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feat(bulk-operations): add bulk update and transaction support
- Implement `update_many()` for bulk updating records. - Add `get_all()` for memory-efficient iteration over records. - Introduce `transaction()` context manager for atomic operations. - Update documentation and examples to reflect new features. - Enhance tests for bulk operations and transaction handling.
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CHANGELOG.md

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@@ -8,6 +8,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
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## [Unreleased]
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### Added
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- `update_many()` - Bulk update multiple records in a single transaction
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- `get_all()` - Memory-efficient generator for iterating over all records
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- `transaction()` - Context manager for atomic multi-operation transactions
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- Comprehensive tests for bulk operations (92% coverage)
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- Updated batch_operations.py example with new features
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- CONTRIBUTING.md with contribution guidelines
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- CHANGELOG.md for tracking changes
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README.md

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@@ -14,6 +14,7 @@ A tiny, lightweight Pythonic helper around [sqlite-vec](https://github.com/asg01
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- **Typed results**: Clear return types for results and searches.
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- **Filtering helpers**: Fetch by `rowid`, `text`, or `metadata`.
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- **Pagination & sorting**: List records with `limit`, `offset`, and order.
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- **Bulk operations**: Efficient `update_many()`, `get_all()` generator, and transaction support.
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## Requirements
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- Python 3.9+
@@ -64,6 +65,31 @@ rows = client.get_many(rowids)
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client.close()
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```
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## Bulk Operations
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The client provides optimized methods for bulk operations:
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```python
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# Bulk update multiple records
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updates = [
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(rowid1, "new text", {"key": "value"}, None),
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(rowid2, None, {"updated": True}, new_embedding),
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]
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count = client.update_many(updates)
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# Memory-efficient iteration over all records
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for rowid, text, metadata, embedding in client.get_all(batch_size=100):
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process(text)
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# Atomic transactions
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with client.transaction():
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client.add(texts, embeddings)
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client.update_many(updates)
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client.delete_many(old_ids)
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```
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See [examples/batch_operations.py](examples/batch_operations.py) for more examples.
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## How it works
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`SQLiteVecClient` stores data in `{table}` and mirrors embeddings in `{table}_vec` (a `vec0` virtual table). SQLite triggers keep both in sync when rows are inserted, updated, or deleted. Embeddings are serialized as packed float32 bytes for compact storage.
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TODO

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@@ -63,23 +63,23 @@
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### Performance
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- [ ] Connection pooling support
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- [ ] Batch update operation
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- [ ] Lazy loading option
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- [x] Batch update operation
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- [x] Lazy loading option
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- [ ] Index strategy documentation
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- [ ] Benchmark tests
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### New Features
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- [ ] Partial search on JSON metadata (JSON_EXTRACT)
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- [ ] Metadata field filtering (key-value based)
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- [ ] Transaction context manager
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- [x] Transaction context manager
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- [ ] Async/await support (aiosqlite)
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- [ ] Export/import functions (JSON, CSV)
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- [ ] Table migration utilities
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- [ ] Backup/restore functions
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### API Improvements
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- [ ] Optimized methods for bulk operations
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- [ ] Streaming results (generator pattern)
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- [x] Optimized methods for bulk operations
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- [x] Streaming results (generator pattern)
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- [ ] Custom distance metric support
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- [ ] Multi-vector support (multiple embedding fields)
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- [ ] Soft delete support

examples/batch_operations.py

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@@ -4,7 +4,10 @@
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- Bulk insert
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- Batch retrieval
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- Pagination
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- Bulk update
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- Bulk delete
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- Transaction management
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- Memory-efficient iteration
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"""
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from sqlite_vec_client import SQLiteVecClient
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selected_products = client.get_many(selected_ids)
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print(f"\nRetrieved {len(selected_products)} specific products")
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# Bulk update
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updates = [
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(rowids[0], "Updated Product 0", {"price": 999}, None),
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(rowids[1], "Updated Product 1", {"price": 888}, None),
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(rowids[2], None, {"price": 777}, None), # Only update metadata
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]
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updated_count = client.update_many(updates)
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print(f"\nUpdated {updated_count} products")
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# Transaction example - atomic operations
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print("\nPerforming atomic transaction...")
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with client.transaction():
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new_texts = [f"New Product {i}" for i in range(5)]
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new_embeddings = [[0.5] * 64 for _ in range(5)]
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client.add(texts=new_texts, embeddings=new_embeddings)
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client.delete_many(rowids[50:55])
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print(f"Transaction completed. Total products: {client.count()}")
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# Memory-efficient iteration over all records
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print("\nIterating over all products (first 5):")
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for i, (rowid, text, meta, _) in enumerate(client.get_all(batch_size=20)):
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if i >= 5:
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break
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print(f" [{rowid}] {text}")
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# Bulk delete
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to_delete = rowids[:20]
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deleted_count = client.delete_many(to_delete)

sqlite_vec_client/base.py

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@@ -9,6 +9,8 @@
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import json
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import sqlite3
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from collections.abc import Generator
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from contextlib import contextmanager
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from types import TracebackType
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from typing import Any, Literal
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"""
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validate_table_name(table)
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self.table = table
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self._in_transaction = False
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logger.debug(f"Initializing SQLiteVecClient for table: {table}")
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self.connection = self.create_connection(db_path)
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VALUES (?,?,?)""",
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data_input,
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)
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self.connection.commit()
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if not self._in_transaction:
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self.connection.commit()
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results = self.connection.execute(
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f"SELECT rowid FROM {self.table} WHERE rowid > {max_id}"
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)
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sql = f"UPDATE {self.table} SET " + ", ".join(sets) + " WHERE rowid = ?"
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cur = self.connection.cursor()
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cur.execute(sql, params)
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self.connection.commit()
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if not self._in_transaction:
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self.connection.commit()
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updated = cur.rowcount > 0
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if updated:
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logger.debug(f"Successfully updated record with rowid={rowid}")
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logger.debug(f"Deleting record with rowid={rowid}")
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cur = self.connection.cursor()
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cur.execute(f"DELETE FROM {self.table} WHERE rowid = ?", [rowid])
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self.connection.commit()
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if not self._in_transaction:
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self.connection.commit()
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deleted = cur.rowcount > 0
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if deleted:
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logger.debug(f"Successfully deleted record with rowid={rowid}")
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f"DELETE FROM {self.table} WHERE rowid IN ({placeholders})",
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rowids,
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)
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self.connection.commit()
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if not self._in_transaction:
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self.connection.commit()
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deleted_count = cur.rowcount
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logger.info(f"Deleted {deleted_count} records from table '{self.table}'")
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return deleted_count
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def update_many(
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self,
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updates: list[tuple[int, str | None, Metadata | None, Embeddings | None]],
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) -> int:
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"""Update multiple records in a single transaction.
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Args:
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updates: List of (rowid, text, metadata, embedding) tuples.
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Any field except rowid can be None to skip updating.
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Returns:
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Number of rows updated
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"""
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if not updates:
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return 0
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logger.debug(f"Updating {len(updates)} records")
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updated_count = 0
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for rowid, text, metadata, embedding in updates:
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if self.update(rowid, text=text, metadata=metadata, embedding=embedding):
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updated_count += 1
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logger.info(f"Updated {updated_count} records in table '{self.table}'")
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return updated_count
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def get_all(self, batch_size: int = 100) -> Generator[Result, None, None]:
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"""Yield all records in batches for memory-efficient iteration.
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Args:
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batch_size: Number of records to fetch per batch
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Yields:
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Individual (rowid, text, metadata, embedding) tuples
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"""
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validate_limit(batch_size)
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logger.debug(f"Fetching all records with batch_size={batch_size}")
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offset = 0
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while True:
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batch = self.list_results(limit=batch_size, offset=offset)
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if not batch:
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break
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yield from batch
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offset += batch_size
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@contextmanager
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def transaction(self) -> Generator[None, None, None]:
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"""Context manager for atomic transactions.
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Example:
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with client.transaction():
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client.add([...], [...])
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client.update_many([...])
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"""
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logger.debug("Starting transaction")
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self._in_transaction = True
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try:
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yield
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self.connection.commit()
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logger.debug("Transaction committed")
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except Exception as e:
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self.connection.rollback()
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logger.error(f"Transaction rolled back: {e}")
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raise
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finally:
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self._in_transaction = False
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def close(self) -> None:
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"""Close the underlying SQLite connection, suppressing close errors."""
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try:

tests/test_client.py

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with SQLiteVecClient(table="test", db_path=temp_db) as client:
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client.create_table(dim=3)
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assert client.count() == 0
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@pytest.mark.integration
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class TestBulkOperations:
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"""Tests for bulk operations."""
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def test_update_many(self, client_with_table, sample_texts, sample_embeddings):
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"""Test updating multiple records."""
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rowids = client_with_table.add(texts=sample_texts, embeddings=sample_embeddings)
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updates = [
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(rowids[0], "updated 1", None, None),
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(rowids[1], "updated 2", {"key": "val"}, None),
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]
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count = client_with_table.update_many(updates)
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assert count == 2
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result = client_with_table.get_by_id(rowids[0])
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assert result[1] == "updated 1"
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def test_update_many_empty(self, client_with_table):
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"""Test update_many with empty list."""
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count = client_with_table.update_many([])
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assert count == 0
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def test_get_all_generator(self, client_with_table):
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"""Test get_all generator."""
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texts = [f"text {i}" for i in range(10)]
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embeddings = [[float(i)] * 3 for i in range(10)]
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client_with_table.add(texts=texts, embeddings=embeddings)
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results = list(client_with_table.get_all(batch_size=3))
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assert len(results) == 10
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def test_get_all_empty_table(self, client_with_table):
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"""Test get_all on empty table."""
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results = list(client_with_table.get_all())
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assert len(results) == 0
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def test_transaction_commit(
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self, client_with_table, sample_texts, sample_embeddings
288+
):
289+
"""Test transaction commits on success."""
290+
with client_with_table.transaction():
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client_with_table.add(texts=sample_texts, embeddings=sample_embeddings)
292+
assert client_with_table.count() == 3
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def test_transaction_rollback(
295+
self, client_with_table, sample_texts, sample_embeddings
296+
):
297+
"""Test transaction rolls back on error."""
298+
try:
299+
with client_with_table.transaction():
300+
client_with_table.add(texts=sample_texts, embeddings=sample_embeddings)
301+
raise ValueError("Test error")
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except ValueError:
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pass
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assert client_with_table.count() == 0

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