_with_retry,
embed_and_store_documents,
)
def test_sanitize_content_removes_nulls():
content = "This\x00is\x00a\x00test"
result = sanitize_content(content)
assert "\x00" not in result
assert result == "Thisisatest"
def test_sanitize_content_empty_or_none():
assert sanitize_content("") == ""
assert sanitize_content(None) is None
def test_add_text_to_store_with_retry_success():
store = MagicMock()
doc = MagicMock()
doc.page_content = "Test content"
doc.metadata = {}
add_text_to_store_with_retry(store, doc, "123")
store.add_texts.assert_called_once_with(
["Test content"], metadatas=[{"source_id": "123"}]
)
@pytest.fixture
def mock_settings(monkeypatch):
mock_settings = MagicMock()
monkeypatch.setattr(
"application.parser.embedding_pipeline.settings", mock_settings
)
return mock_settings
@pytest.fixture
def mock_vector_creator(monkeypatch):
mock_creator = MagicMock()
monkeypatch.setattr(
"application.parser.embedding_pipeline.VectorCreator", mock_creator
)
return mock_creator
def test_embed_and_store_documents_creates_folder(tmp_path, mock_settings, mock_vector_creator):
mock_settings.VECTOR_STORE = "faiss"
docs = [MagicMock(page_content="doc1", metadata={}), MagicMock(page_content="doc2", metadata={})]
folder_name = tmp_path / "test_store"
source_id = "xyz"
task_status = MagicMock()
mock_store = MagicMock()
mock_vector_creator.create_vectorstore.return_value = mock_store
embed_and_store_documents(docs, str(folder_name), source_id, task_status)
assert folder_name.exists()
mock_vector_creator.create_vectorstore.assert_called_once()
mock_store.save_local.assert_called_once_with(str(folder_name))
task_status.update_state.assert_called()
def test_embed_and_store_documents_non_faiss(tmp_path, mock_settings, mock_vector_creator):
mock_settings.VECTOR_STORE = "chromadb"
docs = [MagicMock(page_content="doc1", metadata={}), MagicMock(page_content="doc2", metadata={})]
folder_name = tmp_path / "chromadb_store"
source_id = "test123"
task_status = MagicMock()
mock_store = MagicMock()
mock_vector_creator.create_vectorstore.return_value = mock_store
embed_and_store_documents(docs, str(folder_name), source_id, task_status)
mock_store.delete_index.assert_called_once()
task_status.update_state.assert_called()
assert folder_name.exists()
@patch("application.parser.embedding_pipeline.add_text_to_store_with_retry")
def test_embed_and_store_documents_partial_failure(
mock_add_retry, tmp_path, mock_settings, mock_vector_creator, caplog
):
mock_settings.VECTOR_STORE = "faiss"
docs = [MagicMock(page_content="good", metadata={}), MagicMock(page_content="bad", metadata={})]
folder_name = tmp_path / "partial_fail"
source_id = "id123"
task_status = MagicMock()
mock_store = MagicMock()
mock_vector_creator.create_vectorstore.return_value = mock_store
# First document succeeds, second fails
def side_effect(*args, **kwargs):
if "bad" in args[1].page_content:
raise Exception("Embedding failed")
mock_add_retry.side_effect = side_effect
with caplog.at_level(logging.ERROR):
embed_and_store_documents(docs, str(folder_name), source_id, task_status)
assert "Error embedding document" in caplog.text
mock_store.save_local.assert_called()
def test_embed_and_store_documents_save_fails_raises_oserror(
tmp_path, mock_settings, mock_vector_creator
):
mock_settings.VECTOR_STORE = "faiss"
docs = [MagicMock(page_content="good", metadata={})]
folder_name = tmp_path / "save_fail"
source_id = "id789"
task_status = MagicMock()
mock_store = MagicMock()
mock_store.save_local.side_effect = Exception("Disk full")
mock_vector_creator.create_vectorstore.return_value = mock_store
with pytest.raises(OSError, match="Unable to save vector store"):
embed_and_store_documents(docs, str(folder_name), source_id, task_status)