File	function	statements	missing	excluded	coverage
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.__init__	14	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.from_config	1	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.connect	10	1	0	90%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._connect_sync	1	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.close	7	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._ensure_table	4	1	0	75%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._ensure_table_sync	5	1	0	80%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._check_connection	2	1	0	50%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.create	3	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._create_sync	8	2	0	75%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.read	3	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._read_sync	8	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.update	3	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._update_sync	9	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.delete	3	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._delete_sync	8	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.exists	3	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._exists_sync	4	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.search	3	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._search_sync	15	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.count	3	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._count_sync	4	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.create_batch	5	1	0	80%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._create_batch_sync	10	3	0	70%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.update_batch	5	1	0	80%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._update_batch_sync	18	3	0	83%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.delete_batch	5	1	0	80%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._delete_batch_sync	17	3	0	82%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._initialize	1	0	0	100%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._count_all	3	3	0	0%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase._count_all_sync	3	3	0	0%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.stream_read	15	1	0	93%
src/dataknobs_data/backends/duckdb.py	AsyncDuckDBDatabase.stream_write	17	2	0	88%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.__init__	11	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.from_config	1	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.connect	9	1	0	89%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.close	5	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase._ensure_table	6	1	0	83%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase._check_connection	2	1	0	50%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.create	8	1	0	88%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.read	8	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.update	9	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.delete	8	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.exists	4	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.search	15	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.count	4	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.create_batch	12	4	0	67%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.update_batch	20	4	0	80%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.delete_batch	19	4	0	79%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase._initialize	1	0	0	100%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase._count_all	3	3	0	0%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.stream_read	15	1	0	93%
src/dataknobs_data/backends/duckdb.py	SyncDuckDBDatabase.stream_write	17	2	0	88%
src/dataknobs_data/backends/duckdb.py	(no function)	71	0	4	100%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.__init__	5	5	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.connect	25	25	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.close	2	2	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase._initialize	1	1	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase._check_connection	2	2	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase._record_to_doc	16	16	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase._doc_to_record	7	7	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.create	6	6	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.read	5	5	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.update	3	3	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.delete	4	4	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.exists	1	1	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.upsert	15	15	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.create_batch	35	35	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.read_batch	5	5	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.delete_batch	31	31	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.update_batch	31	31	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase._build_complex_es_query	33	33	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase._build_filter_es_query	52	52	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.search	94	94	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase._count_all	2	2	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.count	50	50	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.clear	6	6	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.stream_read	8	8	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.stream_write	1	1	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.vector_search	23	23	0	0%
src/dataknobs_data/backends/elasticsearch.py	SyncElasticsearchDatabase.create_vector_index	17	17	0	0%
src/dataknobs_data/backends/elasticsearch.py	(no function)	45	0	4	100%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.__init__	9	9	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.connect	6	6	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.close	3	3	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase._initialize	1	1	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase._ensure_index	9	9	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase._check_connection	2	2	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase._record_to_doc	10	10	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase._doc_to_record	5	5	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.create	7	7	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.create_batch	13	13	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.read	7	7	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.update	7	7	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.delete	6	6	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.exists	2	2	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.upsert	14	14	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.update_batch	23	23	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.search	55	55	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase._count_all	3	3	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.clear	4	4	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.stream_read	22	22	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.stream_write	20	20	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.stream_write.batch_func	2	2	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.stream_write.batch_func	2	2	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase._write_batch	8	8	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.vector_search	23	23	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.bulk_embed_and_store	2	2	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	AsyncElasticsearchDatabase.create_vector_index	17	17	0	0%
src/dataknobs_data/backends/elasticsearch_async.py	(no function)	43	0	4	100%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchBaseConfig._parse_elasticsearch_config	5	5	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchIndexManager.get_index_mappings	6	6	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchIndexManager.get_knn_index_settings	1	1	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchVectorSupport.__init__	2	2	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchVectorSupport._detect_vector_fields	9	9	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchVectorSupport._has_vector_fields	1	1	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchVectorSupport._update_vector_tracking	5	5	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchErrorHandler._handle_elasticsearch_error	15	15	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchRecordSerializer._record_to_document	15	15	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchRecordSerializer._document_to_record	34	34	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	ElasticsearchQueryBuilder._build_filter_query	18	18	0	0%
src/dataknobs_data/backends/elasticsearch_mixins.py	(no function)	30	0	2	100%
src/dataknobs_data/backends/file.py	FileLock.__init__	3	3	0	0%
src/dataknobs_data/backends/file.py	FileLock.acquire	15	15	0	0%
src/dataknobs_data/backends/file.py	FileLock.release	12	12	0	0%
src/dataknobs_data/backends/file.py	FileLock.__enter__	2	2	0	0%
src/dataknobs_data/backends/file.py	FileLock.__exit__	1	1	0	0%
src/dataknobs_data/backends/file.py	FileFormat.load	0	0	1	100%
src/dataknobs_data/backends/file.py	FileFormat.save	0	0	1	100%
src/dataknobs_data/backends/file.py	JSONFormat.load	26	26	0	0%
src/dataknobs_data/backends/file.py	JSONFormat.save	5	5	0	0%
src/dataknobs_data/backends/file.py	CSVFormat.load	42	42	0	0%
src/dataknobs_data/backends/file.py	CSVFormat.save	37	37	0	0%
src/dataknobs_data/backends/file.py	ParquetFormat.load	16	16	0	0%
src/dataknobs_data/backends/file.py	ParquetFormat.save	17	17	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.__init__	27	27	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase._generate_id	1	1	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase._load_data	6	6	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase._save_data	13	13	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.create	6	6	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.read	4	4	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.update	7	7	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.delete	7	7	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.exists	3	3	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.upsert	15	15	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.search	15	15	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase._count_all	3	3	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.clear	5	5	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.create_batch	9	9	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.read_batch	7	7	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.delete_batch	13	13	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.stream_read	8	8	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.stream_write	1	1	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.vector_search	1	1	0	0%
src/dataknobs_data/backends/file.py	AsyncFileDatabase.close	9	9	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.__init__	27	27	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase._generate_id	1	1	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase._load_data	6	6	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase._save_data	13	13	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase._do_set_data	3	3	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.create	5	5	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.read	4	4	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.update	7	7	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.delete	7	7	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.exists	3	3	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.upsert	15	15	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.search	15	15	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase._count_all	3	3	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.clear	5	5	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.create_batch	8	8	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.read_batch	7	7	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.delete_batch	13	13	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.stream_read	8	8	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.stream_write	17	17	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.stream_write.do_write_batch	21	21	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.vector_search	1	1	0	0%
src/dataknobs_data/backends/file.py	SyncFileDatabase.close	9	9	0	0%
src/dataknobs_data/backends/file.py	(no function)	98	0	2	100%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.__init__	5	5	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase._generate_id	1	1	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.create	4	4	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.read	3	3	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.update	5	5	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.delete	5	5	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.exists	2	2	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.upsert	13	13	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.search	16	16	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase._count_all	2	2	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.clear	4	4	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.create_batch	7	7	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.read_batch	6	6	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.delete_batch	8	8	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.stream_read	13	13	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.stream_write	1	1	0	0%
src/dataknobs_data/backends/memory.py	AsyncMemoryDatabase.vector_search	1	1	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.__init__	5	5	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase._generate_id	1	1	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.create	4	4	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.read	3	3	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.update	5	5	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.delete	5	5	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.exists	2	2	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.upsert	13	13	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.search	16	16	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase._count_all	2	2	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.clear	4	4	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.create_batch	7	7	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.read_batch	6	6	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.delete_batch	8	8	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.stream_read	12	12	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.stream_write	1	1	0	0%
src/dataknobs_data/backends/memory.py	SyncMemoryDatabase.vector_search	1	1	0	0%
src/dataknobs_data/backends/memory.py	(no function)	55	0	4	100%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.__init__	6	6	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.connect	12	12	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.close	2	2	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase._initialize	1	1	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase._detect_vector_support	12	12	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase._ensure_table	4	4	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase._record_to_row	1	1	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase._row_to_record	1	1	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.create	6	6	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.read	7	7	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.update	8	8	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.delete	4	4	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.exists	4	4	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.upsert	17	17	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.search	18	18	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase._count_all	4	4	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.clear	5	5	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.create_batch	13	13	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.delete_batch	15	15	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.update_batch	15	15	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.stream_read	29	29	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.stream_write	18	18	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase._write_batch	14	14	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.vector_search	42	42	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.has_vector_support	1	1	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.enable_vector_support	4	4	0	0%
src/dataknobs_data/backends/postgres.py	SyncPostgresDatabase.bulk_embed_and_store	0	0	1	100%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.__init__	5	5	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.connect	10	10	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.close	8	8	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._initialize	1	1	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._ensure_table	5	5	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._detect_vector_support	9	9	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._ensure_vector_column	23	23	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._check_connection	1	1	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._record_to_row	2	2	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._row_to_record	8	8	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.create	21	21	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.read	7	7	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.update	9	9	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.delete	5	5	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.exists	5	5	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.upsert	16	16	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.search	16	16	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._count_all	5	5	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.clear	6	6	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.create_batch	11	11	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.delete_batch	13	13	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.update_batch	14	14	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.vector_search	40	40	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.enable_vector_support	4	4	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.has_vector_support	1	1	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.bulk_embed_and_store	28	28	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.create_vector_index	24	24	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.drop_vector_index	10	10	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.get_vector_index_stats	12	12	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.stream_read	30	30	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.stream_write	20	20	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.stream_write.batch_func	2	2	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase.stream_write.batch_func	2	2	0	0%
src/dataknobs_data/backends/postgres.py	AsyncPostgresDatabase._write_batch	11	11	0	0%
src/dataknobs_data/backends/postgres.py	(no function)	85	0	6	100%
src/dataknobs_data/backends/postgres_mixins.py	PostgresBaseConfig._parse_postgres_config	7	7	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresBaseConfig._init_postgres_attributes	4	4	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresTableManager.get_create_table_sql	1	1	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresTableManager.get_table_exists_sql	1	1	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresVectorSupport._has_vector_fields	2	2	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresVectorSupport._extract_vector_dimensions	6	6	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresVectorSupport._update_vector_dimensions	3	3	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresErrorHandler.handle_connection_error	2	2	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresErrorHandler.handle_query_error	2	2	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresErrorHandler.log_operation	3	3	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresConnectionValidator._check_connection	2	2	0	0%
src/dataknobs_data/backends/postgres_mixins.py	PostgresConnectionValidator._check_async_connection	2	2	0	0%
src/dataknobs_data/backends/postgres_mixins.py	(no function)	27	0	0	100%
src/dataknobs_data/backends/postgres_vector.py	check_pgvector_extension_sync	6	6	0	0%
src/dataknobs_data/backends/postgres_vector.py	install_pgvector_extension_sync	10	10	0	0%
src/dataknobs_data/backends/postgres_vector.py	check_pgvector_extension	2	2	0	0%
src/dataknobs_data/backends/postgres_vector.py	install_pgvector_extension	10	10	0	0%
src/dataknobs_data/backends/postgres_vector.py	get_vector_operator	2	2	0	0%
src/dataknobs_data/backends/postgres_vector.py	get_optimal_index_type	6	6	0	0%
src/dataknobs_data/backends/postgres_vector.py	build_vector_index_sql	13	13	0	0%
src/dataknobs_data/backends/postgres_vector.py	sanitize_identifier	5	5	0	0%
src/dataknobs_data/backends/postgres_vector.py	extract_field_name	8	8	0	0%
src/dataknobs_data/backends/postgres_vector.py	get_vector_index_name	4	4	0	0%
src/dataknobs_data/backends/postgres_vector.py	build_vector_column_expression	4	4	0	0%
src/dataknobs_data/backends/postgres_vector.py	get_vector_count_sql	1	1	0	0%
src/dataknobs_data/backends/postgres_vector.py	get_index_check_sql	3	3	0	0%
src/dataknobs_data/backends/postgres_vector.py	format_vector_for_postgres	3	3	0	0%
src/dataknobs_data/backends/postgres_vector.py	parse_postgres_vector	4	4	0	0%
src/dataknobs_data/backends/postgres_vector.py	(no function)	19	19	3	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.__init__	20	20	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.from_config	1	1	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.connect	19	19	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.close	4	4	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._initialize	1	1	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._check_connection	2	2	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._ensure_bucket_exists	11	11	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._get_object_key	1	1	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._record_to_s3_object	2	2	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._s3_object_to_record	1	1	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.create	14	14	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.read	12	12	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.update	20	20	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.delete	12	12	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.list_all	13	13	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.exists	9	9	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.search	30	30	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._fetch_and_filter	15	15	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._count_all	8	8	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.clear	15	15	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.stream_read	20	20	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.stream_write	18	18	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._write_batch	11	11	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database._write_single	9	9	0	0%
src/dataknobs_data/backends/s3.py	SyncS3Database.vector_search	1	1	0	0%
src/dataknobs_data/backends/s3.py	(no function)	46	0	2	100%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.__init__	8	8	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.from_config	1	1	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.connect	5	5	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.close	3	3	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._initialize	1	1	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._check_connection	2	2	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._get_key	3	3	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._record_to_s3_object	7	7	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._s3_object_to_record	1	1	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.create	8	8	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.read	13	13	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.update	9	9	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.delete	8	8	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.exists	8	8	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.upsert	17	17	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.search	33	33	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._matches_filters	33	33	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._count_all	13	13	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.clear	18	18	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.stream_read	26	26	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.stream_write	20	20	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.stream_write.batch_func	2	2	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.stream_write.batch_func	2	2	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database._write_batch	12	12	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.list_all	16	16	0	0%
src/dataknobs_data/backends/s3_async.py	AsyncS3Database.vector_search	1	1	0	0%
src/dataknobs_data/backends/s3_async.py	(no function)	48	0	2	100%
src/dataknobs_data/backends/sql_base.py	SQLRecordSerializer.record_to_json	9	2	0	78%
src/dataknobs_data/backends/sql_base.py	SQLRecordSerializer.get_vector_extraction_sql	5	5	0	0%
src/dataknobs_data/backends/sql_base.py	SQLRecordSerializer.json_to_record	13	3	0	77%
src/dataknobs_data/backends/sql_base.py	SQLRecordSerializer.row_to_record	11	2	0	82%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.__init__	5	0	0	100%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder._get_qualified_table_name	3	1	0	67%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder._get_param_placeholder	10	7	0	30%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_create_query	11	1	0	91%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_read_query	3	0	0	100%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_update_query	11	5	0	55%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_delete_query	3	0	0	100%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_exists_query	3	0	0	100%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_complex_search_query	24	13	0	46%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder._build_complex_condition	31	5	0	84%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_where_clause	14	14	0	0%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_search_query	31	4	0	87%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_batch_update_query	30	10	0	67%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_batch_create_query	21	2	0	90%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_batch_delete_query	7	2	0	71%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.build_count_query	8	1	0	88%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder._build_filter_clause	88	45	0	49%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder._record_to_json	1	0	0	100%
src/dataknobs_data/backends/sql_base.py	SQLQueryBuilder.row_to_record	1	0	0	100%
src/dataknobs_data/backends/sql_base.py	SQLTableManager.__init__	4	0	0	100%
src/dataknobs_data/backends/sql_base.py	SQLTableManager._get_qualified_table_name	3	1	0	67%
src/dataknobs_data/backends/sql_base.py	SQLTableManager.get_create_table_sql	7	3	0	57%
src/dataknobs_data/backends/sql_base.py	SQLTableManager.get_drop_table_sql	1	1	0	0%
src/dataknobs_data/backends/sql_base.py	(no function)	42	0	2	100%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.__init__	13	13	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.connect	11	11	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.close	5	5	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase._configure_sqlite	13	13	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase._ensure_table	6	6	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase._check_connection	2	2	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.create	17	17	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.read	11	11	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.update	16	16	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.delete	8	8	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.exists	8	8	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.clear	9	9	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.search	18	18	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.count	8	8	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.create_batch	14	14	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.update_batch	22	22	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.delete_batch	21	21	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase._initialize	1	1	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase._count_all	7	7	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.stream_read	15	15	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.stream_write	16	16	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.has_vector_support	1	1	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.enable_vector_support	2	2	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.vector_search	2	2	0	0%
src/dataknobs_data/backends/sqlite.py	SyncSQLiteDatabase.add_vectors	11	11	0	0%
src/dataknobs_data/backends/sqlite.py	(no function)	49	0	4	100%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.__init__	14	14	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.from_config	1	1	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.connect	11	11	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.close	5	5	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase._configure_sqlite	11	11	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase._ensure_table	4	4	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase._check_connection	2	2	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.create	10	10	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.read	7	7	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.update	8	8	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.delete	5	5	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.exists	5	5	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.search	15	15	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.count	5	5	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.create_batch	12	12	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.update_batch	21	21	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.delete_batch	20	20	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase._initialize	1	1	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase._count_all	4	4	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.stream_read	15	15	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.stream_write	17	17	0	0%
src/dataknobs_data/backends/sqlite_async.py	AsyncSQLiteDatabase.vector_search	2	2	0	0%
src/dataknobs_data/backends/sqlite_async.py	(no function)	42	0	4	100%
src/dataknobs_data/backends/sqlite_mixins.py	SQLiteVectorSupport.__init__	2	2	0	0%
src/dataknobs_data/backends/sqlite_mixins.py	SQLiteVectorSupport._has_vector_fields	1	1	0	0%
src/dataknobs_data/backends/sqlite_mixins.py	SQLiteVectorSupport._extract_vector_dimensions	11	11	0	0%
src/dataknobs_data/backends/sqlite_mixins.py	SQLiteVectorSupport._update_vector_dimensions	5	5	0	0%
src/dataknobs_data/backends/sqlite_mixins.py	SQLiteVectorSupport._serialize_vector	3	3	0	0%
src/dataknobs_data/backends/sqlite_mixins.py	SQLiteVectorSupport._deserialize_vector	7	7	0	0%
src/dataknobs_data/backends/sqlite_mixins.py	SQLiteVectorSupport._compute_similarity	20	20	0	0%
src/dataknobs_data/backends/sqlite_mixins.py	(no function)	16	0	2	100%
src/dataknobs_data/backends/vector_config_mixin.py	VectorConfigMixin._parse_vector_config	14	14	0	0%
src/dataknobs_data/backends/vector_config_mixin.py	VectorConfigMixin._init_vector_state	3	3	0	0%
src/dataknobs_data/backends/vector_config_mixin.py	VectorConfigMixin.vector_enabled	1	1	0	0%
src/dataknobs_data/backends/vector_config_mixin.py	VectorConfigMixin.vector_enabled	1	1	0	0%
src/dataknobs_data/backends/vector_config_mixin.py	(no function)	11	0	0	100%
src/dataknobs_data/database.py	AsyncDatabase.__init__	7	2	0	71%
src/dataknobs_data/database.py	AsyncDatabase._extract_schema_from_config	5	5	0	0%
src/dataknobs_data/database.py	AsyncDatabase._initialize	0	0	0	100%
src/dataknobs_data/database.py	AsyncDatabase._ensure_record_id	1	1	0	0%
src/dataknobs_data/database.py	AsyncDatabase._prepare_record_for_storage	7	7	0	0%
src/dataknobs_data/database.py	AsyncDatabase._prepare_record_from_storage	6	6	0	0%
src/dataknobs_data/database.py	AsyncDatabase._process_search_results	1	1	0	0%
src/dataknobs_data/database.py	AsyncDatabase.set_schema	1	1	0	0%
src/dataknobs_data/database.py	AsyncDatabase.add_field_schema	1	1	0	0%
src/dataknobs_data/database.py	AsyncDatabase.with_schema	2	2	0	0%
src/dataknobs_data/database.py	AsyncDatabase.create	0	0	9	100%
src/dataknobs_data/database.py	AsyncDatabase.read	0	0	9	100%
src/dataknobs_data/database.py	AsyncDatabase.update	0	0	10	100%
src/dataknobs_data/database.py	AsyncDatabase.delete	0	0	9	100%
src/dataknobs_data/database.py	AsyncDatabase.search	0	0	9	100%
src/dataknobs_data/database.py	AsyncDatabase.all	2	2	0	0%
src/dataknobs_data/database.py	AsyncDatabase._search_with_complex_query	20	20	0	0%
src/dataknobs_data/database.py	AsyncDatabase.exists	0	0	9	100%
src/dataknobs_data/database.py	AsyncDatabase.upsert	17	17	0	0%
src/dataknobs_data/database.py	AsyncDatabase.create_batch	5	5	0	0%
src/dataknobs_data/database.py	AsyncDatabase.read_batch	5	5	0	0%
src/dataknobs_data/database.py	AsyncDatabase.delete_batch	5	5	0	0%
src/dataknobs_data/database.py	AsyncDatabase.update_batch	5	5	0	0%
src/dataknobs_data/database.py	AsyncDatabase.count	4	4	0	0%
src/dataknobs_data/database.py	AsyncDatabase._count_all	0	0	2	100%
src/dataknobs_data/database.py	AsyncDatabase.clear	0	0	1	100%
src/dataknobs_data/database.py	AsyncDatabase.connect	0	0	0	100%
src/dataknobs_data/database.py	AsyncDatabase.close	0	0	0	100%
src/dataknobs_data/database.py	AsyncDatabase.disconnect	1	1	0	0%
src/dataknobs_data/database.py	AsyncDatabase.__aenter__	2	2	0	0%
src/dataknobs_data/database.py	AsyncDatabase.__aexit__	1	1	0	0%
src/dataknobs_data/database.py	AsyncDatabase.stream_read	0	0	12	100%
src/dataknobs_data/database.py	AsyncDatabase.stream_write	0	0	12	100%
src/dataknobs_data/database.py	AsyncDatabase.stream_transform	6	6	0	0%
src/dataknobs_data/database.py	AsyncDatabase.from_backend	7	7	0	0%
src/dataknobs_data/database.py	SyncDatabase.__init__	7	2	0	71%
src/dataknobs_data/database.py	SyncDatabase._initialize	0	0	0	100%
src/dataknobs_data/database.py	SyncDatabase._ensure_record_id	1	1	0	0%
src/dataknobs_data/database.py	SyncDatabase._prepare_record_for_storage	7	7	0	0%
src/dataknobs_data/database.py	SyncDatabase._prepare_record_from_storage	6	6	0	0%
src/dataknobs_data/database.py	SyncDatabase._process_search_results	1	1	0	0%
src/dataknobs_data/database.py	SyncDatabase.set_schema	1	1	0	0%
src/dataknobs_data/database.py	SyncDatabase.add_field_schema	1	1	0	0%
src/dataknobs_data/database.py	SyncDatabase.with_schema	2	2	0	0%
src/dataknobs_data/database.py	SyncDatabase.create	0	0	16	100%
src/dataknobs_data/database.py	SyncDatabase.read	0	0	16	100%
src/dataknobs_data/database.py	SyncDatabase.update	0	0	17	100%
src/dataknobs_data/database.py	SyncDatabase.delete	0	0	15	100%
src/dataknobs_data/database.py	SyncDatabase.search	0	0	27	100%
src/dataknobs_data/database.py	SyncDatabase.all	2	2	0	0%
src/dataknobs_data/database.py	SyncDatabase._search_with_complex_query	20	20	0	0%
src/dataknobs_data/database.py	SyncDatabase.exists	0	0	2	100%
src/dataknobs_data/database.py	SyncDatabase.upsert	17	17	0	0%
src/dataknobs_data/database.py	SyncDatabase.create_batch	5	5	0	0%
src/dataknobs_data/database.py	SyncDatabase.read_batch	5	5	0	0%
src/dataknobs_data/database.py	SyncDatabase.delete_batch	5	5	0	0%
src/dataknobs_data/database.py	SyncDatabase.update_batch	5	5	0	0%
src/dataknobs_data/database.py	SyncDatabase.count	4	4	0	0%
src/dataknobs_data/database.py	SyncDatabase._count_all	0	0	2	100%
src/dataknobs_data/database.py	SyncDatabase.clear	0	0	1	100%
src/dataknobs_data/database.py	SyncDatabase.connect	0	0	0	100%
src/dataknobs_data/database.py	SyncDatabase.close	0	0	0	100%
src/dataknobs_data/database.py	SyncDatabase.disconnect	1	1	0	0%
src/dataknobs_data/database.py	SyncDatabase.__enter__	2	2	0	0%
src/dataknobs_data/database.py	SyncDatabase.__exit__	1	1	0	0%
src/dataknobs_data/database.py	SyncDatabase.stream_read	0	0	12	100%
src/dataknobs_data/database.py	SyncDatabase.stream_write	0	0	12	100%
src/dataknobs_data/database.py	SyncDatabase.stream_transform	6	6	0	0%
src/dataknobs_data/database.py	SyncDatabase.from_backend	7	7	0	0%
src/dataknobs_data/database.py	(no function)	62	0	57	100%
src/dataknobs_data/database_utils.py	ensure_record_id	4	0	0	100%
src/dataknobs_data/database_utils.py	process_search_results	19	19	0	0%
src/dataknobs_data/database_utils.py	(no function)	4	0	0	100%
src/dataknobs_data/exceptions.py	RecordNotFoundError.__init__	2	2	0	0%
src/dataknobs_data/exceptions.py	RecordValidationError.__init__	4	4	0	0%
src/dataknobs_data/exceptions.py	FieldTypeError.__init__	4	4	0	0%
src/dataknobs_data/exceptions.py	DatabaseConnectionError.__init__	2	2	0	0%
src/dataknobs_data/exceptions.py	DatabaseOperationError.__init__	2	2	0	0%
src/dataknobs_data/exceptions.py	QueryError.__init__	3	3	0	0%
src/dataknobs_data/exceptions.py	SerializationError.__init__	2	2	0	0%
src/dataknobs_data/exceptions.py	DataFormatError.__init__	2	2	0	0%
src/dataknobs_data/exceptions.py	BackendNotFoundError.__init__	6	6	0	0%
src/dataknobs_data/exceptions.py	ConfigurationError.__init__	2	2	0	0%
src/dataknobs_data/exceptions.py	ConcurrencyError.__init__	1	1	0	0%
src/dataknobs_data/exceptions.py	TransactionError.__init__	1	1	0	0%
src/dataknobs_data/exceptions.py	MigrationError.__init__	3	3	0	0%
src/dataknobs_data/exceptions.py	(no function)	32	0	2	100%
src/dataknobs_data/factory.py	DatabaseFactory.create	11	4	0	64%
src/dataknobs_data/factory.py	DatabaseFactory.get_backend_info	5	1	0	80%
src/dataknobs_data/factory.py	AsyncDatabaseFactory.create	10	4	0	60%
src/dataknobs_data/factory.py	(no function)	15	0	0	100%
src/dataknobs_data/fields.py	Field.__post_init__	2	0	0	100%
src/dataknobs_data/fields.py	Field._detect_type	19	7	0	63%
src/dataknobs_data/fields.py	Field.copy	1	1	0	0%
src/dataknobs_data/fields.py	Field.validate	9	9	0	0%
src/dataknobs_data/fields.py	Field.convert_to	14	14	0	0%
src/dataknobs_data/fields.py	Field.to_dict	1	1	0	0%
src/dataknobs_data/fields.py	Field.from_dict	6	6	0	0%
src/dataknobs_data/fields.py	VectorField.__init__	24	24	0	0%
src/dataknobs_data/fields.py	VectorField.from_text	2	2	0	0%
src/dataknobs_data/fields.py	VectorField.validate	15	15	0	0%
src/dataknobs_data/fields.py	VectorField.to_list	4	4	0	0%
src/dataknobs_data/fields.py	VectorField.cosine_similarity	12	12	0	0%
src/dataknobs_data/fields.py	VectorField.euclidean_distance	7	7	0	0%
src/dataknobs_data/fields.py	VectorField.to_dict	1	1	0	0%
src/dataknobs_data/fields.py	VectorField.from_dict	3	3	0	0%
src/dataknobs_data/fields.py	(no function)	43	0	3	100%
src/dataknobs_data/migration/factory.py	MigrationFactory.create	11	11	0	0%
src/dataknobs_data/migration/factory.py	MigrationFactory._create_operation	35	35	0	0%
src/dataknobs_data/migration/factory.py	MigrationFactory._parse_field_type	8	8	0	0%
src/dataknobs_data/migration/factory.py	MigrationFactory._get_transform_function	17	17	0	0%
src/dataknobs_data/migration/factory.py	TransformerFactory.create	6	6	0	0%
src/dataknobs_data/migration/factory.py	TransformerFactory._add_rule	21	21	0	0%
src/dataknobs_data/migration/factory.py	MigratorFactory.create	2	2	0	0%
src/dataknobs_data/migration/factory.py	(no function)	22	0	2	100%
src/dataknobs_data/migration/migration.py	Migration.__init__	4	4	0	0%
src/dataknobs_data/migration/migration.py	Migration.add	2	2	0	0%
src/dataknobs_data/migration/migration.py	Migration.add_many	2	2	0	0%
src/dataknobs_data/migration/migration.py	Migration.apply	10	10	0	0%
src/dataknobs_data/migration/migration.py	Migration.apply_many	1	1	0	0%
src/dataknobs_data/migration/migration.py	Migration.can_reverse	1	1	0	0%
src/dataknobs_data/migration/migration.py	Migration.get_affected_fields	17	17	0	0%
src/dataknobs_data/migration/migration.py	Migration.validate	12	12	0	0%
src/dataknobs_data/migration/migration.py	Migration.__repr__	0	0	5	100%
src/dataknobs_data/migration/migration.py	Migration.__str__	7	7	0	0%
src/dataknobs_data/migration/migration.py	(no function)	12	0	4	100%
src/dataknobs_data/migration/migrator.py	Migrator.migrate	35	35	0	0%
src/dataknobs_data/migration/migrator.py	Migrator.migrate_stream	17	17	0	0%
src/dataknobs_data/migration/migrator.py	Migrator.migrate_stream.transform_stream	19	19	0	0%
src/dataknobs_data/migration/migrator.py	Migrator.migrate_parallel	11	11	0	0%
src/dataknobs_data/migration/migrator.py	Migrator.migrate_parallel.migrate_partition	2	2	0	0%
src/dataknobs_data/migration/migrator.py	Migrator.migrate_async	17	17	0	0%
src/dataknobs_data/migration/migrator.py	Migrator.migrate_async.transform_stream	19	19	0	0%
src/dataknobs_data/migration/migrator.py	Migrator._write_batch	12	12	0	0%
src/dataknobs_data/migration/migrator.py	Migrator.validate_migration	16	16	0	0%
src/dataknobs_data/migration/migrator.py	(no function)	15	0	4	100%
src/dataknobs_data/migration/operations.py	Operation.apply	0	0	9	100%
src/dataknobs_data/migration/operations.py	Operation.reverse	0	0	9	100%
src/dataknobs_data/migration/operations.py	Operation.__repr__	0	0	2	100%
src/dataknobs_data/migration/operations.py	AddField.apply	4	4	0	0%
src/dataknobs_data/migration/operations.py	AddField.reverse	4	4	0	0%
src/dataknobs_data/migration/operations.py	AddField.__repr__	0	0	1	100%
src/dataknobs_data/migration/operations.py	RemoveField.apply	6	6	0	0%
src/dataknobs_data/migration/operations.py	RemoveField.reverse	6	6	0	0%
src/dataknobs_data/migration/operations.py	RemoveField.__repr__	0	0	1	100%
src/dataknobs_data/migration/operations.py	RenameField.apply	7	7	0	0%
src/dataknobs_data/migration/operations.py	RenameField.reverse	7	7	0	0%
src/dataknobs_data/migration/operations.py	RenameField.__repr__	0	0	1	100%
src/dataknobs_data/migration/operations.py	TransformField.apply	9	9	0	0%
src/dataknobs_data/migration/operations.py	TransformField.reverse	14	14	0	0%
src/dataknobs_data/migration/operations.py	TransformField.__repr__	0	0	1	100%
src/dataknobs_data/migration/operations.py	CompositeOperation.apply	4	4	0	0%
src/dataknobs_data/migration/operations.py	CompositeOperation.reverse	4	4	0	0%
src/dataknobs_data/migration/operations.py	CompositeOperation.add	2	2	0	0%
src/dataknobs_data/migration/operations.py	CompositeOperation.__repr__	0	0	1	100%
src/dataknobs_data/migration/operations.py	(no function)	39	0	13	100%
src/dataknobs_data/migration/progress.py	MigrationProgress.start	2	2	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.finish	2	2	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.duration	4	4	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.percent	3	3	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.success_rate	3	3	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.is_complete	1	1	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.has_errors	1	1	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.record_success	3	3	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.record_failure	8	8	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.record_skip	4	4	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.add_warning	2	2	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.set_metadata	2	2	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.merge	16	16	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.get_summary	9	9	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.to_dict	1	1	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.__str__	1	1	0	0%
src/dataknobs_data/migration/progress.py	MigrationProgress.__repr__	0	0	5	100%
src/dataknobs_data/migration/progress.py	(no function)	37	0	1	100%
src/dataknobs_data/migration/transformer.py	TransformRule.apply	0	0	9	100%
src/dataknobs_data/migration/transformer.py	MapRule.apply	13	13	0	0%
src/dataknobs_data/migration/transformer.py	ExcludeRule.apply	5	5	0	0%
src/dataknobs_data/migration/transformer.py	AddRule.apply	10	10	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.__init__	1	1	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.map	2	2	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.rename	1	1	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.exclude	2	2	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.add	2	2	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.add_rule	2	2	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.transform	4	4	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.transform_many	6	6	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.clear	2	2	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.__len__	1	1	0	0%
src/dataknobs_data/migration/transformer.py	Transformer.__repr__	0	0	2	100%
src/dataknobs_data/migration/transformer.py	(no function)	33	0	6	100%
src/dataknobs_data/pandas/batch_ops.py	BatchConfig.__post_init__	4	4	0	0%
src/dataknobs_data/pandas/batch_ops.py	ChunkedProcessor.__init__	1	1	0	0%
src/dataknobs_data/pandas/batch_ops.py	ChunkedProcessor.process_dataframe	7	7	0	0%
src/dataknobs_data/pandas/batch_ops.py	ChunkedProcessor.iter_chunks	3	3	0	0%
src/dataknobs_data/pandas/batch_ops.py	ChunkedProcessor.read_csv_chunked	5	5	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.__init__	3	3	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.bulk_insert_dataframe	18	18	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.bulk_insert_dataframe.process_chunk	1	1	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.query_as_dataframe	5	5	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.update_from_dataframe	44	44	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.aggregate	13	13	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.transform_and_save	8	8	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations._insert_chunk	42	42	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.export_to_csv	2	2	0	0%
src/dataknobs_data/pandas/batch_ops.py	BatchOperations.export_to_parquet	2	2	0	0%
src/dataknobs_data/pandas/batch_ops.py	(no function)	36	36	4	0%
src/dataknobs_data/pandas/converter.py	ConversionOptions.__post_init__	4	4	0	0%
src/dataknobs_data/pandas/converter.py	ConversionOptions.merge_metadata	6	6	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter.__init__	1	1	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter.records_to_dataframe	39	39	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter.dataframe_to_records	24	24	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter.record_to_series	10	10	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter.series_to_record	13	13	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter._series_to_record	18	18	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter._flatten_json_value	12	12	0	0%
src/dataknobs_data/pandas/converter.py	DataFrameConverter.validate_conversion	21	21	0	0%
src/dataknobs_data/pandas/converter.py	(no function)	36	36	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler.__init__	1	1	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler.extract_metadata_from_records	6	6	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler.apply_metadata_to_dataframe	17	17	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler.extract_metadata_from_dataframe	16	16	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler.create_records_with_metadata	18	18	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler._get_all_field_names	4	4	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler._get_field_types	6	6	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler._extract_record_metadata	1	1	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler._extract_field_metadata	6	6	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler._get_record_metadata_columns	12	12	0	0%
src/dataknobs_data/pandas/metadata.py	MetadataHandler.clean_dataframe_columns	7	7	0	0%
src/dataknobs_data/pandas/metadata.py	(no function)	29	29	2	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.__init__	1	1	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper._init_mappings	2	2	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.field_type_to_pandas	4	4	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.pandas_to_field_type	16	16	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.convert_value_to_pandas	6	6	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.convert_value_from_pandas	11	11	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.infer_field_type_from_value	24	24	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.cast_series	9	9	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper._to_datetime	5	5	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper._from_datetime	5	5	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper._to_json_object	6	6	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper._from_json_object	8	8	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper._ensure_json_serializable	10	10	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.infer_field_type	21	21	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.get_pandas_dtype	2	2	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.convert_value	32	32	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.cast_dataframe_dtypes	10	10	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.normalize_timezone	5	5	0	0%
src/dataknobs_data/pandas/type_mapper.py	TypeMapper.get_optimal_dtype	29	29	0	0%
src/dataknobs_data/pandas/type_mapper.py	(no function)	41	41	2	0%
src/dataknobs_data/pooling/base.py	PoolProtocol.acquire	1	1	0	0%
src/dataknobs_data/pooling/base.py	PoolProtocol.close	1	1	0	0%
src/dataknobs_data/pooling/base.py	BasePoolConfig.to_connection_string	0	0	2	100%
src/dataknobs_data/pooling/base.py	BasePoolConfig.to_hash_key	0	0	2	100%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager.__init__	3	0	0	100%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager.get_pool	22	22	0	0%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager._close_pool	23	23	0	0%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager.remove_pool	7	7	0	0%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager.close_all	2	2	0	0%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager.get_pool_count	1	1	0	0%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager.get_pool_info	8	8	0	0%
src/dataknobs_data/pooling/base.py	ConnectionPoolManager._cleanup_on_exit	11	11	0	0%
src/dataknobs_data/pooling/base.py	(no function)	22	0	6	100%
src/dataknobs_data/pooling/elasticsearch.py	ElasticsearchPoolConfig.__post_init__	2	2	0	0%
src/dataknobs_data/pooling/elasticsearch.py	ElasticsearchPoolConfig.to_connection_string	3	3	0	0%
src/dataknobs_data/pooling/elasticsearch.py	ElasticsearchPoolConfig.to_hash_key	3	3	0	0%
src/dataknobs_data/pooling/elasticsearch.py	ElasticsearchPoolConfig.from_dict	10	10	0	0%
src/dataknobs_data/pooling/elasticsearch.py	create_async_elasticsearch_client	17	17	0	0%
src/dataknobs_data/pooling/elasticsearch.py	validate_elasticsearch_client	2	2	0	0%
src/dataknobs_data/pooling/elasticsearch.py	close_elasticsearch_client	5	5	0	0%
src/dataknobs_data/pooling/elasticsearch.py	(no function)	23	0	0	100%
src/dataknobs_data/pooling/postgres.py	PostgresPoolConfig.to_connection_string	1	1	0	0%
src/dataknobs_data/pooling/postgres.py	PostgresPoolConfig.to_hash_key	1	1	0	0%
src/dataknobs_data/pooling/postgres.py	PostgresPoolConfig.from_dict	15	15	0	0%
src/dataknobs_data/pooling/postgres.py	create_asyncpg_pool	2	2	0	0%
src/dataknobs_data/pooling/postgres.py	validate_asyncpg_pool	2	2	0	0%
src/dataknobs_data/pooling/postgres.py	(no function)	21	0	0	100%
src/dataknobs_data/pooling/s3.py	S3PoolConfig.to_connection_string	1	1	0	0%
src/dataknobs_data/pooling/s3.py	S3PoolConfig.to_hash_key	1	1	0	0%
src/dataknobs_data/pooling/s3.py	S3PoolConfig.from_dict	4	4	0	0%
src/dataknobs_data/pooling/s3.py	create_aioboto3_session	11	11	0	0%
src/dataknobs_data/pooling/s3.py	validate_s3_session	2	2	0	0%
src/dataknobs_data/pooling/s3.py	(no function)	18	0	0	100%
src/dataknobs_data/query.py	Filter.matches	50	50	0	0%
src/dataknobs_data/query.py	Filter._compare_values	24	24	0	0%
src/dataknobs_data/query.py	Filter.to_dict	1	1	0	0%
src/dataknobs_data/query.py	Filter.from_dict	1	1	0	0%
src/dataknobs_data/query.py	SortSpec.to_dict	1	1	0	0%
src/dataknobs_data/query.py	SortSpec.from_dict	1	1	0	0%
src/dataknobs_data/query.py	VectorQuery.to_dict	17	17	0	0%
src/dataknobs_data/query.py	VectorQuery.from_dict	12	12	0	0%
src/dataknobs_data/query.py	Query.sort_property	1	1	0	0%
src/dataknobs_data/query.py	Query.limit_property	1	1	0	0%
src/dataknobs_data/query.py	Query.offset_property	1	1	0	0%
src/dataknobs_data/query.py	Query.filter	5	2	0	60%
src/dataknobs_data/query.py	Query.sort_by	4	1	0	75%
src/dataknobs_data/query.py	Query.sort	1	0	0	100%
src/dataknobs_data/query.py	Query.set_limit	2	0	0	100%
src/dataknobs_data/query.py	Query.limit	1	0	0	100%
src/dataknobs_data/query.py	Query.set_offset	2	0	0	100%
src/dataknobs_data/query.py	Query.offset	1	0	0	100%
src/dataknobs_data/query.py	Query.select	2	2	0	0%
src/dataknobs_data/query.py	Query.clear_filters	2	2	0	0%
src/dataknobs_data/query.py	Query.clear_sort	2	2	0	0%
src/dataknobs_data/query.py	Query.similar_to	3	3	0	0%
src/dataknobs_data/query.py	Query.near_text	2	2	0	0%
src/dataknobs_data/query.py	Query.hybrid	8	8	0	0%
src/dataknobs_data/query.py	Query.with_reranking	4	4	0	0%
src/dataknobs_data/query.py	Query.clear_vector	2	2	0	0%
src/dataknobs_data/query.py	Query.to_dict	10	10	0	0%
src/dataknobs_data/query.py	Query.from_dict	11	11	0	0%
src/dataknobs_data/query.py	Query.copy	2	0	0	100%
src/dataknobs_data/query.py	Query.or_	29	29	0	0%
src/dataknobs_data/query.py	Query.and_	6	6	0	0%
src/dataknobs_data/query.py	Query.not_	15	15	0	0%
src/dataknobs_data/query.py	(no function)	90	0	5	100%
src/dataknobs_data/query_logic.py	Condition.matches	0	0	2	100%
src/dataknobs_data/query_logic.py	Condition.to_dict	0	0	2	100%
src/dataknobs_data/query_logic.py	Condition.from_dict	0	0	2	100%
src/dataknobs_data/query_logic.py	FilterCondition.matches	12	12	0	0%
src/dataknobs_data/query_logic.py	FilterCondition.to_dict	1	1	0	0%
src/dataknobs_data/query_logic.py	FilterCondition.from_dict	1	1	0	0%
src/dataknobs_data/query_logic.py	LogicCondition.matches	9	9	0	0%
src/dataknobs_data/query_logic.py	LogicCondition.to_dict	1	1	0	0%
src/dataknobs_data/query_logic.py	LogicCondition.from_dict	7	7	0	0%
src/dataknobs_data/query_logic.py	condition_from_dict	5	5	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.__init__	6	6	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.where	8	8	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.and_	15	15	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.or_	15	15	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.not_	11	11	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.sort_by	4	4	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.limit	2	2	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.offset	2	2	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.select	2	2	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.similar_to	4	4	0	0%
src/dataknobs_data/query_logic.py	QueryBuilder.build	1	1	0	0%
src/dataknobs_data/query_logic.py	ComplexQuery.AND	7	7	0	0%
src/dataknobs_data/query_logic.py	ComplexQuery.OR	7	7	0	0%
src/dataknobs_data/query_logic.py	ComplexQuery.matches	3	3	0	0%
src/dataknobs_data/query_logic.py	ComplexQuery.to_simple_query	17	17	0	0%
src/dataknobs_data/query_logic.py	ComplexQuery.to_dict	14	14	0	0%
src/dataknobs_data/query_logic.py	ComplexQuery.from_dict	11	11	0	0%
src/dataknobs_data/query_logic.py	(no function)	56	0	11	100%
src/dataknobs_data/records.py	Record.__init__	26	7	0	73%
src/dataknobs_data/records.py	Record.storage_id	1	0	0	100%
src/dataknobs_data/records.py	Record.storage_id	2	0	0	100%
src/dataknobs_data/records.py	Record.id	15	7	0	53%
src/dataknobs_data/records.py	Record.id	6	6	0	0%
src/dataknobs_data/records.py	Record.generate_id	3	3	0	0%
src/dataknobs_data/records.py	Record.get_user_id	5	5	0	0%
src/dataknobs_data/records.py	Record.has_storage_id	1	0	0	100%
src/dataknobs_data/records.py	Record.get_field	1	0	0	100%
src/dataknobs_data/records.py	Record.get_value	4	1	0	75%
src/dataknobs_data/records.py	Record.get_nested_value	25	25	0	0%
src/dataknobs_data/records.py	Record._traverse_dict	7	7	0	0%
src/dataknobs_data/records.py	Record.set_field	1	1	0	0%
src/dataknobs_data/records.py	Record.set_value	3	3	0	0%
src/dataknobs_data/records.py	Record.data	1	1	0	0%
src/dataknobs_data/records.py	Record.remove_field	4	4	0	0%
src/dataknobs_data/records.py	Record.has_field	1	1	0	0%
src/dataknobs_data/records.py	Record.field_names	1	1	0	0%
src/dataknobs_data/records.py	Record.field_count	1	1	0	0%
src/dataknobs_data/records.py	Record.__getitem__	10	7	0	30%
src/dataknobs_data/records.py	Record.__setitem__	3	3	0	0%
src/dataknobs_data/records.py	Record.__delitem__	3	3	0	0%
src/dataknobs_data/records.py	Record.__contains__	1	1	0	0%
src/dataknobs_data/records.py	Record.__iter__	1	1	0	0%
src/dataknobs_data/records.py	Record.__len__	1	1	0	0%
src/dataknobs_data/records.py	Record.validate	1	1	0	0%
src/dataknobs_data/records.py	Record.get_field_object	3	3	0	0%
src/dataknobs_data/records.py	Record.__getattr__	5	5	0	0%
src/dataknobs_data/records.py	Record.__setattr__	9	5	0	44%
src/dataknobs_data/records.py	Record.to_dict	18	18	0	0%
src/dataknobs_data/records.py	Record.from_dict	12	12	0	0%
src/dataknobs_data/records.py	Record.copy	15	5	0	67%
src/dataknobs_data/records.py	Record.project	5	0	0	100%
src/dataknobs_data/records.py	Record.merge	9	9	0	0%
src/dataknobs_data/records.py	(no function)	52	0	2	100%
src/dataknobs_data/schema.py	FieldSchema.is_vector_field	1	1	0	0%
src/dataknobs_data/schema.py	FieldSchema.get_dimensions	3	3	0	0%
src/dataknobs_data/schema.py	FieldSchema.get_source_field	3	3	0	0%
src/dataknobs_data/schema.py	FieldSchema.to_dict	1	1	0	0%
src/dataknobs_data/schema.py	FieldSchema.from_dict	1	1	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.create	14	14	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.add_field	2	2	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.add_text_field	1	1	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.add_vector_field	1	1	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.remove_field	4	4	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.get_vector_fields	1	1	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.get_source_fields	9	9	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.to_dict	1	1	0	0%
src/dataknobs_data/schema.py	DatabaseSchema.from_dict	17	17	0	0%
src/dataknobs_data/schema.py	(no function)	32	0	0	100%
src/dataknobs_data/streaming.py	StreamConfig.__post_init__	6	3	0	50%
src/dataknobs_data/streaming.py	StreamResult.success_rate	3	3	0	0%
src/dataknobs_data/streaming.py	StreamResult.add_error	3	3	0	0%
src/dataknobs_data/streaming.py	StreamResult.merge	7	7	0	0%
src/dataknobs_data/streaming.py	StreamResult.__str__	1	1	0	0%
src/dataknobs_data/streaming.py	process_batch_with_fallback	27	27	0	0%
src/dataknobs_data/streaming.py	async_process_batch_with_fallback	27	27	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.batch_iterator	8	8	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.list_to_iterator	2	2	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.list_to_async_iterator	2	2	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.iterator_to_async_iterator	2	2	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.async_batch_iterator	8	8	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.filter_stream	3	3	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.async_filter_stream	3	3	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.transform_stream	4	4	0	0%
src/dataknobs_data/streaming.py	StreamProcessor.async_transform_stream	4	4	0	0%
src/dataknobs_data/streaming.py	StreamingMixin._default_stream_read	9	9	0	0%
src/dataknobs_data/streaming.py	StreamingMixin._default_stream_write	19	19	0	0%
src/dataknobs_data/streaming.py	AsyncStreamingMixin._default_stream_read	9	9	0	0%
src/dataknobs_data/streaming.py	AsyncStreamingMixin._default_stream_write	19	19	0	0%
src/dataknobs_data/streaming.py	(no function)	52	0	4	100%
src/dataknobs_data/validation/coercer.py	Coercer.coerce	11	11	0	0%
src/dataknobs_data/validation/coercer.py	Coercer._field_type_to_python	2	2	0	0%
src/dataknobs_data/validation/coercer.py	Coercer._type_name	7	7	0	0%
src/dataknobs_data/validation/coercer.py	Coercer._coerce_value	99	99	0	0%
src/dataknobs_data/validation/coercer.py	Coercer.coerce_many	6	6	0	0%
src/dataknobs_data/validation/coercer.py	(no function)	12	0	0	100%
src/dataknobs_data/validation/constraints.py	Constraint.check	0	0	10	100%
src/dataknobs_data/validation/constraints.py	Constraint.__and__	5	5	0	0%
src/dataknobs_data/validation/constraints.py	Constraint.__or__	5	5	0	0%
src/dataknobs_data/validation/constraints.py	Constraint.__invert__	1	1	0	0%
src/dataknobs_data/validation/constraints.py	All.__init__	1	1	0	0%
src/dataknobs_data/validation/constraints.py	All.check	6	6	0	0%
src/dataknobs_data/validation/constraints.py	AnyOf.__init__	1	1	0	0%
src/dataknobs_data/validation/constraints.py	AnyOf.check	7	7	0	0%
src/dataknobs_data/validation/constraints.py	Not.__init__	1	1	0	0%
src/dataknobs_data/validation/constraints.py	Not.check	4	4	0	0%
src/dataknobs_data/validation/constraints.py	Required.__init__	1	1	0	0%
src/dataknobs_data/validation/constraints.py	Required.check	6	6	0	0%
src/dataknobs_data/validation/constraints.py	Range.__init__	4	4	0	0%
src/dataknobs_data/validation/constraints.py	Range.check	14	14	0	0%
src/dataknobs_data/validation/constraints.py	Length.__init__	8	8	0	0%
src/dataknobs_data/validation/constraints.py	Length.check	13	13	0	0%
src/dataknobs_data/validation/constraints.py	Pattern.__init__	4	4	0	0%
src/dataknobs_data/validation/constraints.py	Pattern.check	7	7	0	0%
src/dataknobs_data/validation/constraints.py	Enum.__init__	4	4	0	0%
src/dataknobs_data/validation/constraints.py	Enum.check	5	5	0	0%
src/dataknobs_data/validation/constraints.py	Unique.__init__	1	1	0	0%
src/dataknobs_data/validation/constraints.py	Unique.check	8	8	0	0%
src/dataknobs_data/validation/constraints.py	Custom.__init__	2	2	0	0%
src/dataknobs_data/validation/constraints.py	Custom.check	11	11	0	0%
src/dataknobs_data/validation/constraints.py	(no function)	42	0	4	100%
src/dataknobs_data/validation/factory.py	SchemaFactory.create	11	11	0	0%
src/dataknobs_data/validation/factory.py	SchemaFactory._add_field_to_schema	10	10	0	0%
src/dataknobs_data/validation/factory.py	SchemaFactory._build_constraints	29	29	0	0%
src/dataknobs_data/validation/factory.py	CoercerFactory.create	2	2	0	0%
src/dataknobs_data/validation/factory.py	(no function)	15	0	0	100%
src/dataknobs_data/validation/result.py	ValidationResult.__bool__	1	1	0	0%
src/dataknobs_data/validation/result.py	ValidationResult.merge	1	1	0	0%
src/dataknobs_data/validation/result.py	ValidationResult.add_error	3	3	0	0%
src/dataknobs_data/validation/result.py	ValidationResult.add_warning	2	2	0	0%
src/dataknobs_data/validation/result.py	ValidationResult.success	1	1	0	0%
src/dataknobs_data/validation/result.py	ValidationResult.failure	1	1	0	0%
src/dataknobs_data/validation/result.py	ValidationContext.has_seen	1	1	0	0%
src/dataknobs_data/validation/result.py	ValidationContext.mark_seen	3	3	0	0%
src/dataknobs_data/validation/result.py	ValidationContext.clear	3	3	0	0%
src/dataknobs_data/validation/result.py	ValidationContext.set_metadata	1	1	0	0%
src/dataknobs_data/validation/result.py	ValidationContext.get_metadata	1	1	0	0%
src/dataknobs_data/validation/result.py	(no function)	26	0	0	100%
src/dataknobs_data/validation/schema.py	Field.add_constraint	2	2	0	0%
src/dataknobs_data/validation/schema.py	Field.validate	21	21	0	0%
src/dataknobs_data/validation/schema.py	Field._is_correct_type	7	7	0	0%
src/dataknobs_data/validation/schema.py	Schema.__init__	4	4	0	0%
src/dataknobs_data/validation/schema.py	Schema.field	10	10	0	0%
src/dataknobs_data/validation/schema.py	Schema.with_description	2	2	0	0%
src/dataknobs_data/validation/schema.py	Schema.validate	22	22	0	0%
src/dataknobs_data/validation/schema.py	Schema.validate_many	8	8	0	0%
src/dataknobs_data/validation/schema.py	Schema.to_dict	1	1	0	0%
src/dataknobs_data/validation/schema.py	Schema.from_dict	6	6	0	0%
src/dataknobs_data/validation/schema.py	(no function)	29	0	0	100%
src/dataknobs_data/vector/benchmarks.py	BenchmarkResult.__post_init__	2	2	0	0%
src/dataknobs_data/vector/benchmarks.py	BenchmarkResult.__str__	10	10	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.__init__	3	3	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.benchmark_indexing	13	13	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.benchmark_search	17	17	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.benchmark_update	14	14	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.benchmark_delete	10	10	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.benchmark_concurrent_operations	12	12	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.benchmark_concurrent_operations.worker	8	8	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.run_full_benchmark	15	15	0	0%
src/dataknobs_data/vector/benchmarks.py	VectorStoreBenchmark.generate_report	15	15	0	0%
src/dataknobs_data/vector/benchmarks.py	ComparativeBenchmark.__init__	2	2	0	0%
src/dataknobs_data/vector/benchmarks.py	ComparativeBenchmark.compare_indexing	10	10	0	0%
src/dataknobs_data/vector/benchmarks.py	ComparativeBenchmark.compare_search	10	10	0	0%
src/dataknobs_data/vector/benchmarks.py	ComparativeBenchmark.generate_comparison_report	26	26	0	0%
src/dataknobs_data/vector/benchmarks.py	(no function)	37	37	2	0%
src/dataknobs_data/vector/bulk_embed_mixin.py	BulkEmbedMixin.bulk_embed_and_store	35	35	0	0%
src/dataknobs_data/vector/bulk_embed_mixin.py	AsyncBulkEmbedMixin.bulk_embed_and_store	39	39	0	0%
src/dataknobs_data/vector/bulk_embed_mixin.py	(no function)	7	0	4	100%
src/dataknobs_data/vector/elasticsearch_utils.py	get_similarity_for_metric	4	4	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	build_knn_query	8	8	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	build_script_score_query	12	12	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	build_hybrid_query	5	5	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	format_vector_for_elasticsearch	6	6	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	parse_elasticsearch_vector	8	8	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	get_vector_mapping	1	1	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	estimate_index_parameters	5	5	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	validate_vector_dimensions	9	9	0	0%
src/dataknobs_data/vector/elasticsearch_utils.py	(no function)	15	15	0	0%
src/dataknobs_data/vector/exceptions.py	VectorDimensionError.__init__	10	10	0	0%
src/dataknobs_data/vector/exceptions.py	VectorNotSupportedError.__init__	9	9	0	0%
src/dataknobs_data/vector/exceptions.py	(no function)	13	0	0	100%
src/dataknobs_data/vector/migration.py	MigrationConfig.validate	4	4	0	0%
src/dataknobs_data/vector/migration.py	MigrationStatus.total_processed	1	1	0	0%
src/dataknobs_data/vector/migration.py	MigrationStatus.failed_count	1	1	0	0%
src/dataknobs_data/vector/migration.py	MigrationStatus.success_rate	3	3	0	0%
src/dataknobs_data/vector/migration.py	MigrationStatus.duration	3	3	0	0%
src/dataknobs_data/vector/migration.py	MigrationStatus.records_per_second	4	4	0	0%
src/dataknobs_data/vector/migration.py	MigrationStatus.add_checkpoint	1	1	0	0%
src/dataknobs_data/vector/migration.py	MigrationStatus.to_dict	1	1	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.__init__	18	18	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.run	36	36	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.start	1	1	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.wait_for_completion	1	1	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.add_vectors_to_existing	59	59	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.add_vectors_to_existing.embedding_wrapper	8	8	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration._get_embedding	12	12	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration._migrate_record	14	14	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration._verify_migration	22	22	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration._rollback	10	10	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.migrate_between_backends	30	30	0	0%
src/dataknobs_data/vector/migration.py	VectorMigration.from_config	1	1	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.__init__	22	22	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer._detect_text_fields	8	8	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer._worker	13	13	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer._process_record	28	28	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.start	7	7	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer._load_queue	13	13	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.stop	18	18	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.run	31	31	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.get_status	15	15	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.get_stats	1	1	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.wait_for_completion	3	3	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.run_with_checkpoint	3	3	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.run_batch	12	12	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.progress	1	1	0	0%
src/dataknobs_data/vector/migration.py	IncrementalVectorizer.get_checkpoint	2	2	0	0%
src/dataknobs_data/vector/migration.py	(no function)	90	0	3	100%
src/dataknobs_data/vector/mixins.py	VectorCapable.has_vector_support	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorCapable.enable_vector_support	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorCapable.detect_vector_fields	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorCapable.get_vector_config	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorOperationsMixin.vector_search	0	0	15	100%
src/dataknobs_data/vector/mixins.py	VectorOperationsMixin.bulk_embed_and_store	0	0	15	100%
src/dataknobs_data/vector/mixins.py	VectorOperationsMixin.update_vector	6	6	0	0%
src/dataknobs_data/vector/mixins.py	VectorOperationsMixin.delete_from_index	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorOperationsMixin.create_vector_index	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorOperationsMixin.drop_vector_index	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorOperationsMixin.get_vector_index_stats	1	1	0	0%
src/dataknobs_data/vector/mixins.py	VectorSyncMixin.sync_vectors_with_text	20	20	0	0%
src/dataknobs_data/vector/mixins.py	(no function)	18	0	27	100%
src/dataknobs_data/vector/operations.py	normalize_vector	5	5	0	0%
src/dataknobs_data/vector/operations.py	compute_distance	16	16	0	0%
src/dataknobs_data/vector/operations.py	compute_similarity	17	17	0	0%
src/dataknobs_data/vector/operations.py	batch_compute_distances	18	18	0	0%
src/dataknobs_data/vector/operations.py	validate_vector_dimensions	8	8	0	0%
src/dataknobs_data/vector/operations.py	chunk_vectors	11	11	0	0%
src/dataknobs_data/vector/operations.py	estimate_memory_usage	6	6	0	0%
src/dataknobs_data/vector/operations.py	(no function)	10	0	2	100%
src/dataknobs_data/vector/optimizations.py	BatchProcessor.__init__	5	5	0	0%
src/dataknobs_data/vector/optimizations.py	BatchProcessor.add	7	7	0	0%
src/dataknobs_data/vector/optimizations.py	BatchProcessor.flush	11	11	0	0%
src/dataknobs_data/vector/optimizations.py	BatchProcessor._process_sequential	14	14	0	0%
src/dataknobs_data/vector/optimizations.py	BatchProcessor._process_parallel	8	8	0	0%
src/dataknobs_data/vector/optimizations.py	BatchProcessor.start_auto_flush	2	2	0	0%
src/dataknobs_data/vector/optimizations.py	BatchProcessor.stop_auto_flush	6	6	0	0%
src/dataknobs_data/vector/optimizations.py	BatchProcessor._auto_flush_loop	8	8	0	0%
src/dataknobs_data/vector/optimizations.py	VectorOptimizer.optimize_batch_size	8	8	0	0%
src/dataknobs_data/vector/optimizations.py	VectorOptimizer.select_index_type	16	16	0	0%
src/dataknobs_data/vector/optimizations.py	VectorOptimizer.optimize_search_params	20	20	0	0%
src/dataknobs_data/vector/optimizations.py	ConnectionPool.__init__	6	6	0	0%
src/dataknobs_data/vector/optimizations.py	ConnectionPool.acquire	21	21	0	0%
src/dataknobs_data/vector/optimizations.py	ConnectionPool.release	5	5	0	0%
src/dataknobs_data/vector/optimizations.py	ConnectionPool.close	13	13	0	0%
src/dataknobs_data/vector/optimizations.py	QueryOptimizer.should_use_index	5	5	0	0%
src/dataknobs_data/vector/optimizations.py	QueryOptimizer.optimize_reranking	6	6	0	0%
src/dataknobs_data/vector/optimizations.py	(no function)	51	51	3	0%
src/dataknobs_data/vector/python_vector_search.py	PythonVectorSearchMixin.python_vector_search_async	35	35	0	0%
src/dataknobs_data/vector/python_vector_search.py	PythonVectorSearchMixin.python_vector_search_sync	35	35	0	0%
src/dataknobs_data/vector/python_vector_search.py	PythonVectorSearchMixin._extract_record_data	9	9	0	0%
src/dataknobs_data/vector/python_vector_search.py	PythonVectorSearchMixin._create_record_from_data	10	10	0	0%
src/dataknobs_data/vector/python_vector_search.py	(no function)	8	0	3	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.initialize	0	0	2	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.close	0	0	2	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.add_vectors	0	0	11	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.get_vectors	0	0	10	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.delete_vectors	0	0	9	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.search	0	0	12	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.update_metadata	0	0	10	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.count	0	0	9	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.clear	0	0	2	100%
src/dataknobs_data/vector/stores/base.py	VectorStore.update_vectors	2	2	0	0%
src/dataknobs_data/vector/stores/base.py	VectorStore.add_records	30	30	0	0%
src/dataknobs_data/vector/stores/base.py	VectorStore.search_similar_records	24	24	0	0%
src/dataknobs_data/vector/stores/base.py	VectorStore.bulk_embed_and_store	14	14	0	0%
src/dataknobs_data/vector/stores/base.py	(no function)	12	0	40	100%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.__init__	5	5	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore._parse_backend_config	17	17	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.initialize	10	10	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.close	1	1	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.add_vectors	16	16	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.get_vectors	16	16	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.delete_vectors	8	8	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.search	25	25	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.update_metadata	15	15	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.count	11	11	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.clear	4	4	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.add_documents	8	8	0	0%
src/dataknobs_data/vector/stores/chroma.py	ChromaVectorStore.search_documents	20	20	0	0%
src/dataknobs_data/vector/stores/chroma.py	(no function)	25	2	2	92%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase.__init__	4	4	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._parse_common_config	10	10	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._parse_backend_config	1	1	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._validate_dimensions	4	4	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._normalize_vector	5	5	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._calculate_similarity	20	20	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._convert_distance_to_score	7	7	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._prepare_vector	14	14	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase._apply_metadata_filter	8	8	0	0%
src/dataknobs_data/vector/stores/common.py	VectorStoreBase.__repr__	0	0	6	100%
src/dataknobs_data/vector/stores/common.py	(no function)	14	0	3	100%
src/dataknobs_data/vector/stores/factory.py	VectorStoreFactory.create	16	16	0	0%
src/dataknobs_data/vector/stores/factory.py	VectorStoreFactory.get_backend_info	5	5	0	0%
src/dataknobs_data/vector/stores/factory.py	(no function)	10	0	0	100%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.__init__	7	7	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore._parse_backend_config	8	8	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.initialize	6	6	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore._create_index	32	32	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.close	3	3	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.add_vectors	24	24	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.get_vectors	15	15	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.delete_vectors	16	16	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.search	28	28	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.update_metadata	9	9	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.count	10	10	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.clear	6	6	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.save	7	7	0	0%
src/dataknobs_data/vector/stores/faiss.py	FaissVectorStore.load	10	10	0	0%
src/dataknobs_data/vector/stores/faiss.py	(no function)	27	1	2	96%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.__init__	3	3	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.initialize	1	1	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.close	1	1	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.add_vectors	15	15	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.get_vectors	10	10	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.delete_vectors	9	9	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.search	27	27	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.update_metadata	8	8	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.count	11	11	0	0%
src/dataknobs_data/vector/stores/memory.py	MemoryVectorStore.clear	4	4	0	0%
src/dataknobs_data/vector/stores/memory.py	(no function)	16	0	0	100%
src/dataknobs_data/vector/sync.py	SyncConfig.validate	6	6	0	0%
src/dataknobs_data/vector/sync.py	SyncStatus.success_rate	3	3	0	0%
src/dataknobs_data/vector/sync.py	SyncStatus.duration	3	3	0	0%
src/dataknobs_data/vector/sync.py	SyncStatus.to_dict	1	1	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer.__init__	19	19	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer._initialize_field_mappings	6	6	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer._compute_content_hash	1	1	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer._has_current_vector	37	37	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer._needs_update	1	1	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer._embed_text	22	22	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer.sync_record	44	44	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer.sync_all	19	19	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer.bulk_sync	25	25	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer.sync_on_update	30	30	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer.sync_on_create	7	7	0	0%
src/dataknobs_data/vector/sync.py	VectorTextSynchronizer.from_config	1	1	0	0%
src/dataknobs_data/vector/sync.py	(no function)	51	0	3	100%
src/dataknobs_data/vector/tracker.py	ChangeEvent.__repr__	0	0	5	100%
src/dataknobs_data/vector/tracker.py	UpdateTask.__lt__	3	3	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.__init__	18	18	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker._initialize_dependencies	7	7	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.add_update_callback	1	1	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.track_change	17	17	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.on_create	6	6	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.on_update	5	5	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.on_delete	5	5	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.get_pending_updates	1	1	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.start_processing	6	6	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.start_tracking	9	9	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.get_outdated_records	40	40	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.mark_updated	5	5	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.get_change_history	6	6	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.process_batch	27	27	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker._process_loop	12	12	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.stop_processing	13	13	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.get_stats	1	1	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker.flush	7	7	0	0%
src/dataknobs_data/vector/tracker.py	ChangeTracker._initialize_content_hashes	24	24	0	0%
src/dataknobs_data/vector/tracker.py	(no function)	46	0	5	100%
src/dataknobs_data/vector/types.py	DistanceMetric.get_aliases	2	2	0	0%
src/dataknobs_data/vector/types.py	VectorSearchResult.__lt__	1	1	0	0%
src/dataknobs_data/vector/types.py	VectorSearchResult.__repr__	0	0	6	100%
src/dataknobs_data/vector/types.py	VectorConfig.validate	4	4	0	0%
src/dataknobs_data/vector/types.py	VectorIndexConfig.get_optimal_params	23	23	0	0%
src/dataknobs_data/vector/types.py	VectorMetadata.to_dict	1	1	0	0%
src/dataknobs_data/vector/types.py	VectorMetadata.from_dict	2	2	0	0%
src/dataknobs_data/vector/types.py	(no function)	52	0	3	100%
Total		11396	8786	664	23%

No items found using the specified filter.