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perf: Add batch processing for Postgres sync optimization
Implements streaming batch processing to reduce database roundtrips from 50K-80K to ~4K-6K for large projects (10K files). **Phase 1: Scan Optimization** - Add entity_repository.get_by_file_paths_batch() for bulk entity fetching - Reduces scan phase from N queries to 1 batched query - Impact: 427 files scanned with 2 queries vs 427 before **Phase 2: Batch Infrastructure** - Add sync_batch_size config (default: 100 files per batch) - Add chunks() utility for streaming batch processing - Add entity_repository.upsert_entities() for bulk inserts/updates - Add observation_repository.delete_by_entity_ids() for batch deletes - Add relation_repository.delete_outgoing_relations_from_entities() for batch deletes **Phase 3: Sync Phase Optimization** - Add sync_markdown_batch() method with 3-phase processing: 1. Parse all files in batch (no DB operations) 2. Bulk upsert entities in single transaction 3. Post-process relations, checksums, search indexing per file - Update new/modified file loops to use batch processing - Add exception handling for circuit breaker and fatal errors - Separate markdown/regular file processing in batches **Test Updates** - Update circuit breaker tests to work with batch architecture - Change mocks from sync_markdown_file to sync_markdown_batch - Update fatal error test to mock upsert_entities - All circuit breaker tests passing (8/8) **Expected Performance** - Initial bulk import: ~10-15 queries/file (vs 43 before) - Incremental sync: Massive scan improvement + batch upsert benefits - Handles both new files and existing files efficiently Addresses N+1 query patterns and transaction overhead with remote Postgres databases while maintaining circuit breaker functionality and proper error handling. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
1 parent fb5e9e1 commit 615d8ba

7 files changed

Lines changed: 546 additions & 48 deletions

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src/basic_memory/config.py

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@@ -132,6 +132,12 @@ class BasicMemoryConfig(BaseSettings):
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gt=0,
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)
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sync_batch_size: int = Field(
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default=100,
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description="Number of files to process in a single database transaction during sync. Higher values improve performance with remote databases (Postgres) but increase memory usage. Typical values: 100 (conservative), 500 (balanced), 1000 (aggressive).",
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gt=0,
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)
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kebab_filenames: bool = Field(
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default=False,
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description="Format for generated filenames. False preserves spaces and special chars, True converts them to hyphens for consistency with permalinks",

src/basic_memory/repository/entity_repository.py

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@@ -63,6 +63,38 @@ async def get_by_file_path(self, file_path: Union[Path, str]) -> Optional[Entity
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)
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return await self.find_one(query)
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async def get_by_file_paths_batch(
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self, file_paths: Sequence[Union[Path, str]]
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) -> dict[str, Entity]:
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"""Batch fetch entities by file paths with eager-loaded relationships.
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Optimized for scan operations - reduces N queries to 1 batched query.
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Returns entities with relationships already loaded via selectinload.
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Args:
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file_paths: List of file paths to fetch entities for
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Returns:
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Dict mapping file_path (as posix string) -> Entity
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Only includes entities that exist; missing files are not in dict
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"""
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if not file_paths:
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return {}
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# Convert all paths to posix strings
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posix_paths = [Path(p).as_posix() for p in file_paths]
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# Batch query with eager loading
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query = (
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self.select().where(Entity.file_path.in_(posix_paths)).options(*self.get_load_options())
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)
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result = await self.execute_query(query)
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entities = list(result.scalars().all())
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# Return as dict for O(1) lookup
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return {e.file_path: e for e in entities}
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async def find_by_checksum(self, checksum: str) -> Sequence[Entity]:
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"""Find entities with the given checksum.
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@@ -338,3 +370,80 @@ async def _handle_permalink_conflict(self, entity: Entity, session: AsyncSession
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# Re-raise if not a foreign key error
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raise
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return entity
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async def upsert_entities(self, entities: List[Entity]) -> List[Entity]:
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"""Bulk insert or update multiple entities in a single transaction.
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Optimized for batch operations with remote databases (Postgres).
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Handles conflicts the same way as upsert_entity() but processes
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all entities in one transaction.
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Args:
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entities: List of entities to upsert
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Returns:
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List of upserted entities with relationships loaded
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Raises:
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SyncFatalError: If any entity references a non-existent project_id
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"""
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if not entities:
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return []
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async with db.scoped_session(self.session_maker) as session:
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# Set project_id on all entities if needed
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for entity in entities:
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self._set_project_id_if_needed(entity)
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# Try to add all entities
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for entity in entities:
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session.add(entity)
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try:
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await session.flush()
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# Fetch all entities with relationships loaded
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file_paths = [e.file_path for e in entities]
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query = (
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self.select()
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.where(Entity.file_path.in_(file_paths))
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.options(*self.get_load_options())
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)
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result = await session.execute(query)
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return list(result.scalars().all())
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except IntegrityError as e:
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# Check for foreign key constraint failures
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error_str = str(e)
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if (
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"FOREIGN KEY constraint failed" in error_str
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or "violates foreign key constraint" in error_str
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):
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from basic_memory.services.exceptions import SyncFatalError
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raise SyncFatalError(
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"Cannot sync entities: project_id does not exist in database. "
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"The project may have been deleted. This sync will be terminated."
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) from e
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# For other integrity errors (file_path or permalink conflicts),
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# rollback and fall back to individual processing
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await session.rollback()
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# Process each entity individually to handle conflicts properly
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logger.debug(
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f"Batch upsert failed with IntegrityError, falling back to individual upserts for {len(entities)} entities"
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)
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result_entities = []
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for entity in entities:
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try:
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upserted = await self.upsert_entity(entity)
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result_entities.append(upserted)
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except Exception as individual_error:
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logger.error(
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f"Failed to upsert entity {entity.file_path}: {individual_error}"
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)
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# Continue with other entities
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return result_entities

src/basic_memory/repository/observation_repository.py

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@@ -70,3 +70,33 @@ async def find_by_entities(self, entity_ids: List[int]) -> Dict[int, List[Observ
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observations_by_entity[obs.entity_id].append(obs)
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return observations_by_entity
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async def delete_by_entity_ids(self, entity_ids: List[int]) -> int:
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"""Delete all observations for multiple entities in a single query.
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Optimized for batch operations - deletes observations for many entities
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in one database transaction.
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Args:
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entity_ids: List of entity IDs whose observations should be deleted
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Returns:
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Number of observations deleted
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"""
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if not entity_ids:
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return 0
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from basic_memory import db
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async with db.scoped_session(self.session_maker) as session:
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# Use bulk delete with IN clause
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query = select(Observation).where(Observation.entity_id.in_(entity_ids))
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result = await session.execute(query)
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observations_to_delete = result.scalars().all()
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# Delete all observations
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for obs in observations_to_delete:
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await session.delete(obs)
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await session.flush()
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return len(observations_to_delete)

src/basic_memory/repository/relation_repository.py

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@@ -67,6 +67,27 @@ async def delete_outgoing_relations_from_entity(self, entity_id: int) -> None:
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async with db.scoped_session(self.session_maker) as session:
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await session.execute(delete(Relation).where(Relation.from_id == entity_id))
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async def delete_outgoing_relations_from_entities(self, entity_ids: List[int]) -> int:
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"""Delete outgoing relations for multiple entities in a single query.
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Optimized for batch operations - deletes relations for many entities
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in one database transaction. Only deletes relations where these entities
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are the source (from_id).
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Args:
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entity_ids: List of entity IDs whose outgoing relations should be deleted
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Returns:
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Number of relations deleted
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"""
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if not entity_ids:
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return 0
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async with db.scoped_session(self.session_maker) as session:
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# Use bulk delete with IN clause
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result = await session.execute(delete(Relation).where(Relation.from_id.in_(entity_ids)))
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return result.rowcount or 0
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async def find_unresolved_relations(self) -> Sequence[Relation]:
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"""Find all unresolved relations, where to_id is null."""
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query = select(Relation).filter(Relation.to_id.is_(None))

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