Refactor

weaviate/collections/batch/grpc_batch_objects.py

@@ -2,7 +2,7 @@
 import struct
 import time
 import uuid as uuid_package
-from typing import Any, Dict, List, Optional, Union, cast
+from typing import Any, Dict, List, Optional, Tuple, Union, cast
 
 from grpc.aio import AioRpcError  # type: ignore
 from google.protobuf.struct_pb2 import Struct
@@ -24,17 +24,7 @@
     WeaviateInvalidInputError,
 )
 from weaviate.proto.v1 import batch_pb2, base_pb2
-from weaviate.util import _datetime_to_string, _get_vector_v4
-
-
-def _pack_named_vectors(vectors: Dict[str, List[float]]) -> List[base_pb2.Vectors]:
-    return [
-        base_pb2.Vectors(
-            name=name,
-            vector_bytes=struct.pack("{}f".format(len(vector)), *vector),
-        )
-        for name, vector in vectors.items()
-    ]
+from weaviate.util import _datetime_to_string
 
 
 class _BatchGRPC(_BaseGRPC):
@@ -47,11 +37,10 @@ class _BatchGRPC(_BaseGRPC):
     def __init__(self, connection: ConnectionV4, consistency_level: Optional[ConsistencyLevel]):
         super().__init__(connection, consistency_level)
 
-    def __grpc_objects(self, objects: List[_BatchObject]) -> List[batch_pb2.BatchObject]:
-        def pack_vector(vector: Any) -> bytes:
-            vector_list = _get_vector_v4(vector)
-            return struct.pack("{}f".format(len(vector_list)), *vector_list)
-
+    def __grpc_objects(
+        self,
+        objects: List[Tuple[_BatchObject, Optional[bytes], Optional[List[base_pb2.Vectors]]]],
+    ) -> List[batch_pb2.BatchObject]:
         return [
             batch_pb2.BatchObject(
                 collection=obj.collection,
@@ -65,22 +54,16 @@ def pack_vector(vector: Any) -> bytes:
                     else None
                 ),
                 tenant=obj.tenant,
-                vector_bytes=(
-                    pack_vector(obj.vector)
-                    if obj.vector is not None and not isinstance(obj.vector, dict)
-                    else None
-                ),
-                vectors=(
-                    _pack_named_vectors(obj.vector)
-                    if obj.vector is not None and isinstance(obj.vector, dict)
-                    else None
-                ),
+                vector_bytes=vector_bytes,
+                vectors=vectors,
             )
-            for obj in objects
+            for obj, vector_bytes, vectors in objects
         ]
 
     async def objects(
-        self, objects: List[_BatchObject], timeout: Union[int, float]
+        self,
+        objects: List[Tuple[_BatchObject, Optional[bytes], Optional[List[base_pb2.Vectors]]]],
+        timeout: Union[int, float]
     ) -> BatchObjectReturn:
         """Insert multiple objects into Weaviate through the gRPC API.
 
@@ -114,7 +97,7 @@ async def objects(
         return_errors: Dict[int, ErrorObject] = {}
 
         for idx, weav_obj in enumerate(weaviate_objs):
-            obj = objects[idx]
+            obj = objects[idx][0]
             if idx in errors:
                 error = ErrorObject(errors[idx], obj, original_uuid=obj.uuid)
                 return_errors[obj.index] = error

weaviate/collections/data/data.py

@@ -1,5 +1,6 @@
 import asyncio
 import datetime
+import struct
 import uuid as uuid_package
 from typing import (
     Dict,
@@ -47,6 +48,7 @@
 from weaviate.connect import ConnectionV4
 from weaviate.connect.v4 import _ExpectedStatusCodes
 from weaviate.logger import logger
+from weaviate.proto.v1 import base_pb2
 from weaviate.types import BEACON, UUID, VECTORS
 from weaviate.util import _datetime_to_string, _get_vector_v4
 from weaviate.validator import _validate_input, _ValidateArgument
@@ -57,6 +59,21 @@
 from weaviate.exceptions import WeaviateInvalidInputError
 
 
+def _pack_named_vectors(vectors: Dict[str, List[float]]) -> List[base_pb2.Vectors]:
+    return [
+        base_pb2.Vectors(
+            name=name,
+            vector_bytes=struct.pack("{}f".format(len(vector)), *vector),
+        )
+        for name, vector in vectors.items()
+    ]
+
+
+def _pack_vector(vector: Any) -> bytes:
+    vector_list = _get_vector_v4(vector)
+    return struct.pack("{}f".format(len(vector_list)), *vector_list)
+
+
 class _DataBase:
     def __init__(
         self,
@@ -281,6 +298,42 @@ def with_data_model(self, data_model: Type[TProperties]) -> "_DataCollectionAsyn
             data_model,
         )
 
+    def __validate_vector(
+        self,
+        idx: int,
+        obj: Union[Properties, DataObject[Properties, Optional[ReferenceInputs]]]
+    ) -> Tuple[_BatchObject, Optional[bytes], Optional[List[base_pb2.Vectors]]]:
+        if isinstance(obj, DataObject):
+            vector_bytes = (
+                _pack_vector(obj.vector)
+                if obj.vector is not None and not isinstance(obj.vector, dict)
+                else None
+            )
+            vectors = (
+                _pack_named_vectors(obj.vector)
+                if obj.vector is not None and isinstance(obj.vector, dict)
+                else None
+            )
+            return _BatchObject(
+                collection=self.name,
+                vector=obj.vector,
+                uuid=str(obj.uuid if obj.uuid is not None else uuid_package.uuid4()),
+                properties=cast(dict, obj.properties),
+                tenant=self._tenant,
+                references=obj.references,
+                index=idx,
+            ), vector_bytes, vectors
+
+        return _BatchObject(
+            collection=self.name,
+            vector=None,
+            uuid=str(uuid_package.uuid4()),
+            properties=cast(dict, obj),
+            tenant=self._tenant,
+            references=None,
+            index=idx,
+        ), None, None
+
     def __parse_vector(self, obj: Dict[str, Any], vector: VECTORS) -> Dict[str, Any]:
         if isinstance(vector, dict):
             obj["vectors"] = {key: _get_vector_v4(val) for key, val in vector.items()}
@@ -360,27 +413,7 @@ async def insert_many(
                 If every object in the batch fails to be inserted. The exception message contains details about the failure.
         """
         objs = [
-            (
-                _BatchObject(
-                    collection=self.name,
-                    vector=obj.vector,
-                    uuid=str(obj.uuid if obj.uuid is not None else uuid_package.uuid4()),
-                    properties=cast(dict, obj.properties),
-                    tenant=self._tenant,
-                    references=obj.references,
-                    index=idx,
-                )
-                if isinstance(obj, DataObject)
-                else _BatchObject(
-                    collection=self.name,
-                    vector=None,
-                    uuid=str(uuid_package.uuid4()),
-                    properties=cast(dict, obj),
-                    tenant=self._tenant,
-                    references=None,
-                    index=idx,
-                )
-            )
+            self.__validate_vector(idx, obj)
             for idx, obj in enumerate(objects)
         ]
         res = await self._batch_grpc.objects(objs, timeout=self._connection.timeout_config.insert)