From 17ba37d81043c11234959a544ae16e2ff1d51949 Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Wed, 8 Oct 2025 12:08:29 +0200 Subject: [PATCH 01/21] flat index: Add support for RQ and include cache param --- integration/test_collection_config.py | 68 ++++++++++++++++++- weaviate/collections/classes/config.py | 3 +- .../collections/classes/config_methods.py | 1 + .../classes/config_vector_index.py | 3 + 4 files changed, 73 insertions(+), 2 deletions(-) diff --git a/integration/test_collection_config.py b/integration/test_collection_config.py index 3a7d5b428..84121b452 100644 --- a/integration/test_collection_config.py +++ b/integration/test_collection_config.py @@ -659,7 +659,7 @@ def test_update_from_pq_with_hnsw( collection.config.update(vector_index_config=vector_index_config) -def test_update_flat(collection_factory: CollectionFactory) -> None: +def test_update_flat_bq(collection_factory: CollectionFactory) -> None: collection = collection_factory( vector_index_config=Configure.VectorIndex.flat( vector_cache_max_objects=5, @@ -699,6 +699,55 @@ def test_update_flat(collection_factory: CollectionFactory) -> None: ) +def test_update_flat_rq(collection_factory: CollectionFactory) -> None: + collection = collection_factory( + vector_index_config=Configure.VectorIndex.flat( + vector_cache_max_objects=5, + quantizer=Configure.VectorIndex.Quantizer.rq(rescore_limit=10), + ), + ) + + config = collection.config.get() + assert config.vector_index_type == VectorIndexType.FLAT + assert config.vector_index_config is not None + assert isinstance(config.vector_index_config, _VectorIndexConfigFlat) + assert config.vector_index_config.vector_cache_max_objects == 5 + assert isinstance(config.vector_index_config.quantizer, _RQConfig) + assert config.vector_index_config.quantizer.rescore_limit == 10 + + collection.config.update( + vectorizer_config=Reconfigure.VectorIndex.flat( + vector_cache_max_objects=10, + quantizer=Reconfigure.VectorIndex.Quantizer.rq(rescore_limit=20), + ), + ) + config = collection.config.get() + assert config.vector_index_type == VectorIndexType.FLAT + assert config.vector_index_config is not None + assert isinstance(config.vector_index_config, _VectorIndexConfigFlat) + assert config.vector_index_config.vector_cache_max_objects == 10 + assert isinstance(config.vector_index_config.quantizer, _RQConfig) + assert config.vector_index_config.quantizer.rescore_limit == 20 + + with pytest.raises(UnexpectedStatusCodeError): + # cannot enable/disable RQ after flat index was created + # must only do this on creation + collection.config.update( + vectorizer_config=Reconfigure.VectorIndex.flat( + quantizer=Reconfigure.VectorIndex.Quantizer.rq(enabled=False), + ) + ) + + with pytest.raises(UnexpectedStatusCodeError): + # cannot change bits after flat index was created + # must only do this on creation + collection.config.update( + vectorizer_config=Reconfigure.VectorIndex.flat( + quantizer=Reconfigure.VectorIndex.Quantizer.rq(bits=1), + ) + ) + + def test_collection_config_get_shards(collection_factory: CollectionFactory) -> None: collection = collection_factory( vectorizer_config=Configure.Vectorizer.none(), @@ -785,6 +834,23 @@ def test_config_vector_index_flat_and_quantizer_bq(collection_factory: Collectio assert conf.vector_index_config.quantizer.rescore_limit == 456 +def test_config_vector_index_flat_and_quantizer_rq(collection_factory: CollectionFactory) -> None: + collection = collection_factory( + vector_index_config=Configure.VectorIndex.flat( + vector_cache_max_objects=234, + quantizer=Configure.VectorIndex.Quantizer.rq(bits=8), + ), + ) + + conf = collection.config.get() + assert conf.vector_index_type == VectorIndexType.FLAT + assert conf.vector_index_config is not None + assert isinstance(conf.vector_index_config, _VectorIndexConfigFlat) + assert conf.vector_index_config.vector_cache_max_objects == 234 + assert isinstance(conf.vector_index_config.quantizer, _RQConfig) + assert conf.vector_index_config.quantizer.bits == 8 + + def test_config_vector_index_hnsw_and_quantizer_pq(collection_factory: CollectionFactory) -> None: collection = collection_factory( vector_index_config=Configure.VectorIndex.hnsw( diff --git a/weaviate/collections/classes/config.py b/weaviate/collections/classes/config.py index 8bad9617d..7cca91c3e 100644 --- a/weaviate/collections/classes/config.py +++ b/weaviate/collections/classes/config.py @@ -1521,6 +1521,7 @@ class _SQConfig(_ConfigBase): @dataclass class _RQConfig(_ConfigBase): + cache: Optional[bool] bits: Optional[int] rescore_limit: int @@ -2293,7 +2294,7 @@ def hnsw( @staticmethod def flat( vector_cache_max_objects: Optional[int] = None, - quantizer: Optional[_BQConfigUpdate] = None, + quantizer: Optional[Union[_BQConfigUpdate, _RQConfigUpdate]] = None, ) -> _VectorIndexConfigFlatUpdate: """Create an `_VectorIndexConfigFlatUpdate` object to update the configuration of the FLAT vector index. diff --git a/weaviate/collections/classes/config_methods.py b/weaviate/collections/classes/config_methods.py index 999887316..6b815ba24 100644 --- a/weaviate/collections/classes/config_methods.py +++ b/weaviate/collections/classes/config_methods.py @@ -150,6 +150,7 @@ def __get_quantizer_config( ) elif "rq" in config and config["rq"].get("enabled"): quantizer = _RQConfig( + cache=config["rq"].get("cache"), bits=config["rq"].get("bits"), rescore_limit=config["rq"].get("rescoreLimit"), ) diff --git a/weaviate/collections/classes/config_vector_index.py b/weaviate/collections/classes/config_vector_index.py index d514bfef7..ce70c9a0f 100644 --- a/weaviate/collections/classes/config_vector_index.py +++ b/weaviate/collections/classes/config_vector_index.py @@ -275,6 +275,7 @@ def quantizer_name() -> str: class _RQConfigCreate(_QuantizerConfigCreate): + cache: Optional[bool] bits: Optional[int] rescoreLimit: Optional[int] @@ -443,6 +444,7 @@ def sq( @staticmethod def rq( + cache: Optional[bool] = None, bits: Optional[int] = None, rescore_limit: Optional[int] = None, ) -> _RQConfigCreate: @@ -454,6 +456,7 @@ def rq( See [the docs](https://weaviate.io/developers/weaviate/concepts/vector-index) for a more detailed view! """ # noqa: D417 (missing argument descriptions in the docstring) return _RQConfigCreate( + cache=cache, bits=bits, rescoreLimit=rescore_limit, ) From d81781c51c35daf27e4f17ece9de7915941aa3ea Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Wed, 8 Oct 2025 13:00:46 +0200 Subject: [PATCH 02/21] Update tests for RQ --- integration/test_collection_config.py | 103 ++++++++++++++++++++++++++ 1 file changed, 103 insertions(+) diff --git a/integration/test_collection_config.py b/integration/test_collection_config.py index 84121b452..ada653e4d 100644 --- a/integration/test_collection_config.py +++ b/integration/test_collection_config.py @@ -700,6 +700,10 @@ def test_update_flat_bq(collection_factory: CollectionFactory) -> None: def test_update_flat_rq(collection_factory: CollectionFactory) -> None: + dummy = collection_factory("dummy") + if dummy._connection._weaviate_version.is_lower_than(1, 34, 0): + pytest.skip("RQ in flat index is not supported in Weaviate versions lower than 1.34.0") + collection = collection_factory( vector_index_config=Configure.VectorIndex.flat( vector_cache_max_objects=5, @@ -835,6 +839,10 @@ def test_config_vector_index_flat_and_quantizer_bq(collection_factory: Collectio def test_config_vector_index_flat_and_quantizer_rq(collection_factory: CollectionFactory) -> None: + dummy = collection_factory("dummy") + if dummy._connection._weaviate_version.is_lower_than(1, 34, 0): + pytest.skip("RQ in flat index is not supported in Weaviate versions lower than 1.34.0") + collection = collection_factory( vector_index_config=Configure.VectorIndex.flat( vector_cache_max_objects=234, @@ -851,6 +859,29 @@ def test_config_vector_index_flat_and_quantizer_rq(collection_factory: Collectio assert conf.vector_index_config.quantizer.bits == 8 +def test_config_vector_index_hnsw_and_quantizer_rq(collection_factory: CollectionFactory) -> None: + dummy = collection_factory("dummy") + if dummy._connection._weaviate_version.is_lower_than(1, 32, 0): + pytest.skip("RQ in HNSW index is not supported in Weaviate versions lower than 1.32.0") + collection = collection_factory( + vector_index_config=Configure.VectorIndex.hnsw( + vector_cache_max_objects=234, + ef_construction=789, + quantizer=Configure.VectorIndex.Quantizer.rq(bits=8, rescore_limit=123), + ), + ) + + conf = collection.config.get() + assert conf.vector_index_type == VectorIndexType.HNSW + assert conf.vector_index_config is not None + assert isinstance(conf.vector_index_config, _VectorIndexConfigHNSW) + assert conf.vector_index_config.vector_cache_max_objects == 234 + assert conf.vector_index_config.ef_construction == 789 + assert isinstance(conf.vector_index_config.quantizer, _RQConfig) + assert conf.vector_index_config.quantizer.bits == 8 + assert conf.vector_index_config.quantizer.rescore_limit == 123 + + def test_config_vector_index_hnsw_and_quantizer_pq(collection_factory: CollectionFactory) -> None: collection = collection_factory( vector_index_config=Configure.VectorIndex.hnsw( @@ -1173,6 +1204,78 @@ def test_dynamic_collection(collection_factory: CollectionFactory) -> None: assert config.vector_index_config.flat.quantizer.rescore_limit == 11 +def test_dynamic_collection_rq(collection_factory: CollectionFactory) -> None: + collection_dummy = collection_factory("dummy", ports=(8090, 50061)) + if collection_dummy._connection._weaviate_version.is_lower_than(1, 34, 0): + pytest.skip("Dynamic index with RQ is not supported in Weaviate versions lower than 1.34.0") + + collection = collection_factory( + vector_index_config=Configure.VectorIndex.dynamic( + distance_metric=VectorDistances.COSINE, + threshold=1000, + hnsw=Configure.VectorIndex.hnsw( + cleanup_interval_seconds=123, + flat_search_cutoff=1234, + vector_cache_max_objects=789, + quantizer=Configure.VectorIndex.Quantizer.rq(bits=8, rescore_limit=123), + ), + flat=Configure.VectorIndex.flat( + vector_cache_max_objects=7643, + quantizer=Configure.VectorIndex.Quantizer.rq(bits=8, rescore_limit=10), + ), + ), + ports=(8090, 50061), + ) + + config = collection.config.get() + assert isinstance(config.vector_index_config, _VectorIndexConfigDynamic) + assert config.vector_index_config.distance_metric == VectorDistances.COSINE + assert config.vector_index_config.threshold == 1000 + assert isinstance(config.vector_index_config.hnsw, _VectorIndexConfigHNSW) + assert config.vector_index_config.hnsw.cleanup_interval_seconds == 123 + assert config.vector_index_config.hnsw.flat_search_cutoff == 1234 + assert config.vector_index_config.hnsw.vector_cache_max_objects == 789 + assert isinstance(config.vector_index_config.hnsw.quantizer, _RQConfig) + assert config.vector_index_config.hnsw.quantizer.bits == 8 + assert config.vector_index_config.hnsw.quantizer.rescore_limit == 123 + assert isinstance(config.vector_index_config.flat, _VectorIndexConfigFlat) + assert config.vector_index_config.flat.vector_cache_max_objects == 7643 + assert isinstance(config.vector_index_config.flat.quantizer, _RQConfig) + assert config.vector_index_config.flat.quantizer.bits == 8 + assert config.vector_index_config.flat.quantizer.rescore_limit == 10 + + collection.config.update( + vectorizer_config=Reconfigure.VectorIndex.dynamic( + threshold=2000, + hnsw=Reconfigure.VectorIndex.hnsw( + flat_search_cutoff=4567, + vector_cache_max_objects=678, + quantizer=Reconfigure.VectorIndex.Quantizer.rq(bits=8, rescore_limit=200), + ), + flat=Reconfigure.VectorIndex.flat( + vector_cache_max_objects=9876, + quantizer=Reconfigure.VectorIndex.Quantizer.rq(bits=8, rescore_limit=20), + ), + ), + ) + config = collection.config.get() + assert isinstance(config.vector_index_config, _VectorIndexConfigDynamic) + assert config.vector_index_config.distance_metric == VectorDistances.COSINE + assert config.vector_index_config.threshold == 2000 + assert isinstance(config.vector_index_config.hnsw, _VectorIndexConfigHNSW) + assert config.vector_index_config.hnsw.cleanup_interval_seconds == 123 + assert config.vector_index_config.hnsw.flat_search_cutoff == 4567 + assert config.vector_index_config.hnsw.vector_cache_max_objects == 678 + assert isinstance(config.vector_index_config.hnsw.quantizer, _RQConfig) + assert config.vector_index_config.hnsw.quantizer.bits == 8 + assert config.vector_index_config.hnsw.quantizer.rescore_limit == 200 + assert isinstance(config.vector_index_config.flat, _VectorIndexConfigFlat) + assert config.vector_index_config.flat.vector_cache_max_objects == 9876 + assert isinstance(config.vector_index_config.flat.quantizer, _RQConfig) + assert config.vector_index_config.flat.quantizer.bits == 8 + assert config.vector_index_config.flat.quantizer.rescore_limit == 20 + + def test_config_unknown_module(request: SubRequest) -> None: with weaviate.connect_to_local() as client: collection_name = _sanitize_collection_name(request.node.name) From 86594fa6444bce19bec7037968a1abaab9d7f6b6 Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Wed, 8 Oct 2025 15:18:02 +0200 Subject: [PATCH 03/21] Add function to retry if http error --- integration/test_collection_config.py | 39 +++++++++++++++++++++++++-- 1 file changed, 37 insertions(+), 2 deletions(-) diff --git a/integration/test_collection_config.py b/integration/test_collection_config.py index ada653e4d..ac88eab8a 100644 --- a/integration/test_collection_config.py +++ b/integration/test_collection_config.py @@ -1,4 +1,5 @@ -from typing import Generator, List, Optional, Union +import time +from typing import Callable, Generator, List, Optional, TypeVar, Union import pytest as pytest from _pytest.fixtures import SubRequest @@ -42,6 +43,39 @@ from weaviate.collections.classes.tenants import Tenant from weaviate.exceptions import UnexpectedStatusCodeError, WeaviateInvalidInputError +T = TypeVar("T") + + +def retry_on_http_error( + func: Callable[[], T], http_error_code: int, max_retries: int = 3, delay: float = 0.5 +) -> T: + """Retry a function call if it raises UnexpectedStatusCodeError with 404 status code. + + Args: + func: The function to retry + http_error_code: The HTTP error code to retry on + max_retries: Maximum number of retries (default: 3) + delay: Initial delay between retries in seconds (default: 0.5) + + Returns: + The result of the function call + + Raises: + The last exception if all retries are exhausted + """ + last_exception = None + for attempt in range(max_retries + 1): + try: + return func() + except UnexpectedStatusCodeError as e: + last_exception = e + if e.status_code == http_error_code and attempt < max_retries: + time.sleep(delay * (2**attempt)) # Exponential backoff + continue + raise + # This should never be reached, but satisfies the type checker + raise last_exception # type: ignore + @pytest.fixture(scope="module") def client() -> Generator[weaviate.WeaviateClient, None, None]: @@ -405,7 +439,8 @@ def test_collection_config_update(collection_factory: CollectionFactory) -> None enabled=True, auto_tenant_creation=False, auto_tenant_activation=False ), ) - config = collection.config.get() + + config = retry_on_http_error(lambda: collection.config.get(), 404) assert config.replication_config.factor == 1 assert config.replication_config.async_enabled is False From a1e5aacc10eb029284d0d877a9be82cbed15de89 Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Thu, 16 Oct 2025 17:31:28 +0200 Subject: [PATCH 04/21] Add 1.34 CI and test configuration and move function to conftest --- .github/workflows/main.yaml | 3 ++- integration/conftest.py | 38 +++++++++++++++++++++++++++ integration/test_collection_config.py | 37 ++------------------------ mock_tests/conftest.py | 4 +-- mock_tests/test_collection.py | 2 +- 5 files changed, 45 insertions(+), 39 deletions(-) diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml index 7458e009d..38c2d6a59 100644 --- a/.github/workflows/main.yaml +++ b/.github/workflows/main.yaml @@ -24,7 +24,8 @@ env: WEAVIATE_130: 1.30.12 WEAVIATE_131: 1.31.5 WEAVIATE_132: 1.32.5 - WEAVIATE_133: 1.33.0-rc.1 + WEAVIATE_133: 1.33.0 + WEAVIATE_134: 1.34.0-rc.1 jobs: lint-and-format: diff --git a/integration/conftest.py b/integration/conftest.py index a1014a871..bad9cef32 100644 --- a/integration/conftest.py +++ b/integration/conftest.py @@ -15,6 +15,8 @@ import pytest import pytest_asyncio from _pytest.fixtures import SubRequest +import time +from typing import Callable, TypeVar import weaviate from weaviate.collections import Collection, CollectionAsync @@ -36,6 +38,8 @@ from weaviate.collections.classes.types import Properties from weaviate.config import AdditionalConfig +from weaviate.exceptions import UnexpectedStatusCodeError + class CollectionFactory(Protocol): """Typing for fixture.""" @@ -459,3 +463,37 @@ def _factory( def _sanitize_collection_name(name: str) -> str: name = name.replace("[", "").replace("]", "").replace("-", "").replace(" ", "").replace(".", "") return name[0].upper() + name[1:] + + +T = TypeVar("T") + + +def retry_on_http_error( + func: Callable[[], T], http_error_code: int, max_retries: int = 3, delay: float = 0.5 +) -> T: + """Retry a function call if it raises UnexpectedStatusCodeError with 404 status code. + + Args: + func: The function to retry + http_error_code: The HTTP error code to retry on + max_retries: Maximum number of retries (default: 3) + delay: Initial delay between retries in seconds (default: 0.5) + + Returns: + The result of the function call + + Raises: + The last exception if all retries are exhausted + """ + last_exception = None + for attempt in range(max_retries + 1): + try: + return func() + except UnexpectedStatusCodeError as e: + last_exception = e + if e.status_code == http_error_code and attempt < max_retries: + time.sleep(delay * (2**attempt)) # Exponential backoff + continue + raise + # This should never be reached, but satisfies the type checker + raise last_exception # type: ignore diff --git a/integration/test_collection_config.py b/integration/test_collection_config.py index ac88eab8a..07476dbe2 100644 --- a/integration/test_collection_config.py +++ b/integration/test_collection_config.py @@ -1,5 +1,4 @@ -import time -from typing import Callable, Generator, List, Optional, TypeVar, Union +from typing import Generator, List, Optional, Union import pytest as pytest from _pytest.fixtures import SubRequest @@ -42,39 +41,7 @@ ) from weaviate.collections.classes.tenants import Tenant from weaviate.exceptions import UnexpectedStatusCodeError, WeaviateInvalidInputError - -T = TypeVar("T") - - -def retry_on_http_error( - func: Callable[[], T], http_error_code: int, max_retries: int = 3, delay: float = 0.5 -) -> T: - """Retry a function call if it raises UnexpectedStatusCodeError with 404 status code. - - Args: - func: The function to retry - http_error_code: The HTTP error code to retry on - max_retries: Maximum number of retries (default: 3) - delay: Initial delay between retries in seconds (default: 0.5) - - Returns: - The result of the function call - - Raises: - The last exception if all retries are exhausted - """ - last_exception = None - for attempt in range(max_retries + 1): - try: - return func() - except UnexpectedStatusCodeError as e: - last_exception = e - if e.status_code == http_error_code and attempt < max_retries: - time.sleep(delay * (2**attempt)) # Exponential backoff - continue - raise - # This should never be reached, but satisfies the type checker - raise last_exception # type: ignore +from integration.conftest import retry_on_http_error @pytest.fixture(scope="module") diff --git a/mock_tests/conftest.py b/mock_tests/conftest.py index cac246f67..ec2735d30 100644 --- a/mock_tests/conftest.py +++ b/mock_tests/conftest.py @@ -55,7 +55,7 @@ def ready_mock(httpserver: HTTPServer): @pytest.fixture(scope="function") def weaviate_mock(ready_mock: HTTPServer): - ready_mock.expect_request("/v1/meta").respond_with_json({"version": "1.33"}) + ready_mock.expect_request("/v1/meta").respond_with_json({"version": "1.34"}) ready_mock.expect_request("/v1/nodes").respond_with_json({"nodes": [{"gitHash": "ABC"}]}) yield ready_mock @@ -63,7 +63,7 @@ def weaviate_mock(ready_mock: HTTPServer): @pytest.fixture(scope="function") def weaviate_no_auth_mock(weaviate_mock: HTTPServer): - weaviate_mock.expect_request("/v1/meta").respond_with_json({"version": "1.33"}) + weaviate_mock.expect_request("/v1/meta").respond_with_json({"version": "1.34"}) weaviate_mock.expect_request("/v1/.well-known/openid-configuration").respond_with_response( Response(json.dumps({}), status=404) ) diff --git a/mock_tests/test_collection.py b/mock_tests/test_collection.py index 9659f24fa..38cd0b088 100644 --- a/mock_tests/test_collection.py +++ b/mock_tests/test_collection.py @@ -295,7 +295,7 @@ def test_node_with_timeout( httpserver: HTTPServer, start_grpc_server: grpc.Server, output: Literal["minimal", "verbose"] ) -> None: httpserver.expect_request("/v1/.well-known/ready").respond_with_json({}) - httpserver.expect_request("/v1/meta").respond_with_json({"version": "1.33"}) + httpserver.expect_request("/v1/meta").respond_with_json({"version": "1.34"}) httpserver.expect_request("/v1/nodes").respond_with_json( status=200, From 97a4c211ee6ebec0e95fd5626c4974c9bf102d49 Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Thu, 16 Oct 2025 17:33:14 +0200 Subject: [PATCH 05/21] Update comments --- integration/test_collection_config.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/integration/test_collection_config.py b/integration/test_collection_config.py index 07476dbe2..b7a6c1b02 100644 --- a/integration/test_collection_config.py +++ b/integration/test_collection_config.py @@ -736,8 +736,7 @@ def test_update_flat_rq(collection_factory: CollectionFactory) -> None: assert config.vector_index_config.quantizer.rescore_limit == 20 with pytest.raises(UnexpectedStatusCodeError): - # cannot enable/disable RQ after flat index was created - # must only do this on creation + # cannot disable RQ after it was enabled collection.config.update( vectorizer_config=Reconfigure.VectorIndex.flat( quantizer=Reconfigure.VectorIndex.Quantizer.rq(enabled=False), @@ -745,7 +744,7 @@ def test_update_flat_rq(collection_factory: CollectionFactory) -> None: ) with pytest.raises(UnexpectedStatusCodeError): - # cannot change bits after flat index was created + # cannot change bits afteradding data # must only do this on creation collection.config.update( vectorizer_config=Reconfigure.VectorIndex.flat( From 8558889c59b8d53f2eebe80a123739197686f8e3 Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Fri, 17 Oct 2025 10:01:19 +0200 Subject: [PATCH 06/21] Add 134 version --- .github/workflows/main.yaml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml index 38c2d6a59..7517bb2eb 100644 --- a/.github/workflows/main.yaml +++ b/.github/workflows/main.yaml @@ -303,7 +303,8 @@ jobs: $WEAVIATE_130, $WEAVIATE_131, $WEAVIATE_132, - $WEAVIATE_133 + $WEAVIATE_133, + $WEAVIATE_134 ] steps: - name: Checkout From 392aa9726efb7f9060a464da14379bba8895347c Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Fri, 17 Oct 2025 11:08:25 +0200 Subject: [PATCH 07/21] Set 1.34 dev image for CI jobs --- .github/workflows/main.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml index 7517bb2eb..e263f8cc1 100644 --- a/.github/workflows/main.yaml +++ b/.github/workflows/main.yaml @@ -25,7 +25,7 @@ env: WEAVIATE_131: 1.31.5 WEAVIATE_132: 1.32.5 WEAVIATE_133: 1.33.0 - WEAVIATE_134: 1.34.0-rc.1 + WEAVIATE_134: 1.34.0-dev-2c1c459.amd64 jobs: lint-and-format: From 68affd835bed81200b7a3eb10a68989433b22b8a Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Fri, 17 Oct 2025 14:02:10 +0200 Subject: [PATCH 08/21] Add ACORN as defaul filter strategy in 1.34 --- integration/test_collection_config.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/integration/test_collection_config.py b/integration/test_collection_config.py index b7a6c1b02..ccbd998af 100644 --- a/integration/test_collection_config.py +++ b/integration/test_collection_config.py @@ -415,7 +415,13 @@ def test_collection_config_update(collection_factory: CollectionFactory) -> None assert config.multi_tenancy_config.auto_tenant_activation is False assert config.multi_tenancy_config.auto_tenant_creation is False assert isinstance(config.vector_index_config, _VectorIndexConfigHNSW) - assert config.vector_index_config.filter_strategy == wvc.config.VectorFilterStrategy.SWEEPING + + if collection._connection._weaviate_version.is_lower_than(1, 34, 0): + assert ( + config.vector_index_config.filter_strategy == wvc.config.VectorFilterStrategy.SWEEPING + ) + else: + assert config.vector_index_config.filter_strategy == wvc.config.VectorFilterStrategy.ACORN collection.config.update( description="Test", From d80c83fec701c234f1fc69188daa2c912eebada2 Mon Sep 17 00:00:00 2001 From: Rodrigo Lopez Date: Mon, 20 Oct 2025 12:52:45 +0200 Subject: [PATCH 09/21] Comment backup test temporarily --- integration/test_backup_v4.py | 53 ++++++++++++++++++----------------- 1 file changed, 27 insertions(+), 26 deletions(-) diff --git a/integration/test_backup_v4.py b/integration/test_backup_v4.py index 0722cf776..a4d63885c 100644 --- a/integration/test_backup_v4.py +++ b/integration/test_backup_v4.py @@ -19,7 +19,6 @@ ) from weaviate.collections.classes.config import DataType, Property, ReferenceProperty from weaviate.exceptions import ( - BackupFailedError, BackupFailedException, UnexpectedStatusCodeException, ) @@ -655,28 +654,30 @@ def test_overwrite_alias_true( assert literature.collection == "Article", "alias must point to the original collection" -def test_overwrite_alias_false( - client: weaviate.WeaviateClient, request: SubRequest, artist_alias: str -) -> None: - """Restore backups with overwrite=false (conflict).""" - backup_id = unique_backup_id(request.node.name) - - client.backup.create( - backup_id=backup_id, - backend=BACKEND, - include_collections=["Article"], - wait_for_completion=True, - ) - - client.collections.delete("Article") - client.alias.update(alias_name=artist_alias, new_target_collection="Paragraph") - - with pytest.raises(BackupFailedError) as err: - client.backup.restore( - backup_id=backup_id, - backend=BACKEND, - include_collections=["Article"], - wait_for_completion=True, - overwrite_alias=False, - ) - assert "alias already exists" in str(err) +# This test has been disabled temporarily until the behaviour of this scenario is clarified. +# It worked in version 1.33.0-rc.1, but broken in version 1.33.0+ +# def test_overwrite_alias_false( +# client: weaviate.WeaviateClient, request: SubRequest, artist_alias: str +# ) -> None: +# """Restore backups with overwrite=false (conflict).""" +# backup_id = unique_backup_id(request.node.name) + +# client.backup.create( +# backup_id=backup_id, +# backend=BACKEND, +# include_collections=["Article"], +# wait_for_completion=True, +# ) + +# client.collections.delete("Article") +# client.alias.update(alias_name=artist_alias, new_target_collection="Paragraph") + +# with pytest.raises(BackupFailedError) as err: +# client.backup.restore( +# backup_id=backup_id, +# backend=BACKEND, +# include_collections=["Article"], +# wait_for_completion=True, +# overwrite_alias=False, +# ) +# assert "alias already exists" in str(err) From 8186d110578ff64ff26048cd9b458ba3171cb981 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Tue, 4 Nov 2025 13:49:15 +0000 Subject: [PATCH 10/21] Introduce `batch.experimental()` while server-side batching is in beta (#1765) * Add client-side changes to handle new server-side batching in 1.33 * Update images in CI * Update 1.33 image in CI * Alter test or lazy shard loading for new potential server behaviour * Change other lazy loading test too * Fix CI image for 1.33 * Update protos, fix setting of batch client in wrapper to avoid races with connection * Remove debug assert in test * Update new batch to use different modes with server, update CI image * Refactor to changed server batching options * Throw error if using automatic batching with incompatible server * Add exponential backoff retry to stream reconnect method * Remove timeout and retries from new grpc methods * Only delete key if present in dict * Close before re-connecting, reset rec num objs on shutdown * Update to use latest protos and behaviour * Improve logging using .automatic() * Update CI image to latest server build * Fix testing issues with new versions * Attempt fixes for tests again * Add ability to retry certain server-emitted full errors, e.g. temporary replication problems * Attempt fixes of flakes * Update to use latest server impl and CI image * Update to use latest dev server version * Rename from automatic to experimental, bump CI version to latest RC * Push ongoing changes * Update to use latest server image * Update to use latest server changes * Undo debug changes to conftest * Update to use latest server image * Make internal send/recv queue size 1 and sleep while shutdown to avoid pushing to it * Update to use latest server image * Fix shutting down message handling * Skip backoff handling if client has closed the stream * Remove unused code * Don't print backoff adjustments when shutting down * Improve shutting down log * Attempt to catch last req that can be lost during shutdown * Avoid circular import * Remove last_req wrapping logic from stream, reduce logging, update image in ci * Close the client-side of the stream on shutdown, sleep for backoff during req generation * Update CI image * Only log waiting for stream re-establishment once * Switch from arm to amd in CI * Shutdown client-side stream regardless of size of __reqs queue * Increase timeout when waiting for req to send, don't use queue size in if due to unreliability * Use sentinel in req put/get to avoid inaccurate block timeouts * Update CI image * Correctly populate batch.results * Update CI images * Assert indexing status in one of the allowed values rather than a specific value * Undo debug changes in tests * Update to match new server impl * Update to use latest server image * Only start threads once to avoid runtime error when handling shutdown * Update CI images * Hard-code SSB concurrency to 1 for now * Fix collection.batch.automatic * Correct logic in `_BgThreads.is_alive` * Adjust default batch size to align with server default and avoid overloading server too fast * Update CI images and version checks in tests * Update to use latest server behaviour around backoffs and uuid/err results * Lock once when reading batch results from stream * Interpret context canceled as ungraceful shutdown to be restarted by client * Use backoff message to adjust batch size * Start batching with smallest allowed server value * Add extra log in batch send * Reintroduce timeout when getting from queue * Add log to empty queue * Add log to batch recv restart * Remove timeout when getting from internal queue * Only update batch size if value has changed * Track then log total number of objects pushed by client * WIP: receive shutdown as message and not rpc error * Move result writing inside message.results case * Add missing proto changes * Update CI image * Improve resiliance on unexpected server behaviour --------- Co-authored-by: Dirk Kulawiak --- .github/workflows/main.yaml | 28 +- integration/test_batch_v4.py | 70 +- integration/test_client.py | 23 +- integration/test_rbac.py | 19 + profiling/test_shutdown.py | 76 +++ weaviate/classes/data.py | 2 + weaviate/client.py | 6 +- weaviate/collections/batch/__init__.py | 3 +- weaviate/collections/batch/base.py | 615 +++++++++++++++++- weaviate/collections/batch/batch_wrapper.py | 154 ++++- weaviate/collections/batch/client.py | 126 +++- weaviate/collections/batch/collection.py | 102 ++- .../{grpc_batch_objects.py => grpc_batch.py} | 105 ++- weaviate/collections/classes/batch.py | 46 +- weaviate/collections/classes/generative.py | 2 +- weaviate/collections/classes/types.py | 4 +- weaviate/collections/collection/sync.py | 11 +- weaviate/collections/collections/base.py | 2 +- weaviate/collections/data/executor.py | 6 +- weaviate/connect/v4.py | 25 +- weaviate/exceptions.py | 20 + weaviate/proto/v1/v4216/v1/batch_pb2.py | 90 +-- weaviate/proto/v1/v4216/v1/batch_pb2.pyi | 142 ++-- .../proto/v1/v4216/v1/file_replication_pb2.py | 4 +- weaviate/proto/v1/v4216/v1/generative_pb2.py | 172 ++--- weaviate/proto/v1/v4216/v1/generative_pb2.pyi | 8 +- weaviate/proto/v1/v4216/v1/weaviate_pb2.py | 4 +- .../proto/v1/v4216/v1/weaviate_pb2_grpc.py | 49 +- .../proto/v1/v51/v1/file_replication_pb2.py | 49 ++ .../proto/v1/v51/v1/file_replication_pb2.pyi | 116 ++++ .../v1/v51/v1/file_replication_pb2_grpc.py | 198 ++++++ .../proto/v1/v52/v1/file_replication_pb2.py | 59 ++ .../proto/v1/v52/v1/file_replication_pb2.pyi | 116 ++++ .../v1/v52/v1/file_replication_pb2_grpc.py | 269 ++++++++ weaviate/proto/v1/v5261/v1/batch_pb2.py | 90 +-- weaviate/proto/v1/v5261/v1/batch_pb2.pyi | 142 ++-- .../proto/v1/v5261/v1/file_replication_pb2.py | 4 +- weaviate/proto/v1/v5261/v1/generative_pb2.py | 172 ++--- weaviate/proto/v1/v5261/v1/generative_pb2.pyi | 8 +- weaviate/proto/v1/v5261/v1/weaviate_pb2.py | 4 +- .../proto/v1/v5261/v1/weaviate_pb2_grpc.py | 61 +- weaviate/proto/v1/v6300/v1/batch_pb2.py | 90 +-- weaviate/proto/v1/v6300/v1/batch_pb2.pyi | 142 ++-- .../proto/v1/v6300/v1/file_replication_pb2.py | 4 +- weaviate/proto/v1/v6300/v1/generative_pb2.py | 172 ++--- weaviate/proto/v1/v6300/v1/generative_pb2.pyi | 8 +- weaviate/proto/v1/v6300/v1/weaviate_pb2.py | 4 +- .../proto/v1/v6300/v1/weaviate_pb2_grpc.py | 61 +- 48 files changed, 2810 insertions(+), 873 deletions(-) create mode 100644 profiling/test_shutdown.py rename weaviate/collections/batch/{grpc_batch_objects.py => grpc_batch.py} (76%) create mode 100644 weaviate/proto/v1/v51/v1/file_replication_pb2.py create mode 100644 weaviate/proto/v1/v51/v1/file_replication_pb2.pyi create mode 100644 weaviate/proto/v1/v51/v1/file_replication_pb2_grpc.py create mode 100644 weaviate/proto/v1/v52/v1/file_replication_pb2.py create mode 100644 weaviate/proto/v1/v52/v1/file_replication_pb2.pyi create mode 100644 weaviate/proto/v1/v52/v1/file_replication_pb2_grpc.py diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml index e263f8cc1..7b2a4f691 100644 --- a/.github/workflows/main.yaml +++ b/.github/workflows/main.yaml @@ -20,12 +20,12 @@ concurrency: env: WEAVIATE_127: 1.27.27 WEAVIATE_128: 1.28.16 - WEAVIATE_129: 1.29.9 - WEAVIATE_130: 1.30.12 - WEAVIATE_131: 1.31.5 + WEAVIATE_129: 1.29.11 + WEAVIATE_130: 1.30.18 + WEAVIATE_131: 1.31.16 WEAVIATE_132: 1.32.5 WEAVIATE_133: 1.33.0 - WEAVIATE_134: 1.34.0-dev-2c1c459.amd64 + WEAVIATE_134: 1.34.0-rc.1 jobs: lint-and-format: @@ -153,11 +153,11 @@ jobs: fail-fast: false matrix: versions: [ - { py: "3.9", weaviate: $WEAVIATE_131, grpc: "1.59.0"}, - { py: "3.10", weaviate: $WEAVIATE_131, grpc: "1.66.0"}, - { py: "3.11", weaviate: $WEAVIATE_131, grpc: "1.70.0"}, - { py: "3.12", weaviate: $WEAVIATE_131, grpc: "1.72.1"}, - { py: "3.13", weaviate: $WEAVIATE_131, grpc: "1.74.0"} + { py: "3.9", weaviate: $WEAVIATE_132, grpc: "1.59.0"}, + { py: "3.10", weaviate: $WEAVIATE_132, grpc: "1.66.0"}, + { py: "3.11", weaviate: $WEAVIATE_132, grpc: "1.70.0"}, + { py: "3.12", weaviate: $WEAVIATE_132, grpc: "1.72.1"}, + { py: "3.13", weaviate: $WEAVIATE_132, grpc: "1.74.0"} ] optional_dependencies: [false] steps: @@ -208,11 +208,11 @@ jobs: fail-fast: false matrix: versions: [ - { py: "3.9", weaviate: $WEAVIATE_131}, - { py: "3.10", weaviate: $WEAVIATE_131}, - { py: "3.11", weaviate: $WEAVIATE_131}, - { py: "3.12", weaviate: $WEAVIATE_131}, - { py: "3.13", weaviate: $WEAVIATE_131} + { py: "3.9", weaviate: $WEAVIATE_132}, + { py: "3.10", weaviate: $WEAVIATE_132}, + { py: "3.11", weaviate: $WEAVIATE_132}, + { py: "3.12", weaviate: $WEAVIATE_132}, + { py: "3.13", weaviate: $WEAVIATE_132} ] optional_dependencies: [false] steps: diff --git a/integration/test_batch_v4.py b/integration/test_batch_v4.py index 345879240..4a55b0131 100644 --- a/integration/test_batch_v4.py +++ b/integration/test_batch_v4.py @@ -9,7 +9,7 @@ import weaviate import weaviate.classes as wvc from integration.conftest import _sanitize_collection_name -from weaviate import BatchClient, ClientBatchingContextManager +from weaviate import ClientBatchingContextManager from weaviate.collections.classes.batch import Shard from weaviate.collections.classes.config import ( Configure, @@ -175,11 +175,11 @@ def test_add_reference( client_factory: ClientFactory, from_object_uuid: UUID, to_object_uuid: UUID, - to_object_collection: Optional[bool], + to_object_collection: bool, ) -> None: """Test the `add_reference` method.""" client, name = client_factory() - with client.batch.fixed_size() as batch: + with client.batch.dynamic() as batch: batch.add_object( properties={}, collection=name, @@ -194,8 +194,16 @@ def test_add_reference( from_uuid=from_object_uuid, from_collection=name, from_property="test", - to=to_object_uuid, + to=ReferenceToMulti(target_collection=name, uuids=to_object_uuid) + if to_object_collection + else to_object_uuid, ) + assert len(client.batch.failed_objects) == 0, [ + obj.message for obj in client.batch.failed_objects + ] + assert len(client.batch.failed_references) == 0, [ + ref.message for ref in client.batch.failed_references + ] objs = ( client.collections.use(name) .query.fetch_objects(return_references=QueryReference(link_on="test")) @@ -357,14 +365,16 @@ def test_add_ref_batch_with_tenant(client_factory: ClientFactory) -> None: @pytest.mark.parametrize( "batching_method", [ - lambda client: client.batch.dynamic(), - lambda client: client.batch.fixed_size(), - lambda client: client.batch.rate_limit(9999), + # lambda client: client.batch.dynamic(), + # lambda client: client.batch.fixed_size(), + # lambda client: client.batch.rate_limit(9999), + lambda client: client.batch.experimental(concurrency=1), ], ids=[ - "test_add_ten_thousand_data_objects_dynamic", - "test_add_ten_thousand_data_objects_fixed_size", - "test_add_ten_thousand_data_objects_rate_limit", + # "test_add_ten_thousand_data_objects_dynamic", + # "test_add_ten_thousand_data_objects_fixed_size", + # "test_add_ten_thousand_data_objects_rate_limit", + "test_add_ten_thousand_data_objects_experimental", ], ) def test_add_ten_thousand_data_objects( @@ -374,16 +384,31 @@ def test_add_ten_thousand_data_objects( ) -> None: """Test adding ten thousand data objects.""" client, name = client_factory() - - nr_objects = 10000 + if ( + request.node.callspec.id == "test_add_ten_thousand_data_objects_experimental" + and client._connection._weaviate_version.is_lower_than(1, 34, 0) + ): + pytest.skip("Server-side batching not supported in Weaviate < 1.34.0") + nr_objects = 100000 + import time + + start = time.time() with batching_method(client) as batch: for i in range(nr_objects): batch.add_object( collection=name, properties={"name": "test" + str(i)}, ) - objs = client.collections.use(name).query.fetch_objects(limit=nr_objects).objects - assert len(objs) == nr_objects + end = time.time() + print(f"Time taken to add {nr_objects} objects: {end - start} seconds") + assert len(client.batch.results.objs.errors) == 0 + assert len(client.batch.results.objs.all_responses) == nr_objects + assert len(client.batch.results.objs.uuids) == nr_objects + assert len(client.collections.use(name)) == nr_objects + assert client.batch.results.objs.has_errors is False + assert len(client.batch.failed_objects) == 0, [ + obj.message for obj in client.batch.failed_objects + ] client.collections.delete(name) @@ -551,19 +576,28 @@ def test_add_1000_tenant_objects_with_async_indexing_and_wait_for_only_one( lambda client: client.batch.dynamic(), lambda client: client.batch.fixed_size(), lambda client: client.batch.rate_limit(1000), + lambda client: client.batch.experimental(), ], ids=[ "test_add_one_hundred_objects_and_references_between_all_dynamic", "test_add_one_hundred_objects_and_references_between_all_fixed_size", "test_add_one_hundred_objects_and_references_between_all_rate_limit", + "test_add_one_hundred_objects_and_references_between_all_experimental", ], ) def test_add_one_object_and_a_self_reference( client_factory: ClientFactory, batching_method: Callable[[weaviate.WeaviateClient], ClientBatchingContextManager], + request: SubRequest, ) -> None: """Test adding one object and a self reference.""" client, name = client_factory() + if ( + request.node.callspec.id + == "test_add_one_hundred_objects_and_references_between_all_experimental" + and client._connection._weaviate_version.is_lower_than(1, 34, 0) + ): + pytest.skip("Server-side batching not supported in Weaviate < 1.34.0") with batching_method(client) as batch: uuid = batch.add_object(collection=name, properties={}) batch.add_reference( @@ -586,7 +620,7 @@ def test_multi_threaded_batching( nr_objects = 1000 nr_threads = 10 - def batch_insert(batch: BatchClient) -> None: + def batch_insert(batch) -> None: for i in range(nr_objects): batch.add_object( collection=name, @@ -683,6 +717,12 @@ def test_batching_error_logs( client_factory: ClientFactory, caplog: pytest.LogCaptureFixture ) -> None: client, name = client_factory() + if client._connection._weaviate_version.is_at_least( + 1, 32, 1 + ): # TODO: change to 1.33.0 when released + pytest.skip( + "Batching error logs do not get emitted by the new server-side batching functionality." + ) with client.batch.fixed_size() as batch: for obj in [{"name": i} for i in range(100)]: batch.add_object(properties=obj, collection=name) diff --git a/integration/test_client.py b/integration/test_client.py index 66ebe4be0..77317cf54 100644 --- a/integration/test_client.py +++ b/integration/test_client.py @@ -345,7 +345,12 @@ def test_client_cluster_with_lazy_shard_loading( assert len(nodes[0].shards) == 1 assert nodes[0].shards[0].collection == collection.name assert nodes[0].shards[0].object_count == 0 - assert nodes[0].shards[0].vector_indexing_status == "READY" + assert nodes[0].shards[0].vector_indexing_status in [ + "READONLY", + "INDEXING", + "READY", + "LAZY_LOADING", + ] assert nodes[0].shards[0].vector_queue_length == 0 assert nodes[0].shards[0].compressed is False assert nodes[0].shards[0].loaded is True @@ -358,12 +363,6 @@ def test_client_cluster_without_lazy_shard_loading( ) -> None: client = client_factory(8090, 50061) - # Lazy-loading behaviour was changed in 1.32.4: - # https://github.com/weaviate/weaviate/pull/8829 - # - # We also accept LOADING/READY because it may vary - # based on the machine running the tests. - try: collection = client.collections.create( name=request.node.name, vectorizer_config=Configure.Vectorizer.none() @@ -374,10 +373,12 @@ def test_client_cluster_without_lazy_shard_loading( assert len(nodes[0].shards) == 1 assert nodes[0].shards[0].collection == collection.name assert nodes[0].shards[0].object_count == 0 - if collection._connection._weaviate_version.is_lower_than(1, 32, 0): - assert nodes[0].shards[0].vector_indexing_status == "READY" - else: - assert nodes[0].shards[0].vector_indexing_status == "LAZY_LOADING" + assert nodes[0].shards[0].vector_indexing_status in [ + "READONLY", + "INDEXING", + "READY", + "LAZY_LOADING", + ] assert nodes[0].shards[0].vector_queue_length == 0 assert nodes[0].shards[0].compressed is False if collection._connection._weaviate_version.is_lower_than(1, 25, 0): diff --git a/integration/test_rbac.py b/integration/test_rbac.py index 799872705..3b3866986 100644 --- a/integration/test_rbac.py +++ b/integration/test_rbac.py @@ -6,6 +6,7 @@ from integration.conftest import ClientFactory, _sanitize_collection_name from weaviate.auth import Auth from weaviate.classes.rbac import Actions, Permissions, RoleScope +from weaviate.connect.helpers import connect_to_local from weaviate.rbac.models import ( AliasPermissionOutput, BackupsPermissionOutput, @@ -734,3 +735,21 @@ def test_permission_joining(client_factory: ClientFactory) -> None: finally: client.roles.delete(role_name) + + +def test_server_side_batching_with_auth() -> None: + collection_name = "TestSSBAuth" + with connect_to_local( + port=RBAC_PORTS[0], grpc_port=RBAC_PORTS[1], auth_credentials=RBAC_AUTH_CREDS + ) as client: + if client._connection._weaviate_version.is_lower_than(1, 34, 0): + pytest.skip("Server-side batching not supported in Weaviate < 1.34.0") + collection = client.collections.create(collection_name) + with client.batch.experimental() as batch: + batch.add_object(collection_name) + batch.add_object(collection_name) + batch.add_object(collection_name) + try: + assert len(collection) == 3 + finally: + client.collections.delete(collection_name) diff --git a/profiling/test_shutdown.py b/profiling/test_shutdown.py new file mode 100644 index 000000000..11b9264c1 --- /dev/null +++ b/profiling/test_shutdown.py @@ -0,0 +1,76 @@ +import json +import random +import time +import weaviate +import weaviate.classes.config as wvcc + + +def setup(client: weaviate.WeaviateClient, collection: str) -> weaviate.collections.Collection: + if client.collections.exists(collection): + client.collections.delete(collection) + return client.collections.create( + name=collection, + properties=[ + wvcc.Property( + name="title", + data_type=wvcc.DataType.TEXT, + ), + wvcc.Property( + name="content", + data_type=wvcc.DataType.TEXT, + ), + ], + replication_config=wvcc.Configure.replication(factor=3, async_enabled=True), + vector_config=wvcc.Configure.Vectors.self_provided(), + ) + + +def import_(client: weaviate.WeaviateClient, collection: str, how_many: int = 1_000_000) -> None: + uuids: dict[str, int] = {} + with client.batch.experimental(concurrency=1) as batch: + for i in range(how_many): + uuid = batch.add_object( + collection=collection, + properties={ + "title": f"Title {i}", + "content": f"Content {i}", + }, + vector=random_vector(), + ) + uuids[str(uuid)] = i + if batch.number_errors > 0: + print(f"There are some errors {batch.number_errors}") + + for err in client.batch.failed_objects: + print(err.message) + assert len(client.batch.failed_objects) == 0, "Expected there to be no errors when importing" + client.batch.wait_for_vector_indexing() + with open("uuids.json", "w") as f: + json.dump(uuids, f) + + +def verify(client: weaviate.WeaviateClient, collection: str, expected: int = 1_000_000) -> None: + actual = 0 + count = 0 + c = client.collections.use(collection) + while actual != expected: + actual = len(c) + print(f"Found {actual} objects, waiting for async repl to reach {expected}...") + time.sleep(1) + count += 1 + if count == 120: + break + assert actual == expected, f"Expected {expected} objects, found {actual}" + + +def random_vector() -> list[float]: + return [random.uniform(0, 1) for _ in range(128)] + + +def test_main() -> None: + collection = "BatchImportShutdownJourney" + how_many = 500000 + with weaviate.connect_to_local() as client: + collection = setup(client, collection) + import_(client, collection.name, how_many) + verify(client, collection.name, how_many) diff --git a/weaviate/classes/data.py b/weaviate/classes/data.py index f690cb855..904dc79bc 100644 --- a/weaviate/classes/data.py +++ b/weaviate/classes/data.py @@ -1,4 +1,5 @@ from weaviate.collections.classes.data import DataObject, DataReference +from weaviate.collections.classes.internal import ReferenceToMulti from weaviate.collections.classes.types import GeoCoordinate, PhoneNumber __all__ = [ @@ -6,4 +7,5 @@ "DataReference", "GeoCoordinate", "PhoneNumber", + "ReferenceToMulti", ] diff --git a/weaviate/client.py b/weaviate/client.py index b8c87ec28..8cf856c51 100644 --- a/weaviate/client.py +++ b/weaviate/client.py @@ -145,7 +145,11 @@ def __init__( self.alias = _Alias( self._connection, ) - self.batch = _BatchClientWrapper(self._connection, config=collections) + self.batch = _BatchClientWrapper( + self._connection, + config=collections, + consistency_level=None, + ) self.backup = _Backup(self._connection) self.cluster = _Cluster(self._connection) self.collections = collections diff --git a/weaviate/collections/batch/__init__.py b/weaviate/collections/batch/__init__.py index bfadcc60b..f0816f302 100644 --- a/weaviate/collections/batch/__init__.py +++ b/weaviate/collections/batch/__init__.py @@ -1,6 +1,7 @@ __all__ = ["_BatchClient", "_BatchCollection", "_BatchGRPC", "_BatchREST"] +from weaviate.collections.batch.grpc_batch import _BatchGRPC + from .client import _BatchClient from .collection import _BatchCollection -from .grpc_batch_objects import _BatchGRPC from .rest import _BatchREST diff --git a/weaviate/collections/batch/base.py b/weaviate/collections/batch/base.py index 1cbee5ffd..385be68c2 100644 --- a/weaviate/collections/batch/base.py +++ b/weaviate/collections/batch/base.py @@ -10,14 +10,15 @@ from concurrent.futures import ThreadPoolExecutor from copy import copy from dataclasses import dataclass, field -from typing import Any, Dict, Generic, List, Optional, Set, TypeVar, Union, cast +from queue import Queue +from typing import Any, Dict, Generator, Generic, List, Optional, Set, TypeVar, Union, cast from httpx import ConnectError from pydantic import ValidationError from typing_extensions import TypeAlias from weaviate.cluster.types import Node -from weaviate.collections.batch.grpc_batch_objects import _BatchGRPC +from weaviate.collections.batch.grpc_batch import _BatchGRPC from weaviate.collections.batch.rest import _BatchREST from weaviate.collections.classes.batch import ( BatchObject, @@ -40,8 +41,15 @@ from weaviate.collections.classes.types import WeaviateProperties from weaviate.connect import executor from weaviate.connect.v4 import ConnectionSync -from weaviate.exceptions import EmptyResponseException, WeaviateBatchValidationError +from weaviate.exceptions import ( + EmptyResponseException, + WeaviateBatchStreamError, + WeaviateBatchValidationError, + WeaviateGRPCUnavailableError, + WeaviateStartUpError, +) from weaviate.logger import logger +from weaviate.proto.v1 import batch_pb2 from weaviate.types import UUID, VECTORS from weaviate.util import _decode_json_response_dict from weaviate.warnings import _Warnings @@ -87,16 +95,19 @@ def prepend(self, item: List[TBatchInput]) -> None: self._lock.release() -class ReferencesBatchRequest(BatchRequest[_BatchReference, BatchReferenceReturn]): +Ref = TypeVar("Ref", bound=Union[_BatchReference, batch_pb2.BatchReference]) + + +class ReferencesBatchRequest(BatchRequest[Ref, BatchReferenceReturn]): """Collect Weaviate-object references to add them in one request to Weaviate.""" - def pop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[_BatchReference]: + def pop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[Ref]: """Pop the given number of items from the BatchRequest queue. Returns: A list of items from the BatchRequest. """ - ret: List[_BatchReference] = [] + ret: List[Ref] = [] i = 0 self._lock.acquire() while len(ret) < pop_amount and len(self._items) > 0 and i < len(self._items): @@ -109,11 +120,25 @@ def pop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[_BatchRefere self._lock.release() return ret + def head(self) -> Optional[Ref]: + """Get the first item from the BatchRequest queue without removing it. + + Returns: + The first item from the BatchRequest or None if the queue is empty. + """ + self._lock.acquire() + item = self._items[0] if len(self._items) > 0 else None + self._lock.release() + return item + + +Obj = TypeVar("Obj", bound=Union[_BatchObject, batch_pb2.BatchObject]) -class ObjectsBatchRequest(BatchRequest[_BatchObject, BatchObjectReturn]): + +class ObjectsBatchRequest(Generic[Obj], BatchRequest[Obj, BatchObjectReturn]): """Collect objects for one batch request to weaviate.""" - def pop_items(self, pop_amount: int) -> List[_BatchObject]: + def pop_items(self, pop_amount: int) -> List[Obj]: """Pop the given number of items from the BatchRequest queue. Returns: @@ -130,6 +155,17 @@ def pop_items(self, pop_amount: int) -> List[_BatchObject]: self._lock.release() return ret + def head(self) -> Optional[Obj]: + """Get the first item from the BatchRequest queue without removing it. + + Returns: + The first item from the BatchRequest or None if the queue is empty. + """ + self._lock.acquire() + item = self._items[0] if len(self._items) > 0 else None + self._lock.release() + return item + @dataclass class _BatchDataWrapper: @@ -155,7 +191,14 @@ class _RateLimitedBatching: requests_per_minute: int -_BatchMode: TypeAlias = Union[_DynamicBatching, _FixedSizeBatching, _RateLimitedBatching] +@dataclass +class _ServerSideBatching: + concurrency: int + + +_BatchMode: TypeAlias = Union[ + _DynamicBatching, _FixedSizeBatching, _RateLimitedBatching, _ServerSideBatching +] class _BatchBase: @@ -177,7 +220,9 @@ def __init__( self.__consistency_level: Optional[ConsistencyLevel] = consistency_level self.__vectorizer_batching = vectorizer_batching - self.__batch_grpc = _BatchGRPC(connection._weaviate_version, self.__consistency_level) + self.__batch_grpc = _BatchGRPC( + connection._weaviate_version, self.__consistency_level, connection._grpc_max_msg_size + ) self.__batch_rest = _BatchREST(self.__consistency_level) # lookup table for objects that are currently being processed - is used to not send references from objects that have not been added yet @@ -194,6 +239,7 @@ def __init__( self.__executor = executor self.__objs_count = 0 + self.__refs_count = 0 self.__objs_logs_count = 0 self.__refs_logs_count = 0 @@ -250,6 +296,9 @@ def number_errors(self) -> int: self.__results_for_wrapper.failed_references ) + def _start(self): + pass + def _shutdown(self) -> None: """Shutdown the current batch and wait for all requests to be finished.""" self.flush() @@ -736,7 +785,9 @@ def _add_reference( ), to_object_uuid=uid, tenant=tenant, + index=self.__refs_count, ) + self.__refs_count += 1 except ValidationError as e: raise WeaviateBatchValidationError(repr(e)) self.__batch_references.add(batch_reference._to_internal()) @@ -753,6 +804,550 @@ def __check_bg_thread_alive(self) -> None: raise self.__bg_thread_exception or Exception("Batch thread died unexpectedly") +class _BgThreads: + def __init__(self, send: threading.Thread, recv: threading.Thread): + self.send = send + self.recv = recv + self.__started_recv = False + self.__started_send = False + + def start_recv(self) -> None: + if not self.__started_recv: + self.recv.start() + self.__started_recv = True + + def start_send(self) -> None: + if not self.__started_send: + self.send.start() + self.__started_send = True + + def is_alive(self) -> bool: + """Check if the background threads are still alive.""" + return self.send_alive() or self.recv_alive() + + def send_alive(self) -> bool: + """Check if the send background thread is still alive.""" + return self.send.is_alive() + + def recv_alive(self) -> bool: + """Check if the recv background thread is still alive.""" + return self.recv.is_alive() + + +class _BatchBaseNew: + def __init__( + self, + connection: ConnectionSync, + consistency_level: Optional[ConsistencyLevel], + results: _BatchDataWrapper, + batch_mode: _BatchMode, + executor: ThreadPoolExecutor, + vectorizer_batching: bool, + objects: Optional[ObjectsBatchRequest[batch_pb2.BatchObject]] = None, + references: Optional[ReferencesBatchRequest] = None, + ) -> None: + self.__batch_objects = objects or ObjectsBatchRequest[batch_pb2.BatchObject]() + self.__batch_references = references or ReferencesBatchRequest[batch_pb2.BatchReference]() + + self.__connection = connection + self.__consistency_level: ConsistencyLevel = consistency_level or ConsistencyLevel.QUORUM + self.__batch_size = 100 + + self.__batch_grpc = _BatchGRPC( + connection._weaviate_version, self.__consistency_level, connection._grpc_max_msg_size + ) + + # lookup table for objects that are currently being processed - is used to not send references from objects that have not been added yet + self.__uuid_lookup: Set[str] = set() + + # we do not want that users can access the results directly as they are not thread-safe + self.__results_for_wrapper_backup = results + self.__results_for_wrapper = _BatchDataWrapper() + + self.__objs_count = 0 + self.__refs_count = 0 + + self.__uuid_lookup_lock = threading.Lock() + self.__results_lock = threading.Lock() + + self.__bg_thread_exception: Optional[Exception] = None + self.__is_shutting_down = threading.Event() + self.__is_shutdown = threading.Event() + + self.__objs_cache_lock = threading.Lock() + self.__refs_cache_lock = threading.Lock() + self.__objs_cache: dict[str, BatchObject] = {} + self.__refs_cache: dict[int, BatchReference] = {} + + # maxsize=1 so that __batch_send does not run faster than generator for __batch_recv + # thereby using too much buffer in case of server-side shutdown + self.__reqs: Queue[Optional[batch_pb2.BatchStreamRequest]] = Queue(maxsize=1) + + self.__stop = False + + self.__batch_mode = batch_mode + + self.__total = 0 + + @property + def number_errors(self) -> int: + """Return the number of errors in the batch.""" + return len(self.__results_for_wrapper.failed_objects) + len( + self.__results_for_wrapper.failed_references + ) + + def __all_threads_alive(self) -> bool: + return self.__bg_threads is not None and all( + thread.is_alive() for thread in self.__bg_threads + ) + + def __any_threads_alive(self) -> bool: + return self.__bg_threads is not None and any( + thread.is_alive() for thread in self.__bg_threads + ) + + def _start(self) -> None: + assert isinstance(self.__batch_mode, _ServerSideBatching), ( + "Only server-side batching is supported in this mode" + ) + self.__bg_threads = [ + self.__start_bg_threads() for _ in range(self.__batch_mode.concurrency) + ] + logger.warning( + f"Provisioned {len(self.__bg_threads)} stream(s) to the server for batch processing" + ) + now = time.time() + while not self.__all_threads_alive(): + # wait for the stream to be started by __batch_stream + time.sleep(0.01) + if time.time() - now > 10: + raise WeaviateBatchValidationError( + "Batch stream was not started within 10 seconds. Please check your connection." + ) + + def _shutdown(self) -> None: + # Shutdown the current batch and wait for all requests to be finished + self.flush() + self.__stop = True + + # we are done, wait for bg threads to finish + # self.__batch_stream will set the shutdown event when it receives + # the stop message from the server + while self.__any_threads_alive(): + time.sleep(1) + logger.warning("Send & receive threads finished.") + + # copy the results to the public results + self.__results_for_wrapper_backup.results = self.__results_for_wrapper.results + self.__results_for_wrapper_backup.failed_objects = self.__results_for_wrapper.failed_objects + self.__results_for_wrapper_backup.failed_references = ( + self.__results_for_wrapper.failed_references + ) + self.__results_for_wrapper_backup.imported_shards = ( + self.__results_for_wrapper.imported_shards + ) + + def __batch_send(self) -> None: + refresh_time: float = 0.01 + while ( + self.__shut_background_thread_down is not None + and not self.__shut_background_thread_down.is_set() + ): + if len(self.__batch_objects) + len(self.__batch_references) > 0: + self._batch_send = True + start = time.time() + while (len_o := len(self.__batch_objects)) + ( + len_r := len(self.__batch_references) + ) < self.__batch_size: + # wait for more objects to be added up to the batch size + time.sleep(0.01) + if ( + self.__shut_background_thread_down is not None + and self.__shut_background_thread_down.is_set() + ): + logger.warning("Threads were shutdown, exiting batch send loop") + # shutdown was requested, exit early + self.__reqs.put(None) + return + if time.time() - start >= 1 and ( + len_o == len(self.__batch_objects) or len_r == len(self.__batch_references) + ): + # no new objects were added in the last second, exit the loop + break + + objs = self.__batch_objects.pop_items(self.__batch_size) + refs = self.__batch_references.pop_items( + self.__batch_size - len(objs), + uuid_lookup=self.__uuid_lookup, + ) + with self.__uuid_lookup_lock: + self.__uuid_lookup.difference_update(obj.uuid for obj in objs) + + for req in self.__generate_stream_requests(objs, refs): + logged = False + while self.__is_shutting_down.is_set() or self.__is_shutdown.is_set(): + # if we were shutdown by the node we were connected to, we need to wait for the stream to be restarted + # so that the connection is refreshed to a new node where the objects can be accepted + # otherwise, we wait until the stream has been started by __batch_stream to send the first batch + if not logged: + logger.warning("Waiting for stream to be re-established...") + logged = True + # put sentinel into our queue to signal the end of the current stream + self.__reqs.put(None) + time.sleep(1) + if logged: + logger.warning("Stream re-established, resuming sending batches") + self.__reqs.put(req) + elif self.__stop: + # we are done, send the sentinel into our queue to be consumed by the batch sender + self.__reqs.put(None) # signal the end of the stream + logger.warning("Batching finished, sent stop signal to batch stream") + return + time.sleep(refresh_time) + + def __generate_stream_requests( + self, + objs: List[batch_pb2.BatchObject], + refs: List[batch_pb2.BatchReference], + ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: + per_object_overhead = 4 # extra overhead bytes per object in the request + + def request_maker(): + return batch_pb2.BatchStreamRequest() + + request = request_maker() + total_size = request.ByteSize() + + for obj in objs: + obj_size = obj.ByteSize() + per_object_overhead + + if total_size + obj_size >= self.__batch_grpc.grpc_max_msg_size: + yield request + request = request_maker() + total_size = request.ByteSize() + + request.data.objects.values.append(obj) + total_size += obj_size + + for ref in refs: + ref_size = ref.ByteSize() + per_object_overhead + + if total_size + ref_size >= self.__batch_grpc.grpc_max_msg_size: + yield request + request = request_maker() + total_size = request.ByteSize() + + request.data.references.values.append(ref) + total_size += ref_size + + if len(request.data.objects.values) > 0 or len(request.data.references.values) > 0: + yield request + + def __generate_stream_requests_for_grpc( + self, + ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: + yield batch_pb2.BatchStreamRequest( + start=batch_pb2.BatchStreamRequest.Start( + consistency_level=self.__batch_grpc._consistency_level, + ), + ) + while ( + self.__shut_background_thread_down is not None + and not self.__shut_background_thread_down.is_set() + ): + req = self.__reqs.get() + if req is not None: + self.__total += len(req.data.objects.values) + len(req.data.references.values) + yield req + continue + if self.__stop and not ( + self.__is_shutting_down.is_set() or self.__is_shutdown.is_set() + ): + logger.warning("Batching finished, closing the client-side of the stream") + yield batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()) + return + if self.__is_shutting_down.is_set(): + logger.warning("Server shutting down, closing the client-side of the stream") + return + logger.warning("Received sentinel, but not stopping, continuing...") + + def __batch_recv(self) -> None: + for message in self.__batch_grpc.stream( + connection=self.__connection, + requests=self.__generate_stream_requests_for_grpc(), + ): + if message.HasField("started"): + logger.warning("Batch stream started successfully") + for threads in self.__bg_threads: + threads.start_send() + if message.HasField("backoff"): + if ( + message.backoff.batch_size != self.__batch_size + and not self.__is_shutting_down.is_set() + and not self.__is_shutdown.is_set() + and not self.__stop + ): + self.__batch_size = message.backoff.batch_size + logger.warning( + f"Updated batch size to {self.__batch_size} as per server request" + ) + if message.HasField("results"): + result_objs = BatchObjectReturn() + # result_refs = BatchReferenceReturn() + failed_objs: List[ErrorObject] = [] + failed_refs: List[ErrorReference] = [] + for error in message.results.errors: + if error.HasField("uuid"): + try: + cached = self.__objs_cache.pop(error.uuid) + except KeyError: + continue + err = ErrorObject( + message=error.error, + object_=cached, + ) + result_objs += BatchObjectReturn( + _all_responses=[err], + errors={cached.index: err}, + ) + failed_objs.append(err) + logger.warning( + { + "error": error.error, + "object": error.uuid, + "action": "use {client,collection}.batch.failed_objects to access this error", + } + ) + if error.HasField("beacon"): + # TODO: get cached ref from beacon + err = ErrorReference( + message=error.error, + reference=error.beacon, # pyright: ignore + ) + failed_refs.append(err) + logger.warning( + { + "error": error.error, + "reference": error.beacon, + "action": "use {client,collection}.batch.failed_references to access this error", + } + ) + for success in message.results.successes: + if success.HasField("uuid"): + try: + cached = self.__objs_cache.pop(success.uuid) + except KeyError: + continue + uuid = uuid_package.UUID(success.uuid) + result_objs += BatchObjectReturn( + _all_responses=[uuid], + uuids={cached.index: uuid}, + ) + if success.HasField("beacon"): + # TODO: remove cached ref using beacon + # self.__refs_cache.pop(success.beacon, None) + pass + with self.__results_lock: + self.__results_for_wrapper.results.objs += result_objs + self.__results_for_wrapper.failed_objects.extend(failed_objs) + self.__results_for_wrapper.failed_references.extend(failed_refs) + elif message.HasField("shutting_down"): + logger.warning( + "Received shutting down message from server, pausing sending until stream is re-established" + ) + self.__is_shutting_down.set() + elif message.HasField("shutdown"): + logger.warning("Received shutdown finished message from server") + self.__is_shutdown.set() + self.__is_shutting_down.clear() + self.__reconnect() + + # restart the stream if we were shutdown by the node we were connected to ensuring that the index is + # propagated properly from it to the new one + if self.__is_shutdown.is_set(): + logger.warning("Restarting batch recv after shutdown...") + self.__is_shutdown.clear() + return self.__batch_recv() + else: + logger.warning("Server closed the stream from its side, shutting down batch") + return + + def __reconnect(self, retry: int = 0) -> None: + try: + logger.warning(f"Trying to reconnect after shutdown... {retry + 1}/{5}") + self.__connection.close("sync") + self.__connection.connect(force=True) + logger.warning("Reconnected successfully") + except (WeaviateStartUpError, WeaviateGRPCUnavailableError) as e: + if retry < 5: + time.sleep(2**retry) + self.__reconnect(retry + 1) + else: + logger.error("Failed to reconnect after 5 attempts") + self.__bg_thread_exception = e + + def __start_bg_threads(self) -> _BgThreads: + """Create a background thread that periodically checks how congested the batch queue is.""" + self.__shut_background_thread_down = threading.Event() + + def batch_send_wrapper() -> None: + try: + self.__batch_send() + logger.warning("exited batch send thread") + except Exception as e: + logger.error(e) + self.__bg_thread_exception = e + + def batch_recv_wrapper() -> None: + socket_hung_up = False + try: + self.__batch_recv() + logger.warning("exited batch receive thread") + except Exception as e: + if isinstance(e, WeaviateBatchStreamError) and ( + "Socket closed" in e.message or "context canceled" in e.message + ): + socket_hung_up = True + else: + logger.error(e) + logger.error(type(e)) + self.__bg_thread_exception = e + if socket_hung_up: + # this happens during ungraceful shutdown of the coordinator + # lets restart the stream and add the cached objects again + logger.warning("Stream closed unexpectedly, restarting...") + self.__reconnect() + # server sets this whenever it restarts, gracefully or unexpectedly, so need to clear it now + self.__is_shutting_down.clear() + with self.__objs_cache_lock: + logger.warning( + f"Re-adding {len(self.__objs_cache)} cached objects to the batch" + ) + self.__batch_objects.prepend( + [ + self.__batch_grpc.grpc_object(o._to_internal()) + for o in self.__objs_cache.values() + ] + ) + with self.__refs_cache_lock: + self.__batch_references.prepend( + [ + self.__batch_grpc.grpc_reference(o._to_internal()) + for o in self.__refs_cache.values() + ] + ) + # start a new stream with a newly reconnected channel + return batch_recv_wrapper() + + threads = _BgThreads( + send=threading.Thread( + target=batch_send_wrapper, + daemon=True, + name="BgBatchSend", + ), + recv=threading.Thread( + target=batch_recv_wrapper, + daemon=True, + name="BgBatchRecv", + ), + ) + threads.start_recv() + return threads + + def flush(self) -> None: + """Flush the batch queue and wait for all requests to be finished.""" + # bg thread is sending objs+refs automatically, so simply wait for everything to be done + while len(self.__batch_objects) > 0 or len(self.__batch_references) > 0: + time.sleep(0.01) + self.__check_bg_threads_alive() + + def _add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[str] = None, + ) -> UUID: + self.__check_bg_threads_alive() + try: + batch_object = BatchObject( + collection=collection, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=tenant, + index=self.__objs_count, + ) + self.__results_for_wrapper.imported_shards.add( + Shard(collection=collection, tenant=tenant) + ) + except ValidationError as e: + raise WeaviateBatchValidationError(repr(e)) + uuid = str(batch_object.uuid) + with self.__uuid_lookup_lock: + self.__uuid_lookup.add(uuid) + self.__batch_objects.add(self.__batch_grpc.grpc_object(batch_object._to_internal())) + with self.__objs_cache_lock: + self.__objs_cache[uuid] = batch_object + self.__objs_count += 1 + + # block if queue gets too long or weaviate is overloaded - reading files is faster them sending them so we do + # not need a long queue + while len(self.__batch_objects) >= self.__batch_size * 2: + self.__check_bg_threads_alive() + time.sleep(0.01) + + assert batch_object.uuid is not None + return batch_object.uuid + + def _add_reference( + self, + from_object_uuid: UUID, + from_object_collection: str, + from_property_name: str, + to: ReferenceInput, + tenant: Optional[str] = None, + ) -> None: + self.__check_bg_threads_alive() + if isinstance(to, ReferenceToMulti): + to_strs: Union[List[str], List[UUID]] = to.uuids_str + elif isinstance(to, str) or isinstance(to, uuid_package.UUID): + to_strs = [to] + else: + to_strs = list(to) + + for uid in to_strs: + try: + batch_reference = BatchReference( + from_object_collection=from_object_collection, + from_object_uuid=from_object_uuid, + from_property_name=from_property_name, + to_object_collection=( + to.target_collection if isinstance(to, ReferenceToMulti) else None + ), + to_object_uuid=uid, + tenant=tenant, + index=self.__refs_count, + ) + except ValidationError as e: + raise WeaviateBatchValidationError(repr(e)) + self.__batch_references.add( + self.__batch_grpc.grpc_reference(batch_reference._to_internal()) + ) + with self.__refs_cache_lock: + self.__refs_cache[self.__refs_count] = batch_reference + self.__refs_count += 1 + + def __check_bg_threads_alive(self) -> None: + if self.__any_threads_alive(): + return + + raise self.__bg_thread_exception or Exception("Batch thread died unexpectedly") + + class _ClusterBatch: def __init__(self, connection: ConnectionSync): self._connection = connection diff --git a/weaviate/collections/batch/batch_wrapper.py b/weaviate/collections/batch/batch_wrapper.py index 19d97ba75..a64f267ca 100644 --- a/weaviate/collections/batch/batch_wrapper.py +++ b/weaviate/collections/batch/batch_wrapper.py @@ -1,10 +1,12 @@ import time -from typing import Any, Generic, List, Optional, TypeVar, cast +from typing import Any, Generic, List, Optional, Protocol, TypeVar, Union, cast from weaviate.collections.batch.base import ( _BatchBase, + _BatchBaseNew, _BatchDataWrapper, _BatchMode, + _ClusterBatch, _DynamicBatching, ) from weaviate.collections.classes.batch import ( @@ -14,9 +16,13 @@ Shard, ) from weaviate.collections.classes.config import ConsistencyLevel +from weaviate.collections.classes.internal import ReferenceInput, ReferenceInputs +from weaviate.collections.classes.tenants import Tenant +from weaviate.collections.classes.types import Properties, WeaviateProperties from weaviate.connect import executor from weaviate.connect.v4 import ConnectionSync from weaviate.logger import logger +from weaviate.types import UUID, VECTORS from weaviate.util import _capitalize_first_letter, _decode_json_response_list @@ -28,11 +34,12 @@ def __init__( ): self._connection = connection self._consistency_level = consistency_level - self._current_batch: Optional[_BatchBase] = None + self._current_batch: Optional[Union[_BatchBase, _BatchBaseNew]] = None # config options self._batch_mode: _BatchMode = _DynamicBatching() self._batch_data = _BatchDataWrapper() + self._cluster = _ClusterBatch(connection) def __is_ready( self, max_count: int, shards: Optional[List[Shard]], backoff_count: int = 0 @@ -120,15 +127,150 @@ def results(self) -> BatchResult: return self._batch_data.results -T = TypeVar("T", bound=_BatchBase) +class BatchClientProtocol(Protocol): + def add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[Union[str, Tenant]] = None, + ) -> UUID: + """Add one object to this batch. + + NOTE: If the UUID of one of the objects already exists then the existing object will be + replaced by the new object. + + Args: + collection: The name of the collection this object belongs to. + properties: The data properties of the object to be added as a dictionary. + references: The references of the object to be added as a dictionary. + uuid: The UUID of the object as an uuid.UUID object or str. It can be a Weaviate beacon or Weaviate href. + If it is None an UUIDv4 will generated, by default None + vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given + vector was generated using the _identical_ vectorization module that is configured for the class. In this + case this vector takes precedence. + Supported types are: + - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. + - for named vectors: Dict[str, *list above*], where the string is the name of the vector. + tenant: The tenant name or Tenant object to be used for this request. + + Returns: + The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + ... + + def add_reference( + self, + from_uuid: UUID, + from_collection: str, + from_property: str, + to: ReferenceInput, + tenant: Optional[Union[str, Tenant]] = None, + ) -> None: + """Add one reference to this batch. + + Args: + from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. + from_collection: The name of the collection that should reference another object. + from_property: The name of the property that contains the reference. + to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. + For multi-target references use wvc.Reference.to_multi_target(). + tenant: The tenant name or Tenant object to be used for this request. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + ... + + def flush(self) -> None: + """Flush the current batch. + + This will send all the objects and references in the current batch to Weaviate. + """ + ... + + @property + def number_errors(self) -> int: + """Get the number of errors in the current batch. + + Returns: + The number of errors in the current batch. + """ + ... + + +class BatchCollectionProtocol(Generic[Properties], Protocol[Properties]): + def add_object( + self, + properties: Optional[Properties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + ) -> UUID: + """Add one object to this batch. + + NOTE: If the UUID of one of the objects already exists then the existing object will be replaced by the new object. + + Args: + properties: The data properties of the object to be added as a dictionary. + references: The references of the object to be added as a dictionary. + uuid: The UUID of the object as an uuid.UUID object or str. If it is None an UUIDv4 will generated, by default None + vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given + vector was generated using the _identical_ vectorization module that is configured for the class. In this + case this vector takes precedence. Supported types are: + - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. + - for named vectors: Dict[str, *list above*], where the string is the name of the vector. + + Returns: + The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + ... + + def add_reference( + self, from_uuid: UUID, from_property: str, to: Union[ReferenceInput, List[UUID]] + ) -> None: + """Add a reference to this batch. + + Args: + from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. + from_property: The name of the property that contains the reference. + to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. + For multi-target references use wvc.Reference.to_multi_target(). + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + ... + + @property + def number_errors(self) -> int: + """Get the number of errors in the current batch. + + Returns: + The number of errors in the current batch. + """ + ... + + +T = TypeVar("T", bound=Union[_BatchBase, _BatchBaseNew]) +P = TypeVar("P", bound=Union[BatchClientProtocol, BatchCollectionProtocol[Properties]]) -class _ContextManagerWrapper(Generic[T]): +class _ContextManagerWrapper(Generic[T, P]): def __init__(self, current_batch: T): self.__current_batch: T = current_batch def __exit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: self.__current_batch._shutdown() - def __enter__(self) -> T: - return self.__current_batch + def __enter__(self) -> P: + self.__current_batch._start() + return self.__current_batch # pyright: ignore[reportReturnType] diff --git a/weaviate/collections/batch/client.py b/weaviate/collections/batch/client.py index c7f0e6cf7..a86a3be10 100644 --- a/weaviate/collections/batch/client.py +++ b/weaviate/collections/batch/client.py @@ -1,14 +1,17 @@ from concurrent.futures import ThreadPoolExecutor -from typing import TYPE_CHECKING, Optional, Union +from typing import TYPE_CHECKING, Optional, Type, Union from weaviate.collections.batch.base import ( _BatchBase, + _BatchBaseNew, _BatchDataWrapper, _DynamicBatching, _FixedSizeBatching, _RateLimitedBatching, + _ServerSideBatching, ) from weaviate.collections.batch.batch_wrapper import ( + BatchClientProtocol, _BatchMode, _BatchWrapper, _ContextManagerWrapper, @@ -18,7 +21,7 @@ from weaviate.collections.classes.tenants import Tenant from weaviate.collections.classes.types import WeaviateProperties from weaviate.connect.v4 import ConnectionSync -from weaviate.exceptions import UnexpectedStatusCodeError +from weaviate.exceptions import UnexpectedStatusCodeError, WeaviateUnsupportedFeatureError from weaviate.types import UUID, VECTORS if TYPE_CHECKING: @@ -99,8 +102,85 @@ def add_reference( ) +class _BatchClientNew(_BatchBaseNew): + def add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[Union[str, Tenant]] = None, + ) -> UUID: + """Add one object to this batch. + + NOTE: If the UUID of one of the objects already exists then the existing object will be + replaced by the new object. + + Args: + collection: The name of the collection this object belongs to. + properties: The data properties of the object to be added as a dictionary. + references: The references of the object to be added as a dictionary. + uuid: The UUID of the object as an uuid.UUID object or str. It can be a Weaviate beacon or Weaviate href. + If it is None an UUIDv4 will generated, by default None + vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given + vector was generated using the _identical_ vectorization module that is configured for the class. In this + case this vector takes precedence. + Supported types are: + - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. + - for named vectors: Dict[str, *list above*], where the string is the name of the vector. + tenant: The tenant name or Tenant object to be used for this request. + + Returns: + The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + return super()._add_object( + collection=collection, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=tenant.name if isinstance(tenant, Tenant) else tenant, + ) + + def add_reference( + self, + from_uuid: UUID, + from_collection: str, + from_property: str, + to: ReferenceInput, + tenant: Optional[Union[str, Tenant]] = None, + ) -> None: + """Add one reference to this batch. + + Args: + from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. + from_collection: The name of the collection that should reference another object. + from_property: The name of the property that contains the reference. + to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. + For multi-target references use wvc.Reference.to_multi_target(). + tenant: The tenant name or Tenant object to be used for this request. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + super()._add_reference( + from_object_uuid=from_uuid, + from_object_collection=from_collection, + from_property_name=from_property, + to=to, + tenant=tenant.name if isinstance(tenant, Tenant) else tenant, + ) + + BatchClient = _BatchClient -ClientBatchingContextManager = _ContextManagerWrapper[BatchClient] +BatchClientNew = _BatchClientNew +ClientBatchingContextManager = _ContextManagerWrapper[ + Union[BatchClient, BatchClientNew], BatchClientProtocol +] class _BatchClientWrapper(_BatchWrapper): @@ -108,7 +188,7 @@ def __init__( self, connection: ConnectionSync, config: "_Collections", - consistency_level: Optional[ConsistencyLevel] = None, + consistency_level: Optional[ConsistencyLevel], ): super().__init__(connection, consistency_level) self.__config = config @@ -116,7 +196,9 @@ def __init__( self.__executor = ThreadPoolExecutor() # define one executor per client with it shared between all child batch contexts - def __create_batch_and_reset(self) -> _ContextManagerWrapper[_BatchClient]: + def __create_batch_and_reset( + self, batch_client: Union[Type[_BatchClient], Type[_BatchClientNew]] + ): if self._vectorizer_batching is None or not self._vectorizer_batching: try: configs = self.__config.list_all(simple=True) @@ -144,8 +226,9 @@ def __create_batch_and_reset(self) -> _ContextManagerWrapper[_BatchClient]: self._vectorizer_batching = False self._batch_data = _BatchDataWrapper() # clear old data + return _ContextManagerWrapper( - _BatchClient( + batch_client( connection=self._connection, consistency_level=self._consistency_level, results=self._batch_data, @@ -167,14 +250,14 @@ def dynamic( """ self._batch_mode: _BatchMode = _DynamicBatching() self._consistency_level = consistency_level - return self.__create_batch_and_reset() + return self.__create_batch_and_reset(_BatchClient) def fixed_size( self, batch_size: int = 100, concurrent_requests: int = 2, consistency_level: Optional[ConsistencyLevel] = None, - ) -> _ContextManagerWrapper[_BatchClient]: + ) -> ClientBatchingContextManager: """Configure fixed size batches. Note that the default is dynamic batching. When you exit the context manager, the final batch will be sent automatically. @@ -188,7 +271,7 @@ def fixed_size( """ self._batch_mode = _FixedSizeBatching(batch_size, concurrent_requests) self._consistency_level = consistency_level - return self.__create_batch_and_reset() + return self.__create_batch_and_reset(_BatchClient) def rate_limit( self, @@ -205,4 +288,27 @@ def rate_limit( """ self._batch_mode = _RateLimitedBatching(requests_per_minute) self._consistency_level = consistency_level - return self.__create_batch_and_reset() + return self.__create_batch_and_reset(_BatchClient) + + def experimental( + self, + *, + concurrency: Optional[int] = None, + consistency_level: Optional[ConsistencyLevel] = None, + ) -> ClientBatchingContextManager: + """Configure the batching context manager using the experimental server-side batching mode. + + When you exit the context manager, the final batch will be sent automatically. + """ + if self._connection._weaviate_version.is_lower_than(1, 34, 0): + raise WeaviateUnsupportedFeatureError( + "Server-side batching", str(self._connection._weaviate_version), "1.34.0" + ) + self._batch_mode = _ServerSideBatching( + # concurrency=concurrency + # if concurrency is not None + # else len(self._cluster.get_nodes_status()) + concurrency=1, # hard-code until client-side multi-threading is fixed + ) + self._consistency_level = consistency_level + return self.__create_batch_and_reset(_BatchClientNew) diff --git a/weaviate/collections/batch/collection.py b/weaviate/collections/batch/collection.py index 974ffce68..6abe4aaac 100644 --- a/weaviate/collections/batch/collection.py +++ b/weaviate/collections/batch/collection.py @@ -1,15 +1,18 @@ from concurrent.futures import ThreadPoolExecutor -from typing import TYPE_CHECKING, Generic, List, Optional, Union +from typing import TYPE_CHECKING, Generic, List, Optional, Type, Union from weaviate.collections.batch.base import ( _BatchBase, + _BatchBaseNew, _BatchDataWrapper, _BatchMode, _DynamicBatching, _FixedSizeBatching, _RateLimitedBatching, + _ServerSideBatching, ) from weaviate.collections.batch.batch_wrapper import ( + BatchCollectionProtocol, _BatchWrapper, _ContextManagerWrapper, ) @@ -17,7 +20,7 @@ from weaviate.collections.classes.internal import ReferenceInput, ReferenceInputs from weaviate.collections.classes.types import Properties from weaviate.connect.v4 import ConnectionSync -from weaviate.exceptions import UnexpectedStatusCodeError +from weaviate.exceptions import UnexpectedStatusCodeError, WeaviateUnsupportedFeatureError from weaviate.types import UUID, VECTORS if TYPE_CHECKING: @@ -47,6 +50,57 @@ def __init__( self.__name = name self.__tenant = tenant + def add_object( + self, + properties: Optional[Properties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + ) -> UUID: + return self._add_object( + collection=self.__name, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=self.__tenant, + ) + + def add_reference( + self, from_uuid: UUID, from_property: str, to: Union[ReferenceInput, List[UUID]] + ) -> None: + self._add_reference( + from_uuid, + self.__name, + from_property, + to, + self.__tenant, + ) + + +class _BatchCollectionNew(Generic[Properties], _BatchBaseNew): + def __init__( + self, + executor: ThreadPoolExecutor, + connection: ConnectionSync, + consistency_level: Optional[ConsistencyLevel], + results: _BatchDataWrapper, + batch_mode: _BatchMode, + name: str, + tenant: Optional[str], + vectorizer_batching: bool, + ) -> None: + super().__init__( + connection=connection, + consistency_level=consistency_level, + results=results, + batch_mode=batch_mode, + executor=executor, + vectorizer_batching=vectorizer_batching, + ) + self.__name = name + self.__tenant = tenant + def add_object( self, properties: Optional[Properties] = None, @@ -106,8 +160,12 @@ def add_reference( ) -BatchCollection = _BatchCollection[Properties] -CollectionBatchingContextManager = _ContextManagerWrapper[BatchCollection[Properties]] +BatchCollection = _BatchCollection +BatchCollectionNew = _BatchCollectionNew +CollectionBatchingContextManager = _ContextManagerWrapper[ + Union[BatchCollection[Properties], BatchCollectionNew[Properties]], + BatchCollectionProtocol[Properties], +] class _BatchCollectionWrapper(Generic[Properties], _BatchWrapper): @@ -118,6 +176,9 @@ def __init__( name: str, tenant: Optional[str], config: "_ConfigCollection", + batch_client: Union[ + Type[_BatchCollection[Properties]], Type[_BatchCollectionNew[Properties]] + ], ) -> None: super().__init__(connection, consistency_level) self.__name = name @@ -126,10 +187,14 @@ def __init__( self._vectorizer_batching: Optional[bool] = None self.__executor = ThreadPoolExecutor() # define one executor per client with it shared between all child batch contexts + self.__batch_client = batch_client def __create_batch_and_reset( self, - ) -> _ContextManagerWrapper[_BatchCollection[Properties]]: + batch_client: Union[ + Type[_BatchCollection[Properties]], Type[_BatchCollectionNew[Properties]] + ], + ): if self._vectorizer_batching is None: try: config = self.__config.get(simple=True) @@ -150,7 +215,7 @@ def __create_batch_and_reset( self._batch_data = _BatchDataWrapper() # clear old data return _ContextManagerWrapper( - _BatchCollection[Properties]( + batch_client( connection=self._connection, consistency_level=self._consistency_level, results=self._batch_data, @@ -168,7 +233,7 @@ def dynamic(self) -> CollectionBatchingContextManager[Properties]: When you exit the context manager, the final batch will be sent automatically. """ self._batch_mode: _BatchMode = _DynamicBatching() - return self.__create_batch_and_reset() + return self.__create_batch_and_reset(_BatchCollection) def fixed_size( self, batch_size: int = 100, concurrent_requests: int = 2 @@ -183,7 +248,7 @@ def fixed_size( made to Weaviate and not the speed of batch creation within Python. """ self._batch_mode = _FixedSizeBatching(batch_size, concurrent_requests) - return self.__create_batch_and_reset() + return self.__create_batch_and_reset(_BatchCollection) def rate_limit(self, requests_per_minute: int) -> CollectionBatchingContextManager[Properties]: """Configure batches with a rate limited vectorizer. @@ -194,4 +259,23 @@ def rate_limit(self, requests_per_minute: int) -> CollectionBatchingContextManag requests_per_minute: The number of requests that the vectorizer can process per minute. """ self._batch_mode = _RateLimitedBatching(requests_per_minute) - return self.__create_batch_and_reset() + return self.__create_batch_and_reset(_BatchCollection) + + def experimental( + self, + ) -> CollectionBatchingContextManager[Properties]: + """Configure the batching context manager using the experimental server-side batching mode. + + When you exit the context manager, the final batch will be sent automatically. + """ + if self._connection._weaviate_version.is_lower_than(1, 34, 0): + raise WeaviateUnsupportedFeatureError( + "Server-side batching", str(self._connection._weaviate_version), "1.34.0" + ) + self._batch_mode = _ServerSideBatching( + # concurrency=concurrency + # if concurrency is not None + # else len(self._cluster.get_nodes_status()) + concurrency=1, # hard-code until client-side multi-threading is fixed + ) + return self.__create_batch_and_reset(_BatchCollectionNew) diff --git a/weaviate/collections/batch/grpc_batch_objects.py b/weaviate/collections/batch/grpc_batch.py similarity index 76% rename from weaviate/collections/batch/grpc_batch_objects.py rename to weaviate/collections/batch/grpc_batch.py index e9a84a5f6..7384dcb49 100644 --- a/weaviate/collections/batch/grpc_batch_objects.py +++ b/weaviate/collections/batch/grpc_batch.py @@ -2,22 +2,25 @@ import struct import time import uuid as uuid_package -from typing import Any, Dict, List, Mapping, Optional, Sequence, Union, cast +from typing import Any, Dict, Generator, List, Mapping, Optional, Sequence, Union, cast from google.protobuf.struct_pb2 import Struct from weaviate.collections.classes.batch import ( BatchObject, BatchObjectReturn, + BatchReference, ErrorObject, _BatchObject, + _BatchReference, ) from weaviate.collections.classes.config import ConsistencyLevel from weaviate.collections.classes.internal import ReferenceInputs, ReferenceToMulti from weaviate.collections.classes.types import GeoCoordinate, PhoneNumber from weaviate.collections.grpc.shared import _BaseGRPC, _is_1d_vector, _Pack from weaviate.connect import executor -from weaviate.connect.v4 import Connection +from weaviate.connect.base import MAX_GRPC_MESSAGE_LENGTH +from weaviate.connect.v4 import Connection, ConnectionSync from weaviate.exceptions import ( WeaviateInsertInvalidPropertyError, WeaviateInsertManyAllFailedError, @@ -39,8 +42,10 @@ def __init__( self, weaviate_version: _ServerVersion, consistency_level: Optional[ConsistencyLevel], + grpc_max_msg_size: Optional[int], ): super().__init__(weaviate_version, consistency_level, False) + self.grpc_max_msg_size = grpc_max_msg_size or MAX_GRPC_MESSAGE_LENGTH def __single_vec(self, vectors: Optional[VECTORS]) -> Optional[bytes]: if not _is_1d_vector(vectors): @@ -58,25 +63,39 @@ def __multi_vec(self, vectors: Optional[VECTORS]) -> Optional[List[base_pb2.Vect if (packing := _Pack.parse_single_or_multi_vec(vec_or_vecs)) ] - def __grpc_objects(self, objects: List[_BatchObject]) -> List[batch_pb2.BatchObject]: - return [ - batch_pb2.BatchObject( - collection=obj.collection, - uuid=(str(obj.uuid) if obj.uuid is not None else str(uuid_package.uuid4())), - properties=( - self.__translate_properties_from_python_to_grpc( - obj.properties, - obj.references if obj.references is not None else {}, - ) - if obj.properties is not None - else None - ), - tenant=obj.tenant, - vector_bytes=self.__single_vec(obj.vector), - vectors=self.__multi_vec(obj.vector), - ) - for obj in objects - ] + def grpc_object(self, obj: _BatchObject) -> batch_pb2.BatchObject: + return batch_pb2.BatchObject( + collection=obj.collection, + uuid=(str(obj.uuid) if obj.uuid is not None else str(uuid_package.uuid4())), + properties=( + self.__translate_properties_from_python_to_grpc( + obj.properties, + obj.references if obj.references is not None else {}, + ) + if obj.properties is not None + else None + ), + tenant=obj.tenant, + vector_bytes=self.__single_vec(obj.vector), + vectors=self.__multi_vec(obj.vector), + ) + + def grpc_objects(self, objects: List[_BatchObject]) -> List[batch_pb2.BatchObject]: + return [self.grpc_object(obj) for obj in objects] + + def grpc_reference(self, reference: _BatchReference) -> batch_pb2.BatchReference: + ref = BatchReference._from_internal(reference) + return batch_pb2.BatchReference( + name=ref.from_property_name, + from_collection=ref.from_object_collection, + from_uuid=str(ref.from_object_uuid), + to_collection=ref.to_object_collection, + to_uuid=str(ref.to_object_uuid), + tenant=ref.tenant, + ) + + def grpc_references(self, references: List[_BatchReference]) -> List[batch_pb2.BatchReference]: + return [self.grpc_reference(ref) for ref in references] def objects( self, @@ -97,7 +116,7 @@ def objects( timeout: The timeout in seconds for the request. max_retries: The maximum number of retries in case of a failure. """ - weaviate_objs = self.__grpc_objects(objects) + weaviate_objs = self.grpc_objects(objects) start = time.time() def resp(errors: Dict[int, str]) -> BatchObjectReturn: @@ -151,6 +170,48 @@ def resp(errors: Dict[int, str]) -> BatchObjectReturn: max_retries=max_retries, ) + # def send( + # self, + # connection: ConnectionSync, + # *, + # objects: List[batch_pb2.BatchObject], + # references: List[batch_pb2.BatchReference], + # stream_id: str, + # timeout: Union[int, float], + # ) -> batch_pb2.BatchSendReply: + # """Send multiple objects to Weaviate through the gRPC API. + + # Args: + # connection: The connection to the Weaviate instance. + # objects: A list of `_BatchObject` containing the data of the objects to be inserted. + # references: A list of `_BatchReference` containing the references to be inserted. + # stream_id: The ID of the stream to send the objects in relation to. + # timeout: The timeout in seconds for the request. + # max_retries: The maximum number of retries in case of a failure. + # """ + # res = batch_pb2.BatchSendReply() + # for request in self.__generate_send_requests(objects, references, stream_id): + # res = connection.grpc_batch_send( + # request=request, + # timeout=timeout, + # ) + # time.sleep(res.backoff_seconds) + # return res + + def stream( + self, + connection: ConnectionSync, + *, + requests: Generator[batch_pb2.BatchStreamRequest, None, None], + ) -> Generator[batch_pb2.BatchStreamReply, None, None]: + """Start a new stream for receiving messages about the ongoing server-side batching from Weaviate. + + Args: + connection: The connection to the Weaviate instance. + requests: A generator that yields `BatchStreamRequest` messages to be sent to the server. + """ + return connection.grpc_batch_stream(requests=requests) + def __translate_properties_from_python_to_grpc( self, data: Dict[str, Any], refs: ReferenceInputs ) -> batch_pb2.BatchObject.Properties: diff --git a/weaviate/collections/classes/batch.py b/weaviate/collections/classes/batch.py index 1162983ad..b0b3d8edc 100644 --- a/weaviate/collections/classes/batch.py +++ b/weaviate/collections/classes/batch.py @@ -32,6 +32,7 @@ class _BatchReference: tenant: Optional[str] from_uuid: str to_uuid: Union[str, None] + index: int class BatchObject(BaseModel): @@ -118,6 +119,7 @@ class BatchReference(BaseModel): to_object_uuid: UUID to_object_collection: Optional[str] = None tenant: Optional[str] = None + index: int @field_validator("from_object_collection") def _validate_from_object_collection(cls, v: str) -> str: @@ -146,25 +148,27 @@ def _to_internal(self) -> _BatchReference: to=f"{BEACON}{self.to_object_collection}{str(self.to_object_uuid)}", to_uuid=str(self.to_object_uuid), tenant=self.tenant, + index=self.index, ) @classmethod def _from_internal(cls, ref: _BatchReference) -> "BatchReference": - from_ = ref.from_.split("weaviate://")[1].split("/") - to = ref.to.split("weaviate://")[1].split("/") + from_ = ref.from_.split("weaviate://localhost/")[1].split("/") + to = ref.to.split("weaviate://localhost/")[1].split("/") if len(to) == 2: - to_object_collection = to[1] + to_object_collection = to[0] elif len(to) == 1: to_object_collection = None else: raise ValueError(f"Invalid reference 'to' value in _BatchReference object {ref}") return BatchReference( - from_object_collection=from_[1], + from_object_collection=from_[0], from_object_uuid=ref.from_uuid, - from_property_name=ref.from_[-1], + from_property_name=from_[-1], to_object_uuid=(ref.to_uuid if ref.to_uuid is not None else uuid_package.UUID(to[-1])), to_object_collection=to_object_collection, tenant=ref.tenant, + index=ref.index, ) @@ -229,12 +233,37 @@ def __add__(self, other: "BatchObjectReturn") -> "BatchObjectReturn": old_max = max(self.uuids.keys()) old_min = min(self.uuids.keys()) for k in range(old_min, old_max - MAX_STORED_RESULTS + 1): - del self.uuids[k] + if k in self.uuids: + del self.uuids[k] if len(self._all_responses) > MAX_STORED_RESULTS: self._all_responses = self._all_responses[-MAX_STORED_RESULTS:] return self + def add_uuids(self, uuids: Dict[int, uuid_package.UUID]) -> None: + """Add a list of uuids to the batch return object.""" + self.uuids.update(uuids) + self._all_responses.extend(uuids.values()) + + if len(self.uuids) >= MAX_STORED_RESULTS: + old_max = max(self.uuids.keys()) + old_min = min(self.uuids.keys()) + for k in range(old_min, old_max - MAX_STORED_RESULTS + 1): + if k in self.uuids: + del self.uuids[k] + if len(self._all_responses) > MAX_STORED_RESULTS: + self._all_responses = self._all_responses[-MAX_STORED_RESULTS:] + + def add_errors(self, errors: Dict[int, ErrorObject]) -> None: + """Add a list of errors to the batch return object.""" + self.has_errors = True + self.errors.update(errors) + self._all_responses.extend(errors.values()) + + for key in errors.keys(): + if key in self.uuids: + del self.uuids[key] + @dataclass class BatchReferenceReturn: @@ -260,6 +289,11 @@ def __add__(self, other: "BatchReferenceReturn") -> "BatchReferenceReturn": self.has_errors = self.has_errors or other.has_errors return self + def add_errors(self, errors: Dict[int, ErrorReference]) -> None: + """Add a list of errors to the batch return object.""" + self.has_errors = True + self.errors.update(errors) + class BatchResult: """This class contains the results of a batch operation. diff --git a/weaviate/collections/classes/generative.py b/weaviate/collections/classes/generative.py index 65ed6369a..b0e15be3a 100644 --- a/weaviate/collections/classes/generative.py +++ b/weaviate/collections/classes/generative.py @@ -125,7 +125,7 @@ def _to_grpc(self, opts: _GenerativeConfigRuntimeOptions) -> generative_pb2.Gene target_model=self.target_model, target_variant=self.target_variant, temperature=self.temperature, - max_tokens=self.max_tokens, + # max_tokens=self.max_tokens, images=_to_text_array(opts.images), image_properties=_to_text_array(opts.image_properties), ), diff --git a/weaviate/collections/classes/types.py b/weaviate/collections/classes/types.py index d0031b81c..404a0fd08 100644 --- a/weaviate/collections/classes/types.py +++ b/weaviate/collections/classes/types.py @@ -80,7 +80,9 @@ class _PhoneNumber(_PhoneNumberBase): WeaviateProperties: TypeAlias = Mapping[str, WeaviateField] -Properties = TypeVar("Properties", bound=Mapping[str, Any], default=WeaviateProperties) +Properties = TypeVar( + "Properties", bound=Mapping[str, Any], default=WeaviateProperties, contravariant=True +) """`Properties` is used wherever a single generic type is needed for properties""" TProperties = TypeVar("TProperties", bound=Mapping[str, Any], default=WeaviateProperties) diff --git a/weaviate/collections/collection/sync.py b/weaviate/collections/collection/sync.py index 830681b47..88f728b30 100644 --- a/weaviate/collections/collection/sync.py +++ b/weaviate/collections/collection/sync.py @@ -5,7 +5,11 @@ from weaviate.cluster import _Cluster from weaviate.collections.aggregate import _AggregateCollection from weaviate.collections.backups import _CollectionBackup -from weaviate.collections.batch.collection import _BatchCollectionWrapper +from weaviate.collections.batch.collection import ( + _BatchCollection, + _BatchCollectionNew, + _BatchCollectionWrapper, +) from weaviate.collections.classes.cluster import Shard from weaviate.collections.classes.config import ConsistencyLevel from weaviate.collections.classes.grpc import METADATA, PROPERTIES, REFERENCES @@ -97,6 +101,11 @@ def __init__( name, tenant, config, + batch_client=_BatchCollectionNew[Properties] + if connection._weaviate_version.is_at_least( + 1, 32, 0 + ) # todo: change to 1.33.0 when it lands + else _BatchCollection[Properties], ) """This namespace contains all the functionality to upload data in batches to Weaviate for this specific collection.""" self.config: _ConfigCollection = config diff --git a/weaviate/collections/collections/base.py b/weaviate/collections/collections/base.py index 444de6307..32296c137 100644 --- a/weaviate/collections/collections/base.py +++ b/weaviate/collections/collections/base.py @@ -50,7 +50,7 @@ def get( weaviate.exceptions.WeaviateInvalidInputError: If the input parameters are invalid. weaviate.exceptions.InvalidDataModelException: If the data model is not a valid data model, i.e., it is not a `dict` nor a `TypedDict`. """ - return self.use( + return self._use( name=name, data_model_properties=data_model_properties, data_model_references=data_model_references, diff --git a/weaviate/collections/data/executor.py b/weaviate/collections/data/executor.py index 7e349a3cc..eb63a744d 100644 --- a/weaviate/collections/data/executor.py +++ b/weaviate/collections/data/executor.py @@ -19,8 +19,8 @@ from httpx import Response +from weaviate.collections.batch.grpc_batch import _BatchGRPC from weaviate.collections.batch.grpc_batch_delete import _BatchDeleteGRPC -from weaviate.collections.batch.grpc_batch_objects import _BatchGRPC from weaviate.collections.batch.rest import _BatchREST from weaviate.collections.classes.batch import ( BatchObjectReturn, @@ -74,6 +74,7 @@ def __init__( self.__batch_grpc = _BatchGRPC( weaviate_version=connection._weaviate_version, consistency_level=consistency_level, + grpc_max_msg_size=connection._grpc_max_msg_size, ) self.__batch_rest = _BatchREST(consistency_level=consistency_level) self.__batch_delete = _BatchDeleteGRPC( @@ -446,8 +447,9 @@ def reference_add_many( tenant=self._tenant, from_uuid=str(ref.from_uuid), to_uuid=None, # not relevant here, this entry is only needed for the batch module + index=idx, ) - for ref in refs + for idx, ref in enumerate(refs) for beacon in ref._to_beacons() ] return self.__batch_rest.references(self._connection, references=list(batch)) diff --git a/weaviate/connect/v4.py b/weaviate/connect/v4.py index 282e42351..3734f650a 100644 --- a/weaviate/connect/v4.py +++ b/weaviate/connect/v4.py @@ -9,6 +9,7 @@ Any, Awaitable, Dict, + Generator, List, Literal, Optional, @@ -66,6 +67,7 @@ InsufficientPermissionsError, UnexpectedStatusCodeError, WeaviateBatchError, + WeaviateBatchStreamError, WeaviateClosedClientError, WeaviateConnectionError, WeaviateDeleteManyError, @@ -76,6 +78,7 @@ WeaviateStartUpError, WeaviateTenantGetError, WeaviateTimeoutError, + _BatchStreamShutdownError, ) from weaviate.proto.v1 import ( aggregate_pb2, @@ -909,8 +912,8 @@ def resp(res: Response) -> Optional[Dict[str, Any]]: class ConnectionSync(_ConnectionBase): """Connection class used to communicate to a weaviate instance.""" - def connect(self) -> None: - if self._connected: + def connect(self, force: bool = False) -> None: + if self._connected and not force: return None self._open_connections_rest(self._auth, "sync") @@ -1027,6 +1030,24 @@ def grpc_batch_objects( raise InsufficientPermissionsError(error) raise WeaviateBatchError(str(error.details())) + def grpc_batch_stream( + self, + requests: Generator[batch_pb2.BatchStreamRequest, None, None], + ) -> Generator[batch_pb2.BatchStreamReply, None, None]: + try: + assert self.grpc_stub is not None + for msg in self.grpc_stub.BatchStream( + request_iterator=requests, metadata=self.grpc_headers() + ): + yield msg + except RpcError as e: + error = cast(Call, e) + if error.code() == StatusCode.PERMISSION_DENIED: + raise InsufficientPermissionsError(error) + if error.code() == StatusCode.ABORTED: + raise _BatchStreamShutdownError() + raise WeaviateBatchStreamError(str(error.details())) + def grpc_batch_delete( self, request: batch_delete_pb2.BatchDeleteRequest ) -> batch_delete_pb2.BatchDeleteReply: diff --git a/weaviate/exceptions.py b/weaviate/exceptions.py index 301487835..5c6c771c9 100644 --- a/weaviate/exceptions.py +++ b/weaviate/exceptions.py @@ -241,6 +241,22 @@ def __init__(self, message: str): self.message = message +class WeaviateBatchSendError(WeaviateQueryError): + """Is raised if a gRPC batch send request to Weaviate fails in any way.""" + + def __init__(self, message: str): + super().__init__(message, "GRPC batch send") + self.message = message + + +class WeaviateBatchStreamError(WeaviateQueryError): + """Is raised if a gRPC batch stream request to Weaviate fails in any way.""" + + def __init__(self, message: str): + super().__init__(message, "GRPC batch stream") + self.message = message + + class WeaviateDeleteManyError(WeaviateQueryError): """Is raised if a gRPC delete many request to Weaviate fails in any way.""" @@ -383,3 +399,7 @@ def __init__(self, pb: version.Version, grpc: version.Version) -> None: super().__init__( f"gRPC incompatibility detected. Protobuf: {pb.base_version}, gRPC: {grpc.base_version}. Ensure that your protobuf and grpcio versions are compatible or runtime errors may occur." ) + + +class _BatchStreamShutdownError(Exception): + """Internal exception to signal that the batch stream was shutdown.""" diff --git a/weaviate/proto/v1/v4216/v1/batch_pb2.py b/weaviate/proto/v1/v4216/v1/batch_pb2.py index 43cc40ade..ec84caf09 100644 --- a/weaviate/proto/v1/v4216/v1/batch_pb2.py +++ b/weaviate/proto/v1/v4216/v1/batch_pb2.py @@ -15,7 +15,7 @@ from weaviate.proto.v1.v4216.v1 import base_pb2 as v1_dot_base__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0ev1/batch.proto\x12\x0bweaviate.v1\x1a\x1cgoogle/protobuf/struct.proto\x1a\rv1/base.proto\"\x95\x01\n\x13\x42\x61tchObjectsRequest\x12)\n\x07objects\x18\x01 \x03(\x0b\x32\x18.weaviate.v1.BatchObject\x12=\n\x11\x63onsistency_level\x18\x02 \x01(\x0e\x32\x1d.weaviate.v1.ConsistencyLevelH\x00\x88\x01\x01\x42\x14\n\x12_consistency_level\"\x9e\x01\n\x16\x42\x61tchReferencesRequest\x12/\n\nreferences\x18\x01 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\x01(\tBo\n#io.weaviate.client.grpc.protocol.v1B\x12WeaviateProtoBatchZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -29,46 +29,50 @@ _globals['_BATCHOBJECTSREQUEST']._serialized_end=226 _globals['_BATCHREFERENCESREQUEST']._serialized_start=229 _globals['_BATCHREFERENCESREQUEST']._serialized_end=387 - _globals['_BATCHSENDREQUEST']._serialized_start=390 - _globals['_BATCHSENDREQUEST']._serialized_end=732 - _globals['_BATCHSENDREQUEST_STOP']._serialized_start=603 - _globals['_BATCHSENDREQUEST_STOP']._serialized_end=609 - _globals['_BATCHSENDREQUEST_OBJECTS']._serialized_start=611 - _globals['_BATCHSENDREQUEST_OBJECTS']._serialized_end=662 - _globals['_BATCHSENDREQUEST_REFERENCES']._serialized_start=664 - _globals['_BATCHSENDREQUEST_REFERENCES']._serialized_end=721 - _globals['_BATCHSENDREPLY']._serialized_start=734 - _globals['_BATCHSENDREPLY']._serialized_end=800 - _globals['_BATCHSTREAMREQUEST']._serialized_start=803 - _globals['_BATCHSTREAMREQUEST']._serialized_end=1002 - _globals['_BATCHSTREAMMESSAGE']._serialized_start=1005 - _globals['_BATCHSTREAMMESSAGE']._serialized_end=1501 - _globals['_BATCHSTREAMMESSAGE_START']._serialized_start=1345 - _globals['_BATCHSTREAMMESSAGE_START']._serialized_end=1352 - _globals['_BATCHSTREAMMESSAGE_STOP']._serialized_start=603 - _globals['_BATCHSTREAMMESSAGE_STOP']._serialized_end=609 - _globals['_BATCHSTREAMMESSAGE_SHUTDOWN']._serialized_start=1362 - _globals['_BATCHSTREAMMESSAGE_SHUTDOWN']._serialized_end=1372 - _globals['_BATCHSTREAMMESSAGE_SHUTTINGDOWN']._serialized_start=1374 - _globals['_BATCHSTREAMMESSAGE_SHUTTINGDOWN']._serialized_end=1388 - _globals['_BATCHSTREAMMESSAGE_ERROR']._serialized_start=1390 - _globals['_BATCHSTREAMMESSAGE_ERROR']._serialized_end=1490 - _globals['_BATCHOBJECT']._serialized_start=1504 - _globals['_BATCHOBJECT']._serialized_end=2494 - _globals['_BATCHOBJECT_PROPERTIES']._serialized_start=1708 - _globals['_BATCHOBJECT_PROPERTIES']._serialized_end=2352 - _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_start=2354 - _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_end=2410 - _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_start=2412 - _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_end=2494 - _globals['_BATCHREFERENCE']._serialized_start=2497 - _globals['_BATCHREFERENCE']._serialized_end=2650 - _globals['_BATCHOBJECTSREPLY']._serialized_start=2653 - _globals['_BATCHOBJECTSREPLY']._serialized_end=2789 - _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_start=2747 - _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_end=2789 - _globals['_BATCHREFERENCESREPLY']._serialized_start=2792 - _globals['_BATCHREFERENCESREPLY']._serialized_end=2934 - _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_start=2747 - _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_end=2789 + _globals['_BATCHSTREAMREQUEST']._serialized_start=390 + _globals['_BATCHSTREAMREQUEST']._serialized_end=940 + _globals['_BATCHSTREAMREQUEST_START']._serialized_start=576 + _globals['_BATCHSTREAMREQUEST_START']._serialized_end=668 + _globals['_BATCHSTREAMREQUEST_STOP']._serialized_start=670 + _globals['_BATCHSTREAMREQUEST_STOP']._serialized_end=676 + _globals['_BATCHSTREAMREQUEST_DATA']._serialized_start=679 + _globals['_BATCHSTREAMREQUEST_DATA']._serialized_end=929 + _globals['_BATCHSTREAMREQUEST_DATA_OBJECTS']._serialized_start=819 + _globals['_BATCHSTREAMREQUEST_DATA_OBJECTS']._serialized_end=870 + _globals['_BATCHSTREAMREQUEST_DATA_REFERENCES']._serialized_start=872 + _globals['_BATCHSTREAMREQUEST_DATA_REFERENCES']._serialized_end=929 + _globals['_BATCHSTREAMREPLY']._serialized_start=943 + _globals['_BATCHSTREAMREPLY']._serialized_end=1607 + _globals['_BATCHSTREAMREPLY_STARTED']._serialized_start=1266 + _globals['_BATCHSTREAMREPLY_STARTED']._serialized_end=1275 + _globals['_BATCHSTREAMREPLY_SHUTTINGDOWN']._serialized_start=1277 + _globals['_BATCHSTREAMREPLY_SHUTTINGDOWN']._serialized_end=1291 + _globals['_BATCHSTREAMREPLY_SHUTDOWN']._serialized_start=1293 + _globals['_BATCHSTREAMREPLY_SHUTDOWN']._serialized_end=1303 + _globals['_BATCHSTREAMREPLY_BACKOFF']._serialized_start=1305 + _globals['_BATCHSTREAMREPLY_BACKOFF']._serialized_end=1334 + _globals['_BATCHSTREAMREPLY_RESULTS']._serialized_start=1337 + _globals['_BATCHSTREAMREPLY_RESULTS']._serialized_end=1596 + _globals['_BATCHSTREAMREPLY_RESULTS_ERROR']._serialized_start=1475 + _globals['_BATCHSTREAMREPLY_RESULTS_ERROR']._serialized_end=1541 + _globals['_BATCHSTREAMREPLY_RESULTS_SUCCESS']._serialized_start=1543 + _globals['_BATCHSTREAMREPLY_RESULTS_SUCCESS']._serialized_end=1596 + _globals['_BATCHOBJECT']._serialized_start=1610 + _globals['_BATCHOBJECT']._serialized_end=2600 + _globals['_BATCHOBJECT_PROPERTIES']._serialized_start=1814 + _globals['_BATCHOBJECT_PROPERTIES']._serialized_end=2458 + _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_start=2460 + _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_end=2516 + _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_start=2518 + _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_end=2600 + _globals['_BATCHREFERENCE']._serialized_start=2603 + _globals['_BATCHREFERENCE']._serialized_end=2756 + _globals['_BATCHOBJECTSREPLY']._serialized_start=2759 + _globals['_BATCHOBJECTSREPLY']._serialized_end=2895 + _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_start=2853 + _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_end=2895 + _globals['_BATCHREFERENCESREPLY']._serialized_start=2898 + _globals['_BATCHREFERENCESREPLY']._serialized_end=3040 + _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_start=2853 + _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_end=2895 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v4216/v1/batch_pb2.pyi b/weaviate/proto/v1/v4216/v1/batch_pb2.pyi index 6c585ef32..17ef5a965 100644 --- a/weaviate/proto/v1/v4216/v1/batch_pb2.pyi +++ b/weaviate/proto/v1/v4216/v1/batch_pb2.pyi @@ -23,89 +23,91 @@ class BatchReferencesRequest(_message.Message): consistency_level: _base_pb2.ConsistencyLevel def __init__(self, references: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ..., consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ...) -> None: ... -class BatchSendRequest(_message.Message): - __slots__ = ["stream_id", "objects", "references", "stop"] +class BatchStreamRequest(_message.Message): + __slots__ = ["start", "data", "stop"] + class Start(_message.Message): + __slots__ = ["consistency_level"] + CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] + consistency_level: _base_pb2.ConsistencyLevel + def __init__(self, consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ...) -> None: ... class Stop(_message.Message): __slots__ = [] def __init__(self) -> None: ... - class Objects(_message.Message): - __slots__ = ["values"] - VALUES_FIELD_NUMBER: _ClassVar[int] - values: _containers.RepeatedCompositeFieldContainer[BatchObject] - def __init__(self, values: _Optional[_Iterable[_Union[BatchObject, _Mapping]]] = ...) -> None: ... - class References(_message.Message): - __slots__ = ["values"] - VALUES_FIELD_NUMBER: _ClassVar[int] - values: _containers.RepeatedCompositeFieldContainer[BatchReference] - def __init__(self, values: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ...) -> None: ... - STREAM_ID_FIELD_NUMBER: _ClassVar[int] - OBJECTS_FIELD_NUMBER: _ClassVar[int] - REFERENCES_FIELD_NUMBER: _ClassVar[int] + class Data(_message.Message): + __slots__ = ["objects", "references"] + class Objects(_message.Message): + __slots__ = ["values"] + VALUES_FIELD_NUMBER: _ClassVar[int] + values: _containers.RepeatedCompositeFieldContainer[BatchObject] + def __init__(self, values: _Optional[_Iterable[_Union[BatchObject, _Mapping]]] = ...) -> None: ... + class References(_message.Message): + __slots__ = ["values"] + VALUES_FIELD_NUMBER: _ClassVar[int] + values: _containers.RepeatedCompositeFieldContainer[BatchReference] + def __init__(self, values: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ...) -> None: ... + OBJECTS_FIELD_NUMBER: _ClassVar[int] + REFERENCES_FIELD_NUMBER: _ClassVar[int] + objects: BatchStreamRequest.Data.Objects + references: BatchStreamRequest.Data.References + def __init__(self, objects: _Optional[_Union[BatchStreamRequest.Data.Objects, _Mapping]] = ..., references: _Optional[_Union[BatchStreamRequest.Data.References, _Mapping]] = ...) -> None: ... + START_FIELD_NUMBER: _ClassVar[int] + DATA_FIELD_NUMBER: _ClassVar[int] STOP_FIELD_NUMBER: _ClassVar[int] - stream_id: str - objects: BatchSendRequest.Objects - references: BatchSendRequest.References - stop: BatchSendRequest.Stop - def __init__(self, stream_id: _Optional[str] = ..., objects: _Optional[_Union[BatchSendRequest.Objects, _Mapping]] = ..., references: _Optional[_Union[BatchSendRequest.References, _Mapping]] = ..., stop: _Optional[_Union[BatchSendRequest.Stop, _Mapping]] = ...) -> None: ... - -class BatchSendReply(_message.Message): - __slots__ = ["next_batch_size", "backoff_seconds"] - NEXT_BATCH_SIZE_FIELD_NUMBER: _ClassVar[int] - BACKOFF_SECONDS_FIELD_NUMBER: _ClassVar[int] - next_batch_size: int - backoff_seconds: float - def __init__(self, next_batch_size: _Optional[int] = ..., backoff_seconds: _Optional[float] = ...) -> None: ... + start: BatchStreamRequest.Start + data: BatchStreamRequest.Data + stop: BatchStreamRequest.Stop + def __init__(self, start: _Optional[_Union[BatchStreamRequest.Start, _Mapping]] = ..., data: _Optional[_Union[BatchStreamRequest.Data, _Mapping]] = ..., stop: _Optional[_Union[BatchStreamRequest.Stop, _Mapping]] = ...) -> None: ... -class BatchStreamRequest(_message.Message): - __slots__ = ["consistency_level", "object_index", "reference_index"] - CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] - OBJECT_INDEX_FIELD_NUMBER: _ClassVar[int] - REFERENCE_INDEX_FIELD_NUMBER: _ClassVar[int] - consistency_level: _base_pb2.ConsistencyLevel - object_index: int - reference_index: int - def __init__(self, consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ..., object_index: _Optional[int] = ..., reference_index: _Optional[int] = ...) -> None: ... - -class BatchStreamMessage(_message.Message): - __slots__ = ["stream_id", "error", "start", "stop", "shutdown", "shutting_down"] - class Start(_message.Message): +class BatchStreamReply(_message.Message): + __slots__ = ["results", "shutting_down", "shutdown", "started", "backoff"] + class Started(_message.Message): __slots__ = [] def __init__(self) -> None: ... - class Stop(_message.Message): + class ShuttingDown(_message.Message): __slots__ = [] def __init__(self) -> None: ... class Shutdown(_message.Message): __slots__ = [] def __init__(self) -> None: ... - class ShuttingDown(_message.Message): - __slots__ = [] - def __init__(self) -> None: ... - class Error(_message.Message): - __slots__ = ["error", "index", "is_retriable", "is_object", "is_reference"] - ERROR_FIELD_NUMBER: _ClassVar[int] - INDEX_FIELD_NUMBER: _ClassVar[int] - IS_RETRIABLE_FIELD_NUMBER: _ClassVar[int] - IS_OBJECT_FIELD_NUMBER: _ClassVar[int] - IS_REFERENCE_FIELD_NUMBER: _ClassVar[int] - error: str - index: int - is_retriable: bool - is_object: bool - is_reference: bool - def __init__(self, error: _Optional[str] = ..., index: _Optional[int] = ..., is_retriable: bool = ..., is_object: bool = ..., is_reference: bool = ...) -> None: ... - STREAM_ID_FIELD_NUMBER: _ClassVar[int] - ERROR_FIELD_NUMBER: _ClassVar[int] - START_FIELD_NUMBER: _ClassVar[int] - STOP_FIELD_NUMBER: _ClassVar[int] - SHUTDOWN_FIELD_NUMBER: _ClassVar[int] + class Backoff(_message.Message): + __slots__ = ["batch_size"] + BATCH_SIZE_FIELD_NUMBER: _ClassVar[int] + batch_size: int + def __init__(self, batch_size: _Optional[int] = ...) -> None: ... + class Results(_message.Message): + __slots__ = ["errors", "successes"] + class Error(_message.Message): + __slots__ = ["error", "uuid", "beacon"] + ERROR_FIELD_NUMBER: _ClassVar[int] + UUID_FIELD_NUMBER: _ClassVar[int] + BEACON_FIELD_NUMBER: _ClassVar[int] + error: str + uuid: str + beacon: str + def __init__(self, error: _Optional[str] = ..., uuid: _Optional[str] = ..., beacon: _Optional[str] = ...) -> None: ... + class Success(_message.Message): + __slots__ = ["uuid", "beacon"] + UUID_FIELD_NUMBER: _ClassVar[int] + BEACON_FIELD_NUMBER: _ClassVar[int] + uuid: str + beacon: str + def __init__(self, uuid: _Optional[str] = ..., beacon: _Optional[str] = ...) -> None: ... + ERRORS_FIELD_NUMBER: _ClassVar[int] + SUCCESSES_FIELD_NUMBER: _ClassVar[int] + errors: _containers.RepeatedCompositeFieldContainer[BatchStreamReply.Results.Error] + successes: _containers.RepeatedCompositeFieldContainer[BatchStreamReply.Results.Success] + def __init__(self, errors: _Optional[_Iterable[_Union[BatchStreamReply.Results.Error, _Mapping]]] = ..., successes: _Optional[_Iterable[_Union[BatchStreamReply.Results.Success, _Mapping]]] = ...) -> None: ... + RESULTS_FIELD_NUMBER: _ClassVar[int] SHUTTING_DOWN_FIELD_NUMBER: _ClassVar[int] - stream_id: str - error: BatchStreamMessage.Error - start: BatchStreamMessage.Start - stop: BatchStreamMessage.Stop - shutdown: BatchStreamMessage.Shutdown - shutting_down: BatchStreamMessage.ShuttingDown - def __init__(self, stream_id: _Optional[str] = ..., error: _Optional[_Union[BatchStreamMessage.Error, _Mapping]] = ..., start: _Optional[_Union[BatchStreamMessage.Start, _Mapping]] = ..., stop: _Optional[_Union[BatchStreamMessage.Stop, _Mapping]] = ..., shutdown: _Optional[_Union[BatchStreamMessage.Shutdown, _Mapping]] = ..., shutting_down: _Optional[_Union[BatchStreamMessage.ShuttingDown, _Mapping]] = ...) -> None: ... + SHUTDOWN_FIELD_NUMBER: _ClassVar[int] + STARTED_FIELD_NUMBER: _ClassVar[int] + BACKOFF_FIELD_NUMBER: _ClassVar[int] + results: BatchStreamReply.Results + shutting_down: BatchStreamReply.ShuttingDown + shutdown: BatchStreamReply.Shutdown + started: BatchStreamReply.Started + backoff: BatchStreamReply.Backoff + def __init__(self, results: _Optional[_Union[BatchStreamReply.Results, _Mapping]] = ..., shutting_down: _Optional[_Union[BatchStreamReply.ShuttingDown, _Mapping]] = ..., shutdown: _Optional[_Union[BatchStreamReply.Shutdown, _Mapping]] = ..., started: _Optional[_Union[BatchStreamReply.Started, _Mapping]] = ..., backoff: _Optional[_Union[BatchStreamReply.Backoff, _Mapping]] = ...) -> None: ... class BatchObject(_message.Message): __slots__ = ["uuid", "vector", "properties", "collection", "tenant", "vector_bytes", "vectors"] diff --git a/weaviate/proto/v1/v4216/v1/file_replication_pb2.py b/weaviate/proto/v1/v4216/v1/file_replication_pb2.py index 3d901cb42..2f798f705 100644 --- a/weaviate/proto/v1/v4216/v1/file_replication_pb2.py +++ b/weaviate/proto/v1/v4216/v1/file_replication_pb2.py @@ -13,14 +13,14 @@ -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"O\n\x11ListFilesResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x12\n\nfile_names\x18\x03 \x03(\t\"S\n\x16GetFileMetadataRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\"f\n\x0c\x46ileMetadata\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x0c\n\x04size\x18\x04 \x01(\x03\x12\r\n\x05\x63rc32\x18\x05 \x01(\r\"~\n\x0eGetFileRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x31\n\x0b\x63ompression\x18\x04 \x01(\x0e\x32\x1c.weaviate.v1.CompressionType\"6\n\tFileChunk\x12\x0e\n\x06offset\x18\x01 \x01(\x03\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0b\n\x03\x65of\x18\x03 \x01(\x08*\x87\x01\n\x0f\x43ompressionType\x12 \n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"O\n\x11ListFilesResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x12\n\nfile_names\x18\x03 \x03(\t\"S\n\x16GetFileMetadataRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\"f\n\x0c\x46ileMetadata\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x0c\n\x04size\x18\x04 \x01(\x03\x12\r\n\x05\x63rc32\x18\x05 \x01(\r\"~\n\x0eGetFileRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x31\n\x0b\x63ompression\x18\x04 \x01(\x0e\x32\x1c.weaviate.v1.CompressionType\"6\n\tFileChunk\x12\x0e\n\x06offset\x18\x01 \x01(\x03\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0b\n\x03\x65of\x18\x03 \x01(\x08*\x87\x01\n\x0f\x43ompressionType\x12 \n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42y\n#io.weaviate.client.grpc.protocol.v1B\x1cWeaviateProtoFileReplicationZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'v1.file_replication_pb2', _globals) if _descriptor._USE_C_DESCRIPTORS == False: DESCRIPTOR._options = None - DESCRIPTOR._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' + DESCRIPTOR._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\034WeaviateProtoFileReplicationZ4github.com/weaviate/weaviate/grpc/generated;protocol' _globals['_COMPRESSIONTYPE']._serialized_start=857 _globals['_COMPRESSIONTYPE']._serialized_end=992 _globals['_PAUSEFILEACTIVITYREQUEST']._serialized_start=42 diff --git a/weaviate/proto/v1/v4216/v1/generative_pb2.py b/weaviate/proto/v1/v4216/v1/generative_pb2.py index a49bf3b90..25bb31752 100644 --- a/weaviate/proto/v1/v4216/v1/generative_pb2.py +++ b/weaviate/proto/v1/v4216/v1/generative_pb2.py @@ -14,7 +14,7 @@ from weaviate.proto.v1.v4216.v1 import base_pb2 as v1_dot_base__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x13v1/generative.proto\x12\x0bweaviate.v1\x1a\rv1/base.proto\"\xdd\x03\n\x10GenerativeSearch\x12\"\n\x16single_response_prompt\x18\x01 \x01(\tB\x02\x18\x01\x12!\n\x15grouped_response_task\x18\x02 \x01(\tB\x02\x18\x01\x12\x1e\n\x12grouped_properties\x18\x03 \x03(\tB\x02\x18\x01\x12\x34\n\x06single\x18\x04 \x01(\x0b\x32$.weaviate.v1.GenerativeSearch.Single\x12\x36\n\x07grouped\x18\x05 \x01(\x0b\x32%.weaviate.v1.GenerativeSearch.Grouped\x1aY\n\x06Single\x12\x0e\n\x06prompt\x18\x01 \x01(\t\x12\r\n\x05\x64\x65\x62ug\x18\x02 \x01(\x08\x12\x30\n\x07queries\x18\x03 \x03(\x0b\x32\x1f.weaviate.v1.GenerativeProvider\x1a\x98\x01\n\x07Grouped\x12\x0c\n\x04task\x18\x01 \x01(\t\x12/\n\nproperties\x18\x02 \x01(\x0b\x32\x16.weaviate.v1.TextArrayH\x00\x88\x01\x01\x12\x30\n\x07queries\x18\x03 \x03(\x0b\x32\x1f.weaviate.v1.GenerativeProvider\x12\r\n\x05\x64\x65\x62ug\x18\x04 \x01(\x08\x42\r\n\x0b_properties\"\xc0\x05\n\x12GenerativeProvider\x12\x17\n\x0freturn_metadata\x18\x01 \x01(\x08\x12\x35\n\tanthropic\x18\x02 \x01(\x0b\x32 .weaviate.v1.GenerativeAnthropicH\x00\x12\x33\n\x08\x61nyscale\x18\x03 \x01(\x0b\x32\x1f.weaviate.v1.GenerativeAnyscaleH\x00\x12)\n\x03\x61ws\x18\x04 \x01(\x0b\x32\x1a.weaviate.v1.GenerativeAWSH\x00\x12/\n\x06\x63ohere\x18\x05 \x01(\x0b\x32\x1d.weaviate.v1.GenerativeCohereH\x00\x12-\n\x05\x64ummy\x18\x06 \x01(\x0b\x32\x1c.weaviate.v1.GenerativeDummyH\x00\x12\x31\n\x07mistral\x18\x07 \x01(\x0b\x32\x1e.weaviate.v1.GenerativeMistralH\x00\x12/\n\x06ollama\x18\x08 \x01(\x0b\x32\x1d.weaviate.v1.GenerativeOllamaH\x00\x12/\n\x06openai\x18\t \x01(\x0b\x32\x1d.weaviate.v1.GenerativeOpenAIH\x00\x12/\n\x06google\x18\n \x01(\x0b\x32\x1d.weaviate.v1.GenerativeGoogleH\x00\x12\x37\n\ndatabricks\x18\x0b \x01(\x0b\x32!.weaviate.v1.GenerativeDatabricksH\x00\x12\x37\n\nfriendliai\x18\x0c 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\x01(\x0b\x32).weaviate.v1.GenerativeDatabricksMetadataH\x00\x12?\n\nfriendliai\x18\x0b \x01(\x0b\x32).weaviate.v1.GenerativeFriendliAIMetadataH\x00\x12\x37\n\x06nvidia\x18\x0c \x01(\x0b\x32%.weaviate.v1.GenerativeNvidiaMetadataH\x00\x12\x31\n\x03xai\x18\r \x01(\x0b\x32\".weaviate.v1.GenerativeXAIMetadataH\x00\x42\x06\n\x04kind\"\xa2\x01\n\x0fGenerativeReply\x12\x0e\n\x06result\x18\x01 \x01(\t\x12\x30\n\x05\x64\x65\x62ug\x18\x02 \x01(\x0b\x32\x1c.weaviate.v1.GenerativeDebugH\x00\x88\x01\x01\x12\x36\n\x08metadata\x18\x03 \x01(\x0b\x32\x1f.weaviate.v1.GenerativeMetadataH\x01\x88\x01\x01\x42\x08\n\x06_debugB\x0b\n\t_metadata\"@\n\x10GenerativeResult\x12,\n\x06values\x18\x01 \x03(\x0b\x32\x1c.weaviate.v1.GenerativeReply\";\n\x0fGenerativeDebug\x12\x18\n\x0b\x66ull_prompt\x18\x01 \x01(\tH\x00\x88\x01\x01\x42\x0e\n\x0c_full_promptBt\n#io.weaviate.client.grpc.protocol.v1B\x17WeaviateProtoGenerativeZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -43,89 +43,89 @@ _globals['_GENERATIVEAWS']._serialized_start=1806 _globals['_GENERATIVEAWS']._serialized_end=2259 _globals['_GENERATIVECOHERE']._serialized_start=2262 - _globals['_GENERATIVECOHERE']._serialized_end=2650 - _globals['_GENERATIVEDUMMY']._serialized_start=2652 - _globals['_GENERATIVEDUMMY']._serialized_end=2669 - _globals['_GENERATIVEMISTRAL']._serialized_start=2672 - _globals['_GENERATIVEMISTRAL']._serialized_end=2869 - _globals['_GENERATIVEOLLAMA']._serialized_start=2872 - _globals['_GENERATIVEOLLAMA']._serialized_end=3138 - _globals['_GENERATIVEOPENAI']._serialized_start=3141 - _globals['_GENERATIVEOPENAI']._serialized_end=4264 - _globals['_GENERATIVEOPENAI_REASONINGEFFORT']._serialized_start=3746 - _globals['_GENERATIVEOPENAI_REASONINGEFFORT']._serialized_end=3909 - _globals['_GENERATIVEOPENAI_VERBOSITY']._serialized_start=3911 - _globals['_GENERATIVEOPENAI_VERBOSITY']._serialized_end=4010 - _globals['_GENERATIVEGOOGLE']._serialized_start=4267 - _globals['_GENERATIVEGOOGLE']._serialized_end=4925 - _globals['_GENERATIVEDATABRICKS']._serialized_start=4928 - _globals['_GENERATIVEDATABRICKS']._serialized_end=5392 - _globals['_GENERATIVEFRIENDLIAI']._serialized_start=5395 - _globals['_GENERATIVEFRIENDLIAI']._serialized_end=5617 - _globals['_GENERATIVENVIDIA']._serialized_start=5620 - _globals['_GENERATIVENVIDIA']._serialized_end=5816 - _globals['_GENERATIVEXAI']._serialized_start=5819 - _globals['_GENERATIVEXAI']._serialized_end=6144 - _globals['_GENERATIVEANTHROPICMETADATA']._serialized_start=6147 - _globals['_GENERATIVEANTHROPICMETADATA']._serialized_end=6293 - _globals['_GENERATIVEANTHROPICMETADATA_USAGE']._serialized_start=6241 - _globals['_GENERATIVEANTHROPICMETADATA_USAGE']._serialized_end=6293 - _globals['_GENERATIVEANYSCALEMETADATA']._serialized_start=6295 - _globals['_GENERATIVEANYSCALEMETADATA']._serialized_end=6323 - 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_globals['_GENERATIVENVIDIAMETADATA_USAGE']._serialized_end=7424 - _globals['_GENERATIVEXAIMETADATA']._serialized_start=9388 - _globals['_GENERATIVEXAIMETADATA']._serialized_end=9637 - _globals['_GENERATIVEXAIMETADATA_USAGE']._serialized_start=7273 - _globals['_GENERATIVEXAIMETADATA_USAGE']._serialized_end=7424 - _globals['_GENERATIVEMETADATA']._serialized_start=9640 - _globals['_GENERATIVEMETADATA']._serialized_end=10423 - _globals['_GENERATIVEREPLY']._serialized_start=10426 - _globals['_GENERATIVEREPLY']._serialized_end=10588 - _globals['_GENERATIVERESULT']._serialized_start=10590 - _globals['_GENERATIVERESULT']._serialized_end=10654 - _globals['_GENERATIVEDEBUG']._serialized_start=10656 - _globals['_GENERATIVEDEBUG']._serialized_end=10715 + _globals['_GENERATIVECOHERE']._serialized_end=2782 + _globals['_GENERATIVEDUMMY']._serialized_start=2784 + _globals['_GENERATIVEDUMMY']._serialized_end=2801 + _globals['_GENERATIVEMISTRAL']._serialized_start=2804 + 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_globals['_GENERATIVEREPLY']._serialized_end=10720 + _globals['_GENERATIVERESULT']._serialized_start=10722 + _globals['_GENERATIVERESULT']._serialized_end=10786 + _globals['_GENERATIVEDEBUG']._serialized_start=10788 + _globals['_GENERATIVEDEBUG']._serialized_end=10847 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v4216/v1/generative_pb2.pyi b/weaviate/proto/v1/v4216/v1/generative_pb2.pyi index 0eaf35fff..96dfa986f 100644 --- a/weaviate/proto/v1/v4216/v1/generative_pb2.pyi +++ b/weaviate/proto/v1/v4216/v1/generative_pb2.pyi @@ -130,7 +130,7 @@ class GenerativeAWS(_message.Message): def __init__(self, model: _Optional[str] = ..., temperature: _Optional[float] = ..., service: _Optional[str] = ..., region: _Optional[str] = ..., endpoint: _Optional[str] = ..., target_model: _Optional[str] = ..., target_variant: _Optional[str] = ..., images: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., image_properties: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., max_tokens: _Optional[int] = ...) -> None: ... class GenerativeCohere(_message.Message): - __slots__ = ["base_url", "frequency_penalty", "max_tokens", "model", "k", "p", "presence_penalty", "stop_sequences", "temperature"] + __slots__ = ["base_url", "frequency_penalty", "max_tokens", "model", "k", "p", "presence_penalty", "stop_sequences", "temperature", "images", "image_properties"] BASE_URL_FIELD_NUMBER: _ClassVar[int] FREQUENCY_PENALTY_FIELD_NUMBER: _ClassVar[int] MAX_TOKENS_FIELD_NUMBER: _ClassVar[int] @@ -140,6 +140,8 @@ class GenerativeCohere(_message.Message): PRESENCE_PENALTY_FIELD_NUMBER: _ClassVar[int] STOP_SEQUENCES_FIELD_NUMBER: _ClassVar[int] TEMPERATURE_FIELD_NUMBER: _ClassVar[int] + IMAGES_FIELD_NUMBER: _ClassVar[int] + IMAGE_PROPERTIES_FIELD_NUMBER: _ClassVar[int] base_url: str frequency_penalty: float max_tokens: int @@ -149,7 +151,9 @@ class GenerativeCohere(_message.Message): presence_penalty: float stop_sequences: _base_pb2.TextArray temperature: float - def __init__(self, base_url: _Optional[str] = ..., frequency_penalty: _Optional[float] = ..., max_tokens: _Optional[int] = ..., model: _Optional[str] = ..., k: _Optional[int] = ..., p: _Optional[float] = ..., presence_penalty: _Optional[float] = ..., stop_sequences: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., temperature: _Optional[float] = ...) -> None: ... + images: _base_pb2.TextArray + image_properties: _base_pb2.TextArray + def __init__(self, base_url: _Optional[str] = ..., frequency_penalty: _Optional[float] = ..., max_tokens: _Optional[int] = ..., model: _Optional[str] = ..., k: _Optional[int] = ..., p: _Optional[float] = ..., presence_penalty: _Optional[float] = ..., stop_sequences: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., temperature: _Optional[float] = ..., images: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., image_properties: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ...) -> None: ... class GenerativeDummy(_message.Message): __slots__ = [] diff --git a/weaviate/proto/v1/v4216/v1/weaviate_pb2.py b/weaviate/proto/v1/v4216/v1/weaviate_pb2.py index d9f2a91e8..cd8babfed 100644 --- a/weaviate/proto/v1/v4216/v1/weaviate_pb2.py +++ b/weaviate/proto/v1/v4216/v1/weaviate_pb2.py @@ -18,7 +18,7 @@ from weaviate.proto.v1.v4216.v1 import tenants_pb2 as v1_dot_tenants__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x11v1/weaviate.proto\x12\x0bweaviate.v1\x1a\x12v1/aggregate.proto\x1a\x0ev1/batch.proto\x1a\x15v1/batch_delete.proto\x1a\x13v1/search_get.proto\x1a\x10v1/tenants.proto2\x87\x05\n\x08Weaviate\x12@\n\x06Search\x12\x1a.weaviate.v1.SearchRequest\x1a\x18.weaviate.v1.SearchReply\"\x00\x12R\n\x0c\x42\x61tchObjects\x12 .weaviate.v1.BatchObjectsRequest\x1a\x1e.weaviate.v1.BatchObjectsReply\"\x00\x12[\n\x0f\x42\x61tchReferences\x12#.weaviate.v1.BatchReferencesRequest\x1a!.weaviate.v1.BatchReferencesReply\"\x00\x12O\n\x0b\x42\x61tchDelete\x12\x1f.weaviate.v1.BatchDeleteRequest\x1a\x1d.weaviate.v1.BatchDeleteReply\"\x00\x12L\n\nTenantsGet\x12\x1e.weaviate.v1.TenantsGetRequest\x1a\x1c.weaviate.v1.TenantsGetReply\"\x00\x12I\n\tAggregate\x12\x1d.weaviate.v1.AggregateRequest\x1a\x1b.weaviate.v1.AggregateReply\"\x00\x12I\n\tBatchSend\x12\x1d.weaviate.v1.BatchSendRequest\x1a\x1b.weaviate.v1.BatchSendReply\"\x00\x12S\n\x0b\x42\x61tchStream\x12\x1f.weaviate.v1.BatchStreamRequest\x1a\x1f.weaviate.v1.BatchStreamMessage\"\x00\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x11v1/weaviate.proto\x12\x0bweaviate.v1\x1a\x12v1/aggregate.proto\x1a\x0ev1/batch.proto\x1a\x15v1/batch_delete.proto\x1a\x13v1/search_get.proto\x1a\x10v1/tenants.proto2\xbc\x04\n\x08Weaviate\x12@\n\x06Search\x12\x1a.weaviate.v1.SearchRequest\x1a\x18.weaviate.v1.SearchReply\"\x00\x12R\n\x0c\x42\x61tchObjects\x12 .weaviate.v1.BatchObjectsRequest\x1a\x1e.weaviate.v1.BatchObjectsReply\"\x00\x12[\n\x0f\x42\x61tchReferences\x12#.weaviate.v1.BatchReferencesRequest\x1a!.weaviate.v1.BatchReferencesReply\"\x00\x12O\n\x0b\x42\x61tchDelete\x12\x1f.weaviate.v1.BatchDeleteRequest\x1a\x1d.weaviate.v1.BatchDeleteReply\"\x00\x12L\n\nTenantsGet\x12\x1e.weaviate.v1.TenantsGetRequest\x1a\x1c.weaviate.v1.TenantsGetReply\"\x00\x12I\n\tAggregate\x12\x1d.weaviate.v1.AggregateRequest\x1a\x1b.weaviate.v1.AggregateReply\"\x00\x12S\n\x0b\x42\x61tchStream\x12\x1f.weaviate.v1.BatchStreamRequest\x1a\x1d.weaviate.v1.BatchStreamReply\"\x00(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -27,5 +27,5 @@ DESCRIPTOR._options = None DESCRIPTOR._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' _globals['_WEAVIATE']._serialized_start=133 - _globals['_WEAVIATE']._serialized_end=780 + _globals['_WEAVIATE']._serialized_end=705 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v4216/v1/weaviate_pb2_grpc.py b/weaviate/proto/v1/v4216/v1/weaviate_pb2_grpc.py index 3ef7d95aa..74beca6b2 100644 --- a/weaviate/proto/v1/v4216/v1/weaviate_pb2_grpc.py +++ b/weaviate/proto/v1/v4216/v1/weaviate_pb2_grpc.py @@ -48,15 +48,10 @@ def __init__(self, channel): request_serializer=v1_dot_aggregate__pb2.AggregateRequest.SerializeToString, response_deserializer=v1_dot_aggregate__pb2.AggregateReply.FromString, ) - self.BatchSend = channel.unary_unary( - '/weaviate.v1.Weaviate/BatchSend', - request_serializer=v1_dot_batch__pb2.BatchSendRequest.SerializeToString, - response_deserializer=v1_dot_batch__pb2.BatchSendReply.FromString, - ) - self.BatchStream = channel.unary_stream( + self.BatchStream = channel.stream_stream( '/weaviate.v1.Weaviate/BatchStream', request_serializer=v1_dot_batch__pb2.BatchStreamRequest.SerializeToString, - response_deserializer=v1_dot_batch__pb2.BatchStreamMessage.FromString, + response_deserializer=v1_dot_batch__pb2.BatchStreamReply.FromString, ) @@ -99,13 +94,7 @@ def Aggregate(self, request, context): context.set_details('Method not implemented!') raise NotImplementedError('Method not implemented!') - def BatchSend(self, request, context): - """Missing associated documentation comment in .proto file.""" - context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details('Method not implemented!') - raise NotImplementedError('Method not implemented!') - - def BatchStream(self, request, context): + def BatchStream(self, request_iterator, context): """Missing associated documentation comment in .proto file.""" context.set_code(grpc.StatusCode.UNIMPLEMENTED) context.set_details('Method not implemented!') @@ -144,15 +133,10 @@ def add_WeaviateServicer_to_server(servicer, server): request_deserializer=v1_dot_aggregate__pb2.AggregateRequest.FromString, response_serializer=v1_dot_aggregate__pb2.AggregateReply.SerializeToString, ), - 'BatchSend': grpc.unary_unary_rpc_method_handler( - servicer.BatchSend, - request_deserializer=v1_dot_batch__pb2.BatchSendRequest.FromString, - response_serializer=v1_dot_batch__pb2.BatchSendReply.SerializeToString, - ), - 'BatchStream': grpc.unary_stream_rpc_method_handler( + 'BatchStream': grpc.stream_stream_rpc_method_handler( servicer.BatchStream, request_deserializer=v1_dot_batch__pb2.BatchStreamRequest.FromString, - response_serializer=v1_dot_batch__pb2.BatchStreamMessage.SerializeToString, + response_serializer=v1_dot_batch__pb2.BatchStreamReply.SerializeToString, ), } generic_handler = grpc.method_handlers_generic_handler( @@ -267,24 +251,7 @@ def Aggregate(request, insecure, call_credentials, compression, wait_for_ready, timeout, metadata) @staticmethod - def BatchSend(request, - target, - options=(), - channel_credentials=None, - call_credentials=None, - insecure=False, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None): - return grpc.experimental.unary_unary(request, target, '/weaviate.v1.Weaviate/BatchSend', - v1_dot_batch__pb2.BatchSendRequest.SerializeToString, - v1_dot_batch__pb2.BatchSendReply.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) - - @staticmethod - def BatchStream(request, + def BatchStream(request_iterator, target, options=(), channel_credentials=None, @@ -294,8 +261,8 @@ def BatchStream(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_stream(request, target, '/weaviate.v1.Weaviate/BatchStream', + return grpc.experimental.stream_stream(request_iterator, target, '/weaviate.v1.Weaviate/BatchStream', v1_dot_batch__pb2.BatchStreamRequest.SerializeToString, - v1_dot_batch__pb2.BatchStreamMessage.FromString, + v1_dot_batch__pb2.BatchStreamReply.FromString, options, channel_credentials, insecure, call_credentials, compression, wait_for_ready, timeout, metadata) diff --git a/weaviate/proto/v1/v51/v1/file_replication_pb2.py b/weaviate/proto/v1/v51/v1/file_replication_pb2.py new file mode 100644 index 000000000..443621397 --- /dev/null +++ b/weaviate/proto/v1/v51/v1/file_replication_pb2.py @@ -0,0 +1,49 @@ +# -*- coding: utf-8 -*- +# Generated by the protocol buffer compiler. DO NOT EDIT! +# source: v1/file_replication.proto +# Protobuf Python Version: 4.25.0 +"""Generated protocol buffer code.""" +from google.protobuf import descriptor as _descriptor +from google.protobuf import descriptor_pool as _descriptor_pool +from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder +# @@protoc_insertion_point(imports) + +_sym_db = _symbol_database.Default() + + + + +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"O\n\x11ListFilesResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x12\n\nfile_names\x18\x03 \x03(\t\"S\n\x16GetFileMetadataRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\"f\n\x0c\x46ileMetadata\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x0c\n\x04size\x18\x04 \x01(\x03\x12\r\n\x05\x63rc32\x18\x05 \x01(\r\"~\n\x0eGetFileRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x31\n\x0b\x63ompression\x18\x04 \x01(\x0e\x32\x1c.weaviate.v1.CompressionType\"6\n\tFileChunk\x12\x0e\n\x06offset\x18\x01 \x01(\x03\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0b\n\x03\x65of\x18\x03 \x01(\x08*\x87\x01\n\x0f\x43ompressionType\x12 \n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') + +_globals = globals() +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'v1.file_replication_pb2', _globals) +if _descriptor._USE_C_DESCRIPTORS == False: + _globals['DESCRIPTOR']._options = None + _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' + _globals['_COMPRESSIONTYPE']._serialized_start=857 + _globals['_COMPRESSIONTYPE']._serialized_end=992 + _globals['_PAUSEFILEACTIVITYREQUEST']._serialized_start=42 + _globals['_PAUSEFILEACTIVITYREQUEST']._serialized_end=132 + _globals['_PAUSEFILEACTIVITYRESPONSE']._serialized_start=134 + _globals['_PAUSEFILEACTIVITYRESPONSE']._serialized_end=201 + _globals['_RESUMEFILEACTIVITYREQUEST']._serialized_start=203 + _globals['_RESUMEFILEACTIVITYREQUEST']._serialized_end=270 + _globals['_RESUMEFILEACTIVITYRESPONSE']._serialized_start=272 + _globals['_RESUMEFILEACTIVITYRESPONSE']._serialized_end=340 + _globals['_LISTFILESREQUEST']._serialized_start=342 + _globals['_LISTFILESREQUEST']._serialized_end=400 + _globals['_LISTFILESRESPONSE']._serialized_start=402 + _globals['_LISTFILESRESPONSE']._serialized_end=481 + _globals['_GETFILEMETADATAREQUEST']._serialized_start=483 + _globals['_GETFILEMETADATAREQUEST']._serialized_end=566 + _globals['_FILEMETADATA']._serialized_start=568 + _globals['_FILEMETADATA']._serialized_end=670 + _globals['_GETFILEREQUEST']._serialized_start=672 + _globals['_GETFILEREQUEST']._serialized_end=798 + _globals['_FILECHUNK']._serialized_start=800 + _globals['_FILECHUNK']._serialized_end=854 + _globals['_FILEREPLICATIONSERVICE']._serialized_start=995 + _globals['_FILEREPLICATIONSERVICE']._serialized_end=1453 +# @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v51/v1/file_replication_pb2.pyi b/weaviate/proto/v1/v51/v1/file_replication_pb2.pyi new file mode 100644 index 000000000..29b87cf22 --- /dev/null +++ b/weaviate/proto/v1/v51/v1/file_replication_pb2.pyi @@ -0,0 +1,116 @@ +from google.protobuf.internal import containers as _containers +from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper +from google.protobuf import descriptor as _descriptor +from google.protobuf import message as _message +from typing import ClassVar as _ClassVar, Iterable as _Iterable, Optional as _Optional, Union as _Union + +DESCRIPTOR: _descriptor.FileDescriptor + +class CompressionType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper): + __slots__ = () + COMPRESSION_TYPE_UNSPECIFIED: _ClassVar[CompressionType] + COMPRESSION_TYPE_GZIP: _ClassVar[CompressionType] + COMPRESSION_TYPE_ZLIB: _ClassVar[CompressionType] + COMPRESSION_TYPE_DEFLATE: _ClassVar[CompressionType] +COMPRESSION_TYPE_UNSPECIFIED: CompressionType +COMPRESSION_TYPE_GZIP: CompressionType +COMPRESSION_TYPE_ZLIB: CompressionType +COMPRESSION_TYPE_DEFLATE: CompressionType + +class PauseFileActivityRequest(_message.Message): + __slots__ = ("index_name", "shard_name", "schema_version") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + SCHEMA_VERSION_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + schema_version: int + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., schema_version: _Optional[int] = ...) -> None: ... + +class PauseFileActivityResponse(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ResumeFileActivityRequest(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ResumeFileActivityResponse(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ListFilesRequest(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ListFilesResponse(_message.Message): + __slots__ = ("index_name", "shard_name", "file_names") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAMES_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_names: _containers.RepeatedScalarFieldContainer[str] + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_names: _Optional[_Iterable[str]] = ...) -> None: ... + +class GetFileMetadataRequest(_message.Message): + __slots__ = ("index_name", "shard_name", "file_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_name: _Optional[str] = ...) -> None: ... + +class FileMetadata(_message.Message): + __slots__ = ("index_name", "shard_name", "file_name", "size", "crc32") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAME_FIELD_NUMBER: _ClassVar[int] + SIZE_FIELD_NUMBER: _ClassVar[int] + CRC32_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_name: str + size: int + crc32: int + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_name: _Optional[str] = ..., size: _Optional[int] = ..., crc32: _Optional[int] = ...) -> None: ... + +class GetFileRequest(_message.Message): + __slots__ = ("index_name", "shard_name", "file_name", "compression") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAME_FIELD_NUMBER: _ClassVar[int] + COMPRESSION_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_name: str + compression: CompressionType + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_name: _Optional[str] = ..., compression: _Optional[_Union[CompressionType, str]] = ...) -> None: ... + +class FileChunk(_message.Message): + __slots__ = ("offset", "data", "eof") + OFFSET_FIELD_NUMBER: _ClassVar[int] + DATA_FIELD_NUMBER: _ClassVar[int] + EOF_FIELD_NUMBER: _ClassVar[int] + offset: int + data: bytes + eof: bool + def __init__(self, offset: _Optional[int] = ..., data: _Optional[bytes] = ..., eof: bool = ...) -> None: ... diff --git a/weaviate/proto/v1/v51/v1/file_replication_pb2_grpc.py b/weaviate/proto/v1/v51/v1/file_replication_pb2_grpc.py new file mode 100644 index 000000000..dba9b8e5c --- /dev/null +++ b/weaviate/proto/v1/v51/v1/file_replication_pb2_grpc.py @@ -0,0 +1,198 @@ +# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! +"""Client and server classes corresponding to protobuf-defined services.""" +import grpc + +from weaviate.proto.v1.v51.v1 import file_replication_pb2 as v1_dot_file__replication__pb2 + + +class FileReplicationServiceStub(object): + """Missing associated documentation comment in .proto file.""" + + def __init__(self, channel): + """Constructor. + + Args: + channel: A grpc.Channel. + """ + self.PauseFileActivity = channel.unary_unary( + '/weaviate.v1.FileReplicationService/PauseFileActivity', + request_serializer=v1_dot_file__replication__pb2.PauseFileActivityRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.PauseFileActivityResponse.FromString, + ) + self.ResumeFileActivity = channel.unary_unary( + '/weaviate.v1.FileReplicationService/ResumeFileActivity', + request_serializer=v1_dot_file__replication__pb2.ResumeFileActivityRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.ResumeFileActivityResponse.FromString, + ) + self.ListFiles = channel.unary_unary( + '/weaviate.v1.FileReplicationService/ListFiles', + request_serializer=v1_dot_file__replication__pb2.ListFilesRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.ListFilesResponse.FromString, + ) + self.GetFileMetadata = channel.stream_stream( + '/weaviate.v1.FileReplicationService/GetFileMetadata', + request_serializer=v1_dot_file__replication__pb2.GetFileMetadataRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.FileMetadata.FromString, + ) + self.GetFile = channel.stream_stream( + '/weaviate.v1.FileReplicationService/GetFile', + request_serializer=v1_dot_file__replication__pb2.GetFileRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.FileChunk.FromString, + ) + + +class FileReplicationServiceServicer(object): + """Missing associated documentation comment in .proto file.""" + + def PauseFileActivity(self, request, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def ResumeFileActivity(self, request, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def ListFiles(self, request, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def GetFileMetadata(self, request_iterator, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def GetFile(self, request_iterator, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + +def add_FileReplicationServiceServicer_to_server(servicer, server): + rpc_method_handlers = { + 'PauseFileActivity': grpc.unary_unary_rpc_method_handler( + servicer.PauseFileActivity, + request_deserializer=v1_dot_file__replication__pb2.PauseFileActivityRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.PauseFileActivityResponse.SerializeToString, + ), + 'ResumeFileActivity': grpc.unary_unary_rpc_method_handler( + servicer.ResumeFileActivity, + request_deserializer=v1_dot_file__replication__pb2.ResumeFileActivityRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.ResumeFileActivityResponse.SerializeToString, + ), + 'ListFiles': grpc.unary_unary_rpc_method_handler( + servicer.ListFiles, + request_deserializer=v1_dot_file__replication__pb2.ListFilesRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.ListFilesResponse.SerializeToString, + ), + 'GetFileMetadata': grpc.stream_stream_rpc_method_handler( + servicer.GetFileMetadata, + request_deserializer=v1_dot_file__replication__pb2.GetFileMetadataRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.FileMetadata.SerializeToString, + ), + 'GetFile': grpc.stream_stream_rpc_method_handler( + servicer.GetFile, + request_deserializer=v1_dot_file__replication__pb2.GetFileRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.FileChunk.SerializeToString, + ), + } + generic_handler = grpc.method_handlers_generic_handler( + 'weaviate.v1.FileReplicationService', rpc_method_handlers) + server.add_generic_rpc_handlers((generic_handler,)) + + + # This class is part of an EXPERIMENTAL API. +class FileReplicationService(object): + """Missing associated documentation comment in .proto file.""" + + @staticmethod + def PauseFileActivity(request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary(request, target, '/weaviate.v1.FileReplicationService/PauseFileActivity', + v1_dot_file__replication__pb2.PauseFileActivityRequest.SerializeToString, + v1_dot_file__replication__pb2.PauseFileActivityResponse.FromString, + options, channel_credentials, + insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + + @staticmethod + def ResumeFileActivity(request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary(request, target, '/weaviate.v1.FileReplicationService/ResumeFileActivity', + v1_dot_file__replication__pb2.ResumeFileActivityRequest.SerializeToString, + v1_dot_file__replication__pb2.ResumeFileActivityResponse.FromString, + options, channel_credentials, + insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + + @staticmethod + def ListFiles(request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary(request, target, '/weaviate.v1.FileReplicationService/ListFiles', + v1_dot_file__replication__pb2.ListFilesRequest.SerializeToString, + v1_dot_file__replication__pb2.ListFilesResponse.FromString, + options, channel_credentials, + insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + + @staticmethod + def GetFileMetadata(request_iterator, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.stream_stream(request_iterator, target, '/weaviate.v1.FileReplicationService/GetFileMetadata', + v1_dot_file__replication__pb2.GetFileMetadataRequest.SerializeToString, + v1_dot_file__replication__pb2.FileMetadata.FromString, + options, channel_credentials, + insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + + @staticmethod + def GetFile(request_iterator, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.stream_stream(request_iterator, target, '/weaviate.v1.FileReplicationService/GetFile', + v1_dot_file__replication__pb2.GetFileRequest.SerializeToString, + v1_dot_file__replication__pb2.FileChunk.FromString, + options, channel_credentials, + insecure, call_credentials, compression, wait_for_ready, timeout, metadata) diff --git a/weaviate/proto/v1/v52/v1/file_replication_pb2.py b/weaviate/proto/v1/v52/v1/file_replication_pb2.py new file mode 100644 index 000000000..2ec011d81 --- /dev/null +++ b/weaviate/proto/v1/v52/v1/file_replication_pb2.py @@ -0,0 +1,59 @@ +# -*- coding: utf-8 -*- +# Generated by the protocol buffer compiler. DO NOT EDIT! +# NO CHECKED-IN PROTOBUF GENCODE +# source: v1/file_replication.proto +# Protobuf Python Version: 5.27.2 +"""Generated protocol buffer code.""" +from google.protobuf import descriptor as _descriptor +from google.protobuf import descriptor_pool as _descriptor_pool +from google.protobuf import runtime_version as _runtime_version +from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder +_runtime_version.ValidateProtobufRuntimeVersion( + _runtime_version.Domain.PUBLIC, + 5, + 27, + 2, + '', + 'v1/file_replication.proto' +) +# @@protoc_insertion_point(imports) + +_sym_db = _symbol_database.Default() + + + + +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"O\n\x11ListFilesResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x12\n\nfile_names\x18\x03 \x03(\t\"S\n\x16GetFileMetadataRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\"f\n\x0c\x46ileMetadata\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x0c\n\x04size\x18\x04 \x01(\x03\x12\r\n\x05\x63rc32\x18\x05 \x01(\r\"~\n\x0eGetFileRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x31\n\x0b\x63ompression\x18\x04 \x01(\x0e\x32\x1c.weaviate.v1.CompressionType\"6\n\tFileChunk\x12\x0e\n\x06offset\x18\x01 \x01(\x03\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0b\n\x03\x65of\x18\x03 \x01(\x08*\x87\x01\n\x0f\x43ompressionType\x12 \n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') + +_globals = globals() +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'v1.file_replication_pb2', _globals) +if not _descriptor._USE_C_DESCRIPTORS: + _globals['DESCRIPTOR']._loaded_options = None + _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' + _globals['_COMPRESSIONTYPE']._serialized_start=857 + _globals['_COMPRESSIONTYPE']._serialized_end=992 + _globals['_PAUSEFILEACTIVITYREQUEST']._serialized_start=42 + _globals['_PAUSEFILEACTIVITYREQUEST']._serialized_end=132 + _globals['_PAUSEFILEACTIVITYRESPONSE']._serialized_start=134 + _globals['_PAUSEFILEACTIVITYRESPONSE']._serialized_end=201 + _globals['_RESUMEFILEACTIVITYREQUEST']._serialized_start=203 + _globals['_RESUMEFILEACTIVITYREQUEST']._serialized_end=270 + _globals['_RESUMEFILEACTIVITYRESPONSE']._serialized_start=272 + _globals['_RESUMEFILEACTIVITYRESPONSE']._serialized_end=340 + _globals['_LISTFILESREQUEST']._serialized_start=342 + _globals['_LISTFILESREQUEST']._serialized_end=400 + _globals['_LISTFILESRESPONSE']._serialized_start=402 + _globals['_LISTFILESRESPONSE']._serialized_end=481 + _globals['_GETFILEMETADATAREQUEST']._serialized_start=483 + _globals['_GETFILEMETADATAREQUEST']._serialized_end=566 + _globals['_FILEMETADATA']._serialized_start=568 + _globals['_FILEMETADATA']._serialized_end=670 + _globals['_GETFILEREQUEST']._serialized_start=672 + _globals['_GETFILEREQUEST']._serialized_end=798 + _globals['_FILECHUNK']._serialized_start=800 + _globals['_FILECHUNK']._serialized_end=854 + _globals['_FILEREPLICATIONSERVICE']._serialized_start=995 + _globals['_FILEREPLICATIONSERVICE']._serialized_end=1453 +# @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v52/v1/file_replication_pb2.pyi b/weaviate/proto/v1/v52/v1/file_replication_pb2.pyi new file mode 100644 index 000000000..29b87cf22 --- /dev/null +++ b/weaviate/proto/v1/v52/v1/file_replication_pb2.pyi @@ -0,0 +1,116 @@ +from google.protobuf.internal import containers as _containers +from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper +from google.protobuf import descriptor as _descriptor +from google.protobuf import message as _message +from typing import ClassVar as _ClassVar, Iterable as _Iterable, Optional as _Optional, Union as _Union + +DESCRIPTOR: _descriptor.FileDescriptor + +class CompressionType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper): + __slots__ = () + COMPRESSION_TYPE_UNSPECIFIED: _ClassVar[CompressionType] + COMPRESSION_TYPE_GZIP: _ClassVar[CompressionType] + COMPRESSION_TYPE_ZLIB: _ClassVar[CompressionType] + COMPRESSION_TYPE_DEFLATE: _ClassVar[CompressionType] +COMPRESSION_TYPE_UNSPECIFIED: CompressionType +COMPRESSION_TYPE_GZIP: CompressionType +COMPRESSION_TYPE_ZLIB: CompressionType +COMPRESSION_TYPE_DEFLATE: CompressionType + +class PauseFileActivityRequest(_message.Message): + __slots__ = ("index_name", "shard_name", "schema_version") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + SCHEMA_VERSION_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + schema_version: int + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., schema_version: _Optional[int] = ...) -> None: ... + +class PauseFileActivityResponse(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ResumeFileActivityRequest(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ResumeFileActivityResponse(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ListFilesRequest(_message.Message): + __slots__ = ("index_name", "shard_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ...) -> None: ... + +class ListFilesResponse(_message.Message): + __slots__ = ("index_name", "shard_name", "file_names") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAMES_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_names: _containers.RepeatedScalarFieldContainer[str] + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_names: _Optional[_Iterable[str]] = ...) -> None: ... + +class GetFileMetadataRequest(_message.Message): + __slots__ = ("index_name", "shard_name", "file_name") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAME_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_name: str + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_name: _Optional[str] = ...) -> None: ... + +class FileMetadata(_message.Message): + __slots__ = ("index_name", "shard_name", "file_name", "size", "crc32") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAME_FIELD_NUMBER: _ClassVar[int] + SIZE_FIELD_NUMBER: _ClassVar[int] + CRC32_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_name: str + size: int + crc32: int + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_name: _Optional[str] = ..., size: _Optional[int] = ..., crc32: _Optional[int] = ...) -> None: ... + +class GetFileRequest(_message.Message): + __slots__ = ("index_name", "shard_name", "file_name", "compression") + INDEX_NAME_FIELD_NUMBER: _ClassVar[int] + SHARD_NAME_FIELD_NUMBER: _ClassVar[int] + FILE_NAME_FIELD_NUMBER: _ClassVar[int] + COMPRESSION_FIELD_NUMBER: _ClassVar[int] + index_name: str + shard_name: str + file_name: str + compression: CompressionType + def __init__(self, index_name: _Optional[str] = ..., shard_name: _Optional[str] = ..., file_name: _Optional[str] = ..., compression: _Optional[_Union[CompressionType, str]] = ...) -> None: ... + +class FileChunk(_message.Message): + __slots__ = ("offset", "data", "eof") + OFFSET_FIELD_NUMBER: _ClassVar[int] + DATA_FIELD_NUMBER: _ClassVar[int] + EOF_FIELD_NUMBER: _ClassVar[int] + offset: int + data: bytes + eof: bool + def __init__(self, offset: _Optional[int] = ..., data: _Optional[bytes] = ..., eof: bool = ...) -> None: ... diff --git a/weaviate/proto/v1/v52/v1/file_replication_pb2_grpc.py b/weaviate/proto/v1/v52/v1/file_replication_pb2_grpc.py new file mode 100644 index 000000000..9280952c9 --- /dev/null +++ b/weaviate/proto/v1/v52/v1/file_replication_pb2_grpc.py @@ -0,0 +1,269 @@ +# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! +"""Client and server classes corresponding to protobuf-defined services.""" +import grpc +import warnings + +from weaviate.proto.v1.v52.v1 import file_replication_pb2 as v1_dot_file__replication__pb2 + +GRPC_GENERATED_VERSION = '1.66.2' +GRPC_VERSION = grpc.__version__ +_version_not_supported = False + +try: + from grpc._utilities import first_version_is_lower + _version_not_supported = first_version_is_lower(GRPC_VERSION, GRPC_GENERATED_VERSION) +except ImportError: + _version_not_supported = True + +if _version_not_supported: + raise RuntimeError( + f'The grpc package installed is at version {GRPC_VERSION},' + + f' but the generated code in v1/file_replication_pb2_grpc.py depends on' + + f' grpcio>={GRPC_GENERATED_VERSION}.' + + f' Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}' + + f' or downgrade your generated code using grpcio-tools<={GRPC_VERSION}.' + ) + + +class FileReplicationServiceStub(object): + """Missing associated documentation comment in .proto file.""" + + def __init__(self, channel): + """Constructor. + + Args: + channel: A grpc.Channel. + """ + self.PauseFileActivity = channel.unary_unary( + '/weaviate.v1.FileReplicationService/PauseFileActivity', + request_serializer=v1_dot_file__replication__pb2.PauseFileActivityRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.PauseFileActivityResponse.FromString, + _registered_method=True) + self.ResumeFileActivity = channel.unary_unary( + '/weaviate.v1.FileReplicationService/ResumeFileActivity', + request_serializer=v1_dot_file__replication__pb2.ResumeFileActivityRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.ResumeFileActivityResponse.FromString, + _registered_method=True) + self.ListFiles = channel.unary_unary( + '/weaviate.v1.FileReplicationService/ListFiles', + request_serializer=v1_dot_file__replication__pb2.ListFilesRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.ListFilesResponse.FromString, + _registered_method=True) + self.GetFileMetadata = channel.stream_stream( + '/weaviate.v1.FileReplicationService/GetFileMetadata', + request_serializer=v1_dot_file__replication__pb2.GetFileMetadataRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.FileMetadata.FromString, + _registered_method=True) + self.GetFile = channel.stream_stream( + '/weaviate.v1.FileReplicationService/GetFile', + request_serializer=v1_dot_file__replication__pb2.GetFileRequest.SerializeToString, + response_deserializer=v1_dot_file__replication__pb2.FileChunk.FromString, + _registered_method=True) + + +class FileReplicationServiceServicer(object): + """Missing associated documentation comment in .proto file.""" + + def PauseFileActivity(self, request, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def ResumeFileActivity(self, request, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def ListFiles(self, request, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def GetFileMetadata(self, request_iterator, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + def GetFile(self, request_iterator, context): + """Missing associated documentation comment in .proto file.""" + context.set_code(grpc.StatusCode.UNIMPLEMENTED) + context.set_details('Method not implemented!') + raise NotImplementedError('Method not implemented!') + + +def add_FileReplicationServiceServicer_to_server(servicer, server): + rpc_method_handlers = { + 'PauseFileActivity': grpc.unary_unary_rpc_method_handler( + servicer.PauseFileActivity, + request_deserializer=v1_dot_file__replication__pb2.PauseFileActivityRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.PauseFileActivityResponse.SerializeToString, + ), + 'ResumeFileActivity': grpc.unary_unary_rpc_method_handler( + servicer.ResumeFileActivity, + request_deserializer=v1_dot_file__replication__pb2.ResumeFileActivityRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.ResumeFileActivityResponse.SerializeToString, + ), + 'ListFiles': grpc.unary_unary_rpc_method_handler( + servicer.ListFiles, + request_deserializer=v1_dot_file__replication__pb2.ListFilesRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.ListFilesResponse.SerializeToString, + ), + 'GetFileMetadata': grpc.stream_stream_rpc_method_handler( + servicer.GetFileMetadata, + request_deserializer=v1_dot_file__replication__pb2.GetFileMetadataRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.FileMetadata.SerializeToString, + ), + 'GetFile': grpc.stream_stream_rpc_method_handler( + servicer.GetFile, + request_deserializer=v1_dot_file__replication__pb2.GetFileRequest.FromString, + response_serializer=v1_dot_file__replication__pb2.FileChunk.SerializeToString, + ), + } + generic_handler = grpc.method_handlers_generic_handler( + 'weaviate.v1.FileReplicationService', rpc_method_handlers) + server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('weaviate.v1.FileReplicationService', rpc_method_handlers) + + + # This class is part of an EXPERIMENTAL API. +class FileReplicationService(object): + """Missing associated documentation comment in .proto file.""" + + @staticmethod + def PauseFileActivity(request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary( + request, + target, + '/weaviate.v1.FileReplicationService/PauseFileActivity', + v1_dot_file__replication__pb2.PauseFileActivityRequest.SerializeToString, + v1_dot_file__replication__pb2.PauseFileActivityResponse.FromString, + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) + + @staticmethod + def ResumeFileActivity(request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary( + request, + target, + '/weaviate.v1.FileReplicationService/ResumeFileActivity', + v1_dot_file__replication__pb2.ResumeFileActivityRequest.SerializeToString, + v1_dot_file__replication__pb2.ResumeFileActivityResponse.FromString, + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) + + @staticmethod + def ListFiles(request, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.unary_unary( + request, + target, + '/weaviate.v1.FileReplicationService/ListFiles', + v1_dot_file__replication__pb2.ListFilesRequest.SerializeToString, + v1_dot_file__replication__pb2.ListFilesResponse.FromString, + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) + + @staticmethod + def GetFileMetadata(request_iterator, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.stream_stream( + request_iterator, + target, + '/weaviate.v1.FileReplicationService/GetFileMetadata', + v1_dot_file__replication__pb2.GetFileMetadataRequest.SerializeToString, + v1_dot_file__replication__pb2.FileMetadata.FromString, + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) + + @staticmethod + def GetFile(request_iterator, + target, + options=(), + channel_credentials=None, + call_credentials=None, + insecure=False, + compression=None, + wait_for_ready=None, + timeout=None, + metadata=None): + return grpc.experimental.stream_stream( + request_iterator, + target, + '/weaviate.v1.FileReplicationService/GetFile', + v1_dot_file__replication__pb2.GetFileRequest.SerializeToString, + v1_dot_file__replication__pb2.FileChunk.FromString, + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) diff --git a/weaviate/proto/v1/v5261/v1/batch_pb2.py b/weaviate/proto/v1/v5261/v1/batch_pb2.py index 6747a21ce..86b722431 100644 --- a/weaviate/proto/v1/v5261/v1/batch_pb2.py +++ b/weaviate/proto/v1/v5261/v1/batch_pb2.py @@ -16,7 +16,7 @@ from weaviate.proto.v1.v5261.v1 import base_pb2 as v1_dot_base__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0ev1/batch.proto\x12\x0bweaviate.v1\x1a\x1cgoogle/protobuf/struct.proto\x1a\rv1/base.proto\"\x95\x01\n\x13\x42\x61tchObjectsRequest\x12)\n\x07objects\x18\x01 \x03(\x0b\x32\x18.weaviate.v1.BatchObject\x12=\n\x11\x63onsistency_level\x18\x02 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\x01(\x02\x12<\n\x06\x65rrors\x18\x02 \x03(\x0b\x32,.weaviate.v1.BatchReferencesReply.BatchError\x1a*\n\nBatchError\x12\r\n\x05index\x18\x01 \x01(\x05\x12\r\n\x05\x65rror\x18\x02 \x01(\tBo\n#io.weaviate.client.grpc.protocol.v1B\x12WeaviateProtoBatchZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -30,46 +30,50 @@ _globals['_BATCHOBJECTSREQUEST']._serialized_end=226 _globals['_BATCHREFERENCESREQUEST']._serialized_start=229 _globals['_BATCHREFERENCESREQUEST']._serialized_end=387 - _globals['_BATCHSENDREQUEST']._serialized_start=390 - _globals['_BATCHSENDREQUEST']._serialized_end=732 - _globals['_BATCHSENDREQUEST_STOP']._serialized_start=603 - _globals['_BATCHSENDREQUEST_STOP']._serialized_end=609 - _globals['_BATCHSENDREQUEST_OBJECTS']._serialized_start=611 - _globals['_BATCHSENDREQUEST_OBJECTS']._serialized_end=662 - _globals['_BATCHSENDREQUEST_REFERENCES']._serialized_start=664 - _globals['_BATCHSENDREQUEST_REFERENCES']._serialized_end=721 - _globals['_BATCHSENDREPLY']._serialized_start=734 - _globals['_BATCHSENDREPLY']._serialized_end=800 - _globals['_BATCHSTREAMREQUEST']._serialized_start=803 - _globals['_BATCHSTREAMREQUEST']._serialized_end=1002 - _globals['_BATCHSTREAMMESSAGE']._serialized_start=1005 - _globals['_BATCHSTREAMMESSAGE']._serialized_end=1501 - _globals['_BATCHSTREAMMESSAGE_START']._serialized_start=1345 - _globals['_BATCHSTREAMMESSAGE_START']._serialized_end=1352 - _globals['_BATCHSTREAMMESSAGE_STOP']._serialized_start=603 - _globals['_BATCHSTREAMMESSAGE_STOP']._serialized_end=609 - _globals['_BATCHSTREAMMESSAGE_SHUTDOWN']._serialized_start=1362 - _globals['_BATCHSTREAMMESSAGE_SHUTDOWN']._serialized_end=1372 - _globals['_BATCHSTREAMMESSAGE_SHUTTINGDOWN']._serialized_start=1374 - _globals['_BATCHSTREAMMESSAGE_SHUTTINGDOWN']._serialized_end=1388 - _globals['_BATCHSTREAMMESSAGE_ERROR']._serialized_start=1390 - _globals['_BATCHSTREAMMESSAGE_ERROR']._serialized_end=1490 - _globals['_BATCHOBJECT']._serialized_start=1504 - _globals['_BATCHOBJECT']._serialized_end=2494 - _globals['_BATCHOBJECT_PROPERTIES']._serialized_start=1708 - _globals['_BATCHOBJECT_PROPERTIES']._serialized_end=2352 - _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_start=2354 - _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_end=2410 - _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_start=2412 - _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_end=2494 - _globals['_BATCHREFERENCE']._serialized_start=2497 - _globals['_BATCHREFERENCE']._serialized_end=2650 - _globals['_BATCHOBJECTSREPLY']._serialized_start=2653 - _globals['_BATCHOBJECTSREPLY']._serialized_end=2789 - _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_start=2747 - _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_end=2789 - _globals['_BATCHREFERENCESREPLY']._serialized_start=2792 - _globals['_BATCHREFERENCESREPLY']._serialized_end=2934 - _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_start=2747 - _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_end=2789 + _globals['_BATCHSTREAMREQUEST']._serialized_start=390 + _globals['_BATCHSTREAMREQUEST']._serialized_end=940 + _globals['_BATCHSTREAMREQUEST_START']._serialized_start=576 + _globals['_BATCHSTREAMREQUEST_START']._serialized_end=668 + _globals['_BATCHSTREAMREQUEST_STOP']._serialized_start=670 + _globals['_BATCHSTREAMREQUEST_STOP']._serialized_end=676 + _globals['_BATCHSTREAMREQUEST_DATA']._serialized_start=679 + _globals['_BATCHSTREAMREQUEST_DATA']._serialized_end=929 + _globals['_BATCHSTREAMREQUEST_DATA_OBJECTS']._serialized_start=819 + _globals['_BATCHSTREAMREQUEST_DATA_OBJECTS']._serialized_end=870 + _globals['_BATCHSTREAMREQUEST_DATA_REFERENCES']._serialized_start=872 + _globals['_BATCHSTREAMREQUEST_DATA_REFERENCES']._serialized_end=929 + _globals['_BATCHSTREAMREPLY']._serialized_start=943 + _globals['_BATCHSTREAMREPLY']._serialized_end=1607 + _globals['_BATCHSTREAMREPLY_STARTED']._serialized_start=1266 + _globals['_BATCHSTREAMREPLY_STARTED']._serialized_end=1275 + _globals['_BATCHSTREAMREPLY_SHUTTINGDOWN']._serialized_start=1277 + _globals['_BATCHSTREAMREPLY_SHUTTINGDOWN']._serialized_end=1291 + _globals['_BATCHSTREAMREPLY_SHUTDOWN']._serialized_start=1293 + _globals['_BATCHSTREAMREPLY_SHUTDOWN']._serialized_end=1303 + _globals['_BATCHSTREAMREPLY_BACKOFF']._serialized_start=1305 + _globals['_BATCHSTREAMREPLY_BACKOFF']._serialized_end=1334 + _globals['_BATCHSTREAMREPLY_RESULTS']._serialized_start=1337 + _globals['_BATCHSTREAMREPLY_RESULTS']._serialized_end=1596 + _globals['_BATCHSTREAMREPLY_RESULTS_ERROR']._serialized_start=1475 + _globals['_BATCHSTREAMREPLY_RESULTS_ERROR']._serialized_end=1541 + _globals['_BATCHSTREAMREPLY_RESULTS_SUCCESS']._serialized_start=1543 + _globals['_BATCHSTREAMREPLY_RESULTS_SUCCESS']._serialized_end=1596 + _globals['_BATCHOBJECT']._serialized_start=1610 + _globals['_BATCHOBJECT']._serialized_end=2600 + _globals['_BATCHOBJECT_PROPERTIES']._serialized_start=1814 + _globals['_BATCHOBJECT_PROPERTIES']._serialized_end=2458 + _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_start=2460 + _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_end=2516 + _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_start=2518 + _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_end=2600 + _globals['_BATCHREFERENCE']._serialized_start=2603 + _globals['_BATCHREFERENCE']._serialized_end=2756 + _globals['_BATCHOBJECTSREPLY']._serialized_start=2759 + _globals['_BATCHOBJECTSREPLY']._serialized_end=2895 + _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_start=2853 + _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_end=2895 + _globals['_BATCHREFERENCESREPLY']._serialized_start=2898 + _globals['_BATCHREFERENCESREPLY']._serialized_end=3040 + _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_start=2853 + _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_end=2895 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v5261/v1/batch_pb2.pyi b/weaviate/proto/v1/v5261/v1/batch_pb2.pyi index e89a47d37..d975b0157 100644 --- a/weaviate/proto/v1/v5261/v1/batch_pb2.pyi +++ b/weaviate/proto/v1/v5261/v1/batch_pb2.pyi @@ -23,89 +23,91 @@ class BatchReferencesRequest(_message.Message): consistency_level: _base_pb2.ConsistencyLevel def __init__(self, references: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ..., consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ...) -> None: ... -class BatchSendRequest(_message.Message): - __slots__ = ("stream_id", "objects", "references", "stop") +class BatchStreamRequest(_message.Message): + __slots__ = ("start", "data", "stop") + class Start(_message.Message): + __slots__ = ("consistency_level",) + CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] + consistency_level: _base_pb2.ConsistencyLevel + def __init__(self, consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ...) -> None: ... class Stop(_message.Message): __slots__ = () def __init__(self) -> None: ... - class Objects(_message.Message): - __slots__ = ("values",) - VALUES_FIELD_NUMBER: _ClassVar[int] - values: _containers.RepeatedCompositeFieldContainer[BatchObject] - def __init__(self, values: _Optional[_Iterable[_Union[BatchObject, _Mapping]]] = ...) -> None: ... - class References(_message.Message): - __slots__ = ("values",) - VALUES_FIELD_NUMBER: _ClassVar[int] - values: _containers.RepeatedCompositeFieldContainer[BatchReference] - def __init__(self, values: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ...) -> None: ... - STREAM_ID_FIELD_NUMBER: _ClassVar[int] - OBJECTS_FIELD_NUMBER: _ClassVar[int] - REFERENCES_FIELD_NUMBER: _ClassVar[int] + class Data(_message.Message): + __slots__ = ("objects", "references") + class Objects(_message.Message): + __slots__ = ("values",) + VALUES_FIELD_NUMBER: _ClassVar[int] + values: _containers.RepeatedCompositeFieldContainer[BatchObject] + def __init__(self, values: _Optional[_Iterable[_Union[BatchObject, _Mapping]]] = ...) -> None: ... + class References(_message.Message): + __slots__ = ("values",) + VALUES_FIELD_NUMBER: _ClassVar[int] + values: _containers.RepeatedCompositeFieldContainer[BatchReference] + def __init__(self, values: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ...) -> None: ... + OBJECTS_FIELD_NUMBER: _ClassVar[int] + REFERENCES_FIELD_NUMBER: _ClassVar[int] + objects: BatchStreamRequest.Data.Objects + references: BatchStreamRequest.Data.References + def __init__(self, objects: _Optional[_Union[BatchStreamRequest.Data.Objects, _Mapping]] = ..., references: _Optional[_Union[BatchStreamRequest.Data.References, _Mapping]] = ...) -> None: ... + START_FIELD_NUMBER: _ClassVar[int] + DATA_FIELD_NUMBER: _ClassVar[int] STOP_FIELD_NUMBER: _ClassVar[int] - stream_id: str - objects: BatchSendRequest.Objects - references: BatchSendRequest.References - stop: BatchSendRequest.Stop - def __init__(self, stream_id: _Optional[str] = ..., objects: _Optional[_Union[BatchSendRequest.Objects, _Mapping]] = ..., references: _Optional[_Union[BatchSendRequest.References, _Mapping]] = ..., stop: _Optional[_Union[BatchSendRequest.Stop, _Mapping]] = ...) -> None: ... - -class BatchSendReply(_message.Message): - __slots__ = ("next_batch_size", "backoff_seconds") - NEXT_BATCH_SIZE_FIELD_NUMBER: _ClassVar[int] - BACKOFF_SECONDS_FIELD_NUMBER: _ClassVar[int] - next_batch_size: int - backoff_seconds: float - def __init__(self, next_batch_size: _Optional[int] = ..., backoff_seconds: _Optional[float] = ...) -> None: ... + start: BatchStreamRequest.Start + data: BatchStreamRequest.Data + stop: BatchStreamRequest.Stop + def __init__(self, start: _Optional[_Union[BatchStreamRequest.Start, _Mapping]] = ..., data: _Optional[_Union[BatchStreamRequest.Data, _Mapping]] = ..., stop: _Optional[_Union[BatchStreamRequest.Stop, _Mapping]] = ...) -> None: ... -class BatchStreamRequest(_message.Message): - __slots__ = ("consistency_level", "object_index", "reference_index") - CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] - OBJECT_INDEX_FIELD_NUMBER: _ClassVar[int] - REFERENCE_INDEX_FIELD_NUMBER: _ClassVar[int] - consistency_level: _base_pb2.ConsistencyLevel - object_index: int - reference_index: int - def __init__(self, consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ..., object_index: _Optional[int] = ..., reference_index: _Optional[int] = ...) -> None: ... - -class BatchStreamMessage(_message.Message): - __slots__ = ("stream_id", "error", "start", "stop", "shutdown", "shutting_down") - class Start(_message.Message): +class BatchStreamReply(_message.Message): + __slots__ = ("results", "shutting_down", "shutdown", "started", "backoff") + class Started(_message.Message): __slots__ = () def __init__(self) -> None: ... - class Stop(_message.Message): + class ShuttingDown(_message.Message): __slots__ = () def __init__(self) -> None: ... class Shutdown(_message.Message): __slots__ = () def __init__(self) -> None: ... - class ShuttingDown(_message.Message): - __slots__ = () - def __init__(self) -> None: ... - class Error(_message.Message): - __slots__ = ("error", "index", "is_retriable", "is_object", "is_reference") - ERROR_FIELD_NUMBER: _ClassVar[int] - INDEX_FIELD_NUMBER: _ClassVar[int] - IS_RETRIABLE_FIELD_NUMBER: _ClassVar[int] - IS_OBJECT_FIELD_NUMBER: _ClassVar[int] - IS_REFERENCE_FIELD_NUMBER: _ClassVar[int] - error: str - index: int - is_retriable: bool - is_object: bool - is_reference: bool - def __init__(self, error: _Optional[str] = ..., index: _Optional[int] = ..., is_retriable: bool = ..., is_object: bool = ..., is_reference: bool = ...) -> None: ... - STREAM_ID_FIELD_NUMBER: _ClassVar[int] - ERROR_FIELD_NUMBER: _ClassVar[int] - START_FIELD_NUMBER: _ClassVar[int] - STOP_FIELD_NUMBER: _ClassVar[int] - SHUTDOWN_FIELD_NUMBER: _ClassVar[int] + class Backoff(_message.Message): + __slots__ = ("batch_size",) + BATCH_SIZE_FIELD_NUMBER: _ClassVar[int] + batch_size: int + def __init__(self, batch_size: _Optional[int] = ...) -> None: ... + class Results(_message.Message): + __slots__ = ("errors", "successes") + class Error(_message.Message): + __slots__ = ("error", "uuid", "beacon") + ERROR_FIELD_NUMBER: _ClassVar[int] + UUID_FIELD_NUMBER: _ClassVar[int] + BEACON_FIELD_NUMBER: _ClassVar[int] + error: str + uuid: str + beacon: str + def __init__(self, error: _Optional[str] = ..., uuid: _Optional[str] = ..., beacon: _Optional[str] = ...) -> None: ... + class Success(_message.Message): + __slots__ = ("uuid", "beacon") + UUID_FIELD_NUMBER: _ClassVar[int] + BEACON_FIELD_NUMBER: _ClassVar[int] + uuid: str + beacon: str + def __init__(self, uuid: _Optional[str] = ..., beacon: _Optional[str] = ...) -> None: ... + ERRORS_FIELD_NUMBER: _ClassVar[int] + SUCCESSES_FIELD_NUMBER: _ClassVar[int] + errors: _containers.RepeatedCompositeFieldContainer[BatchStreamReply.Results.Error] + successes: _containers.RepeatedCompositeFieldContainer[BatchStreamReply.Results.Success] + def __init__(self, errors: _Optional[_Iterable[_Union[BatchStreamReply.Results.Error, _Mapping]]] = ..., successes: _Optional[_Iterable[_Union[BatchStreamReply.Results.Success, _Mapping]]] = ...) -> None: ... + RESULTS_FIELD_NUMBER: _ClassVar[int] SHUTTING_DOWN_FIELD_NUMBER: _ClassVar[int] - stream_id: str - error: BatchStreamMessage.Error - start: BatchStreamMessage.Start - stop: BatchStreamMessage.Stop - shutdown: BatchStreamMessage.Shutdown - shutting_down: BatchStreamMessage.ShuttingDown - def __init__(self, stream_id: _Optional[str] = ..., error: _Optional[_Union[BatchStreamMessage.Error, _Mapping]] = ..., start: _Optional[_Union[BatchStreamMessage.Start, _Mapping]] = ..., stop: _Optional[_Union[BatchStreamMessage.Stop, _Mapping]] = ..., shutdown: _Optional[_Union[BatchStreamMessage.Shutdown, _Mapping]] = ..., shutting_down: _Optional[_Union[BatchStreamMessage.ShuttingDown, _Mapping]] = ...) -> None: ... + SHUTDOWN_FIELD_NUMBER: _ClassVar[int] + STARTED_FIELD_NUMBER: _ClassVar[int] + BACKOFF_FIELD_NUMBER: _ClassVar[int] + results: BatchStreamReply.Results + shutting_down: BatchStreamReply.ShuttingDown + shutdown: BatchStreamReply.Shutdown + started: BatchStreamReply.Started + backoff: BatchStreamReply.Backoff + def __init__(self, results: _Optional[_Union[BatchStreamReply.Results, _Mapping]] = ..., shutting_down: _Optional[_Union[BatchStreamReply.ShuttingDown, _Mapping]] = ..., shutdown: _Optional[_Union[BatchStreamReply.Shutdown, _Mapping]] = ..., started: _Optional[_Union[BatchStreamReply.Started, _Mapping]] = ..., backoff: _Optional[_Union[BatchStreamReply.Backoff, _Mapping]] = ...) -> None: ... class BatchObject(_message.Message): __slots__ = ("uuid", "vector", "properties", "collection", "tenant", "vector_bytes", "vectors") diff --git a/weaviate/proto/v1/v5261/v1/file_replication_pb2.py b/weaviate/proto/v1/v5261/v1/file_replication_pb2.py index 6eb78addb..6c647b702 100644 --- a/weaviate/proto/v1/v5261/v1/file_replication_pb2.py +++ b/weaviate/proto/v1/v5261/v1/file_replication_pb2.py @@ -14,14 +14,14 @@ -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 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\n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"O\n\x11ListFilesResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x12\n\nfile_names\x18\x03 \x03(\t\"S\n\x16GetFileMetadataRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\"f\n\x0c\x46ileMetadata\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x0c\n\x04size\x18\x04 \x01(\x03\x12\r\n\x05\x63rc32\x18\x05 \x01(\r\"~\n\x0eGetFileRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x31\n\x0b\x63ompression\x18\x04 \x01(\x0e\x32\x1c.weaviate.v1.CompressionType\"6\n\tFileChunk\x12\x0e\n\x06offset\x18\x01 \x01(\x03\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0b\n\x03\x65of\x18\x03 \x01(\x08*\x87\x01\n\x0f\x43ompressionType\x12 \n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42y\n#io.weaviate.client.grpc.protocol.v1B\x1cWeaviateProtoFileReplicationZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'v1.file_replication_pb2', _globals) if not _descriptor._USE_C_DESCRIPTORS: _globals['DESCRIPTOR']._loaded_options = None - _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' + _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\034WeaviateProtoFileReplicationZ4github.com/weaviate/weaviate/grpc/generated;protocol' _globals['_COMPRESSIONTYPE']._serialized_start=857 _globals['_COMPRESSIONTYPE']._serialized_end=992 _globals['_PAUSEFILEACTIVITYREQUEST']._serialized_start=42 diff --git a/weaviate/proto/v1/v5261/v1/generative_pb2.py b/weaviate/proto/v1/v5261/v1/generative_pb2.py index 5b83faf84..1af15a41e 100644 --- a/weaviate/proto/v1/v5261/v1/generative_pb2.py +++ b/weaviate/proto/v1/v5261/v1/generative_pb2.py @@ -15,7 +15,7 @@ from weaviate.proto.v1.v5261.v1 import base_pb2 as v1_dot_base__pb2 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_globals['_GENERATIVEMISTRAL']._serialized_end=3001 + _globals['_GENERATIVEOLLAMA']._serialized_start=3004 + _globals['_GENERATIVEOLLAMA']._serialized_end=3270 + _globals['_GENERATIVEOPENAI']._serialized_start=3273 + _globals['_GENERATIVEOPENAI']._serialized_end=4396 + _globals['_GENERATIVEOPENAI_REASONINGEFFORT']._serialized_start=3878 + _globals['_GENERATIVEOPENAI_REASONINGEFFORT']._serialized_end=4041 + _globals['_GENERATIVEOPENAI_VERBOSITY']._serialized_start=4043 + _globals['_GENERATIVEOPENAI_VERBOSITY']._serialized_end=4142 + _globals['_GENERATIVEGOOGLE']._serialized_start=4399 + _globals['_GENERATIVEGOOGLE']._serialized_end=5057 + _globals['_GENERATIVEDATABRICKS']._serialized_start=5060 + _globals['_GENERATIVEDATABRICKS']._serialized_end=5524 + _globals['_GENERATIVEFRIENDLIAI']._serialized_start=5527 + _globals['_GENERATIVEFRIENDLIAI']._serialized_end=5749 + _globals['_GENERATIVENVIDIA']._serialized_start=5752 + _globals['_GENERATIVENVIDIA']._serialized_end=5948 + _globals['_GENERATIVEXAI']._serialized_start=5951 + _globals['_GENERATIVEXAI']._serialized_end=6276 + _globals['_GENERATIVEANTHROPICMETADATA']._serialized_start=6279 + _globals['_GENERATIVEANTHROPICMETADATA']._serialized_end=6425 + _globals['_GENERATIVEANTHROPICMETADATA_USAGE']._serialized_start=6373 + _globals['_GENERATIVEANTHROPICMETADATA_USAGE']._serialized_end=6425 + _globals['_GENERATIVEANYSCALEMETADATA']._serialized_start=6427 + _globals['_GENERATIVEANYSCALEMETADATA']._serialized_end=6455 + _globals['_GENERATIVEAWSMETADATA']._serialized_start=6457 + _globals['_GENERATIVEAWSMETADATA']._serialized_end=6480 + _globals['_GENERATIVECOHEREMETADATA']._serialized_start=6483 + _globals['_GENERATIVECOHEREMETADATA']._serialized_end=7279 + _globals['_GENERATIVECOHEREMETADATA_APIVERSION']._serialized_start=6780 + _globals['_GENERATIVECOHEREMETADATA_APIVERSION']._serialized_end=6922 + _globals['_GENERATIVECOHEREMETADATA_BILLEDUNITS']._serialized_start=6925 + _globals['_GENERATIVECOHEREMETADATA_BILLEDUNITS']._serialized_end=7122 + _globals['_GENERATIVECOHEREMETADATA_TOKENS']._serialized_start=7124 + _globals['_GENERATIVECOHEREMETADATA_TOKENS']._serialized_end=7222 + _globals['_GENERATIVEDUMMYMETADATA']._serialized_start=7281 + _globals['_GENERATIVEDUMMYMETADATA']._serialized_end=7306 + _globals['_GENERATIVEMISTRALMETADATA']._serialized_start=7309 + _globals['_GENERATIVEMISTRALMETADATA']._serialized_end=7566 + _globals['_GENERATIVEMISTRALMETADATA_USAGE']._serialized_start=7405 + _globals['_GENERATIVEMISTRALMETADATA_USAGE']._serialized_end=7556 + _globals['_GENERATIVEOLLAMAMETADATA']._serialized_start=7568 + _globals['_GENERATIVEOLLAMAMETADATA']._serialized_end=7594 + _globals['_GENERATIVEOPENAIMETADATA']._serialized_start=7597 + _globals['_GENERATIVEOPENAIMETADATA']._serialized_end=7852 + _globals['_GENERATIVEOPENAIMETADATA_USAGE']._serialized_start=7405 + _globals['_GENERATIVEOPENAIMETADATA_USAGE']._serialized_end=7556 + _globals['_GENERATIVEGOOGLEMETADATA']._serialized_start=7855 + _globals['_GENERATIVEGOOGLEMETADATA']._serialized_end=8727 + _globals['_GENERATIVEGOOGLEMETADATA_TOKENCOUNT']._serialized_start=8036 + _globals['_GENERATIVEGOOGLEMETADATA_TOKENCOUNT']._serialized_end=8162 + _globals['_GENERATIVEGOOGLEMETADATA_TOKENMETADATA']._serialized_start=8165 + _globals['_GENERATIVEGOOGLEMETADATA_TOKENMETADATA']._serialized_end=8390 + _globals['_GENERATIVEGOOGLEMETADATA_METADATA']._serialized_start=8392 + _globals['_GENERATIVEGOOGLEMETADATA_METADATA']._serialized_end=8503 + _globals['_GENERATIVEGOOGLEMETADATA_USAGEMETADATA']._serialized_start=8506 + _globals['_GENERATIVEGOOGLEMETADATA_USAGEMETADATA']._serialized_end=8695 + _globals['_GENERATIVEDATABRICKSMETADATA']._serialized_start=8730 + _globals['_GENERATIVEDATABRICKSMETADATA']._serialized_end=8993 + _globals['_GENERATIVEDATABRICKSMETADATA_USAGE']._serialized_start=7405 + _globals['_GENERATIVEDATABRICKSMETADATA_USAGE']._serialized_end=7556 + _globals['_GENERATIVEFRIENDLIAIMETADATA']._serialized_start=8996 + _globals['_GENERATIVEFRIENDLIAIMETADATA']._serialized_end=9259 + _globals['_GENERATIVEFRIENDLIAIMETADATA_USAGE']._serialized_start=7405 + _globals['_GENERATIVEFRIENDLIAIMETADATA_USAGE']._serialized_end=7556 + _globals['_GENERATIVENVIDIAMETADATA']._serialized_start=9262 + _globals['_GENERATIVENVIDIAMETADATA']._serialized_end=9517 + _globals['_GENERATIVENVIDIAMETADATA_USAGE']._serialized_start=7405 + _globals['_GENERATIVENVIDIAMETADATA_USAGE']._serialized_end=7556 + _globals['_GENERATIVEXAIMETADATA']._serialized_start=9520 + _globals['_GENERATIVEXAIMETADATA']._serialized_end=9769 + _globals['_GENERATIVEXAIMETADATA_USAGE']._serialized_start=7405 + _globals['_GENERATIVEXAIMETADATA_USAGE']._serialized_end=7556 + _globals['_GENERATIVEMETADATA']._serialized_start=9772 + _globals['_GENERATIVEMETADATA']._serialized_end=10555 + _globals['_GENERATIVEREPLY']._serialized_start=10558 + _globals['_GENERATIVEREPLY']._serialized_end=10720 + _globals['_GENERATIVERESULT']._serialized_start=10722 + _globals['_GENERATIVERESULT']._serialized_end=10786 + _globals['_GENERATIVEDEBUG']._serialized_start=10788 + _globals['_GENERATIVEDEBUG']._serialized_end=10847 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v5261/v1/generative_pb2.pyi b/weaviate/proto/v1/v5261/v1/generative_pb2.pyi index d794710dc..1784bedba 100644 --- a/weaviate/proto/v1/v5261/v1/generative_pb2.pyi +++ b/weaviate/proto/v1/v5261/v1/generative_pb2.pyi @@ -130,7 +130,7 @@ class GenerativeAWS(_message.Message): def __init__(self, model: _Optional[str] = ..., temperature: _Optional[float] = ..., service: _Optional[str] = ..., region: _Optional[str] = ..., endpoint: _Optional[str] = ..., target_model: _Optional[str] = ..., target_variant: _Optional[str] = ..., images: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., image_properties: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., max_tokens: _Optional[int] = ...) -> None: ... class GenerativeCohere(_message.Message): - __slots__ = ("base_url", "frequency_penalty", "max_tokens", "model", "k", "p", "presence_penalty", "stop_sequences", "temperature") + __slots__ = ("base_url", "frequency_penalty", "max_tokens", "model", "k", "p", "presence_penalty", "stop_sequences", "temperature", "images", "image_properties") BASE_URL_FIELD_NUMBER: _ClassVar[int] FREQUENCY_PENALTY_FIELD_NUMBER: _ClassVar[int] MAX_TOKENS_FIELD_NUMBER: _ClassVar[int] @@ -140,6 +140,8 @@ class GenerativeCohere(_message.Message): PRESENCE_PENALTY_FIELD_NUMBER: _ClassVar[int] STOP_SEQUENCES_FIELD_NUMBER: _ClassVar[int] TEMPERATURE_FIELD_NUMBER: _ClassVar[int] + IMAGES_FIELD_NUMBER: _ClassVar[int] + IMAGE_PROPERTIES_FIELD_NUMBER: _ClassVar[int] base_url: str frequency_penalty: float max_tokens: int @@ -149,7 +151,9 @@ class GenerativeCohere(_message.Message): presence_penalty: float stop_sequences: _base_pb2.TextArray temperature: float - def __init__(self, base_url: _Optional[str] = ..., frequency_penalty: _Optional[float] = ..., max_tokens: _Optional[int] = ..., model: _Optional[str] = ..., k: _Optional[int] = ..., p: _Optional[float] = ..., presence_penalty: _Optional[float] = ..., stop_sequences: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., temperature: _Optional[float] = ...) -> None: ... + images: _base_pb2.TextArray + image_properties: _base_pb2.TextArray + def __init__(self, base_url: _Optional[str] = ..., frequency_penalty: _Optional[float] = ..., max_tokens: _Optional[int] = ..., model: _Optional[str] = ..., k: _Optional[int] = ..., p: _Optional[float] = ..., presence_penalty: _Optional[float] = ..., stop_sequences: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., temperature: _Optional[float] = ..., images: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., image_properties: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ...) -> None: ... class GenerativeDummy(_message.Message): __slots__ = () diff --git a/weaviate/proto/v1/v5261/v1/weaviate_pb2.py b/weaviate/proto/v1/v5261/v1/weaviate_pb2.py index c781cdfec..936bcfc05 100644 --- a/weaviate/proto/v1/v5261/v1/weaviate_pb2.py +++ b/weaviate/proto/v1/v5261/v1/weaviate_pb2.py @@ -19,7 +19,7 @@ from weaviate.proto.v1.v5261.v1 import tenants_pb2 as v1_dot_tenants__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x11v1/weaviate.proto\x12\x0bweaviate.v1\x1a\x12v1/aggregate.proto\x1a\x0ev1/batch.proto\x1a\x15v1/batch_delete.proto\x1a\x13v1/search_get.proto\x1a\x10v1/tenants.proto2\x87\x05\n\x08Weaviate\x12@\n\x06Search\x12\x1a.weaviate.v1.SearchRequest\x1a\x18.weaviate.v1.SearchReply\"\x00\x12R\n\x0c\x42\x61tchObjects\x12 .weaviate.v1.BatchObjectsRequest\x1a\x1e.weaviate.v1.BatchObjectsReply\"\x00\x12[\n\x0f\x42\x61tchReferences\x12#.weaviate.v1.BatchReferencesRequest\x1a!.weaviate.v1.BatchReferencesReply\"\x00\x12O\n\x0b\x42\x61tchDelete\x12\x1f.weaviate.v1.BatchDeleteRequest\x1a\x1d.weaviate.v1.BatchDeleteReply\"\x00\x12L\n\nTenantsGet\x12\x1e.weaviate.v1.TenantsGetRequest\x1a\x1c.weaviate.v1.TenantsGetReply\"\x00\x12I\n\tAggregate\x12\x1d.weaviate.v1.AggregateRequest\x1a\x1b.weaviate.v1.AggregateReply\"\x00\x12I\n\tBatchSend\x12\x1d.weaviate.v1.BatchSendRequest\x1a\x1b.weaviate.v1.BatchSendReply\"\x00\x12S\n\x0b\x42\x61tchStream\x12\x1f.weaviate.v1.BatchStreamRequest\x1a\x1f.weaviate.v1.BatchStreamMessage\"\x00\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x11v1/weaviate.proto\x12\x0bweaviate.v1\x1a\x12v1/aggregate.proto\x1a\x0ev1/batch.proto\x1a\x15v1/batch_delete.proto\x1a\x13v1/search_get.proto\x1a\x10v1/tenants.proto2\xbc\x04\n\x08Weaviate\x12@\n\x06Search\x12\x1a.weaviate.v1.SearchRequest\x1a\x18.weaviate.v1.SearchReply\"\x00\x12R\n\x0c\x42\x61tchObjects\x12 .weaviate.v1.BatchObjectsRequest\x1a\x1e.weaviate.v1.BatchObjectsReply\"\x00\x12[\n\x0f\x42\x61tchReferences\x12#.weaviate.v1.BatchReferencesRequest\x1a!.weaviate.v1.BatchReferencesReply\"\x00\x12O\n\x0b\x42\x61tchDelete\x12\x1f.weaviate.v1.BatchDeleteRequest\x1a\x1d.weaviate.v1.BatchDeleteReply\"\x00\x12L\n\nTenantsGet\x12\x1e.weaviate.v1.TenantsGetRequest\x1a\x1c.weaviate.v1.TenantsGetReply\"\x00\x12I\n\tAggregate\x12\x1d.weaviate.v1.AggregateRequest\x1a\x1b.weaviate.v1.AggregateReply\"\x00\x12S\n\x0b\x42\x61tchStream\x12\x1f.weaviate.v1.BatchStreamRequest\x1a\x1d.weaviate.v1.BatchStreamReply\"\x00(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -28,5 +28,5 @@ _globals['DESCRIPTOR']._loaded_options = None _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' _globals['_WEAVIATE']._serialized_start=133 - _globals['_WEAVIATE']._serialized_end=780 + _globals['_WEAVIATE']._serialized_end=705 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v5261/v1/weaviate_pb2_grpc.py b/weaviate/proto/v1/v5261/v1/weaviate_pb2_grpc.py index 47b66a0da..e10059f8f 100644 --- a/weaviate/proto/v1/v5261/v1/weaviate_pb2_grpc.py +++ b/weaviate/proto/v1/v5261/v1/weaviate_pb2_grpc.py @@ -73,15 +73,10 @@ def __init__(self, channel): request_serializer=v1_dot_aggregate__pb2.AggregateRequest.SerializeToString, response_deserializer=v1_dot_aggregate__pb2.AggregateReply.FromString, _registered_method=True) - self.BatchSend = channel.unary_unary( - '/weaviate.v1.Weaviate/BatchSend', - request_serializer=v1_dot_batch__pb2.BatchSendRequest.SerializeToString, - response_deserializer=v1_dot_batch__pb2.BatchSendReply.FromString, - _registered_method=True) - self.BatchStream = channel.unary_stream( + self.BatchStream = channel.stream_stream( '/weaviate.v1.Weaviate/BatchStream', request_serializer=v1_dot_batch__pb2.BatchStreamRequest.SerializeToString, - response_deserializer=v1_dot_batch__pb2.BatchStreamMessage.FromString, + response_deserializer=v1_dot_batch__pb2.BatchStreamReply.FromString, _registered_method=True) @@ -124,13 +119,7 @@ def Aggregate(self, request, context): context.set_details('Method not implemented!') raise NotImplementedError('Method not implemented!') - def BatchSend(self, request, context): - """Missing associated documentation comment in .proto file.""" - context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details('Method not implemented!') - raise NotImplementedError('Method not implemented!') - - def BatchStream(self, request, context): + def BatchStream(self, request_iterator, context): """Missing associated documentation comment in .proto file.""" context.set_code(grpc.StatusCode.UNIMPLEMENTED) context.set_details('Method not implemented!') @@ -169,15 +158,10 @@ def add_WeaviateServicer_to_server(servicer, server): request_deserializer=v1_dot_aggregate__pb2.AggregateRequest.FromString, response_serializer=v1_dot_aggregate__pb2.AggregateReply.SerializeToString, ), - 'BatchSend': grpc.unary_unary_rpc_method_handler( - servicer.BatchSend, - request_deserializer=v1_dot_batch__pb2.BatchSendRequest.FromString, - response_serializer=v1_dot_batch__pb2.BatchSendReply.SerializeToString, - ), - 'BatchStream': grpc.unary_stream_rpc_method_handler( + 'BatchStream': grpc.stream_stream_rpc_method_handler( servicer.BatchStream, request_deserializer=v1_dot_batch__pb2.BatchStreamRequest.FromString, - response_serializer=v1_dot_batch__pb2.BatchStreamMessage.SerializeToString, + response_serializer=v1_dot_batch__pb2.BatchStreamReply.SerializeToString, ), } generic_handler = grpc.method_handlers_generic_handler( @@ -352,7 +336,7 @@ def Aggregate(request, _registered_method=True) @staticmethod - def BatchSend(request, + def BatchStream(request_iterator, target, options=(), channel_credentials=None, @@ -362,39 +346,12 @@ def BatchSend(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary( - request, - target, - '/weaviate.v1.Weaviate/BatchSend', - v1_dot_batch__pb2.BatchSendRequest.SerializeToString, - v1_dot_batch__pb2.BatchSendReply.FromString, - options, - channel_credentials, - insecure, - call_credentials, - compression, - wait_for_ready, - timeout, - metadata, - _registered_method=True) - - @staticmethod - def BatchStream(request, - target, - options=(), - channel_credentials=None, - call_credentials=None, - insecure=False, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None): - return grpc.experimental.unary_stream( - request, + return grpc.experimental.stream_stream( + request_iterator, target, '/weaviate.v1.Weaviate/BatchStream', v1_dot_batch__pb2.BatchStreamRequest.SerializeToString, - v1_dot_batch__pb2.BatchStreamMessage.FromString, + v1_dot_batch__pb2.BatchStreamReply.FromString, options, channel_credentials, insecure, diff --git a/weaviate/proto/v1/v6300/v1/batch_pb2.py b/weaviate/proto/v1/v6300/v1/batch_pb2.py index d45d45f18..f7434e1d3 100644 --- a/weaviate/proto/v1/v6300/v1/batch_pb2.py +++ b/weaviate/proto/v1/v6300/v1/batch_pb2.py @@ -26,7 +26,7 @@ from weaviate.proto.v1.v6300.v1 import base_pb2 as v1_dot_base__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0ev1/batch.proto\x12\x0bweaviate.v1\x1a\x1cgoogle/protobuf/struct.proto\x1a\rv1/base.proto\"\x95\x01\n\x13\x42\x61tchObjectsRequest\x12)\n\x07objects\x18\x01 \x03(\x0b\x32\x18.weaviate.v1.BatchObject\x12=\n\x11\x63onsistency_level\x18\x02 \x01(\x0e\x32\x1d.weaviate.v1.ConsistencyLevelH\x00\x88\x01\x01\x42\x14\n\x12_consistency_level\"\x9e\x01\n\x16\x42\x61tchReferencesRequest\x12/\n\nreferences\x18\x01 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\x01(\tBo\n#io.weaviate.client.grpc.protocol.v1B\x12WeaviateProtoBatchZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -40,46 +40,50 @@ _globals['_BATCHOBJECTSREQUEST']._serialized_end=226 _globals['_BATCHREFERENCESREQUEST']._serialized_start=229 _globals['_BATCHREFERENCESREQUEST']._serialized_end=387 - _globals['_BATCHSENDREQUEST']._serialized_start=390 - _globals['_BATCHSENDREQUEST']._serialized_end=732 - _globals['_BATCHSENDREQUEST_STOP']._serialized_start=603 - _globals['_BATCHSENDREQUEST_STOP']._serialized_end=609 - _globals['_BATCHSENDREQUEST_OBJECTS']._serialized_start=611 - _globals['_BATCHSENDREQUEST_OBJECTS']._serialized_end=662 - _globals['_BATCHSENDREQUEST_REFERENCES']._serialized_start=664 - _globals['_BATCHSENDREQUEST_REFERENCES']._serialized_end=721 - _globals['_BATCHSENDREPLY']._serialized_start=734 - _globals['_BATCHSENDREPLY']._serialized_end=800 - _globals['_BATCHSTREAMREQUEST']._serialized_start=803 - _globals['_BATCHSTREAMREQUEST']._serialized_end=1002 - _globals['_BATCHSTREAMMESSAGE']._serialized_start=1005 - _globals['_BATCHSTREAMMESSAGE']._serialized_end=1501 - _globals['_BATCHSTREAMMESSAGE_START']._serialized_start=1345 - _globals['_BATCHSTREAMMESSAGE_START']._serialized_end=1352 - _globals['_BATCHSTREAMMESSAGE_STOP']._serialized_start=603 - _globals['_BATCHSTREAMMESSAGE_STOP']._serialized_end=609 - _globals['_BATCHSTREAMMESSAGE_SHUTDOWN']._serialized_start=1362 - _globals['_BATCHSTREAMMESSAGE_SHUTDOWN']._serialized_end=1372 - _globals['_BATCHSTREAMMESSAGE_SHUTTINGDOWN']._serialized_start=1374 - _globals['_BATCHSTREAMMESSAGE_SHUTTINGDOWN']._serialized_end=1388 - _globals['_BATCHSTREAMMESSAGE_ERROR']._serialized_start=1390 - _globals['_BATCHSTREAMMESSAGE_ERROR']._serialized_end=1490 - _globals['_BATCHOBJECT']._serialized_start=1504 - _globals['_BATCHOBJECT']._serialized_end=2494 - _globals['_BATCHOBJECT_PROPERTIES']._serialized_start=1708 - _globals['_BATCHOBJECT_PROPERTIES']._serialized_end=2352 - _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_start=2354 - _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_end=2410 - _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_start=2412 - _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_end=2494 - _globals['_BATCHREFERENCE']._serialized_start=2497 - _globals['_BATCHREFERENCE']._serialized_end=2650 - _globals['_BATCHOBJECTSREPLY']._serialized_start=2653 - _globals['_BATCHOBJECTSREPLY']._serialized_end=2789 - _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_start=2747 - _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_end=2789 - _globals['_BATCHREFERENCESREPLY']._serialized_start=2792 - _globals['_BATCHREFERENCESREPLY']._serialized_end=2934 - _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_start=2747 - _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_end=2789 + _globals['_BATCHSTREAMREQUEST']._serialized_start=390 + _globals['_BATCHSTREAMREQUEST']._serialized_end=940 + _globals['_BATCHSTREAMREQUEST_START']._serialized_start=576 + _globals['_BATCHSTREAMREQUEST_START']._serialized_end=668 + _globals['_BATCHSTREAMREQUEST_STOP']._serialized_start=670 + _globals['_BATCHSTREAMREQUEST_STOP']._serialized_end=676 + _globals['_BATCHSTREAMREQUEST_DATA']._serialized_start=679 + _globals['_BATCHSTREAMREQUEST_DATA']._serialized_end=929 + _globals['_BATCHSTREAMREQUEST_DATA_OBJECTS']._serialized_start=819 + _globals['_BATCHSTREAMREQUEST_DATA_OBJECTS']._serialized_end=870 + _globals['_BATCHSTREAMREQUEST_DATA_REFERENCES']._serialized_start=872 + _globals['_BATCHSTREAMREQUEST_DATA_REFERENCES']._serialized_end=929 + _globals['_BATCHSTREAMREPLY']._serialized_start=943 + _globals['_BATCHSTREAMREPLY']._serialized_end=1607 + _globals['_BATCHSTREAMREPLY_STARTED']._serialized_start=1266 + _globals['_BATCHSTREAMREPLY_STARTED']._serialized_end=1275 + _globals['_BATCHSTREAMREPLY_SHUTTINGDOWN']._serialized_start=1277 + _globals['_BATCHSTREAMREPLY_SHUTTINGDOWN']._serialized_end=1291 + _globals['_BATCHSTREAMREPLY_SHUTDOWN']._serialized_start=1293 + _globals['_BATCHSTREAMREPLY_SHUTDOWN']._serialized_end=1303 + _globals['_BATCHSTREAMREPLY_BACKOFF']._serialized_start=1305 + _globals['_BATCHSTREAMREPLY_BACKOFF']._serialized_end=1334 + _globals['_BATCHSTREAMREPLY_RESULTS']._serialized_start=1337 + _globals['_BATCHSTREAMREPLY_RESULTS']._serialized_end=1596 + _globals['_BATCHSTREAMREPLY_RESULTS_ERROR']._serialized_start=1475 + _globals['_BATCHSTREAMREPLY_RESULTS_ERROR']._serialized_end=1541 + _globals['_BATCHSTREAMREPLY_RESULTS_SUCCESS']._serialized_start=1543 + _globals['_BATCHSTREAMREPLY_RESULTS_SUCCESS']._serialized_end=1596 + _globals['_BATCHOBJECT']._serialized_start=1610 + _globals['_BATCHOBJECT']._serialized_end=2600 + _globals['_BATCHOBJECT_PROPERTIES']._serialized_start=1814 + _globals['_BATCHOBJECT_PROPERTIES']._serialized_end=2458 + _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_start=2460 + _globals['_BATCHOBJECT_SINGLETARGETREFPROPS']._serialized_end=2516 + _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_start=2518 + _globals['_BATCHOBJECT_MULTITARGETREFPROPS']._serialized_end=2600 + _globals['_BATCHREFERENCE']._serialized_start=2603 + _globals['_BATCHREFERENCE']._serialized_end=2756 + _globals['_BATCHOBJECTSREPLY']._serialized_start=2759 + _globals['_BATCHOBJECTSREPLY']._serialized_end=2895 + _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_start=2853 + _globals['_BATCHOBJECTSREPLY_BATCHERROR']._serialized_end=2895 + _globals['_BATCHREFERENCESREPLY']._serialized_start=2898 + _globals['_BATCHREFERENCESREPLY']._serialized_end=3040 + _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_start=2853 + _globals['_BATCHREFERENCESREPLY_BATCHERROR']._serialized_end=2895 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v6300/v1/batch_pb2.pyi b/weaviate/proto/v1/v6300/v1/batch_pb2.pyi index 8f3de73bd..aa308b1d4 100644 --- a/weaviate/proto/v1/v6300/v1/batch_pb2.pyi +++ b/weaviate/proto/v1/v6300/v1/batch_pb2.pyi @@ -24,89 +24,91 @@ class BatchReferencesRequest(_message.Message): consistency_level: _base_pb2.ConsistencyLevel def __init__(self, references: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ..., consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ...) -> None: ... -class BatchSendRequest(_message.Message): - __slots__ = ("stream_id", "objects", "references", "stop") +class BatchStreamRequest(_message.Message): + __slots__ = ("start", "data", "stop") + class Start(_message.Message): + __slots__ = ("consistency_level",) + CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] + consistency_level: _base_pb2.ConsistencyLevel + def __init__(self, consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ...) -> None: ... class Stop(_message.Message): __slots__ = () def __init__(self) -> None: ... - class Objects(_message.Message): - __slots__ = ("values",) - VALUES_FIELD_NUMBER: _ClassVar[int] - values: _containers.RepeatedCompositeFieldContainer[BatchObject] - def __init__(self, values: _Optional[_Iterable[_Union[BatchObject, _Mapping]]] = ...) -> None: ... - class References(_message.Message): - __slots__ = ("values",) - VALUES_FIELD_NUMBER: _ClassVar[int] - values: _containers.RepeatedCompositeFieldContainer[BatchReference] - def __init__(self, values: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ...) -> None: ... - STREAM_ID_FIELD_NUMBER: _ClassVar[int] - OBJECTS_FIELD_NUMBER: _ClassVar[int] - REFERENCES_FIELD_NUMBER: _ClassVar[int] + class Data(_message.Message): + __slots__ = ("objects", "references") + class Objects(_message.Message): + __slots__ = ("values",) + VALUES_FIELD_NUMBER: _ClassVar[int] + values: _containers.RepeatedCompositeFieldContainer[BatchObject] + def __init__(self, values: _Optional[_Iterable[_Union[BatchObject, _Mapping]]] = ...) -> None: ... + class References(_message.Message): + __slots__ = ("values",) + VALUES_FIELD_NUMBER: _ClassVar[int] + values: _containers.RepeatedCompositeFieldContainer[BatchReference] + def __init__(self, values: _Optional[_Iterable[_Union[BatchReference, _Mapping]]] = ...) -> None: ... + OBJECTS_FIELD_NUMBER: _ClassVar[int] + REFERENCES_FIELD_NUMBER: _ClassVar[int] + objects: BatchStreamRequest.Data.Objects + references: BatchStreamRequest.Data.References + def __init__(self, objects: _Optional[_Union[BatchStreamRequest.Data.Objects, _Mapping]] = ..., references: _Optional[_Union[BatchStreamRequest.Data.References, _Mapping]] = ...) -> None: ... + START_FIELD_NUMBER: _ClassVar[int] + DATA_FIELD_NUMBER: _ClassVar[int] STOP_FIELD_NUMBER: _ClassVar[int] - stream_id: str - objects: BatchSendRequest.Objects - references: BatchSendRequest.References - stop: BatchSendRequest.Stop - def __init__(self, stream_id: _Optional[str] = ..., objects: _Optional[_Union[BatchSendRequest.Objects, _Mapping]] = ..., references: _Optional[_Union[BatchSendRequest.References, _Mapping]] = ..., stop: _Optional[_Union[BatchSendRequest.Stop, _Mapping]] = ...) -> None: ... - -class BatchSendReply(_message.Message): - __slots__ = ("next_batch_size", "backoff_seconds") - NEXT_BATCH_SIZE_FIELD_NUMBER: _ClassVar[int] - BACKOFF_SECONDS_FIELD_NUMBER: _ClassVar[int] - next_batch_size: int - backoff_seconds: float - def __init__(self, next_batch_size: _Optional[int] = ..., backoff_seconds: _Optional[float] = ...) -> None: ... + start: BatchStreamRequest.Start + data: BatchStreamRequest.Data + stop: BatchStreamRequest.Stop + def __init__(self, start: _Optional[_Union[BatchStreamRequest.Start, _Mapping]] = ..., data: _Optional[_Union[BatchStreamRequest.Data, _Mapping]] = ..., stop: _Optional[_Union[BatchStreamRequest.Stop, _Mapping]] = ...) -> None: ... -class BatchStreamRequest(_message.Message): - __slots__ = ("consistency_level", "object_index", "reference_index") - CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] - OBJECT_INDEX_FIELD_NUMBER: _ClassVar[int] - REFERENCE_INDEX_FIELD_NUMBER: _ClassVar[int] - consistency_level: _base_pb2.ConsistencyLevel - object_index: int - reference_index: int - def __init__(self, consistency_level: _Optional[_Union[_base_pb2.ConsistencyLevel, str]] = ..., object_index: _Optional[int] = ..., reference_index: _Optional[int] = ...) -> None: ... - -class BatchStreamMessage(_message.Message): - __slots__ = ("stream_id", "error", "start", "stop", "shutdown", "shutting_down") - class Start(_message.Message): +class BatchStreamReply(_message.Message): + __slots__ = ("results", "shutting_down", "shutdown", "started", "backoff") + class Started(_message.Message): __slots__ = () def __init__(self) -> None: ... - class Stop(_message.Message): + class ShuttingDown(_message.Message): __slots__ = () def __init__(self) -> None: ... class Shutdown(_message.Message): __slots__ = () def __init__(self) -> None: ... - class ShuttingDown(_message.Message): - __slots__ = () - def __init__(self) -> None: ... - class Error(_message.Message): - __slots__ = ("error", "index", "is_retriable", "is_object", "is_reference") - ERROR_FIELD_NUMBER: _ClassVar[int] - INDEX_FIELD_NUMBER: _ClassVar[int] - IS_RETRIABLE_FIELD_NUMBER: _ClassVar[int] - IS_OBJECT_FIELD_NUMBER: _ClassVar[int] - IS_REFERENCE_FIELD_NUMBER: _ClassVar[int] - error: str - index: int - is_retriable: bool - is_object: bool - is_reference: bool - def __init__(self, error: _Optional[str] = ..., index: _Optional[int] = ..., is_retriable: bool = ..., is_object: bool = ..., is_reference: bool = ...) -> None: ... - STREAM_ID_FIELD_NUMBER: _ClassVar[int] - ERROR_FIELD_NUMBER: _ClassVar[int] - START_FIELD_NUMBER: _ClassVar[int] - STOP_FIELD_NUMBER: _ClassVar[int] - SHUTDOWN_FIELD_NUMBER: _ClassVar[int] + class Backoff(_message.Message): + __slots__ = ("batch_size",) + BATCH_SIZE_FIELD_NUMBER: _ClassVar[int] + batch_size: int + def __init__(self, batch_size: _Optional[int] = ...) -> None: ... + class Results(_message.Message): + __slots__ = ("errors", "successes") + class Error(_message.Message): + __slots__ = ("error", "uuid", "beacon") + ERROR_FIELD_NUMBER: _ClassVar[int] + UUID_FIELD_NUMBER: _ClassVar[int] + BEACON_FIELD_NUMBER: _ClassVar[int] + error: str + uuid: str + beacon: str + def __init__(self, error: _Optional[str] = ..., uuid: _Optional[str] = ..., beacon: _Optional[str] = ...) -> None: ... + class Success(_message.Message): + __slots__ = ("uuid", "beacon") + UUID_FIELD_NUMBER: _ClassVar[int] + BEACON_FIELD_NUMBER: _ClassVar[int] + uuid: str + beacon: str + def __init__(self, uuid: _Optional[str] = ..., beacon: _Optional[str] = ...) -> None: ... + ERRORS_FIELD_NUMBER: _ClassVar[int] + SUCCESSES_FIELD_NUMBER: _ClassVar[int] + errors: _containers.RepeatedCompositeFieldContainer[BatchStreamReply.Results.Error] + successes: _containers.RepeatedCompositeFieldContainer[BatchStreamReply.Results.Success] + def __init__(self, errors: _Optional[_Iterable[_Union[BatchStreamReply.Results.Error, _Mapping]]] = ..., successes: _Optional[_Iterable[_Union[BatchStreamReply.Results.Success, _Mapping]]] = ...) -> None: ... + RESULTS_FIELD_NUMBER: _ClassVar[int] SHUTTING_DOWN_FIELD_NUMBER: _ClassVar[int] - stream_id: str - error: BatchStreamMessage.Error - start: BatchStreamMessage.Start - stop: BatchStreamMessage.Stop - shutdown: BatchStreamMessage.Shutdown - shutting_down: BatchStreamMessage.ShuttingDown - def __init__(self, stream_id: _Optional[str] = ..., error: _Optional[_Union[BatchStreamMessage.Error, _Mapping]] = ..., start: _Optional[_Union[BatchStreamMessage.Start, _Mapping]] = ..., stop: _Optional[_Union[BatchStreamMessage.Stop, _Mapping]] = ..., shutdown: _Optional[_Union[BatchStreamMessage.Shutdown, _Mapping]] = ..., shutting_down: _Optional[_Union[BatchStreamMessage.ShuttingDown, _Mapping]] = ...) -> None: ... + SHUTDOWN_FIELD_NUMBER: _ClassVar[int] + STARTED_FIELD_NUMBER: _ClassVar[int] + BACKOFF_FIELD_NUMBER: _ClassVar[int] + results: BatchStreamReply.Results + shutting_down: BatchStreamReply.ShuttingDown + shutdown: BatchStreamReply.Shutdown + started: BatchStreamReply.Started + backoff: BatchStreamReply.Backoff + def __init__(self, results: _Optional[_Union[BatchStreamReply.Results, _Mapping]] = ..., shutting_down: _Optional[_Union[BatchStreamReply.ShuttingDown, _Mapping]] = ..., shutdown: _Optional[_Union[BatchStreamReply.Shutdown, _Mapping]] = ..., started: _Optional[_Union[BatchStreamReply.Started, _Mapping]] = ..., backoff: _Optional[_Union[BatchStreamReply.Backoff, _Mapping]] = ...) -> None: ... class BatchObject(_message.Message): __slots__ = ("uuid", "vector", "properties", "collection", "tenant", "vector_bytes", "vectors") diff --git a/weaviate/proto/v1/v6300/v1/file_replication_pb2.py b/weaviate/proto/v1/v6300/v1/file_replication_pb2.py index aee6086ed..bccc6c8d1 100644 --- a/weaviate/proto/v1/v6300/v1/file_replication_pb2.py +++ b/weaviate/proto/v1/v6300/v1/file_replication_pb2.py @@ -24,14 +24,14 @@ -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"O\n\x11ListFilesResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x12\n\nfile_names\x18\x03 \x03(\t\"S\n\x16GetFileMetadataRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\"f\n\x0c\x46ileMetadata\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x0c\n\x04size\x18\x04 \x01(\x03\x12\r\n\x05\x63rc32\x18\x05 \x01(\r\"~\n\x0eGetFileRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x31\n\x0b\x63ompression\x18\x04 \x01(\x0e\x32\x1c.weaviate.v1.CompressionType\"6\n\tFileChunk\x12\x0e\n\x06offset\x18\x01 \x01(\x03\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0b\n\x03\x65of\x18\x03 \x01(\x08*\x87\x01\n\x0f\x43ompressionType\x12 \n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19v1/file_replication.proto\x12\x0bweaviate.v1\"Z\n\x18PauseFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x16\n\x0eschema_version\x18\x03 \x01(\x04\"C\n\x19PauseFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"C\n\x19ResumeFileActivityRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"D\n\x1aResumeFileActivityResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\":\n\x10ListFilesRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\"O\n\x11ListFilesResponse\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x12\n\nfile_names\x18\x03 \x03(\t\"S\n\x16GetFileMetadataRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\"f\n\x0c\x46ileMetadata\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x0c\n\x04size\x18\x04 \x01(\x03\x12\r\n\x05\x63rc32\x18\x05 \x01(\r\"~\n\x0eGetFileRequest\x12\x12\n\nindex_name\x18\x01 \x01(\t\x12\x12\n\nshard_name\x18\x02 \x01(\t\x12\x11\n\tfile_name\x18\x03 \x01(\t\x12\x31\n\x0b\x63ompression\x18\x04 \x01(\x0e\x32\x1c.weaviate.v1.CompressionType\"6\n\tFileChunk\x12\x0e\n\x06offset\x18\x01 \x01(\x03\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0b\n\x03\x65of\x18\x03 \x01(\x08*\x87\x01\n\x0f\x43ompressionType\x12 \n\x1c\x43OMPRESSION_TYPE_UNSPECIFIED\x10\x00\x12\x19\n\x15\x43OMPRESSION_TYPE_GZIP\x10\x01\x12\x19\n\x15\x43OMPRESSION_TYPE_ZLIB\x10\x02\x12\x1c\n\x18\x43OMPRESSION_TYPE_DEFLATE\x10\x03\x32\xca\x03\n\x16\x46ileReplicationService\x12\x62\n\x11PauseFileActivity\x12%.weaviate.v1.PauseFileActivityRequest\x1a&.weaviate.v1.PauseFileActivityResponse\x12\x65\n\x12ResumeFileActivity\x12&.weaviate.v1.ResumeFileActivityRequest\x1a\'.weaviate.v1.ResumeFileActivityResponse\x12J\n\tListFiles\x12\x1d.weaviate.v1.ListFilesRequest\x1a\x1e.weaviate.v1.ListFilesResponse\x12U\n\x0fGetFileMetadata\x12#.weaviate.v1.GetFileMetadataRequest\x1a\x19.weaviate.v1.FileMetadata(\x01\x30\x01\x12\x42\n\x07GetFile\x12\x1b.weaviate.v1.GetFileRequest\x1a\x16.weaviate.v1.FileChunk(\x01\x30\x01\x42y\n#io.weaviate.client.grpc.protocol.v1B\x1cWeaviateProtoFileReplicationZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'v1.file_replication_pb2', _globals) if not _descriptor._USE_C_DESCRIPTORS: _globals['DESCRIPTOR']._loaded_options = None - _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' + _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\034WeaviateProtoFileReplicationZ4github.com/weaviate/weaviate/grpc/generated;protocol' _globals['_COMPRESSIONTYPE']._serialized_start=857 _globals['_COMPRESSIONTYPE']._serialized_end=992 _globals['_PAUSEFILEACTIVITYREQUEST']._serialized_start=42 diff --git a/weaviate/proto/v1/v6300/v1/generative_pb2.py b/weaviate/proto/v1/v6300/v1/generative_pb2.py index 51914271c..411748a7f 100644 --- a/weaviate/proto/v1/v6300/v1/generative_pb2.py +++ b/weaviate/proto/v1/v6300/v1/generative_pb2.py @@ -25,7 +25,7 @@ from weaviate.proto.v1.v6300.v1 import base_pb2 as v1_dot_base__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x13v1/generative.proto\x12\x0bweaviate.v1\x1a\rv1/base.proto\"\xdd\x03\n\x10GenerativeSearch\x12\"\n\x16single_response_prompt\x18\x01 \x01(\tB\x02\x18\x01\x12!\n\x15grouped_response_task\x18\x02 \x01(\tB\x02\x18\x01\x12\x1e\n\x12grouped_properties\x18\x03 \x03(\tB\x02\x18\x01\x12\x34\n\x06single\x18\x04 \x01(\x0b\x32$.weaviate.v1.GenerativeSearch.Single\x12\x36\n\x07grouped\x18\x05 \x01(\x0b\x32%.weaviate.v1.GenerativeSearch.Grouped\x1aY\n\x06Single\x12\x0e\n\x06prompt\x18\x01 \x01(\t\x12\r\n\x05\x64\x65\x62ug\x18\x02 \x01(\x08\x12\x30\n\x07queries\x18\x03 \x03(\x0b\x32\x1f.weaviate.v1.GenerativeProvider\x1a\x98\x01\n\x07Grouped\x12\x0c\n\x04task\x18\x01 \x01(\t\x12/\n\nproperties\x18\x02 \x01(\x0b\x32\x16.weaviate.v1.TextArrayH\x00\x88\x01\x01\x12\x30\n\x07queries\x18\x03 \x03(\x0b\x32\x1f.weaviate.v1.GenerativeProvider\x12\r\n\x05\x64\x65\x62ug\x18\x04 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_globals['_GENERATIVEREPLY']._serialized_end=10720 + _globals['_GENERATIVERESULT']._serialized_start=10722 + _globals['_GENERATIVERESULT']._serialized_end=10786 + _globals['_GENERATIVEDEBUG']._serialized_start=10788 + _globals['_GENERATIVEDEBUG']._serialized_end=10847 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v6300/v1/generative_pb2.pyi b/weaviate/proto/v1/v6300/v1/generative_pb2.pyi index 6f240d18d..9e9177127 100644 --- a/weaviate/proto/v1/v6300/v1/generative_pb2.pyi +++ b/weaviate/proto/v1/v6300/v1/generative_pb2.pyi @@ -131,7 +131,7 @@ class GenerativeAWS(_message.Message): def __init__(self, model: _Optional[str] = ..., temperature: _Optional[float] = ..., service: _Optional[str] = ..., region: _Optional[str] = ..., endpoint: _Optional[str] = ..., target_model: _Optional[str] = ..., target_variant: _Optional[str] = ..., images: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., image_properties: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., max_tokens: _Optional[int] = ...) -> None: ... class GenerativeCohere(_message.Message): - __slots__ = ("base_url", "frequency_penalty", "max_tokens", "model", "k", "p", "presence_penalty", "stop_sequences", "temperature") + __slots__ = ("base_url", "frequency_penalty", "max_tokens", "model", "k", "p", "presence_penalty", "stop_sequences", "temperature", "images", "image_properties") BASE_URL_FIELD_NUMBER: _ClassVar[int] FREQUENCY_PENALTY_FIELD_NUMBER: _ClassVar[int] MAX_TOKENS_FIELD_NUMBER: _ClassVar[int] @@ -141,6 +141,8 @@ class GenerativeCohere(_message.Message): PRESENCE_PENALTY_FIELD_NUMBER: _ClassVar[int] STOP_SEQUENCES_FIELD_NUMBER: _ClassVar[int] TEMPERATURE_FIELD_NUMBER: _ClassVar[int] + IMAGES_FIELD_NUMBER: _ClassVar[int] + IMAGE_PROPERTIES_FIELD_NUMBER: _ClassVar[int] base_url: str frequency_penalty: float max_tokens: int @@ -150,7 +152,9 @@ class GenerativeCohere(_message.Message): presence_penalty: float stop_sequences: _base_pb2.TextArray temperature: float - def __init__(self, base_url: _Optional[str] = ..., frequency_penalty: _Optional[float] = ..., max_tokens: _Optional[int] = ..., model: _Optional[str] = ..., k: _Optional[int] = ..., p: _Optional[float] = ..., presence_penalty: _Optional[float] = ..., stop_sequences: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., temperature: _Optional[float] = ...) -> None: ... + images: _base_pb2.TextArray + image_properties: _base_pb2.TextArray + def __init__(self, base_url: _Optional[str] = ..., frequency_penalty: _Optional[float] = ..., max_tokens: _Optional[int] = ..., model: _Optional[str] = ..., k: _Optional[int] = ..., p: _Optional[float] = ..., presence_penalty: _Optional[float] = ..., stop_sequences: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., temperature: _Optional[float] = ..., images: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ..., image_properties: _Optional[_Union[_base_pb2.TextArray, _Mapping]] = ...) -> None: ... class GenerativeDummy(_message.Message): __slots__ = () diff --git a/weaviate/proto/v1/v6300/v1/weaviate_pb2.py b/weaviate/proto/v1/v6300/v1/weaviate_pb2.py index 95e9a7af6..d3e78d5d3 100644 --- a/weaviate/proto/v1/v6300/v1/weaviate_pb2.py +++ b/weaviate/proto/v1/v6300/v1/weaviate_pb2.py @@ -29,7 +29,7 @@ from weaviate.proto.v1.v6300.v1 import tenants_pb2 as v1_dot_tenants__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x11v1/weaviate.proto\x12\x0bweaviate.v1\x1a\x12v1/aggregate.proto\x1a\x0ev1/batch.proto\x1a\x15v1/batch_delete.proto\x1a\x13v1/search_get.proto\x1a\x10v1/tenants.proto2\x87\x05\n\x08Weaviate\x12@\n\x06Search\x12\x1a.weaviate.v1.SearchRequest\x1a\x18.weaviate.v1.SearchReply\"\x00\x12R\n\x0c\x42\x61tchObjects\x12 .weaviate.v1.BatchObjectsRequest\x1a\x1e.weaviate.v1.BatchObjectsReply\"\x00\x12[\n\x0f\x42\x61tchReferences\x12#.weaviate.v1.BatchReferencesRequest\x1a!.weaviate.v1.BatchReferencesReply\"\x00\x12O\n\x0b\x42\x61tchDelete\x12\x1f.weaviate.v1.BatchDeleteRequest\x1a\x1d.weaviate.v1.BatchDeleteReply\"\x00\x12L\n\nTenantsGet\x12\x1e.weaviate.v1.TenantsGetRequest\x1a\x1c.weaviate.v1.TenantsGetReply\"\x00\x12I\n\tAggregate\x12\x1d.weaviate.v1.AggregateRequest\x1a\x1b.weaviate.v1.AggregateReply\"\x00\x12I\n\tBatchSend\x12\x1d.weaviate.v1.BatchSendRequest\x1a\x1b.weaviate.v1.BatchSendReply\"\x00\x12S\n\x0b\x42\x61tchStream\x12\x1f.weaviate.v1.BatchStreamRequest\x1a\x1f.weaviate.v1.BatchStreamMessage\"\x00\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x11v1/weaviate.proto\x12\x0bweaviate.v1\x1a\x12v1/aggregate.proto\x1a\x0ev1/batch.proto\x1a\x15v1/batch_delete.proto\x1a\x13v1/search_get.proto\x1a\x10v1/tenants.proto2\xbc\x04\n\x08Weaviate\x12@\n\x06Search\x12\x1a.weaviate.v1.SearchRequest\x1a\x18.weaviate.v1.SearchReply\"\x00\x12R\n\x0c\x42\x61tchObjects\x12 .weaviate.v1.BatchObjectsRequest\x1a\x1e.weaviate.v1.BatchObjectsReply\"\x00\x12[\n\x0f\x42\x61tchReferences\x12#.weaviate.v1.BatchReferencesRequest\x1a!.weaviate.v1.BatchReferencesReply\"\x00\x12O\n\x0b\x42\x61tchDelete\x12\x1f.weaviate.v1.BatchDeleteRequest\x1a\x1d.weaviate.v1.BatchDeleteReply\"\x00\x12L\n\nTenantsGet\x12\x1e.weaviate.v1.TenantsGetRequest\x1a\x1c.weaviate.v1.TenantsGetReply\"\x00\x12I\n\tAggregate\x12\x1d.weaviate.v1.AggregateRequest\x1a\x1b.weaviate.v1.AggregateReply\"\x00\x12S\n\x0b\x42\x61tchStream\x12\x1f.weaviate.v1.BatchStreamRequest\x1a\x1d.weaviate.v1.BatchStreamReply\"\x00(\x01\x30\x01\x42j\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocolb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -38,5 +38,5 @@ _globals['DESCRIPTOR']._loaded_options = None _globals['DESCRIPTOR']._serialized_options = b'\n#io.weaviate.client.grpc.protocol.v1B\rWeaviateProtoZ4github.com/weaviate/weaviate/grpc/generated;protocol' _globals['_WEAVIATE']._serialized_start=133 - _globals['_WEAVIATE']._serialized_end=780 + _globals['_WEAVIATE']._serialized_end=705 # @@protoc_insertion_point(module_scope) diff --git a/weaviate/proto/v1/v6300/v1/weaviate_pb2_grpc.py b/weaviate/proto/v1/v6300/v1/weaviate_pb2_grpc.py index a1942d9e0..efa58064c 100644 --- a/weaviate/proto/v1/v6300/v1/weaviate_pb2_grpc.py +++ b/weaviate/proto/v1/v6300/v1/weaviate_pb2_grpc.py @@ -68,15 +68,10 @@ def __init__(self, channel): request_serializer=v1_dot_aggregate__pb2.AggregateRequest.SerializeToString, response_deserializer=v1_dot_aggregate__pb2.AggregateReply.FromString, _registered_method=True) - self.BatchSend = channel.unary_unary( - '/weaviate.v1.Weaviate/BatchSend', - request_serializer=v1_dot_batch__pb2.BatchSendRequest.SerializeToString, - response_deserializer=v1_dot_batch__pb2.BatchSendReply.FromString, - _registered_method=True) - self.BatchStream = channel.unary_stream( + self.BatchStream = channel.stream_stream( '/weaviate.v1.Weaviate/BatchStream', request_serializer=v1_dot_batch__pb2.BatchStreamRequest.SerializeToString, - response_deserializer=v1_dot_batch__pb2.BatchStreamMessage.FromString, + response_deserializer=v1_dot_batch__pb2.BatchStreamReply.FromString, _registered_method=True) @@ -119,13 +114,7 @@ def Aggregate(self, request, context): context.set_details('Method not implemented!') raise NotImplementedError('Method not implemented!') - def BatchSend(self, request, context): - """Missing associated documentation comment in .proto file.""" - context.set_code(grpc.StatusCode.UNIMPLEMENTED) - context.set_details('Method not implemented!') - raise NotImplementedError('Method not implemented!') - - def BatchStream(self, request, context): + def BatchStream(self, request_iterator, context): """Missing associated documentation comment in .proto file.""" context.set_code(grpc.StatusCode.UNIMPLEMENTED) context.set_details('Method not implemented!') @@ -164,15 +153,10 @@ def add_WeaviateServicer_to_server(servicer, server): request_deserializer=v1_dot_aggregate__pb2.AggregateRequest.FromString, response_serializer=v1_dot_aggregate__pb2.AggregateReply.SerializeToString, ), - 'BatchSend': grpc.unary_unary_rpc_method_handler( - servicer.BatchSend, - request_deserializer=v1_dot_batch__pb2.BatchSendRequest.FromString, - response_serializer=v1_dot_batch__pb2.BatchSendReply.SerializeToString, - ), - 'BatchStream': grpc.unary_stream_rpc_method_handler( + 'BatchStream': grpc.stream_stream_rpc_method_handler( servicer.BatchStream, request_deserializer=v1_dot_batch__pb2.BatchStreamRequest.FromString, - response_serializer=v1_dot_batch__pb2.BatchStreamMessage.SerializeToString, + response_serializer=v1_dot_batch__pb2.BatchStreamReply.SerializeToString, ), } generic_handler = grpc.method_handlers_generic_handler( @@ -348,7 +332,7 @@ def Aggregate(request, _registered_method=True) @staticmethod - def BatchSend(request, + def BatchStream(request_iterator, target, options=(), channel_credentials=None, @@ -358,39 +342,12 @@ def BatchSend(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary( - request, - target, - '/weaviate.v1.Weaviate/BatchSend', - v1_dot_batch__pb2.BatchSendRequest.SerializeToString, - v1_dot_batch__pb2.BatchSendReply.FromString, - options, - channel_credentials, - insecure, - call_credentials, - compression, - wait_for_ready, - timeout, - metadata, - _registered_method=True) - - @staticmethod - def BatchStream(request, - target, - options=(), - channel_credentials=None, - call_credentials=None, - insecure=False, - compression=None, - wait_for_ready=None, - timeout=None, - metadata=None): - return grpc.experimental.unary_stream( - request, + return grpc.experimental.stream_stream( + request_iterator, target, '/weaviate.v1.Weaviate/BatchStream', v1_dot_batch__pb2.BatchStreamRequest.SerializeToString, - v1_dot_batch__pb2.BatchStreamMessage.FromString, + v1_dot_batch__pb2.BatchStreamReply.FromString, options, channel_credentials, insecure, From 219979006d44a1e585f00309a1cbb67478be6b23 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Tue, 4 Nov 2025 16:40:11 +0000 Subject: [PATCH 11/21] Ensure created backup in test finishes before starting new test --- integration/test_backup_v4.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/integration/test_backup_v4.py b/integration/test_backup_v4.py index 96965889c..d3930dae8 100644 --- a/integration/test_backup_v4.py +++ b/integration/test_backup_v4.py @@ -625,6 +625,18 @@ def test_list_backup_ascending_order(client: weaviate.WeaviateClient, request: S resp = client.backup.create(backup_id=backup_id, backend=BACKEND) assert resp.status == BackupStatus.STARTED + while True: + create_status = client.backup.get_create_status(backup_id, BACKEND) + assert create_status.status in [ + BackupStatus.SUCCESS, + BackupStatus.TRANSFERRED, + BackupStatus.TRANSFERRING, + BackupStatus.STARTED, + ] + if create_status.status == BackupStatus.SUCCESS: + break + time.sleep(0.1) + backups = client.backup.list_backups(backend=BACKEND, sort_by_starting_time_asc=True) assert backup_id.lower() in [b.backup_id.lower() for b in backups] From dfa3cd30c694ab7f6305f1c92248fb12082fd858 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Fri, 7 Nov 2025 14:57:47 +0000 Subject: [PATCH 12/21] Use `grpc.aio` and `asyncio.Task` to provide experimental ssb to async client --- integration/test_batch_v4.py | 98 ++- weaviate/client.py | 3 +- weaviate/client.pyi | 3 +- weaviate/collections/batch/async_.py | 482 ++++++++++++++ weaviate/collections/batch/base.py | 666 ++++---------------- weaviate/collections/batch/batch_wrapper.py | 280 +++++++- weaviate/collections/batch/client.py | 61 +- weaviate/collections/batch/collection.py | 14 +- weaviate/collections/batch/grpc_batch.py | 17 +- weaviate/collections/batch/sync.py | 557 ++++++++++++++++ weaviate/collections/collection/sync.py | 8 +- weaviate/connect/v4.py | 53 +- 12 files changed, 1655 insertions(+), 587 deletions(-) create mode 100644 weaviate/collections/batch/async_.py create mode 100644 weaviate/collections/batch/sync.py diff --git a/integration/test_batch_v4.py b/integration/test_batch_v4.py index 4a55b0131..7788ef03d 100644 --- a/integration/test_batch_v4.py +++ b/integration/test_batch_v4.py @@ -1,9 +1,11 @@ +import asyncio import concurrent.futures import uuid from dataclasses import dataclass from typing import Callable, Generator, List, Optional, Protocol, Tuple import pytest +import pytest_asyncio from _pytest.fixtures import SubRequest import weaviate @@ -119,6 +121,53 @@ def _factory( client_fixture.close() +class AsyncClientFactory(Protocol): + """Typing for fixture.""" + + async def __call__( + self, name: str = "", ports: Tuple[int, int] = (8080, 50051), multi_tenant: bool = False + ) -> Tuple[weaviate.WeaviateAsyncClient, str]: + """Typing for fixture.""" + ... + + +@pytest_asyncio.fixture +async def async_client_factory(request: SubRequest): + name_fixtures: List[str] = [] + client_fixture: Optional[weaviate.WeaviateAsyncClient] = None + + async def _factory( + name: str = "", ports: Tuple[int, int] = (8080, 50051), multi_tenant: bool = False + ): + nonlocal client_fixture, name_fixtures # noqa: F824 + name_fixture = _sanitize_collection_name(request.node.name) + name + name_fixtures.append(name_fixture) + if client_fixture is None: + client_fixture = weaviate.use_async_with_local(grpc_port=ports[1], port=ports[0]) + await client_fixture.connect() + + if await client_fixture.collections.exists(name_fixture): + await client_fixture.collections.delete(name_fixture) + + await client_fixture.collections.create( + name=name_fixture, + properties=[ + Property(name="name", data_type=DataType.TEXT), + Property(name="age", data_type=DataType.INT), + ], + references=[ReferenceProperty(name="test", target_collection=name_fixture)], + multi_tenancy_config=Configure.multi_tenancy(multi_tenant), + vectorizer_config=Configure.Vectorizer.none(), + ) + return client_fixture, name_fixture + + try: + yield _factory + finally: + if client_fixture is not None: + await client_fixture.close() + + def test_add_objects_in_multiple_batches(client_factory: ClientFactory) -> None: client, name = client_factory() with client.batch.rate_limit(50) as batch: @@ -365,15 +414,15 @@ def test_add_ref_batch_with_tenant(client_factory: ClientFactory) -> None: @pytest.mark.parametrize( "batching_method", [ - # lambda client: client.batch.dynamic(), - # lambda client: client.batch.fixed_size(), - # lambda client: client.batch.rate_limit(9999), + lambda client: client.batch.dynamic(), + lambda client: client.batch.fixed_size(), + lambda client: client.batch.rate_limit(9999), lambda client: client.batch.experimental(concurrency=1), ], ids=[ - # "test_add_ten_thousand_data_objects_dynamic", - # "test_add_ten_thousand_data_objects_fixed_size", - # "test_add_ten_thousand_data_objects_rate_limit", + "test_add_ten_thousand_data_objects_dynamic", + "test_add_ten_thousand_data_objects_fixed_size", + "test_add_ten_thousand_data_objects_rate_limit", "test_add_ten_thousand_data_objects_experimental", ], ) @@ -768,3 +817,40 @@ def test_references_with_to_uuids(client_factory: ClientFactory) -> None: assert len(client.batch.failed_references) == 0, client.batch.failed_references client.collections.delete(["target", "source"]) + + +@pytest.mark.asyncio +async def test_add_ten_thousand_data_objects_async( + async_client_factory: AsyncClientFactory, +) -> None: + """Test adding ten thousand data objects.""" + client, name = await async_client_factory() + if client._connection._weaviate_version.is_lower_than(1, 34, 0): + pytest.skip("Server-side batching not supported in Weaviate < 1.34.0") + nr_objects = 100000 + import time + + start = time.time() + async with client.batch.experimental(concurrency=1) as batch: + async for i in arange(nr_objects): + await batch.add_object( + collection=name, + properties={"name": "test" + str(i)}, + ) + end = time.time() + print(f"Time taken to add {nr_objects} objects: {end - start} seconds") + assert len(client.batch.results.objs.errors) == 0 + assert len(client.batch.results.objs.all_responses) == nr_objects + assert len(client.batch.results.objs.uuids) == nr_objects + assert await client.collections.use(name).length() == nr_objects + assert client.batch.results.objs.has_errors is False + assert len(client.batch.failed_objects) == 0, [ + obj.message for obj in client.batch.failed_objects + ] + await client.collections.delete(name) + + +async def arange(count): + for i in range(count): + yield i + await asyncio.sleep(0.0) diff --git a/weaviate/client.py b/weaviate/client.py index 8cf856c51..d7f9080f4 100644 --- a/weaviate/client.py +++ b/weaviate/client.py @@ -10,7 +10,7 @@ from .auth import AuthCredentials from .backup import _Backup, _BackupAsync from .cluster import _Cluster, _ClusterAsync -from .collections.batch.client import _BatchClientWrapper +from .collections.batch.client import _BatchClientWrapper, _BatchClientWrapperAsync from .collections.collections import _Collections, _CollectionsAsync from .config import AdditionalConfig from .connect import executor @@ -76,6 +76,7 @@ def __init__( ) self.alias = _AliasAsync(self._connection) self.backup = _BackupAsync(self._connection) + self.batch = _BatchClientWrapperAsync(self._connection) self.cluster = _ClusterAsync(self._connection) self.collections = _CollectionsAsync(self._connection) self.debug = _DebugAsync(self._connection) diff --git a/weaviate/client.pyi b/weaviate/client.pyi index 205a34b4e..9b32af15f 100644 --- a/weaviate/client.pyi +++ b/weaviate/client.pyi @@ -18,7 +18,7 @@ from weaviate.users.sync import _Users from .backup import _Backup, _BackupAsync from .cluster import _Cluster, _ClusterAsync -from .collections.batch.client import _BatchClientWrapper +from .collections.batch.client import _BatchClientWrapper, _BatchClientWrapperAsync from .debug import _Debug, _DebugAsync from .rbac import _Roles, _RolesAsync from .types import NUMBER @@ -29,6 +29,7 @@ class WeaviateAsyncClient(_WeaviateClientExecutor[ConnectionAsync]): _connection: ConnectionAsync alias: _AliasAsync backup: _BackupAsync + batch: _BatchClientWrapperAsync collections: _CollectionsAsync cluster: _ClusterAsync debug: _DebugAsync diff --git a/weaviate/collections/batch/async_.py b/weaviate/collections/batch/async_.py new file mode 100644 index 000000000..f5f5758d3 --- /dev/null +++ b/weaviate/collections/batch/async_.py @@ -0,0 +1,482 @@ +import asyncio +import time +import uuid as uuid_package +from typing import ( + AsyncGenerator, + List, + Optional, + Set, + Union, +) + +from pydantic import ValidationError + +from weaviate.collections.batch.base import ( + ObjectsBatchRequest, + ReferencesBatchRequest, + _BatchDataWrapper, + _BatchMode, + _ServerSideBatching, +) +from weaviate.collections.batch.grpc_batch import _BatchGRPC +from weaviate.collections.classes.batch import ( + BatchObject, + BatchObjectReturn, + BatchReference, + ErrorObject, + ErrorReference, + Shard, +) +from weaviate.collections.classes.config import ConsistencyLevel +from weaviate.collections.classes.internal import ( + ReferenceInput, + ReferenceInputs, + ReferenceToMulti, +) +from weaviate.collections.classes.types import WeaviateProperties +from weaviate.connect.v4 import ConnectionAsync +from weaviate.exceptions import ( + WeaviateBatchValidationError, + WeaviateGRPCUnavailableError, + WeaviateStartUpError, +) +from weaviate.logger import logger +from weaviate.proto.v1 import batch_pb2 +from weaviate.types import UUID, VECTORS + + +class _BgTasks: + def __init__(self, send: asyncio.Task[None], recv: asyncio.Task[None]) -> None: + self.send = send + self.recv = recv + + +class _BatchBaseAsync: + def __init__( + self, + connection: ConnectionAsync, + consistency_level: Optional[ConsistencyLevel], + results: _BatchDataWrapper, + batch_mode: _BatchMode, + objects: Optional[ObjectsBatchRequest[batch_pb2.BatchObject]] = None, + references: Optional[ReferencesBatchRequest] = None, + ) -> None: + self.__batch_objects = objects or ObjectsBatchRequest[batch_pb2.BatchObject]() + self.__batch_references = references or ReferencesBatchRequest[batch_pb2.BatchReference]() + + self.__connection = connection + self.__consistency_level: ConsistencyLevel = consistency_level or ConsistencyLevel.QUORUM + self.__batch_size = 100 + + self.__batch_grpc = _BatchGRPC( + connection._weaviate_version, self.__consistency_level, connection._grpc_max_msg_size + ) + self.__stream = self.__connection.grpc_batch_stream() + + # lookup table for objects that are currently being processed - is used to not send references from objects that have not been added yet + self.__uuid_lookup: Set[str] = set() + + # we do not want that users can access the results directly as they are not thread-safe + self.__results_for_wrapper_backup = results + self.__results_for_wrapper = _BatchDataWrapper() + + self.__objs_count = 0 + self.__refs_count = 0 + + self.__uuid_lookup_lock = asyncio.Lock() + + self.__is_shutting_down = asyncio.Event() + self.__is_shutdown = asyncio.Event() + + self.__objs_cache_lock = asyncio.Lock() + self.__refs_cache_lock = asyncio.Lock() + self.__objs_cache: dict[str, BatchObject] = {} + self.__refs_cache: dict[int, BatchReference] = {} + + self.__stop = False + + self.__batch_mode = batch_mode + + @property + def number_errors(self) -> int: + """Return the number of errors in the batch.""" + return len(self.__results_for_wrapper.failed_objects) + len( + self.__results_for_wrapper.failed_references + ) + + async def _start(self): + assert isinstance(self.__batch_mode, _ServerSideBatching), ( + "Only server-side batching is supported in this mode" + ) + return _BgTasks( + send=asyncio.create_task(self.__send()), recv=asyncio.create_task(self.__recv()) + ) + + async def _shutdown(self) -> None: + # Shutdown the current batch and wait for all requests to be finished + await self.flush() + self.__stop = True + + # copy the results to the public results + self.__results_for_wrapper_backup.results = self.__results_for_wrapper.results + self.__results_for_wrapper_backup.failed_objects = self.__results_for_wrapper.failed_objects + self.__results_for_wrapper_backup.failed_references = ( + self.__results_for_wrapper.failed_references + ) + self.__results_for_wrapper_backup.imported_shards = ( + self.__results_for_wrapper.imported_shards + ) + + async def __send(self) -> None: + refresh_time: float = 0.01 + await self.__connection.grpc_batch_stream_write( + self.__stream, batch_pb2.BatchStreamRequest(start=batch_pb2.BatchStreamRequest.Start()) + ) + while True: + if len(self.__batch_objects) + len(self.__batch_references) > 0: + start = time.time() + while (len_o := len(self.__batch_objects)) + ( + len_r := len(self.__batch_references) + ) < self.__batch_size: + # wait for more objects to be added up to the batch size + await asyncio.sleep(0.01) + if time.time() - start >= 1 and ( + len_o == len(self.__batch_objects) or len_r == len(self.__batch_references) + ): + # no new objects were added in the last second, exit the loop + break + + objs = await self.__batch_objects.apop_items(self.__batch_size) + refs = await self.__batch_references.apop_items( + self.__batch_size - len(objs), + uuid_lookup=self.__uuid_lookup, + ) + async with self.__uuid_lookup_lock: + self.__uuid_lookup.difference_update(obj.uuid for obj in objs) + + async for req in self.__generate_stream_requests(objs, refs): + logged = False + while self.__is_shutting_down.is_set() or self.__is_shutdown.is_set(): + # if we were shutdown by the node we were connected to, we need to wait for the stream to be restarted + # so that the connection is refreshed to a new node where the objects can be accepted + # otherwise, we wait until the stream has been started by __batch_stream to send the first batch + if not logged: + logger.warning("Waiting for stream to be re-established...") + logged = True + # put sentinel into our queue to signal the end of the current stream + await self.__stream.done_writing() + await asyncio.sleep(1) + if logged: + logger.warning("Stream re-established, resuming sending batches") + await self.__connection.grpc_batch_stream_write(self.__stream, req) + elif self.__stop: + await self.__connection.grpc_batch_stream_write( + self.__stream, + batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), + ) + await self.__stream.done_writing() + logger.warning("Batching finished, sent stop signal to batch stream") + return + await asyncio.sleep(refresh_time) + + async def __generate_stream_requests( + self, + objs: List[batch_pb2.BatchObject], + refs: List[batch_pb2.BatchReference], + ) -> AsyncGenerator[batch_pb2.BatchStreamRequest, None]: + per_object_overhead = 4 # extra overhead bytes per object in the request + + def request_maker(): + return batch_pb2.BatchStreamRequest() + + request = request_maker() + total_size = request.ByteSize() + + for obj in objs: + obj_size = obj.ByteSize() + per_object_overhead + + if total_size + obj_size >= self.__batch_grpc.grpc_max_msg_size: + await asyncio.sleep(0) # yield control to event loop + yield request + request = request_maker() + total_size = request.ByteSize() + + request.data.objects.values.append(obj) + total_size += obj_size + + for ref in refs: + ref_size = ref.ByteSize() + per_object_overhead + + if total_size + ref_size >= self.__batch_grpc.grpc_max_msg_size: + await asyncio.sleep(0) # yield control to event loop + yield request + request = request_maker() + total_size = request.ByteSize() + + request.data.references.values.append(ref) + total_size += ref_size + + if len(request.data.objects.values) > 0 or len(request.data.references.values) > 0: + await asyncio.sleep(0) # yield control to event loop + yield request + + async def __recv(self) -> None: + while True: + message = await self.__connection.grpc_batch_stream_read(self.__stream) + if not isinstance(message, batch_pb2.BatchStreamReply): + logger.warning("Server closed the stream from its side, shutting down batch") + return + if message.HasField("started"): + logger.warning("Batch stream started successfully") + if message.HasField("backoff"): + if ( + message.backoff.batch_size != self.__batch_size + and not self.__is_shutting_down.is_set() + and not self.__is_shutdown.is_set() + and not self.__stop + ): + self.__batch_size = message.backoff.batch_size + logger.warning( + f"Updated batch size to {self.__batch_size} as per server request" + ) + if message.HasField("results"): + result_objs = BatchObjectReturn() + # result_refs = BatchReferenceReturn() + failed_objs: List[ErrorObject] = [] + failed_refs: List[ErrorReference] = [] + for error in message.results.errors: + if error.HasField("uuid"): + try: + async with self.__objs_cache_lock: + cached = self.__objs_cache.pop(error.uuid) + except KeyError: + continue + err = ErrorObject( + message=error.error, + object_=cached, + ) + result_objs += BatchObjectReturn( + _all_responses=[err], + errors={cached.index: err}, + ) + failed_objs.append(err) + logger.warning( + { + "error": error.error, + "object": error.uuid, + "action": "use {client,collection}.batch.failed_objects to access this error", + } + ) + if error.HasField("beacon"): + # TODO: get cached ref from beacon + err = ErrorReference( + message=error.error, + reference=error.beacon, # pyright: ignore + ) + failed_refs.append(err) + logger.warning( + { + "error": error.error, + "reference": error.beacon, + "action": "use {client,collection}.batch.failed_references to access this error", + } + ) + for success in message.results.successes: + if success.HasField("uuid"): + try: + async with self.__objs_cache_lock: + cached = self.__objs_cache.pop(success.uuid) + except KeyError: + continue + uuid = uuid_package.UUID(success.uuid) + result_objs += BatchObjectReturn( + _all_responses=[uuid], + uuids={cached.index: uuid}, + ) + if success.HasField("beacon"): + # TODO: remove cached ref using beacon + # self.__refs_cache.pop(success.beacon, None) + pass + self.__results_for_wrapper.results.objs += result_objs + self.__results_for_wrapper.failed_objects.extend(failed_objs) + self.__results_for_wrapper.failed_references.extend(failed_refs) + elif message.HasField("shutting_down"): + logger.warning( + "Received shutting down message from server, pausing sending until stream is re-established" + ) + self.__is_shutting_down.set() + elif message.HasField("shutdown"): + logger.warning("Received shutdown finished message from server") + self.__is_shutdown.set() + self.__is_shutting_down.clear() + await self.__reconnect() + + # restart the stream if we were shutdown by the node we were connected to + if self.__is_shutdown.is_set(): + logger.warning("Restarting batch recv after shutdown...") + self.__is_shutdown.clear() + return await self.__recv() + + async def __reconnect(self, retry: int = 0) -> None: + try: + logger.warning(f"Trying to reconnect after shutdown... {retry + 1}/{5}") + self.__connection.close("sync") + await self.__connection.connect(force=True) + logger.warning("Reconnected successfully") + self.__stream = self.__connection.grpc_batch_stream() + except (WeaviateStartUpError, WeaviateGRPCUnavailableError) as e: + if retry < 5: + await asyncio.sleep(2**retry) + await self.__reconnect(retry + 1) + else: + logger.error("Failed to reconnect after 5 attempts") + self.__bg_thread_exception = e + + # def __start_bg_threads(self) -> _BgThreads: + # """Create a background thread that periodically checks how congested the batch queue is.""" + # self.__shut_background_thread_down = threading.Event() + + # def batch_send_wrapper() -> None: + # try: + # self.__batch_send() + # logger.warning("exited batch send thread") + # except Exception as e: + # logger.error(e) + # self.__bg_thread_exception = e + + # def batch_recv_wrapper() -> None: + # socket_hung_up = False + # try: + # self.__batch_recv() + # logger.warning("exited batch receive thread") + # except Exception as e: + # if isinstance(e, WeaviateBatchStreamError) and ( + # "Socket closed" in e.message or "context canceled" in e.message + # ): + # socket_hung_up = True + # else: + # logger.error(e) + # logger.error(type(e)) + # self.__bg_thread_exception = e + # if socket_hung_up: + # # this happens during ungraceful shutdown of the coordinator + # # lets restart the stream and add the cached objects again + # logger.warning("Stream closed unexpectedly, restarting...") + # self.__reconnect() + # # server sets this whenever it restarts, gracefully or unexpectedly, so need to clear it now + # self.__is_shutting_down.clear() + # with self.__objs_cache_lock: + # logger.warning( + # f"Re-adding {len(self.__objs_cache)} cached objects to the batch" + # ) + # self.__batch_objects.prepend( + # [ + # self.__batch_grpc.grpc_object(o._to_internal()) + # for o in self.__objs_cache.values() + # ] + # ) + # with self.__refs_cache_lock: + # self.__batch_references.prepend( + # [ + # self.__batch_grpc.grpc_reference(o._to_internal()) + # for o in self.__refs_cache.values() + # ] + # ) + # # start a new stream with a newly reconnected channel + # return batch_recv_wrapper() + + # threads = _BgThreads( + # send=threading.Thread( + # target=batch_send_wrapper, + # daemon=True, + # name="BgBatchSend", + # ), + # recv=threading.Thread( + # target=batch_recv_wrapper, + # daemon=True, + # name="BgBatchRecv", + # ), + # ) + # threads.start_recv() + # return threads + + async def flush(self) -> None: + """Flush the batch queue and wait for all requests to be finished.""" + # bg thread is sending objs+refs automatically, so simply wait for everything to be done + while len(self.__batch_objects) > 0 or len(self.__batch_references) > 0: + await asyncio.sleep(0.01) + + async def _add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[str] = None, + ) -> UUID: + try: + batch_object = BatchObject( + collection=collection, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=tenant, + index=self.__objs_count, + ) + self.__results_for_wrapper.imported_shards.add( + Shard(collection=collection, tenant=tenant) + ) + except ValidationError as e: + raise WeaviateBatchValidationError(repr(e)) + uuid = str(batch_object.uuid) + async with self.__uuid_lookup_lock: + self.__uuid_lookup.add(uuid) + await self.__batch_objects.aadd(self.__batch_grpc.grpc_object(batch_object._to_internal())) + async with self.__objs_cache_lock: + self.__objs_cache[uuid] = batch_object + self.__objs_count += 1 + + while len(self.__batch_objects) >= self.__batch_size * 2: + await asyncio.sleep(0.01) + + assert batch_object.uuid is not None + return batch_object.uuid + + async def _add_reference( + self, + from_object_uuid: UUID, + from_object_collection: str, + from_property_name: str, + to: ReferenceInput, + tenant: Optional[str] = None, + ) -> None: + if isinstance(to, ReferenceToMulti): + to_strs: Union[List[str], List[UUID]] = to.uuids_str + elif isinstance(to, str) or isinstance(to, uuid_package.UUID): + to_strs = [to] + else: + to_strs = list(to) + + for uid in to_strs: + try: + batch_reference = BatchReference( + from_object_collection=from_object_collection, + from_object_uuid=from_object_uuid, + from_property_name=from_property_name, + to_object_collection=( + to.target_collection if isinstance(to, ReferenceToMulti) else None + ), + to_object_uuid=uid, + tenant=tenant, + index=self.__refs_count, + ) + except ValidationError as e: + raise WeaviateBatchValidationError(repr(e)) + await self.__batch_references.aadd( + self.__batch_grpc.grpc_reference(batch_reference._to_internal()) + ) + async with self.__refs_cache_lock: + self.__refs_cache[self.__refs_count] = batch_reference + self.__refs_count += 1 diff --git a/weaviate/collections/batch/base.py b/weaviate/collections/batch/base.py index 385be68c2..054c422d3 100644 --- a/weaviate/collections/batch/base.py +++ b/weaviate/collections/batch/base.py @@ -1,3 +1,4 @@ +import asyncio import contextvars import functools import math @@ -10,8 +11,7 @@ from concurrent.futures import ThreadPoolExecutor from copy import copy from dataclasses import dataclass, field -from queue import Queue -from typing import Any, Dict, Generator, Generic, List, Optional, Set, TypeVar, Union, cast +from typing import Any, Dict, Generic, List, Optional, Set, TypeVar, Union, cast from httpx import ConnectError from pydantic import ValidationError @@ -40,13 +40,10 @@ ) from weaviate.collections.classes.types import WeaviateProperties from weaviate.connect import executor -from weaviate.connect.v4 import ConnectionSync +from weaviate.connect.v4 import ConnectionAsync, ConnectionSync from weaviate.exceptions import ( EmptyResponseException, - WeaviateBatchStreamError, WeaviateBatchValidationError, - WeaviateGRPCUnavailableError, - WeaviateStartUpError, ) from weaviate.logger import logger from weaviate.proto.v1 import batch_pb2 @@ -75,24 +72,42 @@ class BatchRequest(ABC, Generic[TBatchInput, TBatchReturn]): def __init__(self) -> None: self._items: List[TBatchInput] = [] self._lock = threading.Lock() + self._alock = asyncio.Lock() def __len__(self) -> int: - return len(self._items) + with self._lock: + return len(self._items) + + async def alen(self) -> int: + """Asynchronously get the length of the BatchRequest.""" + async with self._alock: + return len(self._items) def add(self, item: TBatchInput) -> None: """Add an item to the BatchRequest.""" - self._lock.acquire() - self._items.append(item) - self._lock.release() + with self._lock: + self._items.append(item) + + async def aadd(self, item: TBatchInput) -> None: + """Asynchronously add an item to the BatchRequest.""" + async with self._alock: + self._items.append(item) def prepend(self, item: List[TBatchInput]) -> None: """Add items to the front of the BatchRequest. This is intended to be used when objects should be retries, eg. after a temporary error. """ - self._lock.acquire() - self._items = item + self._items - self._lock.release() + with self._lock: + self._items = item + self._items + + async def aprepend(self, item: List[TBatchInput]) -> None: + """Asynchronously add items to the front of the BatchRequest. + + This is intended to be used when objects should be retries, eg. after a temporary error. + """ + async with self._alock: + self._items = item + self._items Ref = TypeVar("Ref", bound=Union[_BatchReference, batch_pb2.BatchReference]) @@ -101,15 +116,9 @@ def prepend(self, item: List[TBatchInput]) -> None: class ReferencesBatchRequest(BatchRequest[Ref, BatchReferenceReturn]): """Collect Weaviate-object references to add them in one request to Weaviate.""" - def pop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[Ref]: - """Pop the given number of items from the BatchRequest queue. - - Returns: - A list of items from the BatchRequest. - """ + def __pop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[Ref]: ret: List[Ref] = [] i = 0 - self._lock.acquire() while len(ret) < pop_amount and len(self._items) > 0 and i < len(self._items): if self._items[i].from_uuid not in uuid_lookup and ( self._items[i].to_uuid is None or self._items[i].to_uuid not in uuid_lookup @@ -117,19 +126,48 @@ def pop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[Ref]: ret.append(self._items.pop(i)) else: i += 1 - self._lock.release() return ret + def pop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[Ref]: + """Pop the given number of items from the BatchRequest queue. + + Returns: + A list of items from the BatchRequest. + """ + with self._lock: + return self.__pop_items(pop_amount, uuid_lookup) + + async def apop_items(self, pop_amount: int, uuid_lookup: Set[str]) -> List[Ref]: + """Asynchronously pop the given number of items from the BatchRequest queue. + + Returns: + A list of items from the BatchRequest. + """ + async with self._alock: + return self.__pop_items(pop_amount, uuid_lookup) + + def __head(self) -> Optional[Ref]: + if len(self._items) > 0: + return self._items[0] + return None + def head(self) -> Optional[Ref]: """Get the first item from the BatchRequest queue without removing it. Returns: The first item from the BatchRequest or None if the queue is empty. """ - self._lock.acquire() - item = self._items[0] if len(self._items) > 0 else None - self._lock.release() - return item + with self._lock: + return self.__head() + + async def ahead(self) -> Optional[Ref]: + """Asynchronously get the first item from the BatchRequest queue without removing it. + + Returns: + The first item from the BatchRequest or None if the queue is empty. + """ + async with self._alock: + return self.__head() Obj = TypeVar("Obj", bound=Union[_BatchObject, batch_pb2.BatchObject]) @@ -138,33 +176,55 @@ def head(self) -> Optional[Ref]: class ObjectsBatchRequest(Generic[Obj], BatchRequest[Obj, BatchObjectReturn]): """Collect objects for one batch request to weaviate.""" - def pop_items(self, pop_amount: int) -> List[Obj]: - """Pop the given number of items from the BatchRequest queue. - - Returns: - A list of items from the BatchRequest. - """ - self._lock.acquire() + def __pop_items(self, pop_amount: int) -> List[Obj]: if pop_amount >= len(self._items): ret = copy(self._items) self._items.clear() else: ret = copy(self._items[:pop_amount]) self._items = self._items[pop_amount:] - - self._lock.release() return ret + def pop_items(self, pop_amount: int) -> List[Obj]: + """Pop the given number of items from the BatchRequest queue. + + Returns: + A list of items from the BatchRequest. + """ + with self._lock: + return self.__pop_items(pop_amount) + + async def apop_items(self, pop_amount: int) -> List[Obj]: + """Asynchronously pop the given number of items from the BatchRequest queue. + + Returns: + A list of items from the BatchRequest. + """ + async with self._alock: + return self.__pop_items(pop_amount) + + def __head(self) -> Optional[Obj]: + if len(self._items) > 0: + return self._items[0] + return None + def head(self) -> Optional[Obj]: """Get the first item from the BatchRequest queue without removing it. Returns: The first item from the BatchRequest or None if the queue is empty. """ - self._lock.acquire() - item = self._items[0] if len(self._items) > 0 else None - self._lock.release() - return item + with self._lock: + return self.__head() + + async def ahead(self) -> Optional[Obj]: + """Asynchronously get the first item from the BatchRequest queue without removing it. + + Returns: + The first item from the BatchRequest or None if the queue is empty. + """ + async with self._alock: + return self.__head() @dataclass @@ -834,529 +894,35 @@ def recv_alive(self) -> bool: return self.recv.is_alive() -class _BatchBaseNew: - def __init__( - self, - connection: ConnectionSync, - consistency_level: Optional[ConsistencyLevel], - results: _BatchDataWrapper, - batch_mode: _BatchMode, - executor: ThreadPoolExecutor, - vectorizer_batching: bool, - objects: Optional[ObjectsBatchRequest[batch_pb2.BatchObject]] = None, - references: Optional[ReferencesBatchRequest] = None, - ) -> None: - self.__batch_objects = objects or ObjectsBatchRequest[batch_pb2.BatchObject]() - self.__batch_references = references or ReferencesBatchRequest[batch_pb2.BatchReference]() - - self.__connection = connection - self.__consistency_level: ConsistencyLevel = consistency_level or ConsistencyLevel.QUORUM - self.__batch_size = 100 - - self.__batch_grpc = _BatchGRPC( - connection._weaviate_version, self.__consistency_level, connection._grpc_max_msg_size - ) - - # lookup table for objects that are currently being processed - is used to not send references from objects that have not been added yet - self.__uuid_lookup: Set[str] = set() - - # we do not want that users can access the results directly as they are not thread-safe - self.__results_for_wrapper_backup = results - self.__results_for_wrapper = _BatchDataWrapper() - - self.__objs_count = 0 - self.__refs_count = 0 - - self.__uuid_lookup_lock = threading.Lock() - self.__results_lock = threading.Lock() - - self.__bg_thread_exception: Optional[Exception] = None - self.__is_shutting_down = threading.Event() - self.__is_shutdown = threading.Event() - - self.__objs_cache_lock = threading.Lock() - self.__refs_cache_lock = threading.Lock() - self.__objs_cache: dict[str, BatchObject] = {} - self.__refs_cache: dict[int, BatchReference] = {} - - # maxsize=1 so that __batch_send does not run faster than generator for __batch_recv - # thereby using too much buffer in case of server-side shutdown - self.__reqs: Queue[Optional[batch_pb2.BatchStreamRequest]] = Queue(maxsize=1) - - self.__stop = False - - self.__batch_mode = batch_mode - - self.__total = 0 - - @property - def number_errors(self) -> int: - """Return the number of errors in the batch.""" - return len(self.__results_for_wrapper.failed_objects) + len( - self.__results_for_wrapper.failed_references - ) - - def __all_threads_alive(self) -> bool: - return self.__bg_threads is not None and all( - thread.is_alive() for thread in self.__bg_threads - ) - - def __any_threads_alive(self) -> bool: - return self.__bg_threads is not None and any( - thread.is_alive() for thread in self.__bg_threads - ) - - def _start(self) -> None: - assert isinstance(self.__batch_mode, _ServerSideBatching), ( - "Only server-side batching is supported in this mode" - ) - self.__bg_threads = [ - self.__start_bg_threads() for _ in range(self.__batch_mode.concurrency) - ] - logger.warning( - f"Provisioned {len(self.__bg_threads)} stream(s) to the server for batch processing" - ) - now = time.time() - while not self.__all_threads_alive(): - # wait for the stream to be started by __batch_stream - time.sleep(0.01) - if time.time() - now > 10: - raise WeaviateBatchValidationError( - "Batch stream was not started within 10 seconds. Please check your connection." - ) - - def _shutdown(self) -> None: - # Shutdown the current batch and wait for all requests to be finished - self.flush() - self.__stop = True - - # we are done, wait for bg threads to finish - # self.__batch_stream will set the shutdown event when it receives - # the stop message from the server - while self.__any_threads_alive(): - time.sleep(1) - logger.warning("Send & receive threads finished.") - - # copy the results to the public results - self.__results_for_wrapper_backup.results = self.__results_for_wrapper.results - self.__results_for_wrapper_backup.failed_objects = self.__results_for_wrapper.failed_objects - self.__results_for_wrapper_backup.failed_references = ( - self.__results_for_wrapper.failed_references - ) - self.__results_for_wrapper_backup.imported_shards = ( - self.__results_for_wrapper.imported_shards - ) - - def __batch_send(self) -> None: - refresh_time: float = 0.01 - while ( - self.__shut_background_thread_down is not None - and not self.__shut_background_thread_down.is_set() - ): - if len(self.__batch_objects) + len(self.__batch_references) > 0: - self._batch_send = True - start = time.time() - while (len_o := len(self.__batch_objects)) + ( - len_r := len(self.__batch_references) - ) < self.__batch_size: - # wait for more objects to be added up to the batch size - time.sleep(0.01) - if ( - self.__shut_background_thread_down is not None - and self.__shut_background_thread_down.is_set() - ): - logger.warning("Threads were shutdown, exiting batch send loop") - # shutdown was requested, exit early - self.__reqs.put(None) - return - if time.time() - start >= 1 and ( - len_o == len(self.__batch_objects) or len_r == len(self.__batch_references) - ): - # no new objects were added in the last second, exit the loop - break - - objs = self.__batch_objects.pop_items(self.__batch_size) - refs = self.__batch_references.pop_items( - self.__batch_size - len(objs), - uuid_lookup=self.__uuid_lookup, - ) - with self.__uuid_lookup_lock: - self.__uuid_lookup.difference_update(obj.uuid for obj in objs) - - for req in self.__generate_stream_requests(objs, refs): - logged = False - while self.__is_shutting_down.is_set() or self.__is_shutdown.is_set(): - # if we were shutdown by the node we were connected to, we need to wait for the stream to be restarted - # so that the connection is refreshed to a new node where the objects can be accepted - # otherwise, we wait until the stream has been started by __batch_stream to send the first batch - if not logged: - logger.warning("Waiting for stream to be re-established...") - logged = True - # put sentinel into our queue to signal the end of the current stream - self.__reqs.put(None) - time.sleep(1) - if logged: - logger.warning("Stream re-established, resuming sending batches") - self.__reqs.put(req) - elif self.__stop: - # we are done, send the sentinel into our queue to be consumed by the batch sender - self.__reqs.put(None) # signal the end of the stream - logger.warning("Batching finished, sent stop signal to batch stream") - return - time.sleep(refresh_time) - - def __generate_stream_requests( - self, - objs: List[batch_pb2.BatchObject], - refs: List[batch_pb2.BatchReference], - ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: - per_object_overhead = 4 # extra overhead bytes per object in the request - - def request_maker(): - return batch_pb2.BatchStreamRequest() - - request = request_maker() - total_size = request.ByteSize() - - for obj in objs: - obj_size = obj.ByteSize() + per_object_overhead - - if total_size + obj_size >= self.__batch_grpc.grpc_max_msg_size: - yield request - request = request_maker() - total_size = request.ByteSize() - - request.data.objects.values.append(obj) - total_size += obj_size - - for ref in refs: - ref_size = ref.ByteSize() + per_object_overhead - - if total_size + ref_size >= self.__batch_grpc.grpc_max_msg_size: - yield request - request = request_maker() - total_size = request.ByteSize() - - request.data.references.values.append(ref) - total_size += ref_size - - if len(request.data.objects.values) > 0 or len(request.data.references.values) > 0: - yield request - - def __generate_stream_requests_for_grpc( - self, - ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: - yield batch_pb2.BatchStreamRequest( - start=batch_pb2.BatchStreamRequest.Start( - consistency_level=self.__batch_grpc._consistency_level, - ), - ) - while ( - self.__shut_background_thread_down is not None - and not self.__shut_background_thread_down.is_set() - ): - req = self.__reqs.get() - if req is not None: - self.__total += len(req.data.objects.values) + len(req.data.references.values) - yield req - continue - if self.__stop and not ( - self.__is_shutting_down.is_set() or self.__is_shutdown.is_set() - ): - logger.warning("Batching finished, closing the client-side of the stream") - yield batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()) - return - if self.__is_shutting_down.is_set(): - logger.warning("Server shutting down, closing the client-side of the stream") - return - logger.warning("Received sentinel, but not stopping, continuing...") - - def __batch_recv(self) -> None: - for message in self.__batch_grpc.stream( - connection=self.__connection, - requests=self.__generate_stream_requests_for_grpc(), - ): - if message.HasField("started"): - logger.warning("Batch stream started successfully") - for threads in self.__bg_threads: - threads.start_send() - if message.HasField("backoff"): - if ( - message.backoff.batch_size != self.__batch_size - and not self.__is_shutting_down.is_set() - and not self.__is_shutdown.is_set() - and not self.__stop - ): - self.__batch_size = message.backoff.batch_size - logger.warning( - f"Updated batch size to {self.__batch_size} as per server request" - ) - if message.HasField("results"): - result_objs = BatchObjectReturn() - # result_refs = BatchReferenceReturn() - failed_objs: List[ErrorObject] = [] - failed_refs: List[ErrorReference] = [] - for error in message.results.errors: - if error.HasField("uuid"): - try: - cached = self.__objs_cache.pop(error.uuid) - except KeyError: - continue - err = ErrorObject( - message=error.error, - object_=cached, - ) - result_objs += BatchObjectReturn( - _all_responses=[err], - errors={cached.index: err}, - ) - failed_objs.append(err) - logger.warning( - { - "error": error.error, - "object": error.uuid, - "action": "use {client,collection}.batch.failed_objects to access this error", - } - ) - if error.HasField("beacon"): - # TODO: get cached ref from beacon - err = ErrorReference( - message=error.error, - reference=error.beacon, # pyright: ignore - ) - failed_refs.append(err) - logger.warning( - { - "error": error.error, - "reference": error.beacon, - "action": "use {client,collection}.batch.failed_references to access this error", - } - ) - for success in message.results.successes: - if success.HasField("uuid"): - try: - cached = self.__objs_cache.pop(success.uuid) - except KeyError: - continue - uuid = uuid_package.UUID(success.uuid) - result_objs += BatchObjectReturn( - _all_responses=[uuid], - uuids={cached.index: uuid}, - ) - if success.HasField("beacon"): - # TODO: remove cached ref using beacon - # self.__refs_cache.pop(success.beacon, None) - pass - with self.__results_lock: - self.__results_for_wrapper.results.objs += result_objs - self.__results_for_wrapper.failed_objects.extend(failed_objs) - self.__results_for_wrapper.failed_references.extend(failed_refs) - elif message.HasField("shutting_down"): - logger.warning( - "Received shutting down message from server, pausing sending until stream is re-established" - ) - self.__is_shutting_down.set() - elif message.HasField("shutdown"): - logger.warning("Received shutdown finished message from server") - self.__is_shutdown.set() - self.__is_shutting_down.clear() - self.__reconnect() - - # restart the stream if we were shutdown by the node we were connected to ensuring that the index is - # propagated properly from it to the new one - if self.__is_shutdown.is_set(): - logger.warning("Restarting batch recv after shutdown...") - self.__is_shutdown.clear() - return self.__batch_recv() - else: - logger.warning("Server closed the stream from its side, shutting down batch") - return - - def __reconnect(self, retry: int = 0) -> None: - try: - logger.warning(f"Trying to reconnect after shutdown... {retry + 1}/{5}") - self.__connection.close("sync") - self.__connection.connect(force=True) - logger.warning("Reconnected successfully") - except (WeaviateStartUpError, WeaviateGRPCUnavailableError) as e: - if retry < 5: - time.sleep(2**retry) - self.__reconnect(retry + 1) - else: - logger.error("Failed to reconnect after 5 attempts") - self.__bg_thread_exception = e - - def __start_bg_threads(self) -> _BgThreads: - """Create a background thread that periodically checks how congested the batch queue is.""" - self.__shut_background_thread_down = threading.Event() - - def batch_send_wrapper() -> None: - try: - self.__batch_send() - logger.warning("exited batch send thread") - except Exception as e: - logger.error(e) - self.__bg_thread_exception = e - - def batch_recv_wrapper() -> None: - socket_hung_up = False - try: - self.__batch_recv() - logger.warning("exited batch receive thread") - except Exception as e: - if isinstance(e, WeaviateBatchStreamError) and ( - "Socket closed" in e.message or "context canceled" in e.message - ): - socket_hung_up = True - else: - logger.error(e) - logger.error(type(e)) - self.__bg_thread_exception = e - if socket_hung_up: - # this happens during ungraceful shutdown of the coordinator - # lets restart the stream and add the cached objects again - logger.warning("Stream closed unexpectedly, restarting...") - self.__reconnect() - # server sets this whenever it restarts, gracefully or unexpectedly, so need to clear it now - self.__is_shutting_down.clear() - with self.__objs_cache_lock: - logger.warning( - f"Re-adding {len(self.__objs_cache)} cached objects to the batch" - ) - self.__batch_objects.prepend( - [ - self.__batch_grpc.grpc_object(o._to_internal()) - for o in self.__objs_cache.values() - ] - ) - with self.__refs_cache_lock: - self.__batch_references.prepend( - [ - self.__batch_grpc.grpc_reference(o._to_internal()) - for o in self.__refs_cache.values() - ] - ) - # start a new stream with a newly reconnected channel - return batch_recv_wrapper() - - threads = _BgThreads( - send=threading.Thread( - target=batch_send_wrapper, - daemon=True, - name="BgBatchSend", - ), - recv=threading.Thread( - target=batch_recv_wrapper, - daemon=True, - name="BgBatchRecv", - ), - ) - threads.start_recv() - return threads - - def flush(self) -> None: - """Flush the batch queue and wait for all requests to be finished.""" - # bg thread is sending objs+refs automatically, so simply wait for everything to be done - while len(self.__batch_objects) > 0 or len(self.__batch_references) > 0: - time.sleep(0.01) - self.__check_bg_threads_alive() +class _ClusterBatch: + def __init__(self, connection: ConnectionSync): + self._connection = connection - def _add_object( + def get_nodes_status( self, - collection: str, - properties: Optional[WeaviateProperties] = None, - references: Optional[ReferenceInputs] = None, - uuid: Optional[UUID] = None, - vector: Optional[VECTORS] = None, - tenant: Optional[str] = None, - ) -> UUID: - self.__check_bg_threads_alive() + ) -> List[Node]: try: - batch_object = BatchObject( - collection=collection, - properties=properties, - references=references, - uuid=uuid, - vector=vector, - tenant=tenant, - index=self.__objs_count, - ) - self.__results_for_wrapper.imported_shards.add( - Shard(collection=collection, tenant=tenant) - ) - except ValidationError as e: - raise WeaviateBatchValidationError(repr(e)) - uuid = str(batch_object.uuid) - with self.__uuid_lookup_lock: - self.__uuid_lookup.add(uuid) - self.__batch_objects.add(self.__batch_grpc.grpc_object(batch_object._to_internal())) - with self.__objs_cache_lock: - self.__objs_cache[uuid] = batch_object - self.__objs_count += 1 - - # block if queue gets too long or weaviate is overloaded - reading files is faster them sending them so we do - # not need a long queue - while len(self.__batch_objects) >= self.__batch_size * 2: - self.__check_bg_threads_alive() - time.sleep(0.01) - - assert batch_object.uuid is not None - return batch_object.uuid - - def _add_reference( - self, - from_object_uuid: UUID, - from_object_collection: str, - from_property_name: str, - to: ReferenceInput, - tenant: Optional[str] = None, - ) -> None: - self.__check_bg_threads_alive() - if isinstance(to, ReferenceToMulti): - to_strs: Union[List[str], List[UUID]] = to.uuids_str - elif isinstance(to, str) or isinstance(to, uuid_package.UUID): - to_strs = [to] - else: - to_strs = list(to) - - for uid in to_strs: - try: - batch_reference = BatchReference( - from_object_collection=from_object_collection, - from_object_uuid=from_object_uuid, - from_property_name=from_property_name, - to_object_collection=( - to.target_collection if isinstance(to, ReferenceToMulti) else None - ), - to_object_uuid=uid, - tenant=tenant, - index=self.__refs_count, - ) - except ValidationError as e: - raise WeaviateBatchValidationError(repr(e)) - self.__batch_references.add( - self.__batch_grpc.grpc_reference(batch_reference._to_internal()) - ) - with self.__refs_cache_lock: - self.__refs_cache[self.__refs_count] = batch_reference - self.__refs_count += 1 - - def __check_bg_threads_alive(self) -> None: - if self.__any_threads_alive(): - return + response = executor.result(self._connection.get(path="/nodes")) + except ConnectError as conn_err: + raise ConnectError("Get nodes status failed due to connection error") from conn_err - raise self.__bg_thread_exception or Exception("Batch thread died unexpectedly") + response_typed = _decode_json_response_dict(response, "Nodes status") + assert response_typed is not None + nodes = response_typed.get("nodes") + if nodes is None or nodes == []: + raise EmptyResponseException("Nodes status response returned empty") + return cast(List[Node], nodes) -class _ClusterBatch: - def __init__(self, connection: ConnectionSync): +class _ClusterBatchAsync: + def __init__(self, connection: ConnectionAsync): self._connection = connection - def get_nodes_status( + async def get_nodes_status( self, ) -> List[Node]: try: - response = executor.result(self._connection.get(path="/nodes")) + response = await executor.aresult(self._connection.get(path="/nodes")) except ConnectError as conn_err: raise ConnectError("Get nodes status failed due to connection error") from conn_err diff --git a/weaviate/collections/batch/batch_wrapper.py b/weaviate/collections/batch/batch_wrapper.py index a64f267ca..f8e40395c 100644 --- a/weaviate/collections/batch/batch_wrapper.py +++ b/weaviate/collections/batch/batch_wrapper.py @@ -1,14 +1,18 @@ +import asyncio import time from typing import Any, Generic, List, Optional, Protocol, TypeVar, Union, cast +from weaviate.collections.batch.async_ import _BatchBaseAsync from weaviate.collections.batch.base import ( _BatchBase, - _BatchBaseNew, _BatchDataWrapper, _BatchMode, _ClusterBatch, + _ClusterBatchAsync, _DynamicBatching, + _ServerSideBatching, ) +from weaviate.collections.batch.sync import _BatchBaseSync from weaviate.collections.classes.batch import ( BatchResult, ErrorObject, @@ -20,7 +24,7 @@ from weaviate.collections.classes.tenants import Tenant from weaviate.collections.classes.types import Properties, WeaviateProperties from weaviate.connect import executor -from weaviate.connect.v4 import ConnectionSync +from weaviate.connect.v4 import ConnectionAsync, ConnectionSync from weaviate.logger import logger from weaviate.types import UUID, VECTORS from weaviate.util import _capitalize_first_letter, _decode_json_response_list @@ -34,7 +38,7 @@ def __init__( ): self._connection = connection self._consistency_level = consistency_level - self._current_batch: Optional[Union[_BatchBase, _BatchBaseNew]] = None + self._current_batch: Optional[Union[_BatchBase, _BatchBaseSync]] = None # config options self._batch_mode: _BatchMode = _DynamicBatching() @@ -127,6 +131,109 @@ def results(self) -> BatchResult: return self._batch_data.results +class _BatchWrapperAsync: + def __init__( + self, + connection: ConnectionAsync, + consistency_level: Optional[ConsistencyLevel], + ): + self._connection = connection + self._consistency_level = consistency_level + self._current_batch: Optional[_BatchBaseAsync] = None + # config options + self._batch_mode: _BatchMode = _ServerSideBatching(1) + + self._batch_data = _BatchDataWrapper() + self._cluster = _ClusterBatchAsync(connection) + + async def __is_ready( + self, max_count: int, shards: Optional[List[Shard]], backoff_count: int = 0 + ) -> bool: + try: + readinesses = await asyncio.gather( + *[ + self.__get_shards_readiness(shard) + for shard in shards or self._batch_data.imported_shards + ] + ) + return all(all(readiness) for readiness in readinesses) + except Exception as e: + logger.warning( + f"Error while getting class shards statuses: {e}, trying again with 2**n={2**backoff_count}s exponential backoff with n={backoff_count}" + ) + if backoff_count >= max_count: + raise e + await asyncio.sleep(2**backoff_count) + return await self.__is_ready(max_count, shards, backoff_count + 1) + + async def wait_for_vector_indexing( + self, shards: Optional[List[Shard]] = None, how_many_failures: int = 5 + ) -> None: + """Wait for the all the vectors of the batch imported objects to be indexed. + + Upon network error, it will retry to get the shards' status for `how_many_failures` times + with exponential backoff (2**n seconds with n=0,1,2,...,how_many_failures). + + Args: + shards: The shards to check the status of. If `None` it will check the status of all the shards of the imported objects in the batch. + how_many_failures: How many times to try to get the shards' status before raising an exception. Default 5. + """ + if shards is not None and not isinstance(shards, list): + raise TypeError(f"'shards' must be of type List[Shard]. Given type: {type(shards)}.") + if shards is not None and not isinstance(shards[0], Shard): + raise TypeError(f"'shards' must be of type List[Shard]. Given type: {type(shards)}.") + + waiting_count = 0 + while not await self.__is_ready(how_many_failures, shards): + if waiting_count % 20 == 0: # print every 5s + logger.debug("Waiting for async indexing to finish...") + await asyncio.sleep(0.25) + waiting_count += 1 + logger.debug("Async indexing finished!") + + async def __get_shards_readiness(self, shard: Shard) -> List[bool]: + path = f"/schema/{_capitalize_first_letter(shard.collection)}/shards{'' if shard.tenant is None else f'?tenant={shard.tenant}'}" + response = await executor.aresult(self._connection.get(path=path)) + + res = _decode_json_response_list(response, "Get shards' status") + assert res is not None + return [ + (cast(str, shard.get("status")) == "READY") + & (cast(int, shard.get("vectorQueueSize")) == 0) + for shard in res + ] + + async def _get_shards_readiness(self, shard: Shard) -> List[bool]: + return await self.__get_shards_readiness(shard) + + @property + def failed_objects(self) -> List[ErrorObject]: + """Get all failed objects from the batch manager. + + Returns: + A list of all the failed objects from the batch. + """ + return self._batch_data.failed_objects + + @property + def failed_references(self) -> List[ErrorReference]: + """Get all failed references from the batch manager. + + Returns: + A list of all the failed references from the batch. + """ + return self._batch_data.failed_references + + @property + def results(self) -> BatchResult: + """Get the results of the batch operation. + + Returns: + The results of the batch operation. + """ + return self._batch_data.results + + class BatchClientProtocol(Protocol): def add_object( self, @@ -204,6 +311,83 @@ def number_errors(self) -> int: ... +class BatchClientProtocolAsync(Protocol): + async def add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[Union[str, Tenant]] = None, + ) -> UUID: + """Add one object to this batch. + + NOTE: If the UUID of one of the objects already exists then the existing object will be + replaced by the new object. + + Args: + collection: The name of the collection this object belongs to. + properties: The data properties of the object to be added as a dictionary. + references: The references of the object to be added as a dictionary. + uuid: The UUID of the object as an uuid.UUID object or str. It can be a Weaviate beacon or Weaviate href. + If it is None an UUIDv4 will generated, by default None + vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given + vector was generated using the _identical_ vectorization module that is configured for the class. In this + case this vector takes precedence. + Supported types are: + - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. + - for named vectors: Dict[str, *list above*], where the string is the name of the vector. + tenant: The tenant name or Tenant object to be used for this request. + + Returns: + The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + ... + + async def add_reference( + self, + from_uuid: UUID, + from_collection: str, + from_property: str, + to: ReferenceInput, + tenant: Optional[Union[str, Tenant]] = None, + ) -> None: + """Add one reference to this batch. + + Args: + from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. + from_collection: The name of the collection that should reference another object. + from_property: The name of the property that contains the reference. + to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. + For multi-target references use wvc.Reference.to_multi_target(). + tenant: The tenant name or Tenant object to be used for this request. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + ... + + async def flush(self) -> None: + """Flush the current batch. + + This will send all the objects and references in the current batch to Weaviate. + """ + ... + + @property + def number_errors(self) -> int: + """Get the number of errors in the current batch. + + Returns: + The number of errors in the current batch. + """ + ... + + class BatchCollectionProtocol(Generic[Properties], Protocol[Properties]): def add_object( self, @@ -260,7 +444,7 @@ def number_errors(self) -> int: ... -T = TypeVar("T", bound=Union[_BatchBase, _BatchBaseNew]) +T = TypeVar("T", bound=Union[_BatchBase, _BatchBaseSync]) P = TypeVar("P", bound=Union[BatchClientProtocol, BatchCollectionProtocol[Properties]]) @@ -274,3 +458,91 @@ def __exit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: def __enter__(self) -> P: self.__current_batch._start() return self.__current_batch # pyright: ignore[reportReturnType] + + +class BatchClientAsync(_BatchBaseAsync): + async def add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[Union[str, Tenant]] = None, + ) -> UUID: + """Add one object to this batch. + + NOTE: If the UUID of one of the objects already exists then the existing object will be + replaced by the new object. + + Args: + collection: The name of the collection this object belongs to. + properties: The data properties of the object to be added as a dictionary. + references: The references of the object to be added as a dictionary. + uuid: The UUID of the object as an uuid.UUID object or str. It can be a Weaviate beacon or Weaviate href. + If it is None an UUIDv4 will generated, by default None + vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given + vector was generated using the _identical_ vectorization module that is configured for the class. In this + case this vector takes precedence. + Supported types are: + - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. + - for named vectors: Dict[str, *list above*], where the string is the name of the vector. + tenant: The tenant name or Tenant object to be used for this request. + + Returns: + The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + return await super()._add_object( + collection=collection, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=tenant.name if isinstance(tenant, Tenant) else tenant, + ) + + async def add_reference( + self, + from_uuid: UUID, + from_collection: str, + from_property: str, + to: ReferenceInput, + tenant: Optional[Union[str, Tenant]] = None, + ) -> None: + """Add one reference to this batch. + + Args: + from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. + from_collection: The name of the collection that should reference another object. + from_property: The name of the property that contains the reference. + to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. + For multi-target references use wvc.Reference.to_multi_target(). + tenant: The tenant name or Tenant object to be used for this request. + + Raises: + WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. + """ + await super()._add_reference( + from_object_uuid=from_uuid, + from_object_collection=from_collection, + from_property_name=from_property, + to=to, + tenant=tenant.name if isinstance(tenant, Tenant) else tenant, + ) + + +class _ContextManagerWrapperAsync: + def __init__(self, current_batch: BatchClientAsync): + self.__current_batch = current_batch + + async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: + await self.__current_batch._shutdown() + await self.__bg_tasks.send + await self.__bg_tasks.recv + + async def __aenter__(self) -> BatchClientAsync: + self.__bg_tasks = await self.__current_batch._start() + return self.__current_batch diff --git a/weaviate/collections/batch/client.py b/weaviate/collections/batch/client.py index a86a3be10..0aaddd718 100644 --- a/weaviate/collections/batch/client.py +++ b/weaviate/collections/batch/client.py @@ -3,7 +3,6 @@ from weaviate.collections.batch.base import ( _BatchBase, - _BatchBaseNew, _BatchDataWrapper, _DynamicBatching, _FixedSizeBatching, @@ -11,16 +10,20 @@ _ServerSideBatching, ) from weaviate.collections.batch.batch_wrapper import ( + BatchClientAsync, BatchClientProtocol, _BatchMode, _BatchWrapper, + _BatchWrapperAsync, _ContextManagerWrapper, + _ContextManagerWrapperAsync, ) +from weaviate.collections.batch.sync import _BatchBaseSync from weaviate.collections.classes.config import ConsistencyLevel, Vectorizers from weaviate.collections.classes.internal import ReferenceInput, ReferenceInputs from weaviate.collections.classes.tenants import Tenant from weaviate.collections.classes.types import WeaviateProperties -from weaviate.connect.v4 import ConnectionSync +from weaviate.connect.v4 import ConnectionAsync, ConnectionSync from weaviate.exceptions import UnexpectedStatusCodeError, WeaviateUnsupportedFeatureError from weaviate.types import UUID, VECTORS @@ -102,7 +105,7 @@ def add_reference( ) -class _BatchClientNew(_BatchBaseNew): +class _BatchClientSync(_BatchBaseSync): def add_object( self, collection: str, @@ -177,10 +180,11 @@ def add_reference( BatchClient = _BatchClient -BatchClientNew = _BatchClientNew +BatchClientSync = _BatchClientSync ClientBatchingContextManager = _ContextManagerWrapper[ - Union[BatchClient, BatchClientNew], BatchClientProtocol + Union[BatchClient, BatchClientSync], BatchClientProtocol ] +AsyncClientBatchingContextManager = _ContextManagerWrapperAsync class _BatchClientWrapper(_BatchWrapper): @@ -197,7 +201,7 @@ def __init__( # define one executor per client with it shared between all child batch contexts def __create_batch_and_reset( - self, batch_client: Union[Type[_BatchClient], Type[_BatchClientNew]] + self, batch_client: Union[Type[_BatchClient], Type[_BatchClientSync]] ): if self._vectorizer_batching is None or not self._vectorizer_batching: try: @@ -311,4 +315,47 @@ def experimental( concurrency=1, # hard-code until client-side multi-threading is fixed ) self._consistency_level = consistency_level - return self.__create_batch_and_reset(_BatchClientNew) + return self.__create_batch_and_reset(_BatchClientSync) + + +class _BatchClientWrapperAsync(_BatchWrapperAsync): + def __init__( + self, + connection: ConnectionAsync, + ): + super().__init__(connection, None) + self._vectorizer_batching: Optional[bool] = None + + def __create_batch_and_reset(self): + self._batch_data = _BatchDataWrapper() # clear old data + return _ContextManagerWrapperAsync( + BatchClientAsync( + connection=self._connection, + consistency_level=self._consistency_level, + results=self._batch_data, + batch_mode=self._batch_mode, + ) + ) + + def experimental( + self, + *, + concurrency: Optional[int] = None, + consistency_level: Optional[ConsistencyLevel] = None, + ) -> AsyncClientBatchingContextManager: + """Configure the batching context manager using the experimental server-side batching mode. + + When you exit the context manager, the final batch will be sent automatically. + """ + if self._connection._weaviate_version.is_lower_than(1, 34, 0): + raise WeaviateUnsupportedFeatureError( + "Server-side batching", str(self._connection._weaviate_version), "1.34.0" + ) + self._batch_mode = _ServerSideBatching( + # concurrency=concurrency + # if concurrency is not None + # else len(self._cluster.get_nodes_status()) + concurrency=1, # hard-code until client-side multi-threading is fixed + ) + self._consistency_level = consistency_level + return self.__create_batch_and_reset() diff --git a/weaviate/collections/batch/collection.py b/weaviate/collections/batch/collection.py index 6abe4aaac..dcca3d9d7 100644 --- a/weaviate/collections/batch/collection.py +++ b/weaviate/collections/batch/collection.py @@ -3,7 +3,6 @@ from weaviate.collections.batch.base import ( _BatchBase, - _BatchBaseNew, _BatchDataWrapper, _BatchMode, _DynamicBatching, @@ -16,6 +15,7 @@ _BatchWrapper, _ContextManagerWrapper, ) +from weaviate.collections.batch.sync import _BatchBaseSync from weaviate.collections.classes.config import ConsistencyLevel, Vectorizers from weaviate.collections.classes.internal import ReferenceInput, ReferenceInputs from weaviate.collections.classes.types import Properties @@ -78,7 +78,7 @@ def add_reference( ) -class _BatchCollectionNew(Generic[Properties], _BatchBaseNew): +class _BatchCollectionSync(Generic[Properties], _BatchBaseSync): def __init__( self, executor: ThreadPoolExecutor, @@ -161,9 +161,9 @@ def add_reference( BatchCollection = _BatchCollection -BatchCollectionNew = _BatchCollectionNew +BatchCollectionSync = _BatchCollectionSync CollectionBatchingContextManager = _ContextManagerWrapper[ - Union[BatchCollection[Properties], BatchCollectionNew[Properties]], + Union[BatchCollection[Properties], BatchCollectionSync[Properties]], BatchCollectionProtocol[Properties], ] @@ -177,7 +177,7 @@ def __init__( tenant: Optional[str], config: "_ConfigCollection", batch_client: Union[ - Type[_BatchCollection[Properties]], Type[_BatchCollectionNew[Properties]] + Type[_BatchCollection[Properties]], Type[_BatchCollectionSync[Properties]] ], ) -> None: super().__init__(connection, consistency_level) @@ -192,7 +192,7 @@ def __init__( def __create_batch_and_reset( self, batch_client: Union[ - Type[_BatchCollection[Properties]], Type[_BatchCollectionNew[Properties]] + Type[_BatchCollection[Properties]], Type[_BatchCollectionSync[Properties]] ], ): if self._vectorizer_batching is None: @@ -278,4 +278,4 @@ def experimental( # else len(self._cluster.get_nodes_status()) concurrency=1, # hard-code until client-side multi-threading is fixed ) - return self.__create_batch_and_reset(_BatchCollectionNew) + return self.__create_batch_and_reset(_BatchCollectionSync) diff --git a/weaviate/collections/batch/grpc_batch.py b/weaviate/collections/batch/grpc_batch.py index 7384dcb49..6f01b2287 100644 --- a/weaviate/collections/batch/grpc_batch.py +++ b/weaviate/collections/batch/grpc_batch.py @@ -20,7 +20,7 @@ from weaviate.collections.grpc.shared import _BaseGRPC, _is_1d_vector, _Pack from weaviate.connect import executor from weaviate.connect.base import MAX_GRPC_MESSAGE_LENGTH -from weaviate.connect.v4 import Connection, ConnectionSync +from weaviate.connect.v4 import Connection, ConnectionAsync, ConnectionSync from weaviate.exceptions import ( WeaviateInsertInvalidPropertyError, WeaviateInsertManyAllFailedError, @@ -203,8 +203,8 @@ def stream( connection: ConnectionSync, *, requests: Generator[batch_pb2.BatchStreamRequest, None, None], - ) -> Generator[batch_pb2.BatchStreamReply, None, None]: - """Start a new stream for receiving messages about the ongoing server-side batching from Weaviate. + ): + """Start a new sync stream for send/recv messages about the ongoing server-side batching from Weaviate. Args: connection: The connection to the Weaviate instance. @@ -212,6 +212,17 @@ def stream( """ return connection.grpc_batch_stream(requests=requests) + def astream( + self, + connection: ConnectionAsync, + ): + """Start a new async stream for send/recv messages about the ongoing server-side batching from Weaviate. + + Args: + connection: The connection to the Weaviate instance. + """ + return connection.grpc_batch_stream() + def __translate_properties_from_python_to_grpc( self, data: Dict[str, Any], refs: ReferenceInputs ) -> batch_pb2.BatchObject.Properties: diff --git a/weaviate/collections/batch/sync.py b/weaviate/collections/batch/sync.py new file mode 100644 index 000000000..3c9c24f25 --- /dev/null +++ b/weaviate/collections/batch/sync.py @@ -0,0 +1,557 @@ +import threading +import time +import uuid as uuid_package +from concurrent.futures import ThreadPoolExecutor +from queue import Queue +from typing import Generator, List, Optional, Set, Union + +from pydantic import ValidationError + +from weaviate.collections.batch.base import ( + ObjectsBatchRequest, + ReferencesBatchRequest, + _BatchDataWrapper, + _BatchMode, + _BgThreads, + _ServerSideBatching, +) +from weaviate.collections.batch.grpc_batch import _BatchGRPC +from weaviate.collections.classes.batch import ( + BatchObject, + BatchObjectReturn, + BatchReference, + ErrorObject, + ErrorReference, + Shard, +) +from weaviate.collections.classes.config import ConsistencyLevel +from weaviate.collections.classes.internal import ( + ReferenceInput, + ReferenceInputs, + ReferenceToMulti, +) +from weaviate.collections.classes.types import WeaviateProperties +from weaviate.connect.v4 import ConnectionSync +from weaviate.exceptions import ( + WeaviateBatchStreamError, + WeaviateBatchValidationError, + WeaviateGRPCUnavailableError, + WeaviateStartUpError, +) +from weaviate.logger import logger +from weaviate.proto.v1 import batch_pb2 +from weaviate.types import UUID, VECTORS + + +class _BatchBaseSync: + def __init__( + self, + connection: ConnectionSync, + consistency_level: Optional[ConsistencyLevel], + results: _BatchDataWrapper, + batch_mode: _BatchMode, + executor: ThreadPoolExecutor, + vectorizer_batching: bool, + objects: Optional[ObjectsBatchRequest[batch_pb2.BatchObject]] = None, + references: Optional[ReferencesBatchRequest] = None, + ) -> None: + self.__batch_objects = objects or ObjectsBatchRequest[batch_pb2.BatchObject]() + self.__batch_references = references or ReferencesBatchRequest[batch_pb2.BatchReference]() + + self.__connection = connection + self.__consistency_level: ConsistencyLevel = consistency_level or ConsistencyLevel.QUORUM + self.__batch_size = 100 + + self.__batch_grpc = _BatchGRPC( + connection._weaviate_version, self.__consistency_level, connection._grpc_max_msg_size + ) + + # lookup table for objects that are currently being processed - is used to not send references from objects that have not been added yet + self.__uuid_lookup: Set[str] = set() + + # we do not want that users can access the results directly as they are not thread-safe + self.__results_for_wrapper_backup = results + self.__results_for_wrapper = _BatchDataWrapper() + + self.__objs_count = 0 + self.__refs_count = 0 + + self.__uuid_lookup_lock = threading.Lock() + self.__results_lock = threading.Lock() + + self.__bg_thread_exception: Optional[Exception] = None + self.__is_shutting_down = threading.Event() + self.__is_shutdown = threading.Event() + + self.__objs_cache_lock = threading.Lock() + self.__refs_cache_lock = threading.Lock() + self.__objs_cache: dict[str, BatchObject] = {} + self.__refs_cache: dict[int, BatchReference] = {} + + # maxsize=1 so that __batch_send does not run faster than generator for __batch_recv + # thereby using too much buffer in case of server-side shutdown + self.__reqs: Queue[Optional[batch_pb2.BatchStreamRequest]] = Queue(maxsize=1) + + self.__stop = False + + self.__batch_mode = batch_mode + + self.__total = 0 + + @property + def number_errors(self) -> int: + """Return the number of errors in the batch.""" + return len(self.__results_for_wrapper.failed_objects) + len( + self.__results_for_wrapper.failed_references + ) + + def __all_threads_alive(self) -> bool: + return self.__bg_threads is not None and all( + thread.is_alive() for thread in self.__bg_threads + ) + + def __any_threads_alive(self) -> bool: + return self.__bg_threads is not None and any( + thread.is_alive() for thread in self.__bg_threads + ) + + def _start(self) -> None: + assert isinstance(self.__batch_mode, _ServerSideBatching), ( + "Only server-side batching is supported in this mode" + ) + self.__bg_threads = [ + self.__start_bg_threads() for _ in range(self.__batch_mode.concurrency) + ] + logger.warning( + f"Provisioned {len(self.__bg_threads)} stream(s) to the server for batch processing" + ) + now = time.time() + while not self.__all_threads_alive(): + # wait for the stream to be started by __batch_stream + time.sleep(0.01) + if time.time() - now > 10: + raise WeaviateBatchValidationError( + "Batch stream was not started within 10 seconds. Please check your connection." + ) + + def _shutdown(self) -> None: + # Shutdown the current batch and wait for all requests to be finished + self.flush() + self.__stop = True + + # we are done, wait for bg threads to finish + # self.__batch_stream will set the shutdown event when it receives + # the stop message from the server + while self.__any_threads_alive(): + time.sleep(1) + logger.warning("Send & receive threads finished.") + + # copy the results to the public results + self.__results_for_wrapper_backup.results = self.__results_for_wrapper.results + self.__results_for_wrapper_backup.failed_objects = self.__results_for_wrapper.failed_objects + self.__results_for_wrapper_backup.failed_references = ( + self.__results_for_wrapper.failed_references + ) + self.__results_for_wrapper_backup.imported_shards = ( + self.__results_for_wrapper.imported_shards + ) + + def __batch_send(self) -> None: + refresh_time: float = 0.01 + while ( + self.__shut_background_thread_down is not None + and not self.__shut_background_thread_down.is_set() + ): + if len(self.__batch_objects) + len(self.__batch_references) > 0: + self._batch_send = True + start = time.time() + while (len_o := len(self.__batch_objects)) + ( + len_r := len(self.__batch_references) + ) < self.__batch_size: + # wait for more objects to be added up to the batch size + time.sleep(0.01) + if ( + self.__shut_background_thread_down is not None + and self.__shut_background_thread_down.is_set() + ): + logger.warning("Threads were shutdown, exiting batch send loop") + # shutdown was requested, exit early + self.__reqs.put(None) + return + if time.time() - start >= 1 and ( + len_o == len(self.__batch_objects) or len_r == len(self.__batch_references) + ): + # no new objects were added in the last second, exit the loop + break + + objs = self.__batch_objects.pop_items(self.__batch_size) + refs = self.__batch_references.pop_items( + self.__batch_size - len(objs), + uuid_lookup=self.__uuid_lookup, + ) + with self.__uuid_lookup_lock: + self.__uuid_lookup.difference_update(obj.uuid for obj in objs) + + for req in self.__generate_stream_requests(objs, refs): + logged = False + while self.__is_shutting_down.is_set() or self.__is_shutdown.is_set(): + # if we were shutdown by the node we were connected to, we need to wait for the stream to be restarted + # so that the connection is refreshed to a new node where the objects can be accepted + # otherwise, we wait until the stream has been started by __batch_stream to send the first batch + if not logged: + logger.warning("Waiting for stream to be re-established...") + logged = True + # put sentinel into our queue to signal the end of the current stream + self.__reqs.put(None) + time.sleep(1) + if logged: + logger.warning("Stream re-established, resuming sending batches") + self.__reqs.put(req) + elif self.__stop: + # we are done, send the sentinel into our queue to be consumed by the batch sender + self.__reqs.put(None) # signal the end of the stream + logger.warning("Batching finished, sent stop signal to batch stream") + return + time.sleep(refresh_time) + + def __generate_stream_requests( + self, + objs: List[batch_pb2.BatchObject], + refs: List[batch_pb2.BatchReference], + ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: + per_object_overhead = 4 # extra overhead bytes per object in the request + + def request_maker(): + return batch_pb2.BatchStreamRequest() + + request = request_maker() + total_size = request.ByteSize() + + for obj in objs: + obj_size = obj.ByteSize() + per_object_overhead + + if total_size + obj_size >= self.__batch_grpc.grpc_max_msg_size: + yield request + request = request_maker() + total_size = request.ByteSize() + + request.data.objects.values.append(obj) + total_size += obj_size + + for ref in refs: + ref_size = ref.ByteSize() + per_object_overhead + + if total_size + ref_size >= self.__batch_grpc.grpc_max_msg_size: + yield request + request = request_maker() + total_size = request.ByteSize() + + request.data.references.values.append(ref) + total_size += ref_size + + if len(request.data.objects.values) > 0 or len(request.data.references.values) > 0: + yield request + + def __generate_stream_requests_for_grpc( + self, + ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: + yield batch_pb2.BatchStreamRequest( + start=batch_pb2.BatchStreamRequest.Start( + consistency_level=self.__batch_grpc._consistency_level, + ), + ) + while ( + self.__shut_background_thread_down is not None + and not self.__shut_background_thread_down.is_set() + ): + req = self.__reqs.get() + if req is not None: + self.__total += len(req.data.objects.values) + len(req.data.references.values) + yield req + continue + if self.__stop and not ( + self.__is_shutting_down.is_set() or self.__is_shutdown.is_set() + ): + logger.warning("Batching finished, closing the client-side of the stream") + yield batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()) + return + if self.__is_shutting_down.is_set(): + logger.warning("Server shutting down, closing the client-side of the stream") + return + logger.warning("Received sentinel, but not stopping, continuing...") + + def __batch_recv(self) -> None: + for message in self.__batch_grpc.stream( + connection=self.__connection, + requests=self.__generate_stream_requests_for_grpc(), + ): + if message.HasField("started"): + logger.warning("Batch stream started successfully") + for threads in self.__bg_threads: + threads.start_send() + if message.HasField("backoff"): + if ( + message.backoff.batch_size != self.__batch_size + and not self.__is_shutting_down.is_set() + and not self.__is_shutdown.is_set() + and not self.__stop + ): + self.__batch_size = message.backoff.batch_size + logger.warning( + f"Updated batch size to {self.__batch_size} as per server request" + ) + if message.HasField("results"): + result_objs = BatchObjectReturn() + # result_refs = BatchReferenceReturn() + failed_objs: List[ErrorObject] = [] + failed_refs: List[ErrorReference] = [] + for error in message.results.errors: + if error.HasField("uuid"): + try: + cached = self.__objs_cache.pop(error.uuid) + except KeyError: + continue + err = ErrorObject( + message=error.error, + object_=cached, + ) + result_objs += BatchObjectReturn( + _all_responses=[err], + errors={cached.index: err}, + ) + failed_objs.append(err) + logger.warning( + { + "error": error.error, + "object": error.uuid, + "action": "use {client,collection}.batch.failed_objects to access this error", + } + ) + if error.HasField("beacon"): + # TODO: get cached ref from beacon + err = ErrorReference( + message=error.error, + reference=error.beacon, # pyright: ignore + ) + failed_refs.append(err) + logger.warning( + { + "error": error.error, + "reference": error.beacon, + "action": "use {client,collection}.batch.failed_references to access this error", + } + ) + for success in message.results.successes: + if success.HasField("uuid"): + try: + cached = self.__objs_cache.pop(success.uuid) + except KeyError: + continue + uuid = uuid_package.UUID(success.uuid) + result_objs += BatchObjectReturn( + _all_responses=[uuid], + uuids={cached.index: uuid}, + ) + if success.HasField("beacon"): + # TODO: remove cached ref using beacon + # self.__refs_cache.pop(success.beacon, None) + pass + with self.__results_lock: + self.__results_for_wrapper.results.objs += result_objs + self.__results_for_wrapper.failed_objects.extend(failed_objs) + self.__results_for_wrapper.failed_references.extend(failed_refs) + elif message.HasField("shutting_down"): + logger.warning( + "Received shutting down message from server, pausing sending until stream is re-established" + ) + self.__is_shutting_down.set() + elif message.HasField("shutdown"): + logger.warning("Received shutdown finished message from server") + self.__is_shutdown.set() + self.__is_shutting_down.clear() + self.__reconnect() + + # restart the stream if we were shutdown by the node we were connected to ensuring that the index is + # propagated properly from it to the new one + if self.__is_shutdown.is_set(): + logger.warning("Restarting batch recv after shutdown...") + self.__is_shutdown.clear() + return self.__batch_recv() + else: + logger.warning("Server closed the stream from its side, shutting down batch") + return + + def __reconnect(self, retry: int = 0) -> None: + try: + logger.warning(f"Trying to reconnect after shutdown... {retry + 1}/{5}") + self.__connection.close("sync") + self.__connection.connect(force=True) + logger.warning("Reconnected successfully") + except (WeaviateStartUpError, WeaviateGRPCUnavailableError) as e: + if retry < 5: + time.sleep(2**retry) + self.__reconnect(retry + 1) + else: + logger.error("Failed to reconnect after 5 attempts") + self.__bg_thread_exception = e + + def __start_bg_threads(self) -> _BgThreads: + """Create a background thread that periodically checks how congested the batch queue is.""" + self.__shut_background_thread_down = threading.Event() + + def batch_send_wrapper() -> None: + try: + self.__batch_send() + logger.warning("exited batch send thread") + except Exception as e: + logger.error(e) + self.__bg_thread_exception = e + + def batch_recv_wrapper() -> None: + socket_hung_up = False + try: + self.__batch_recv() + logger.warning("exited batch receive thread") + except Exception as e: + if isinstance(e, WeaviateBatchStreamError) and ( + "Socket closed" in e.message or "context canceled" in e.message + ): + socket_hung_up = True + else: + logger.error(e) + logger.error(type(e)) + self.__bg_thread_exception = e + if socket_hung_up: + # this happens during ungraceful shutdown of the coordinator + # lets restart the stream and add the cached objects again + logger.warning("Stream closed unexpectedly, restarting...") + self.__reconnect() + # server sets this whenever it restarts, gracefully or unexpectedly, so need to clear it now + self.__is_shutting_down.clear() + with self.__objs_cache_lock: + logger.warning( + f"Re-adding {len(self.__objs_cache)} cached objects to the batch" + ) + self.__batch_objects.prepend( + [ + self.__batch_grpc.grpc_object(o._to_internal()) + for o in self.__objs_cache.values() + ] + ) + with self.__refs_cache_lock: + self.__batch_references.prepend( + [ + self.__batch_grpc.grpc_reference(o._to_internal()) + for o in self.__refs_cache.values() + ] + ) + # start a new stream with a newly reconnected channel + return batch_recv_wrapper() + + threads = _BgThreads( + send=threading.Thread( + target=batch_send_wrapper, + daemon=True, + name="BgBatchSend", + ), + recv=threading.Thread( + target=batch_recv_wrapper, + daemon=True, + name="BgBatchRecv", + ), + ) + threads.start_recv() + return threads + + def flush(self) -> None: + """Flush the batch queue and wait for all requests to be finished.""" + # bg thread is sending objs+refs automatically, so simply wait for everything to be done + while len(self.__batch_objects) > 0 or len(self.__batch_references) > 0: + time.sleep(0.01) + self.__check_bg_threads_alive() + + def _add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[str] = None, + ) -> UUID: + self.__check_bg_threads_alive() + try: + batch_object = BatchObject( + collection=collection, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=tenant, + index=self.__objs_count, + ) + self.__results_for_wrapper.imported_shards.add( + Shard(collection=collection, tenant=tenant) + ) + except ValidationError as e: + raise WeaviateBatchValidationError(repr(e)) + uuid = str(batch_object.uuid) + with self.__uuid_lookup_lock: + self.__uuid_lookup.add(uuid) + self.__batch_objects.add(self.__batch_grpc.grpc_object(batch_object._to_internal())) + with self.__objs_cache_lock: + self.__objs_cache[uuid] = batch_object + self.__objs_count += 1 + + # block if queue gets too long or weaviate is overloaded - reading files is faster them sending them so we do + # not need a long queue + while len(self.__batch_objects) >= self.__batch_size * 2: + self.__check_bg_threads_alive() + time.sleep(0.01) + + assert batch_object.uuid is not None + return batch_object.uuid + + def _add_reference( + self, + from_object_uuid: UUID, + from_object_collection: str, + from_property_name: str, + to: ReferenceInput, + tenant: Optional[str] = None, + ) -> None: + self.__check_bg_threads_alive() + if isinstance(to, ReferenceToMulti): + to_strs: Union[List[str], List[UUID]] = to.uuids_str + elif isinstance(to, str) or isinstance(to, uuid_package.UUID): + to_strs = [to] + else: + to_strs = list(to) + + for uid in to_strs: + try: + batch_reference = BatchReference( + from_object_collection=from_object_collection, + from_object_uuid=from_object_uuid, + from_property_name=from_property_name, + to_object_collection=( + to.target_collection if isinstance(to, ReferenceToMulti) else None + ), + to_object_uuid=uid, + tenant=tenant, + index=self.__refs_count, + ) + except ValidationError as e: + raise WeaviateBatchValidationError(repr(e)) + self.__batch_references.add( + self.__batch_grpc.grpc_reference(batch_reference._to_internal()) + ) + with self.__refs_cache_lock: + self.__refs_cache[self.__refs_count] = batch_reference + self.__refs_count += 1 + + def __check_bg_threads_alive(self) -> None: + if self.__any_threads_alive(): + return + + raise self.__bg_thread_exception or Exception("Batch thread died unexpectedly") diff --git a/weaviate/collections/collection/sync.py b/weaviate/collections/collection/sync.py index 88f728b30..6f9369cec 100644 --- a/weaviate/collections/collection/sync.py +++ b/weaviate/collections/collection/sync.py @@ -7,7 +7,7 @@ from weaviate.collections.backups import _CollectionBackup from weaviate.collections.batch.collection import ( _BatchCollection, - _BatchCollectionNew, + _BatchCollectionSync, _BatchCollectionWrapper, ) from weaviate.collections.classes.cluster import Shard @@ -101,10 +101,8 @@ def __init__( name, tenant, config, - batch_client=_BatchCollectionNew[Properties] - if connection._weaviate_version.is_at_least( - 1, 32, 0 - ) # todo: change to 1.33.0 when it lands + batch_client=_BatchCollectionSync[Properties] + if connection._weaviate_version.is_at_least(1, 34, 0) else _BatchCollection[Properties], ) """This namespace contains all the functionality to upload data in batches to Weaviate for this specific collection.""" diff --git a/weaviate/connect/v4.py b/weaviate/connect/v4.py index 3734f650a..ecdaf666b 100644 --- a/weaviate/connect/v4.py +++ b/weaviate/connect/v4.py @@ -20,13 +20,14 @@ overload, ) +import grpc from authlib.integrations.httpx_client import ( # type: ignore AsyncOAuth2Client, OAuth2Client, ) from grpc import Call, RpcError, StatusCode from grpc import Channel as SyncChannel # type: ignore -from grpc.aio import AioRpcError +from grpc.aio import AioRpcError, StreamStreamCall from grpc.aio import Channel as AsyncChannel # type: ignore # from grpclib.client import Channel @@ -1114,8 +1115,8 @@ def grpc_aggregate( class ConnectionAsync(_ConnectionBase): """Connection class used to communicate to a weaviate instance.""" - async def connect(self) -> None: - if self._connected: + async def connect(self, force: bool = False) -> None: + if self._connected and not force: return None await executor.aresult(self._open_connections_rest(self._auth, "async")) @@ -1247,6 +1248,52 @@ async def grpc_batch_delete( raise InsufficientPermissionsError(e) raise WeaviateDeleteManyError(str(e)) + def grpc_batch_stream( + self, + ) -> StreamStreamCall[batch_pb2.BatchStreamRequest, batch_pb2.BatchStreamReply]: + assert isinstance(self._grpc_channel, grpc.aio.Channel) + return self._grpc_channel.stream_stream( + "/weaviate.v1.Weaviate/BatchStream", + request_serializer=batch_pb2.BatchStreamRequest.SerializeToString, + response_deserializer=batch_pb2.BatchStreamReply.FromString, + )( + request_iterator=None, + timeout=self.timeout_config.insert, + metadata=self.grpc_headers(), + ) + + async def grpc_batch_stream_write( + self, + stream: StreamStreamCall[batch_pb2.BatchStreamRequest, batch_pb2.BatchStreamReply], + request: batch_pb2.BatchStreamRequest, + ) -> None: + try: + await stream.write(request) + except AioRpcError as e: + error = cast(Call, e) + if error.code() == StatusCode.PERMISSION_DENIED: + raise InsufficientPermissionsError(error) + if error.code() == StatusCode.ABORTED: + raise _BatchStreamShutdownError() + raise WeaviateBatchStreamError(str(error.details())) + + async def grpc_batch_stream_read( + self, + stream: StreamStreamCall[batch_pb2.BatchStreamRequest, batch_pb2.BatchStreamReply], + ) -> Optional[batch_pb2.BatchStreamReply]: + try: + msg = await stream.read() + if not isinstance(msg, batch_pb2.BatchStreamReply): + return None + return msg + except AioRpcError as e: + error = cast(Call, e) + if error.code() == StatusCode.PERMISSION_DENIED: + raise InsufficientPermissionsError(error) + if error.code() == StatusCode.ABORTED: + raise _BatchStreamShutdownError() + raise WeaviateBatchStreamError(str(error.details())) + async def grpc_tenants_get( self, request: tenants_pb2.TenantsGetRequest ) -> tenants_pb2.TenantsGetReply: From dcf586e3b0ef7f23ede2f06cac6e539e34c1487e Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Tue, 20 Jan 2026 15:22:36 +0000 Subject: [PATCH 13/21] Only test SSB fpr <1.36 vers --- integration/test_batch_v4.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/integration/test_batch_v4.py b/integration/test_batch_v4.py index 619ef26c8..90b6588c8 100644 --- a/integration/test_batch_v4.py +++ b/integration/test_batch_v4.py @@ -824,8 +824,8 @@ async def test_add_one_hundred_thousand_data_objects_async( ) -> None: """Test adding one hundred thousand data objects.""" client, name = await async_client_factory() - if client._connection._weaviate_version.is_lower_than(1, 34, 0): - pytest.skip("Server-side batching not supported in Weaviate < 1.34.0") + if client._connection._weaviate_version.is_lower_than(1, 36, 0): + pytest.skip("Server-side batching not supported in Weaviate < 1.36.0") nr_objects = 100000 import time From 69fb0f9b3afdec6149bd47f96f0f9a1dd575afc8 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Mon, 26 Jan 2026 13:56:49 +0000 Subject: [PATCH 14/21] Add experimental batching to async collections --- integration/test_batch_v4.py | 2 +- integration/test_collection_batch.py | 68 +++++++++- weaviate/collections/batch/batch_wrapper.py | 95 ++++++-------- weaviate/collections/batch/client.py | 118 ++++++------------ weaviate/collections/batch/collection.py | 131 +++++++++++++++----- weaviate/collections/collection/async_.py | 12 ++ weaviate/collections/collection/sync.py | 2 +- 7 files changed, 258 insertions(+), 170 deletions(-) diff --git a/integration/test_batch_v4.py b/integration/test_batch_v4.py index 90b6588c8..b8ec61dbb 100644 --- a/integration/test_batch_v4.py +++ b/integration/test_batch_v4.py @@ -831,7 +831,7 @@ async def test_add_one_hundred_thousand_data_objects_async( start = time.time() async with client.batch.experimental(concurrency=1) as batch: - async for i in arange(nr_objects): + for i in range(nr_objects): await batch.add_object( collection=name, properties={"name": "test" + str(i)}, diff --git a/integration/test_collection_batch.py b/integration/test_collection_batch.py index 72b3b7c53..b40a488e0 100644 --- a/integration/test_collection_batch.py +++ b/integration/test_collection_batch.py @@ -1,10 +1,10 @@ import uuid from dataclasses import dataclass -from typing import Any, Generator, Optional, Protocol, Union +from typing import Any, Awaitable, Generator, Optional, Protocol, Union import pytest -from integration.conftest import CollectionFactory, CollectionFactoryGet +from integration.conftest import AsyncCollectionFactory, CollectionFactory, CollectionFactoryGet from weaviate.collections import Collection from weaviate.collections.classes.config import ( Configure, @@ -17,6 +17,8 @@ from weaviate.collections.classes.tenants import Tenant from weaviate.types import VECTORS +from weaviate.collections.collection.async_ import CollectionAsync + UUID = Union[str, uuid.UUID] @@ -55,11 +57,21 @@ def __call__(self, name: str = "", multi_tenancy: bool = False) -> Collection[An ... +class BatchCollectionAsync(Protocol): + """Typing for fixture.""" + + def __call__( + self, name: str = "", multi_tenancy: bool = False + ) -> Awaitable[CollectionAsync[Any, Any]]: + """Typing for fixture.""" + ... + + @pytest.fixture def batch_collection( collection_factory: CollectionFactory, ) -> Generator[BatchCollection, None, None]: - def _factory(name: str = "", multi_tenancy: bool = False) -> Collection[Any, Any]: + def _factory(name: str = "", multi_tenancy: bool = False): collection = collection_factory( name=name, vectorizer_config=Configure.Vectorizer.none(), @@ -78,6 +90,29 @@ def _factory(name: str = "", multi_tenancy: bool = False) -> Collection[Any, Any yield _factory +@pytest.fixture +def batch_collection_async( + async_collection_factory: AsyncCollectionFactory, +) -> Generator[BatchCollectionAsync, None, None]: + async def _factory(name: str = "", multi_tenancy: bool = False): + collection = await async_collection_factory( + name=name, + vectorizer_config=Configure.Vectorizer.none(), + properties=[ + Property(name="name", data_type=DataType.TEXT), + Property(name="age", data_type=DataType.INT), + ], + multi_tenancy_config=Configure.multi_tenancy(multi_tenancy), + ) + await collection.config.add_reference( + ReferenceProperty(name="test", target_collection=collection.name) + ) + + return collection + + yield _factory + + @pytest.mark.parametrize( "vector", [None, [1, 2, 3], MockNumpyTorch([1, 2, 3]), MockTensorFlow([1, 2, 3])], @@ -233,3 +268,30 @@ def test_non_existant_collection(collection_factory_get: CollectionFactoryGet) - # above should not throw - depending on the autoschema config this might create an error or # not, so we do not check for errors here + + +@pytest.mark.asyncio +async def test_add_one_hundred_thousand_data_objects_async( + batch_collection_async: BatchCollectionAsync, +) -> None: + """Test adding one hundred thousand data objects.""" + col = await batch_collection_async() + if col._connection._weaviate_version.is_lower_than(1, 36, 0): + pytest.skip("Server-side batching not supported in Weaviate < 1.36.0") + nr_objects = 100000 + import time + + start = time.time() + async with col.batch.experimental() as batch: + for i in range(nr_objects): + await batch.add_object( + properties={"name": "test" + str(i)}, + ) + end = time.time() + print(f"Time taken to add {nr_objects} objects: {end - start} seconds") + assert len(col.batch.results.objs.errors) == 0 + assert len(col.batch.results.objs.all_responses) == nr_objects + assert len(col.batch.results.objs.uuids) == nr_objects + assert await col.length() == nr_objects + assert col.batch.results.objs.has_errors is False + assert len(col.batch.failed_objects) == 0, [obj.message for obj in col.batch.failed_objects] diff --git a/weaviate/collections/batch/batch_wrapper.py b/weaviate/collections/batch/batch_wrapper.py index f8e40395c..88bf2dc6f 100644 --- a/weaviate/collections/batch/batch_wrapper.py +++ b/weaviate/collections/batch/batch_wrapper.py @@ -444,50 +444,27 @@ def number_errors(self) -> int: ... -T = TypeVar("T", bound=Union[_BatchBase, _BatchBaseSync]) -P = TypeVar("P", bound=Union[BatchClientProtocol, BatchCollectionProtocol[Properties]]) - - -class _ContextManagerWrapper(Generic[T, P]): - def __init__(self, current_batch: T): - self.__current_batch: T = current_batch - - def __exit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: - self.__current_batch._shutdown() - - def __enter__(self) -> P: - self.__current_batch._start() - return self.__current_batch # pyright: ignore[reportReturnType] - - -class BatchClientAsync(_BatchBaseAsync): +class BatchCollectionProtocolAsync(Generic[Properties], Protocol[Properties]): async def add_object( self, - collection: str, - properties: Optional[WeaviateProperties] = None, + properties: Optional[Properties] = None, references: Optional[ReferenceInputs] = None, uuid: Optional[UUID] = None, vector: Optional[VECTORS] = None, - tenant: Optional[Union[str, Tenant]] = None, ) -> UUID: """Add one object to this batch. - NOTE: If the UUID of one of the objects already exists then the existing object will be - replaced by the new object. + NOTE: If the UUID of one of the objects already exists then the existing object will be replaced by the new object. Args: - collection: The name of the collection this object belongs to. properties: The data properties of the object to be added as a dictionary. references: The references of the object to be added as a dictionary. - uuid: The UUID of the object as an uuid.UUID object or str. It can be a Weaviate beacon or Weaviate href. - If it is None an UUIDv4 will generated, by default None + uuid: The UUID of the object as an uuid.UUID object or str. If it is None an UUIDv4 will generated, by default None vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given vector was generated using the _identical_ vectorization module that is configured for the class. In this - case this vector takes precedence. - Supported types are: + case this vector takes precedence. Supported types are: - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. - for named vectors: Dict[str, *list above*], where the string is the name of the vector. - tenant: The tenant name or Tenant object to be used for this request. Returns: The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. @@ -495,47 +472,53 @@ async def add_object( Raises: WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. """ - return await super()._add_object( - collection=collection, - properties=properties, - references=references, - uuid=uuid, - vector=vector, - tenant=tenant.name if isinstance(tenant, Tenant) else tenant, - ) + ... async def add_reference( - self, - from_uuid: UUID, - from_collection: str, - from_property: str, - to: ReferenceInput, - tenant: Optional[Union[str, Tenant]] = None, + self, from_uuid: UUID, from_property: str, to: Union[ReferenceInput, List[UUID]] ) -> None: - """Add one reference to this batch. + """Add a reference to this batch. Args: from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. - from_collection: The name of the collection that should reference another object. from_property: The name of the property that contains the reference. to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. For multi-target references use wvc.Reference.to_multi_target(). - tenant: The tenant name or Tenant object to be used for this request. Raises: WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. """ - await super()._add_reference( - from_object_uuid=from_uuid, - from_object_collection=from_collection, - from_property_name=from_property, - to=to, - tenant=tenant.name if isinstance(tenant, Tenant) else tenant, - ) + ... + + @property + def number_errors(self) -> int: + """Get the number of errors in the current batch. + + Returns: + The number of errors in the current batch. + """ + ... -class _ContextManagerWrapperAsync: - def __init__(self, current_batch: BatchClientAsync): +T = TypeVar("T", bound=Union[_BatchBase, _BatchBaseSync]) +P = TypeVar("P", bound=Union[BatchClientProtocol, BatchCollectionProtocol[Properties]]) +Q = TypeVar("Q", bound=Union[BatchClientProtocolAsync, BatchCollectionProtocolAsync[Properties]]) + + +class _ContextManagerWrapper(Generic[T, P]): + def __init__(self, current_batch: T): + self.__current_batch: T = current_batch + + def __exit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: + self.__current_batch._shutdown() + + def __enter__(self) -> P: + self.__current_batch._start() + return self.__current_batch # pyright: ignore[reportReturnType] + + +class _ContextManagerWrapperAsync(Generic[Q]): + def __init__(self, current_batch: _BatchBaseAsync): self.__current_batch = current_batch async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: @@ -543,6 +526,6 @@ async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: await self.__bg_tasks.send await self.__bg_tasks.recv - async def __aenter__(self) -> BatchClientAsync: + async def __aenter__(self) -> Q: self.__bg_tasks = await self.__current_batch._start() - return self.__current_batch + return self.__current_batch # pyright: ignore[reportReturnType] diff --git a/weaviate/collections/batch/client.py b/weaviate/collections/batch/client.py index 0aaddd718..8a34431dd 100644 --- a/weaviate/collections/batch/client.py +++ b/weaviate/collections/batch/client.py @@ -1,6 +1,7 @@ from concurrent.futures import ThreadPoolExecutor from typing import TYPE_CHECKING, Optional, Type, Union +from weaviate.collections.batch.async_ import _BatchBaseAsync from weaviate.collections.batch.base import ( _BatchBase, _BatchDataWrapper, @@ -10,8 +11,8 @@ _ServerSideBatching, ) from weaviate.collections.batch.batch_wrapper import ( - BatchClientAsync, BatchClientProtocol, + BatchClientProtocolAsync, _BatchMode, _BatchWrapper, _BatchWrapperAsync, @@ -41,31 +42,6 @@ def add_object( vector: Optional[VECTORS] = None, tenant: Optional[Union[str, Tenant]] = None, ) -> UUID: - """Add one object to this batch. - - NOTE: If the UUID of one of the objects already exists then the existing object will be - replaced by the new object. - - Args: - collection: The name of the collection this object belongs to. - properties: The data properties of the object to be added as a dictionary. - references: The references of the object to be added as a dictionary. - uuid: The UUID of the object as an uuid.UUID object or str. It can be a Weaviate beacon or Weaviate href. - If it is None an UUIDv4 will generated, by default None - vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given - vector was generated using the _identical_ vectorization module that is configured for the class. In this - case this vector takes precedence. - Supported types are: - - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. - - for named vectors: Dict[str, *list above*], where the string is the name of the vector. - tenant: The tenant name or Tenant object to be used for this request. - - Returns: - The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. - - Raises: - WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. - """ return super()._add_object( collection=collection, properties=properties, @@ -83,19 +59,6 @@ def add_reference( to: ReferenceInput, tenant: Optional[Union[str, Tenant]] = None, ) -> None: - """Add one reference to this batch. - - Args: - from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. - from_collection: The name of the collection that should reference another object. - from_property: The name of the property that contains the reference. - to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. - For multi-target references use wvc.Reference.to_multi_target(). - tenant: The tenant name or Tenant object to be used for this request. - - Raises: - WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. - """ super()._add_reference( from_object_uuid=from_uuid, from_object_collection=from_collection, @@ -115,31 +78,6 @@ def add_object( vector: Optional[VECTORS] = None, tenant: Optional[Union[str, Tenant]] = None, ) -> UUID: - """Add one object to this batch. - - NOTE: If the UUID of one of the objects already exists then the existing object will be - replaced by the new object. - - Args: - collection: The name of the collection this object belongs to. - properties: The data properties of the object to be added as a dictionary. - references: The references of the object to be added as a dictionary. - uuid: The UUID of the object as an uuid.UUID object or str. It can be a Weaviate beacon or Weaviate href. - If it is None an UUIDv4 will generated, by default None - vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given - vector was generated using the _identical_ vectorization module that is configured for the class. In this - case this vector takes precedence. - Supported types are: - - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. - - for named vectors: Dict[str, *list above*], where the string is the name of the vector. - tenant: The tenant name or Tenant object to be used for this request. - - Returns: - The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. - - Raises: - WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. - """ return super()._add_object( collection=collection, properties=properties, @@ -157,19 +95,6 @@ def add_reference( to: ReferenceInput, tenant: Optional[Union[str, Tenant]] = None, ) -> None: - """Add one reference to this batch. - - Args: - from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. - from_collection: The name of the collection that should reference another object. - from_property: The name of the property that contains the reference. - to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. - For multi-target references use wvc.Reference.to_multi_target(). - tenant: The tenant name or Tenant object to be used for this request. - - Raises: - WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. - """ super()._add_reference( from_object_uuid=from_uuid, from_object_collection=from_collection, @@ -179,12 +104,49 @@ def add_reference( ) +class _BatchClientAsync(_BatchBaseAsync): + async def add_object( + self, + collection: str, + properties: Optional[WeaviateProperties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + tenant: Optional[Union[str, Tenant]] = None, + ) -> UUID: + return await super()._add_object( + collection=collection, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=tenant.name if isinstance(tenant, Tenant) else tenant, + ) + + async def add_reference( + self, + from_uuid: UUID, + from_collection: str, + from_property: str, + to: ReferenceInput, + tenant: Optional[Union[str, Tenant]] = None, + ) -> None: + await super()._add_reference( + from_object_uuid=from_uuid, + from_object_collection=from_collection, + from_property_name=from_property, + to=to, + tenant=tenant.name if isinstance(tenant, Tenant) else tenant, + ) + + BatchClient = _BatchClient BatchClientSync = _BatchClientSync +BatchClientAsync = _BatchClientAsync ClientBatchingContextManager = _ContextManagerWrapper[ Union[BatchClient, BatchClientSync], BatchClientProtocol ] -AsyncClientBatchingContextManager = _ContextManagerWrapperAsync +AsyncClientBatchingContextManager = _ContextManagerWrapperAsync[BatchClientProtocolAsync] class _BatchClientWrapper(_BatchWrapper): diff --git a/weaviate/collections/batch/collection.py b/weaviate/collections/batch/collection.py index dcca3d9d7..f877203ae 100644 --- a/weaviate/collections/batch/collection.py +++ b/weaviate/collections/batch/collection.py @@ -1,6 +1,7 @@ from concurrent.futures import ThreadPoolExecutor from typing import TYPE_CHECKING, Generic, List, Optional, Type, Union +from weaviate.collections.batch.async_ import _BatchBaseAsync from weaviate.collections.batch.base import ( _BatchBase, _BatchDataWrapper, @@ -12,14 +13,17 @@ ) from weaviate.collections.batch.batch_wrapper import ( BatchCollectionProtocol, + BatchCollectionProtocolAsync, _BatchWrapper, + _BatchWrapperAsync, _ContextManagerWrapper, + _ContextManagerWrapperAsync, ) from weaviate.collections.batch.sync import _BatchBaseSync from weaviate.collections.classes.config import ConsistencyLevel, Vectorizers from weaviate.collections.classes.internal import ReferenceInput, ReferenceInputs from weaviate.collections.classes.types import Properties -from weaviate.connect.v4 import ConnectionSync +from weaviate.connect.v4 import ConnectionAsync, ConnectionSync from weaviate.exceptions import UnexpectedStatusCodeError, WeaviateUnsupportedFeatureError from weaviate.types import UUID, VECTORS @@ -108,26 +112,6 @@ def add_object( uuid: Optional[UUID] = None, vector: Optional[VECTORS] = None, ) -> UUID: - """Add one object to this batch. - - NOTE: If the UUID of one of the objects already exists then the existing object will be replaced by the new object. - - Args: - properties: The data properties of the object to be added as a dictionary. - references: The references of the object to be added as a dictionary. - uuid: The UUID of the object as an uuid.UUID object or str. If it is None an UUIDv4 will generated, by default None - vector: The embedding of the object. Can be used when a collection does not have a vectorization module or the given - vector was generated using the _identical_ vectorization module that is configured for the class. In this - case this vector takes precedence. Supported types are: - - for single vectors: `list`, 'numpy.ndarray`, `torch.Tensor` and `tf.Tensor`, by default None. - - for named vectors: Dict[str, *list above*], where the string is the name of the vector. - - Returns: - The UUID of the added object. If one was not provided a UUIDv4 will be auto-generated for you and returned here. - - Raises: - WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. - """ return self._add_object( collection=self.__name, properties=properties, @@ -140,18 +124,54 @@ def add_object( def add_reference( self, from_uuid: UUID, from_property: str, to: Union[ReferenceInput, List[UUID]] ) -> None: - """Add a reference to this batch. + self._add_reference( + from_uuid, + self.__name, + from_property, + to, + self.__tenant, + ) - Args: - from_uuid: The UUID of the object, as an uuid.UUID object or str, that should reference another object. - from_property: The name of the property that contains the reference. - to: The UUID of the referenced object, as an uuid.UUID object or str, that is actually referenced. - For multi-target references use wvc.Reference.to_multi_target(). - Raises: - WeaviateBatchValidationError: If the provided options are in the format required by Weaviate. - """ - self._add_reference( +class _BatchCollectionAsync(Generic[Properties], _BatchBaseAsync): + def __init__( + self, + connection: ConnectionAsync, + consistency_level: Optional[ConsistencyLevel], + results: _BatchDataWrapper, + batch_mode: _BatchMode, + name: str, + tenant: Optional[str], + ) -> None: + super().__init__( + connection=connection, + consistency_level=consistency_level, + results=results, + batch_mode=batch_mode, + ) + self.__name = name + self.__tenant = tenant + + async def add_object( + self, + properties: Optional[Properties] = None, + references: Optional[ReferenceInputs] = None, + uuid: Optional[UUID] = None, + vector: Optional[VECTORS] = None, + ) -> UUID: + return await self._add_object( + collection=self.__name, + properties=properties, + references=references, + uuid=uuid, + vector=vector, + tenant=self.__tenant, + ) + + async def add_reference( + self, from_uuid: UUID, from_property: str, to: Union[ReferenceInput, List[UUID]] + ) -> None: + await self._add_reference( from_uuid, self.__name, from_property, @@ -162,10 +182,14 @@ def add_reference( BatchCollection = _BatchCollection BatchCollectionSync = _BatchCollectionSync +BatchCollectionAsync = _BatchCollectionAsync CollectionBatchingContextManager = _ContextManagerWrapper[ Union[BatchCollection[Properties], BatchCollectionSync[Properties]], BatchCollectionProtocol[Properties], ] +CollectionBatchingContextManagerAsync = _ContextManagerWrapperAsync[ + BatchCollectionProtocolAsync[Properties] +] class _BatchCollectionWrapper(Generic[Properties], _BatchWrapper): @@ -279,3 +303,48 @@ def experimental( concurrency=1, # hard-code until client-side multi-threading is fixed ) return self.__create_batch_and_reset(_BatchCollectionSync) + + +class _BatchCollectionWrapperAsync(Generic[Properties], _BatchWrapperAsync): + def __init__( + self, + connection: ConnectionAsync, + consistency_level: Optional[ConsistencyLevel], + name: str, + tenant: Optional[str], + ) -> None: + super().__init__(connection, consistency_level) + self.__name = name + self.__tenant = tenant + + def __create_batch_and_reset(self): + self._batch_data = _BatchDataWrapper() # clear old data + return _ContextManagerWrapperAsync( + BatchCollectionAsync( + connection=self._connection, + consistency_level=self._consistency_level, + results=self._batch_data, + batch_mode=self._batch_mode, + name=self.__name, + tenant=self.__tenant, + ) + ) + + def experimental( + self, + ) -> CollectionBatchingContextManagerAsync[Properties]: + """Configure the batching context manager using the experimental server-side batching mode. + + When you exit the context manager, the final batch will be sent automatically. + """ + if self._connection._weaviate_version.is_lower_than(1, 34, 0): + raise WeaviateUnsupportedFeatureError( + "Server-side batching", str(self._connection._weaviate_version), "1.34.0" + ) + self._batch_mode = _ServerSideBatching( + # concurrency=concurrency + # if concurrency is not None + # else len(self._cluster.get_nodes_status()) + concurrency=1, # hard-code until client-side multi-threading is fixed + ) + return self.__create_batch_and_reset() diff --git a/weaviate/collections/collection/async_.py b/weaviate/collections/collection/async_.py index 47ff6d2d1..2c0cea5b0 100644 --- a/weaviate/collections/collection/async_.py +++ b/weaviate/collections/collection/async_.py @@ -5,6 +5,9 @@ from weaviate.cluster import _ClusterAsync from weaviate.collections.aggregate import _AggregateCollectionAsync from weaviate.collections.backups import _CollectionBackupAsync +from weaviate.collections.batch.collection import ( + _BatchCollectionWrapperAsync, +) from weaviate.collections.classes.cluster import Shard from weaviate.collections.classes.config import ConsistencyLevel from weaviate.collections.classes.grpc import METADATA, PROPERTIES, REFERENCES @@ -77,6 +80,15 @@ def __init__( """This namespace includes all the querying methods available to you when using Weaviate's standard aggregation capabilities.""" self.backup: _CollectionBackupAsync = _CollectionBackupAsync(connection, name) """This namespace includes all the backup methods available to you when backing up a collection in Weaviate.""" + self.batch: _BatchCollectionWrapperAsync[Properties] = _BatchCollectionWrapperAsync[ + Properties + ]( + connection, + consistency_level, + name, + tenant, + ) + """This namespace contains all the functionality to upload data in batches to Weaviate for this specific collection.""" self.config = _ConfigCollectionAsync(connection, name, tenant) """This namespace includes all the CRUD methods available to you when modifying the configuration of the collection in Weaviate.""" self.data = _DataCollectionAsync[Properties]( diff --git a/weaviate/collections/collection/sync.py b/weaviate/collections/collection/sync.py index 6f9369cec..d50c0c2b5 100644 --- a/weaviate/collections/collection/sync.py +++ b/weaviate/collections/collection/sync.py @@ -102,7 +102,7 @@ def __init__( tenant, config, batch_client=_BatchCollectionSync[Properties] - if connection._weaviate_version.is_at_least(1, 34, 0) + if connection._weaviate_version.is_at_least(1, 36, 0) else _BatchCollection[Properties], ) """This namespace contains all the functionality to upload data in batches to Weaviate for this specific collection.""" From d77e31ce9d8a7745a9c3e07b53f70fc6a96dd434 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Mon, 26 Jan 2026 16:33:19 +0000 Subject: [PATCH 15/21] Rename test funcs to avoid naming collisions --- integration/test_batch_v4.py | 2 +- integration/test_collection_batch.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/integration/test_batch_v4.py b/integration/test_batch_v4.py index b8ec61dbb..66794514c 100644 --- a/integration/test_batch_v4.py +++ b/integration/test_batch_v4.py @@ -819,7 +819,7 @@ def test_references_with_to_uuids(client_factory: ClientFactory) -> None: @pytest.mark.asyncio -async def test_add_one_hundred_thousand_data_objects_async( +async def test_add_one_hundred_thousand_objects_async_client( async_client_factory: AsyncClientFactory, ) -> None: """Test adding one hundred thousand data objects.""" diff --git a/integration/test_collection_batch.py b/integration/test_collection_batch.py index b40a488e0..ca0eb2116 100644 --- a/integration/test_collection_batch.py +++ b/integration/test_collection_batch.py @@ -271,7 +271,7 @@ def test_non_existant_collection(collection_factory_get: CollectionFactoryGet) - @pytest.mark.asyncio -async def test_add_one_hundred_thousand_data_objects_async( +async def test_add_one_hundred_thousand_objects_async_collection( batch_collection_async: BatchCollectionAsync, ) -> None: """Test adding one hundred thousand data objects.""" From 18496b91fb5adffb9a942f3fc8ec87087325ebfb Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Wed, 28 Jan 2026 15:00:20 +0000 Subject: [PATCH 16/21] Align async/sync impls: - with new features in 1.36 - overall code structure to ease comprehension between the two --- integration/test_batch_v4.py | 7 - weaviate/collections/batch/async_.py | 221 +++++++++++++------- weaviate/collections/batch/base.py | 22 +- weaviate/collections/batch/batch_wrapper.py | 7 +- weaviate/collections/batch/client.py | 1 - weaviate/collections/batch/collection.py | 3 - weaviate/collections/batch/sync.py | 80 +++---- 7 files changed, 187 insertions(+), 154 deletions(-) diff --git a/integration/test_batch_v4.py b/integration/test_batch_v4.py index 66794514c..8cb175884 100644 --- a/integration/test_batch_v4.py +++ b/integration/test_batch_v4.py @@ -1,4 +1,3 @@ -import asyncio import concurrent.futures import uuid from dataclasses import dataclass @@ -847,9 +846,3 @@ async def test_add_one_hundred_thousand_objects_async_client( obj.message for obj in client.batch.failed_objects ] await client.collections.delete(name) - - -async def arange(count): - for i in range(count): - yield i - await asyncio.sleep(0.0) diff --git a/weaviate/collections/batch/async_.py b/weaviate/collections/batch/async_.py index 9533b25ea..8824cb94a 100644 --- a/weaviate/collections/batch/async_.py +++ b/weaviate/collections/batch/async_.py @@ -2,7 +2,7 @@ import time import uuid as uuid_package from typing import ( - AsyncGenerator, + Generator, List, Optional, Set, @@ -12,17 +12,17 @@ from pydantic import ValidationError from weaviate.collections.batch.base import ( + GCP_STREAM_TIMEOUT, ObjectsBatchRequest, ReferencesBatchRequest, _BatchDataWrapper, - _BatchMode, - _ServerSideBatching, ) from weaviate.collections.batch.grpc_batch import _BatchGRPC from weaviate.collections.classes.batch import ( BatchObject, BatchObjectReturn, BatchReference, + BatchReferenceReturn, ErrorObject, ErrorReference, Shard, @@ -47,9 +47,12 @@ class _BgTasks: - def __init__(self, send: asyncio.Task[None], recv: asyncio.Task[None]) -> None: + def __init__( + self, send: asyncio.Task[None], recv: asyncio.Task[None], loop: asyncio.Task[None] + ) -> None: self.send = send self.recv = recv + self.loop = loop class _BatchBaseAsync: @@ -58,14 +61,16 @@ def __init__( connection: ConnectionAsync, consistency_level: Optional[ConsistencyLevel], results: _BatchDataWrapper, - batch_mode: _BatchMode, objects: Optional[ObjectsBatchRequest[BatchObject]] = None, - references: Optional[ReferencesBatchRequest] = None, + references: Optional[ReferencesBatchRequest[BatchReference]] = None, ) -> None: self.__batch_objects = objects or ObjectsBatchRequest[BatchObject]() self.__batch_references = references or ReferencesBatchRequest[BatchReference]() self.__connection = connection + self.__is_gcp_on_wcd = connection._connection_params.is_gcp_on_wcd() + self.__stream_start: Optional[float] = None + self.__is_renewing_stream = asyncio.Event() self.__consistency_level: ConsistencyLevel = consistency_level or ConsistencyLevel.QUORUM self.__batch_size = 100 @@ -84,19 +89,24 @@ def __init__( self.__objs_count = 0 self.__refs_count = 0 - self.__uuid_lookup_lock = asyncio.Lock() - + self.__is_oom = asyncio.Event() self.__is_shutting_down = asyncio.Event() self.__is_shutdown = asyncio.Event() - self.__objs_cache_lock = asyncio.Lock() - self.__refs_cache_lock = asyncio.Lock() self.__objs_cache: dict[str, BatchObject] = {} - self.__refs_cache: dict[int, BatchReference] = {} + self.__refs_cache: dict[str, BatchReference] = {} - self.__stop = False + self.__inflight_objs: set[str] = set() + self.__inflight_refs: set[str] = set() - self.__batch_mode = batch_mode + # maxsize=1 so that __send does not run faster than generator for __recv + # thereby using too much buffer in case of server-side shutdown + self.__reqs: asyncio.Queue[Optional[batch_pb2.BatchStreamRequest]] = asyncio.Queue( + maxsize=1 + ) + + self.__stop = False + self.__shutdown_send_task = asyncio.Event() @property def number_errors(self) -> int: @@ -106,10 +116,6 @@ def number_errors(self) -> int: ) async def _start(self): - assert isinstance(self.__batch_mode, _ServerSideBatching), ( - "Only server-side batching is supported in this mode" - ) - async def send_wrapper() -> None: try: await self.__send() @@ -118,6 +124,14 @@ async def send_wrapper() -> None: logger.error(e) self.__bg_thread_exception = e + async def loop_wrapper() -> None: + try: + await self.__loop() + logger.warning("exited batch loop thread") + except Exception as e: + logger.error(e) + self.__bg_thread_exception = e + async def recv_wrapper() -> None: socket_hung_up = False try: @@ -139,18 +153,15 @@ async def recv_wrapper() -> None: await self.__reconnect() # server sets this whenever it restarts, gracefully or unexpectedly, so need to clear it now self.__is_shutting_down.clear() - with self.__objs_cache_lock: - logger.warning( - f"Re-adding {len(self.__objs_cache)} cached objects to the batch" - ) - await self.__batch_objects.aprepend(list(self.__objs_cache.values())) - with self.__refs_cache_lock: - await self.__batch_references.aprepend(list(self.__refs_cache.values())) + await self.__batch_objects.aprepend(list(self.__objs_cache.values())) + await self.__batch_references.aprepend(list(self.__refs_cache.values())) # start a new stream with a newly reconnected channel return await recv_wrapper() return _BgTasks( - send=asyncio.create_task(send_wrapper()), recv=asyncio.create_task(recv_wrapper()) + send=asyncio.create_task(send_wrapper()), + recv=asyncio.create_task(recv_wrapper()), + loop=asyncio.create_task(loop_wrapper()), ) async def _shutdown(self) -> None: @@ -168,63 +179,48 @@ async def _shutdown(self) -> None: self.__results_for_wrapper.imported_shards ) - async def __send(self) -> None: + async def __loop(self) -> None: refresh_time: float = 0.01 - await self.__connection.grpc_batch_stream_write( - self.__stream, batch_pb2.BatchStreamRequest(start=batch_pb2.BatchStreamRequest.Start()) - ) while True: if len(self.__batch_objects) + len(self.__batch_references) > 0: + self._batch_send = True start = time.time() while (len_o := len(self.__batch_objects)) + ( len_r := len(self.__batch_references) ) < self.__batch_size: # wait for more objects to be added up to the batch size await asyncio.sleep(0.01) + if self.__shutdown_send_task.is_set(): + logger.warning("Tasks were shutdown, exiting batch send loop") + # shutdown was requested, exit early + await self.__reqs.put(None) + return if time.time() - start >= 1 and ( len_o == len(self.__batch_objects) or len_r == len(self.__batch_references) ): # no new objects were added in the last second, exit the loop break - objs = await self.__batch_objects.apop_items(self.__batch_size) - refs = await self.__batch_references.apop_items( + objs = self.__batch_objects.pop_items(self.__batch_size) + refs = self.__batch_references.pop_items( self.__batch_size - len(objs), uuid_lookup=self.__uuid_lookup, ) - async with self.__uuid_lookup_lock: - self.__uuid_lookup.difference_update(obj.uuid for obj in objs) - - async for req in self.__generate_stream_requests(objs, refs): - logged = False - while self.__is_shutting_down.is_set() or self.__is_shutdown.is_set(): - # if we were shutdown by the node we were connected to, we need to wait for the stream to be restarted - # so that the connection is refreshed to a new node where the objects can be accepted - # otherwise, we wait until the stream has been started by __batch_stream to send the first batch - if not logged: - logger.warning("Waiting for stream to be re-established...") - logged = True - # put sentinel into our queue to signal the end of the current stream - await self.__stream.done_writing() - await asyncio.sleep(1) - if logged: - logger.warning("Stream re-established, resuming sending batches") - await self.__connection.grpc_batch_stream_write(self.__stream, req) + + for req in self.__generate_stream_requests(objs, refs): + await self.__reqs.put(req) elif self.__stop: - await self.__connection.grpc_batch_stream_write( - self.__stream, - batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), - ) - await self.__stream.done_writing() + # we are done, send the sentinel into our queue to be consumed by the batch sender + await self.__reqs.put(None) # signal the end of the stream logger.warning("Batching finished, sent stop signal to batch stream") return await asyncio.sleep(refresh_time) - async def __generate_stream_requests( + def __generate_stream_requests( self, objects: List[BatchObject], references: List[BatchReference], - ) -> AsyncGenerator[batch_pb2.BatchStreamRequest, None]: + ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: per_object_overhead = 4 # extra overhead bytes per object in the request def request_maker(): @@ -233,36 +229,83 @@ def request_maker(): request = request_maker() total_size = request.ByteSize() + inflight_objs = set() + inflight_refs = set() for object_ in objects: obj = self.__batch_grpc.grpc_object(object_._to_internal()) obj_size = obj.ByteSize() + per_object_overhead if total_size + obj_size >= self.__batch_grpc.grpc_max_msg_size: - await asyncio.sleep(0) # yield control to event loop yield request request = request_maker() total_size = request.ByteSize() request.data.objects.values.append(obj) total_size += obj_size + inflight_objs.add(obj.uuid) for reference in references: ref = self.__batch_grpc.grpc_reference(reference._to_internal()) ref_size = ref.ByteSize() + per_object_overhead if total_size + ref_size >= self.__batch_grpc.grpc_max_msg_size: - await asyncio.sleep(0) # yield control to event loop yield request request = request_maker() total_size = request.ByteSize() request.data.references.values.append(ref) total_size += ref_size + inflight_refs.add(reference._to_beacon()) + + self.__inflight_objs.update(inflight_objs) + self.__inflight_refs.update(inflight_refs) if len(request.data.objects.values) > 0 or len(request.data.references.values) > 0: - await asyncio.sleep(0) # yield control to event loop yield request + async def __send(self): + await self.__connection.grpc_batch_stream_write( + stream=self.__stream, + request=batch_pb2.BatchStreamRequest( + start=batch_pb2.BatchStreamRequest.Start( + consistency_level=self.__batch_grpc._consistency_level, + ), + ), + ) + while True: + if self.__is_gcp_on_wcd: + assert self.__stream_start is not None + if time.time() - self.__stream_start > GCP_STREAM_TIMEOUT: + logger.warning( + "GCP connections have a maximum lifetime. Re-establishing the batch stream to avoid timeout errors." + ) + await self.__connection.grpc_batch_stream_write( + self.__stream, + batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), + ) + self.__is_renewing_stream.set() + return + req = await self.__reqs.get() + if req is not None: + await self.__connection.grpc_batch_stream_write(self.__stream, req) + continue + if self.__stop and not ( + self.__is_shutting_down.is_set() or self.__is_shutdown.is_set() + ): + logger.warning("Batching finished, closing the client-side of the stream") + await self.__connection.grpc_batch_stream_write( + self.__stream, + batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), + ) + return + if self.__is_shutting_down.is_set(): + logger.warning("Server shutting down, closing the client-side of the stream") + return + if self.__is_oom.is_set(): + logger.warning("Server out-of-memory, closing the client-side of the stream") + return + logger.warning("Received sentinel, but not stopping, continuing...") + async def __recv(self) -> None: while True: message = await self.__connection.grpc_batch_stream_read(self.__stream) @@ -282,16 +325,19 @@ async def __recv(self) -> None: logger.warning( f"Updated batch size to {self.__batch_size} as per server request" ) + if message.HasField("acks"): + self.__inflight_objs.difference_update(message.acks.uuids) + self.__uuid_lookup.difference_update(message.acks.uuids) + self.__inflight_refs.difference_update(message.acks.beacons) if message.HasField("results"): result_objs = BatchObjectReturn() - # result_refs = BatchReferenceReturn() + result_refs = BatchReferenceReturn() failed_objs: List[ErrorObject] = [] failed_refs: List[ErrorReference] = [] for error in message.results.errors: if error.HasField("uuid"): try: - async with self.__objs_cache_lock: - cached = self.__objs_cache.pop(error.uuid) + cached = self.__objs_cache.pop(error.uuid) except KeyError: continue err = ErrorObject( @@ -311,10 +357,16 @@ async def __recv(self) -> None: } ) if error.HasField("beacon"): - # TODO: get cached ref from beacon + try: + cached = self.__refs_cache.pop(error.beacon) + except KeyError: + continue err = ErrorReference( message=error.error, - reference=error.beacon, # pyright: ignore + reference=cached, + ) + result_refs += BatchReferenceReturn( + errors={cached.index: err}, ) failed_refs.append(err) logger.warning( @@ -327,8 +379,7 @@ async def __recv(self) -> None: for success in message.results.successes: if success.HasField("uuid"): try: - async with self.__objs_cache_lock: - cached = self.__objs_cache.pop(success.uuid) + cached = self.__objs_cache.pop(success.uuid) except KeyError: continue uuid = uuid_package.UUID(success.uuid) @@ -337,18 +388,31 @@ async def __recv(self) -> None: uuids={cached.index: uuid}, ) if success.HasField("beacon"): - # TODO: remove cached ref using beacon - # self.__refs_cache.pop(success.beacon, None) - pass + try: + self.__refs_cache.pop(success.beacon, None) + except KeyError: + continue self.__results_for_wrapper.results.objs += result_objs + self.__results_for_wrapper.results.refs += result_refs self.__results_for_wrapper.failed_objects.extend(failed_objs) self.__results_for_wrapper.failed_references.extend(failed_refs) - elif message.HasField("shutting_down"): + if message.HasField("out_of_memory"): + logger.warning( + "Server reported out-of-memory error. Batching will wait at most 10 minutes for the server to scale-up. If the server does not recover within this time, the batch will terminate with an error." + ) + self.__is_oom.set() + await self.__batch_objects.aprepend( + [self.__objs_cache[uuid] for uuid in message.out_of_memory.uuids] + ) + await self.__batch_references.aprepend( + [self.__refs_cache[beacon] for beacon in message.out_of_memory.beacons] + ) + if message.HasField("shutting_down"): logger.warning( "Received shutting down message from server, pausing sending until stream is re-established" ) self.__is_shutting_down.set() - elif message.HasField("shutdown"): + if message.HasField("shutdown"): logger.warning("Received shutdown finished message from server") self.__is_shutdown.set() self.__is_shutting_down.clear() @@ -406,14 +470,12 @@ async def _add_object( except ValidationError as e: raise WeaviateBatchValidationError(repr(e)) uuid = str(batch_object.uuid) - async with self.__uuid_lookup_lock: - self.__uuid_lookup.add(uuid) + self.__uuid_lookup.add(uuid) await self.__batch_objects.aadd(batch_object) - async with self.__objs_cache_lock: - self.__objs_cache[uuid] = batch_object + self.__objs_cache[uuid] = batch_object self.__objs_count += 1 - while len(self.__batch_objects) >= self.__batch_size * 2: + while len(self.__inflight_objs) >= self.__batch_size: await asyncio.sleep(0.01) assert batch_object.uuid is not None @@ -450,6 +512,7 @@ async def _add_reference( except ValidationError as e: raise WeaviateBatchValidationError(repr(e)) await self.__batch_references.aadd(batch_reference) - async with self.__refs_cache_lock: - self.__refs_cache[self.__refs_count] = batch_reference - self.__refs_count += 1 + self.__refs_cache[batch_reference._to_beacon()] = batch_reference + self.__refs_count += 1 + while len(self.__inflight_refs) >= self.__batch_size * 2: + await asyncio.sleep(0.01) diff --git a/weaviate/collections/batch/base.py b/weaviate/collections/batch/base.py index cef0e952e..ab4dddd14 100644 --- a/weaviate/collections/batch/base.py +++ b/weaviate/collections/batch/base.py @@ -863,29 +863,29 @@ def __check_bg_thread_alive(self) -> None: class _BgThreads: - def __init__(self, send: threading.Thread, recv: threading.Thread): - self.send = send + def __init__(self, loop: threading.Thread, recv: threading.Thread): + self.loop = loop self.recv = recv self.__started_recv = False - self.__started_send = False + self.__started_loop = False def start_recv(self) -> None: if not self.__started_recv: self.recv.start() self.__started_recv = True - def start_send(self) -> None: - if not self.__started_send: - self.send.start() - self.__started_send = True + def start_loop(self) -> None: + if not self.__started_loop: + self.loop.start() + self.__started_loop = True def is_alive(self) -> bool: """Check if the background threads are still alive.""" - return self.send_alive() or self.recv_alive() + return self.loop_alive() or self.recv_alive() - def send_alive(self) -> bool: - """Check if the send background thread is still alive.""" - return self.send.is_alive() + def loop_alive(self) -> bool: + """Check if the loop background thread is still alive.""" + return self.loop.is_alive() def recv_alive(self) -> bool: """Check if the recv background thread is still alive.""" diff --git a/weaviate/collections/batch/batch_wrapper.py b/weaviate/collections/batch/batch_wrapper.py index 88bf2dc6f..f991a6f51 100644 --- a/weaviate/collections/batch/batch_wrapper.py +++ b/weaviate/collections/batch/batch_wrapper.py @@ -523,8 +523,11 @@ def __init__(self, current_batch: _BatchBaseAsync): async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: await self.__current_batch._shutdown() - await self.__bg_tasks.send - await self.__bg_tasks.recv + await asyncio.gather( + self.__bg_tasks.send, + self.__bg_tasks.recv, + self.__bg_tasks.loop, + ) async def __aenter__(self) -> Q: self.__bg_tasks = await self.__current_batch._start() diff --git a/weaviate/collections/batch/client.py b/weaviate/collections/batch/client.py index 8a34431dd..ca4126d8d 100644 --- a/weaviate/collections/batch/client.py +++ b/weaviate/collections/batch/client.py @@ -295,7 +295,6 @@ def __create_batch_and_reset(self): connection=self._connection, consistency_level=self._consistency_level, results=self._batch_data, - batch_mode=self._batch_mode, ) ) diff --git a/weaviate/collections/batch/collection.py b/weaviate/collections/batch/collection.py index f877203ae..e06531680 100644 --- a/weaviate/collections/batch/collection.py +++ b/weaviate/collections/batch/collection.py @@ -139,7 +139,6 @@ def __init__( connection: ConnectionAsync, consistency_level: Optional[ConsistencyLevel], results: _BatchDataWrapper, - batch_mode: _BatchMode, name: str, tenant: Optional[str], ) -> None: @@ -147,7 +146,6 @@ def __init__( connection=connection, consistency_level=consistency_level, results=results, - batch_mode=batch_mode, ) self.__name = name self.__tenant = tenant @@ -324,7 +322,6 @@ def __create_batch_and_reset(self): connection=self._connection, consistency_level=self._consistency_level, results=self._batch_data, - batch_mode=self._batch_mode, name=self.__name, tenant=self.__tenant, ) diff --git a/weaviate/collections/batch/sync.py b/weaviate/collections/batch/sync.py index ea1ee8f61..78d143594 100644 --- a/weaviate/collections/batch/sync.py +++ b/weaviate/collections/batch/sync.py @@ -36,7 +36,6 @@ from weaviate.collections.classes.types import WeaviateProperties from weaviate.connect.v4 import ConnectionSync from weaviate.exceptions import ( - WeaviateBatchFailedToReestablishStreamError, WeaviateBatchStreamError, WeaviateBatchValidationError, WeaviateGRPCUnavailableError, @@ -110,8 +109,6 @@ def __init__( self.__batch_mode = batch_mode - self.__total = 0 - @property def number_errors(self) -> int: """Return the number of errors in the batch.""" @@ -170,7 +167,7 @@ def _shutdown(self) -> None: self.__results_for_wrapper.imported_shards ) - def __send(self) -> None: + def __loop(self) -> None: refresh_time: float = 0.01 while ( self.__shut_background_thread_down is not None @@ -207,28 +204,6 @@ def __send(self) -> None: self.__uuid_lookup.difference_update(obj.uuid for obj in objs) for req in self.__generate_stream_requests(objs, refs): - logged = False - start = time.time() - while ( - self.__is_oom.is_set() - or self.__is_shutting_down.is_set() - or self.__is_shutdown.is_set() - ): - # if we were shutdown by the node we were connected to, we need to wait for the stream to be restarted - # so that the connection is refreshed to a new node where the objects can be accepted - # otherwise, we wait until the stream has been started by __batch_stream to send the first batch - if not logged: - logger.warning("Waiting for stream to be re-established...") - logged = True - # put sentinel into our queue to signal the end of the current stream - self.__reqs.put(None) - time.sleep(1) - if time.time() - start > 300: - raise WeaviateBatchFailedToReestablishStreamError( - "Batch stream was not re-established within 5 minutes. Terminating batch." - ) - if logged: - logger.warning("Stream re-established, resuming sending batches") self.__reqs.put(req) elif self.__stop: # we are done, send the sentinel into our queue to be consumed by the batch sender @@ -266,8 +241,7 @@ def request_maker(): request.data.objects.values.append(obj) total_size += obj_size - if self.__connection._weaviate_version.is_at_least(1, 35, 0): - inflight_objs.add(obj.uuid) + inflight_objs.add(obj.uuid) for reference in references: ref = self.__batch_grpc.grpc_reference(reference._to_internal()) @@ -280,8 +254,7 @@ def request_maker(): request.data.references.values.append(ref) total_size += ref_size - if self.__connection._weaviate_version.is_at_least(1, 35, 0): - inflight_refs.add(reference._to_beacon()) + inflight_refs.add(reference._to_beacon()) with self.__acks_lock: self.__inflight_objs.update(inflight_objs) @@ -290,7 +263,7 @@ def request_maker(): if len(request.data.objects.values) > 0 or len(request.data.references.values) > 0: yield request - def __generate_stream_requests_for_grpc( + def __send( self, ) -> Generator[batch_pb2.BatchStreamRequest, None, None]: yield batch_pb2.BatchStreamRequest( @@ -313,7 +286,6 @@ def __generate_stream_requests_for_grpc( return req = self.__reqs.get() if req is not None: - self.__total += len(req.data.objects.values) + len(req.data.references.values) yield req continue if self.__stop and not ( @@ -333,12 +305,12 @@ def __generate_stream_requests_for_grpc( def __recv(self) -> None: for message in self.__batch_grpc.stream( connection=self.__connection, - requests=self.__generate_stream_requests_for_grpc(), + requests=self.__send(), ): if message.HasField("started"): logger.warning("Batch stream started successfully") for threads in self.__bg_threads: - threads.start_send() + threads.start_loop() if message.HasField("backoff"): if ( message.backoff.batch_size != self.__batch_size @@ -363,7 +335,8 @@ def __recv(self) -> None: for error in message.results.errors: if error.HasField("uuid"): try: - cached = self.__objs_cache.pop(error.uuid) + with self.__objs_cache_lock: + cached = self.__objs_cache.pop(error.uuid) except KeyError: continue err = ErrorObject( @@ -384,12 +357,13 @@ def __recv(self) -> None: ) if error.HasField("beacon"): try: - cached = self.__refs_cache.pop(error.beacon) + with self.__refs_cache_lock: + cached = self.__refs_cache.pop(error.beacon) except KeyError: continue err = ErrorReference( message=error.error, - reference=error.beacon, # pyright: ignore + reference=cached, ) failed_refs.append(err) result_refs += BatchReferenceReturn( @@ -405,7 +379,8 @@ def __recv(self) -> None: for success in message.results.successes: if success.HasField("uuid"): try: - cached = self.__objs_cache.pop(success.uuid) + with self.__objs_cache_lock: + cached = self.__objs_cache.pop(success.uuid) except KeyError: continue uuid = uuid_package.UUID(success.uuid) @@ -415,7 +390,8 @@ def __recv(self) -> None: ) if success.HasField("beacon"): try: - self.__refs_cache.pop(success.beacon, None) + with self.__refs_cache_lock: + self.__refs_cache.pop(success.beacon, None) except KeyError: continue with self.__results_lock: @@ -428,12 +404,14 @@ def __recv(self) -> None: "Server reported out-of-memory error. Batching will wait at most 10 minutes for the server to scale-up. If the server does not recover within this time, the batch will terminate with an error." ) self.__is_oom.set() - self.__batch_objects.prepend( - [self.__objs_cache[uuid] for uuid in message.out_of_memory.uuids] - ) - self.__batch_references.prepend( - [self.__refs_cache[beacon] for beacon in message.out_of_memory.beacons] - ) + with self.__objs_cache_lock: + self.__batch_objects.prepend( + [self.__objs_cache[uuid] for uuid in message.out_of_memory.uuids] + ) + with self.__refs_cache_lock: + self.__batch_references.prepend( + [self.__refs_cache[beacon] for beacon in message.out_of_memory.beacons] + ) if message.HasField("shutting_down"): logger.warning( "Received shutting down message from server, pausing sending until stream is re-established" @@ -490,10 +468,10 @@ def __start_bg_threads(self) -> _BgThreads: """Create a background thread that periodically checks how congested the batch queue is.""" self.__shut_background_thread_down = threading.Event() - def send_wrapper() -> None: + def loop_wrapper() -> None: try: - self.__send() - logger.warning("exited batch send thread") + self.__loop() + logger.warning("exited batch requests loop thread") except Exception as e: logger.error(e) self.__bg_thread_exception = e @@ -534,10 +512,10 @@ def recv_wrapper() -> None: return recv_wrapper() threads = _BgThreads( - send=threading.Thread( - target=send_wrapper, + loop=threading.Thread( + target=loop_wrapper, daemon=True, - name="BgBatchSend", + name="BgBatchLoop", ), recv=threading.Thread( target=recv_wrapper, From 2598ba24210db43e01eab1d4007bd319a337d2e5 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Wed, 28 Jan 2026 15:28:52 +0000 Subject: [PATCH 17/21] Add missing `stream.done_writing()` to `__send` task --- weaviate/collections/batch/async_.py | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/weaviate/collections/batch/async_.py b/weaviate/collections/batch/async_.py index 8824cb94a..ba42a4a46 100644 --- a/weaviate/collections/batch/async_.py +++ b/weaviate/collections/batch/async_.py @@ -236,6 +236,8 @@ def request_maker(): obj_size = obj.ByteSize() + per_object_overhead if total_size + obj_size >= self.__batch_grpc.grpc_max_msg_size: + self.__inflight_objs.update(inflight_objs) + self.__inflight_refs.update(inflight_refs) yield request request = request_maker() total_size = request.ByteSize() @@ -249,6 +251,8 @@ def request_maker(): ref_size = ref.ByteSize() + per_object_overhead if total_size + ref_size >= self.__batch_grpc.grpc_max_msg_size: + self.__inflight_objs.update(inflight_objs) + self.__inflight_refs.update(inflight_refs) yield request request = request_maker() total_size = request.ByteSize() @@ -257,10 +261,9 @@ def request_maker(): total_size += ref_size inflight_refs.add(reference._to_beacon()) - self.__inflight_objs.update(inflight_objs) - self.__inflight_refs.update(inflight_refs) - if len(request.data.objects.values) > 0 or len(request.data.references.values) > 0: + self.__inflight_objs.update(inflight_objs) + self.__inflight_refs.update(inflight_refs) yield request async def __send(self): @@ -284,6 +287,7 @@ async def __send(self): batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), ) self.__is_renewing_stream.set() + await self.__stream.done_writing() return req = await self.__reqs.get() if req is not None: @@ -297,12 +301,15 @@ async def __send(self): self.__stream, batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), ) + await self.__stream.done_writing() return if self.__is_shutting_down.is_set(): logger.warning("Server shutting down, closing the client-side of the stream") + await self.__stream.done_writing() return if self.__is_oom.is_set(): logger.warning("Server out-of-memory, closing the client-side of the stream") + await self.__stream.done_writing() return logger.warning("Received sentinel, but not stopping, continuing...") From 2bb2659625fac81e3aed490e74ed3533761a5d33 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Wed, 28 Jan 2026 15:30:30 +0000 Subject: [PATCH 18/21] Abstract stop logic --- weaviate/collections/batch/async_.py | 19 +++++++++---------- 1 file changed, 9 insertions(+), 10 deletions(-) diff --git a/weaviate/collections/batch/async_.py b/weaviate/collections/batch/async_.py index ba42a4a46..16fe79e92 100644 --- a/weaviate/collections/batch/async_.py +++ b/weaviate/collections/batch/async_.py @@ -266,6 +266,13 @@ def request_maker(): self.__inflight_refs.update(inflight_refs) yield request + async def __end_stream(self): + await self.__connection.grpc_batch_stream_write( + self.__stream, + batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), + ) + await self.__stream.done_writing() + async def __send(self): await self.__connection.grpc_batch_stream_write( stream=self.__stream, @@ -282,12 +289,8 @@ async def __send(self): logger.warning( "GCP connections have a maximum lifetime. Re-establishing the batch stream to avoid timeout errors." ) - await self.__connection.grpc_batch_stream_write( - self.__stream, - batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), - ) self.__is_renewing_stream.set() - await self.__stream.done_writing() + await self.__end_stream() return req = await self.__reqs.get() if req is not None: @@ -297,11 +300,7 @@ async def __send(self): self.__is_shutting_down.is_set() or self.__is_shutdown.is_set() ): logger.warning("Batching finished, closing the client-side of the stream") - await self.__connection.grpc_batch_stream_write( - self.__stream, - batch_pb2.BatchStreamRequest(stop=batch_pb2.BatchStreamRequest.Stop()), - ) - await self.__stream.done_writing() + await self.__end_stream() return if self.__is_shutting_down.is_set(): logger.warning("Server shutting down, closing the client-side of the stream") From c54ae735b5bb8d6955e83ca1ce5406fc6270a833 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Fri, 30 Jan 2026 11:36:07 +0000 Subject: [PATCH 19/21] Tidy up exception handling in sync/async batching --- weaviate/collections/batch/async_.py | 64 ++++++++++++++------- weaviate/collections/batch/base.py | 23 +++++--- weaviate/collections/batch/batch_wrapper.py | 8 +-- weaviate/collections/batch/sync.py | 43 ++++---------- 4 files changed, 71 insertions(+), 67 deletions(-) diff --git a/weaviate/collections/batch/async_.py b/weaviate/collections/batch/async_.py index 16fe79e92..689b21715 100644 --- a/weaviate/collections/batch/async_.py +++ b/weaviate/collections/batch/async_.py @@ -54,6 +54,9 @@ def __init__( self.recv = recv self.loop = loop + def all_alive(self) -> bool: + return all([not self.send.done(), not self.recv.done(), not self.loop.done()]) + class _BatchBaseAsync: def __init__( @@ -107,6 +110,8 @@ def __init__( self.__stop = False self.__shutdown_send_task = asyncio.Event() + self.__bg_exception: Optional[Exception] = None + self.__bg_tasks: Optional[_BgTasks] = None @property def number_errors(self) -> int: @@ -115,6 +120,26 @@ def number_errors(self) -> int: self.__results_for_wrapper.failed_references ) + def __all_tasks_alive(self) -> bool: + return self.__bg_tasks is not None and self.__bg_tasks.all_alive() + + async def _wait(self): + assert self.__bg_tasks is not None + await asyncio.gather( + self.__bg_tasks.send, + self.__bg_tasks.recv, + self.__bg_tasks.loop, + ) + # copy the results to the public results + self.__results_for_wrapper_backup.results = self.__results_for_wrapper.results + self.__results_for_wrapper_backup.failed_objects = self.__results_for_wrapper.failed_objects + self.__results_for_wrapper_backup.failed_references = ( + self.__results_for_wrapper.failed_references + ) + self.__results_for_wrapper_backup.imported_shards = ( + self.__results_for_wrapper.imported_shards + ) + async def _start(self): async def send_wrapper() -> None: try: @@ -122,7 +147,7 @@ async def send_wrapper() -> None: logger.warning("exited batch send thread") except Exception as e: logger.error(e) - self.__bg_thread_exception = e + self.__bg_exception = e async def loop_wrapper() -> None: try: @@ -130,7 +155,7 @@ async def loop_wrapper() -> None: logger.warning("exited batch loop thread") except Exception as e: logger.error(e) - self.__bg_thread_exception = e + self.__bg_exception = e async def recv_wrapper() -> None: socket_hung_up = False @@ -144,8 +169,7 @@ async def recv_wrapper() -> None: socket_hung_up = True else: logger.error(e) - logger.error(type(e)) - self.__bg_thread_exception = e + self.__bg_exception = e if socket_hung_up: # this happens during ungraceful shutdown of the coordinator # lets restart the stream and add the cached objects again @@ -158,30 +182,18 @@ async def recv_wrapper() -> None: # start a new stream with a newly reconnected channel return await recv_wrapper() - return _BgTasks( + self.__bg_tasks = _BgTasks( send=asyncio.create_task(send_wrapper()), recv=asyncio.create_task(recv_wrapper()), loop=asyncio.create_task(loop_wrapper()), ) async def _shutdown(self) -> None: - # Shutdown the current batch and wait for all requests to be finished - await self.flush() self.__stop = True - # copy the results to the public results - self.__results_for_wrapper_backup.results = self.__results_for_wrapper.results - self.__results_for_wrapper_backup.failed_objects = self.__results_for_wrapper.failed_objects - self.__results_for_wrapper_backup.failed_references = ( - self.__results_for_wrapper.failed_references - ) - self.__results_for_wrapper_backup.imported_shards = ( - self.__results_for_wrapper.imported_shards - ) - async def __loop(self) -> None: refresh_time: float = 0.01 - while True: + while self.__bg_exception is None: if len(self.__batch_objects) + len(self.__batch_references) > 0: self._batch_send = True start = time.time() @@ -282,7 +294,7 @@ async def __send(self): ), ), ) - while True: + while self.__bg_exception is None: if self.__is_gcp_on_wcd: assert self.__stream_start is not None if time.time() - self.__stream_start > GCP_STREAM_TIMEOUT: @@ -292,7 +304,7 @@ async def __send(self): self.__is_renewing_stream.set() await self.__end_stream() return - req = await self.__reqs.get() + req = await asyncio.wait_for(self.__reqs.get(), timeout=1) if req is not None: await self.__connection.grpc_batch_stream_write(self.__stream, req) continue @@ -313,7 +325,7 @@ async def __send(self): logger.warning("Received sentinel, but not stopping, continuing...") async def __recv(self) -> None: - while True: + while self.__bg_exception is None: message = await self.__connection.grpc_batch_stream_read(self.__stream) if not isinstance(message, batch_pb2.BatchStreamReply): logger.warning("Server closed the stream from its side, shutting down batch") @@ -460,6 +472,7 @@ async def _add_object( vector: Optional[VECTORS] = None, tenant: Optional[str] = None, ) -> UUID: + self.__check_bg_tasks_alive() try: batch_object = BatchObject( collection=collection, @@ -482,6 +495,7 @@ async def _add_object( self.__objs_count += 1 while len(self.__inflight_objs) >= self.__batch_size: + self.__check_bg_tasks_alive() await asyncio.sleep(0.01) assert batch_object.uuid is not None @@ -495,6 +509,7 @@ async def _add_reference( to: ReferenceInput, tenant: Optional[str] = None, ) -> None: + self.__check_bg_tasks_alive() if isinstance(to, ReferenceToMulti): to_strs: Union[List[str], List[UUID]] = to.uuids_str elif isinstance(to, str) or isinstance(to, uuid_package.UUID): @@ -521,4 +536,11 @@ async def _add_reference( self.__refs_cache[batch_reference._to_beacon()] = batch_reference self.__refs_count += 1 while len(self.__inflight_refs) >= self.__batch_size * 2: + self.__check_bg_tasks_alive() await asyncio.sleep(0.01) + + def __check_bg_tasks_alive(self) -> None: + if self.__all_tasks_alive(): + return + + raise self.__bg_exception or Exception("Batch tasks died unexpectedly") diff --git a/weaviate/collections/batch/base.py b/weaviate/collections/batch/base.py index ab4dddd14..d56c2879d 100644 --- a/weaviate/collections/batch/base.py +++ b/weaviate/collections/batch/base.py @@ -346,7 +346,7 @@ def __init__( self.__uuid_lookup_lock = threading.Lock() self.__results_lock = threading.Lock() - self.__bg_thread = self.__start_bg_threads() + self.__bg_threads = self.__start_bg_threads() self.__bg_thread_exception: Optional[Exception] = None @property @@ -365,7 +365,7 @@ def _shutdown(self) -> None: # we are done, shut bg threads down and end the event loop self.__shut_background_thread_down.set() - while self.__bg_thread.is_alive(): + while self.__bg_threads.is_alive(): time.sleep(0.01) # copy the results to the public results @@ -773,7 +773,7 @@ def flush(self) -> None: or len(self.__batch_references) > 0 ): time.sleep(0.01) - self.__check_bg_thread_alive() + self.__check_bg_threads_alive() def _add_object( self, @@ -784,7 +784,7 @@ def _add_object( vector: Optional[VECTORS] = None, tenant: Optional[str] = None, ) -> UUID: - self.__check_bg_thread_alive() + self.__check_bg_threads_alive() try: batch_object = BatchObject( collection=collection, @@ -810,7 +810,7 @@ def _add_object( self.__recommended_num_objects == 0 or len(self.__batch_objects) >= self.__recommended_num_objects * 2 ): - self.__check_bg_thread_alive() + self.__check_bg_threads_alive() time.sleep(0.01) assert batch_object.uuid is not None @@ -824,7 +824,7 @@ def _add_reference( to: ReferenceInput, tenant: Optional[str] = None, ) -> None: - self.__check_bg_thread_alive() + self.__check_bg_threads_alive() if isinstance(to, ReferenceToMulti): to_strs: Union[List[str], List[UUID]] = to.uuids_str elif isinstance(to, str) or isinstance(to, uuid_package.UUID): @@ -853,10 +853,10 @@ def _add_reference( # block if queue gets too long or weaviate is overloaded while self.__recommended_num_objects == 0: time.sleep(0.01) # block if weaviate is overloaded, also do not send any refs - self.__check_bg_thread_alive() + self.__check_bg_threads_alive() - def __check_bg_thread_alive(self) -> None: - if self.__bg_thread.is_alive(): + def __check_bg_threads_alive(self) -> None: + if self.__bg_threads.is_alive(): return raise self.__bg_thread_exception or Exception("Batch thread died unexpectedly") @@ -891,6 +891,11 @@ def recv_alive(self) -> bool: """Check if the recv background thread is still alive.""" return self.recv.is_alive() + def join(self) -> None: + """Join the background threads.""" + self.loop.join() + self.recv.join() + class _ClusterBatch: def __init__(self, connection: ConnectionSync): diff --git a/weaviate/collections/batch/batch_wrapper.py b/weaviate/collections/batch/batch_wrapper.py index f991a6f51..3c1acc827 100644 --- a/weaviate/collections/batch/batch_wrapper.py +++ b/weaviate/collections/batch/batch_wrapper.py @@ -523,12 +523,8 @@ def __init__(self, current_batch: _BatchBaseAsync): async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: await self.__current_batch._shutdown() - await asyncio.gather( - self.__bg_tasks.send, - self.__bg_tasks.recv, - self.__bg_tasks.loop, - ) + await self.__current_batch._wait() async def __aenter__(self) -> Q: - self.__bg_tasks = await self.__current_batch._start() + await self.__current_batch._start() return self.__current_batch # pyright: ignore[reportReturnType] diff --git a/weaviate/collections/batch/sync.py b/weaviate/collections/batch/sync.py index 78d143594..54322ee9d 100644 --- a/weaviate/collections/batch/sync.py +++ b/weaviate/collections/batch/sync.py @@ -87,7 +87,7 @@ def __init__( self.__uuid_lookup_lock = threading.Lock() self.__results_lock = threading.Lock() - self.__bg_thread_exception: Optional[Exception] = None + self.__bg_exception: Optional[Exception] = None self.__is_oom = threading.Event() self.__is_shutting_down = threading.Event() self.__is_shutdown = threading.Event() @@ -145,18 +145,14 @@ def _start(self) -> None: "Batch stream was not started within 60 seconds. Please check your connection." ) + def _wait(self) -> None: + for bg_thread in self.__bg_threads: + bg_thread.join() + def _shutdown(self) -> None: # Shutdown the current batch and wait for all requests to be finished - self.flush() self.__stop = True - # we are done, wait for bg threads to finish - # self.__batch_stream will set the shutdown event when it receives - # the stop message from the server - while self.__any_threads_alive(): - time.sleep(0.05) - logger.warning("Send & receive threads finished.") - # copy the results to the public results self.__results_for_wrapper_backup.results = self.__results_for_wrapper.results self.__results_for_wrapper_backup.failed_objects = self.__results_for_wrapper.failed_objects @@ -169,10 +165,7 @@ def _shutdown(self) -> None: def __loop(self) -> None: refresh_time: float = 0.01 - while ( - self.__shut_background_thread_down is not None - and not self.__shut_background_thread_down.is_set() - ): + while self.__bg_exception is None: if len(self.__batch_objects) + len(self.__batch_references) > 0: self._batch_send = True start = time.time() @@ -181,14 +174,6 @@ def __loop(self) -> None: ) < self.__batch_size: # wait for more objects to be added up to the batch size time.sleep(0.01) - if ( - self.__shut_background_thread_down is not None - and self.__shut_background_thread_down.is_set() - ): - logger.warning("Threads were shutdown, exiting batch send loop") - # shutdown was requested, exit early - self.__reqs.put(None) - return if time.time() - start >= 1 and ( len_o == len(self.__batch_objects) or len_r == len(self.__batch_references) ): @@ -271,10 +256,7 @@ def __send( consistency_level=self.__batch_grpc._consistency_level, ), ) - while ( - self.__shut_background_thread_down is not None - and not self.__shut_background_thread_down.is_set() - ): + while self.__bg_exception is not None: if self.__is_gcp_on_wcd: assert self.__stream_start is not None if time.time() - self.__stream_start > GCP_STREAM_TIMEOUT: @@ -462,11 +444,10 @@ def __reconnect(self, retry: int = 0) -> None: self.__reconnect(retry + 1) else: logger.error("Failed to reconnect after 5 attempts") - self.__bg_thread_exception = e + self.__bg_exception = e def __start_bg_threads(self) -> _BgThreads: """Create a background thread that periodically checks how congested the batch queue is.""" - self.__shut_background_thread_down = threading.Event() def loop_wrapper() -> None: try: @@ -474,7 +455,7 @@ def loop_wrapper() -> None: logger.warning("exited batch requests loop thread") except Exception as e: logger.error(e) - self.__bg_thread_exception = e + self.__bg_exception = e def recv_wrapper() -> None: socket_hung_up = False @@ -493,7 +474,7 @@ def recv_wrapper() -> None: else: logger.error(e) logger.error(type(e)) - self.__bg_thread_exception = e + self.__bg_exception = e if socket_hung_up: # this happens during ungraceful shutdown of the coordinator # lets restart the stream and add the cached objects again @@ -615,7 +596,7 @@ def _add_reference( time.sleep(0.01) def __check_bg_threads_alive(self) -> None: - if self.__any_threads_alive(): + if self.__all_threads_alive(): return - raise self.__bg_thread_exception or Exception("Batch thread died unexpectedly") + raise self.__bg_exception or Exception("Batch thread died unexpectedly") From 6f31d1e8f8f57c29406aad9dedad5c2f118d3b08 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Fri, 30 Jan 2026 11:37:14 +0000 Subject: [PATCH 20/21] Add support for stream timeouts, defaults to `None` --- weaviate/config.py | 3 +++ weaviate/connect/v4.py | 6 ++++-- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/weaviate/config.py b/weaviate/config.py index bc0525531..9d2006829 100644 --- a/weaviate/config.py +++ b/weaviate/config.py @@ -56,6 +56,9 @@ class Timeout(BaseModel): query: Union[int, float] = Field(default=30, ge=0) insert: Union[int, float] = Field(default=90, ge=0) init: Union[int, float] = Field(default=2, ge=0) + stream: Union[int, float, None] = Field( + default=None, ge=0, description="Timeout for streaming operations." + ) class Proxies(BaseModel): diff --git a/weaviate/connect/v4.py b/weaviate/connect/v4.py index 68ddb6e95..0848ba6be 100644 --- a/weaviate/connect/v4.py +++ b/weaviate/connect/v4.py @@ -1012,7 +1012,9 @@ def grpc_batch_stream( try: assert self.grpc_stub is not None for msg in self.grpc_stub.BatchStream( - request_iterator=requests, metadata=self.grpc_headers() + request_iterator=requests, + timeout=self.timeout_config.stream, + metadata=self.grpc_headers(), ): yield msg except RpcError as e: @@ -1232,7 +1234,7 @@ def grpc_batch_stream( response_deserializer=batch_pb2.BatchStreamReply.FromString, )( request_iterator=None, - timeout=self.timeout_config.insert, + timeout=self.timeout_config.stream, metadata=self.grpc_headers(), ) From 335de4b9ef15b87aa0de8fb2300a63da66ce3e33 Mon Sep 17 00:00:00 2001 From: Tommy Smith Date: Fri, 30 Jan 2026 11:56:20 +0000 Subject: [PATCH 21/21] Handle async queue get timeouts properly --- weaviate/collections/batch/async_.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/weaviate/collections/batch/async_.py b/weaviate/collections/batch/async_.py index 689b21715..e8b1c3452 100644 --- a/weaviate/collections/batch/async_.py +++ b/weaviate/collections/batch/async_.py @@ -304,7 +304,10 @@ async def __send(self): self.__is_renewing_stream.set() await self.__end_stream() return - req = await asyncio.wait_for(self.__reqs.get(), timeout=1) + try: + req = await asyncio.wait_for(self.__reqs.get(), timeout=1) + except asyncio.TimeoutError: + continue if req is not None: await self.__connection.grpc_batch_stream_write(self.__stream, req) continue