From 3c1f5521a8fdf2c0c7b2a3a87cb4053efbac3be3 Mon Sep 17 00:00:00 2001 From: Cai Zhang Date: Tue, 22 Oct 2024 15:03:36 +0800 Subject: [PATCH] Supports filling elements through templates for expression Signed-off-by: Cai Zhang --- examples/search_with_template_expression.py | 196 +++++++ pymilvus/client/grpc_handler.py | 3 +- pymilvus/client/prepare.py | 54 ++ pymilvus/grpc_gen/milvus-proto | 2 +- pymilvus/grpc_gen/milvus_pb2.py | 560 ++++++++++---------- pymilvus/grpc_gen/milvus_pb2.pyi | 52 +- pymilvus/grpc_gen/schema_pb2.py | 18 +- pymilvus/grpc_gen/schema_pb2.pyi | 28 + pymilvus/orm/types.py | 2 + 9 files changed, 626 insertions(+), 289 deletions(-) create mode 100644 examples/search_with_template_expression.py diff --git a/examples/search_with_template_expression.py b/examples/search_with_template_expression.py new file mode 100644 index 000000000..95e8da818 --- /dev/null +++ b/examples/search_with_template_expression.py @@ -0,0 +1,196 @@ +# hello_milvus.py demonstrates the basic operations of PyMilvus, a Python SDK of Milvus. +# 1. connect to Milvus +# 2. create collection +# 3. insert data +# 4. create index +# 5. search, query, and hybrid search on entities +# 6. delete entities by PK +# 7. drop collection +import time + +import numpy as np +from pymilvus import ( + connections, + utility, + FieldSchema, CollectionSchema, DataType, + Collection, +) + +fmt = "\n=== {:30} ===\n" +search_latency_fmt = "search latency = {:.4f}s" +num_entities, dim = 3000, 8 + +################################################################################# +# 1. connect to Milvus +# Add a new connection alias `default` for Milvus server in `localhost:19530` +# Actually the "default" alias is a buildin in PyMilvus. +# If the address of Milvus is the same as `localhost:19530`, you can omit all +# parameters and call the method as: `connections.connect()`. +# +# Note: the `using` parameter of the following methods is default to "default". +print(fmt.format("start connecting to Milvus")) +connections.connect("default", host="localhost", port="19530") + +has = utility.has_collection("hello_milvus") +print(f"Does collection hello_milvus exist in Milvus: {has}") + +################################################################################# +# 2. create collection +# We're going to create a collection with 3 fields. +# +-+------------+------------+------------------+------------------------------+ +# | | field name | field type | other attributes | field description | +# +-+------------+------------+------------------+------------------------------+ +# |1| "pk" | VarChar | is_primary=True | "primary field" | +# | | | | auto_id=False | | +# +-+------------+------------+------------------+------------------------------+ +# |2| "random" | Double | | "a double field" | +# +-+------------+------------+------------------+------------------------------+ +# |3|"embeddings"| FloatVector| dim=8 | "float vector with dim 8" | +# +-+------------+------------+------------------+------------------------------+ +fields = [ + FieldSchema(name="pk", dtype=DataType.VARCHAR, is_primary=True, auto_id=False, max_length=100), + FieldSchema(name="random", dtype=DataType.DOUBLE), + FieldSchema(name="embeddings", dtype=DataType.FLOAT_VECTOR, dim=dim) +] + +schema = CollectionSchema(fields, "hello_milvus is the simplest demo to introduce the APIs") + +print(fmt.format("Create collection `hello_milvus`")) +hello_milvus = Collection("hello_milvus", schema, consistency_level="Strong") + +################################################################################ +# 3. insert data +# We are going to insert 3000 rows of data into `hello_milvus` +# Data to be inserted must be organized in fields. +# +# The insert() method returns: +# - either automatically generated primary keys by Milvus if auto_id=True in the schema; +# - or the existing primary key field from the entities if auto_id=False in the schema. + +print(fmt.format("Start inserting entities")) +rng = np.random.default_rng(seed=19530) +entities = [ + # provide the pk field because `auto_id` is set to False + [str(i) for i in range(num_entities)], + rng.random(num_entities).tolist(), # field random, only supports list + rng.random((num_entities, dim), np.float32), # field embeddings, supports numpy.ndarray and list +] + +insert_result = hello_milvus.insert(entities) + +row = { + "pk": "19530", + "random": 0.5, + "embeddings": rng.random((1, dim), np.float32)[0] +} +hello_milvus.insert(row) + +hello_milvus.flush() +print(f"Number of entities in Milvus: {hello_milvus.num_entities}") # check the num_entities + +################################################################################ +# 4. create index +# We are going to create an IVF_FLAT index for hello_milvus collection. +# create_index() can only be applied to `FloatVector` and `BinaryVector` fields. +print(fmt.format("Start Creating index IVF_FLAT")) +index = { + "index_type": "IVF_FLAT", + "metric_type": "L2", + "params": {"nlist": 128}, +} + +hello_milvus.create_index("embeddings", index) + +################################################################################ +# 5. search, query, and hybrid search +# After data were inserted into Milvus and indexed, you can perform: +# - search based on vector similarity +# - query based on scalar filtering(boolean, int, etc.) +# - hybrid search based on vector similarity and scalar filtering. +# + +# Before conducting a search or a query, you need to load the data in `hello_milvus` into memory. +print(fmt.format("Start loading")) +hello_milvus.load() + +# ----------------------------------------------------------------------------- +# search based on vector similarity +print(fmt.format("Start searching based on vector similarity")) +vectors_to_search = entities[-1][-2:] +search_params = { + "metric_type": "L2", + "params": {"nprobe": 10}, +} + +exprs = { + "pk == {str}": {"str": "10"}, + "pk in {list}": {"list": ["1", "10", "100"]}, + "random > {target}": {"target": 5}, + "random <= {target}": {"target": 111.5}, + "{min} <= random < {max}": {"min": 0, "max": 9999}, +} + +for expr, expr_params in exprs.items(): + print(f"search with expression: {expr}") + start_time = time.time() + result = hello_milvus.search(vectors_to_search, "embeddings", search_params, limit=3, expr=expr, + output_fields=["random"], expr_params=expr_params) + end_time = time.time() + + for hits in result: + for hit in hits: + print(f"hit: {hit}, random field: {hit.entity.get('random')}") + print(search_latency_fmt.format(end_time - start_time)) + + # ----------------------------------------------------------------------------- + # query based on scalar filtering(boolean, int, etc.) + start_time = time.time() + result = hello_milvus.query(expr=expr, output_fields=["random", "embeddings"], expr_params=expr_params) + end_time = time.time() + + print(f"query result:\n-{result}") + print(search_latency_fmt.format(end_time - start_time)) + + # ----------------------------------------------------------------------------- + # pagination + r1 = hello_milvus.query(expr=expr, limit=4, output_fields=["random"], expr_params=expr_params) + r2 = hello_milvus.query(expr=expr, offset=1, limit=3, output_fields=["random"], expr_params=expr_params) + print(f"query pagination(limit=4):\n\t{r1}") + print(f"query pagination(offset=1, limit=3):\n\t{r2}") + + # ----------------------------------------------------------------------------- + # hybrid search + + start_time = time.time() + result = hello_milvus.search(vectors_to_search, "embeddings", search_params, limit=3, expr=expr, + output_fields=["random"], expr_params=expr_params) + end_time = time.time() + + for hits in result: + for hit in hits: + print(f"hit: {hit}, random field: {hit.entity.get('random')}") + print(search_latency_fmt.format(end_time - start_time)) + +############################################################################### +# 6. delete entities by PK +# You can delete entities by their PK values using boolean expressions. +ids = insert_result.primary_keys + +expr = "pk in {list}" +expr_params = {"list": [ids[0], ids[1]]} +print(fmt.format(f"Start deleting with expr `{expr}`")) + +result = hello_milvus.query(expr=expr, output_fields=["random", "embeddings"], expr_params=expr_params) +print(f"query before delete by expr=`{expr}` -> result: \n-{result[0]}\n-{result[1]}\n") + +hello_milvus.delete(expr, expr_params=expr_params) + +result = hello_milvus.query(expr=expr, output_fields=["random", "embeddings"], expr_params=expr_params) +print(f"query after delete by expr=`{expr}` -> result: {result}\n") + + +############################################################################### +# 7. drop collection +# Finally, drop the hello_milvus collection +print(fmt.format("Drop collection `hello_milvus`")) +utility.drop_collection("hello_milvus") diff --git a/pymilvus/client/grpc_handler.py b/pymilvus/client/grpc_handler.py index bd885bc0e..d315d23da 100644 --- a/pymilvus/client/grpc_handler.py +++ b/pymilvus/client/grpc_handler.py @@ -600,7 +600,8 @@ def delete( partition_name, expression, consistency_level=kwargs.get("consistency_level", 0), - param_name=kwargs.get("param_name"), + param_name=kwargs.pop("param_name", None), + **kwargs, ) future = self._stub.Delete.future(req, timeout=timeout) diff --git a/pymilvus/client/prepare.py b/pymilvus/client/prepare.py index c4aae9fc5..757aa467f 100644 --- a/pymilvus/client/prepare.py +++ b/pymilvus/client/prepare.py @@ -10,6 +10,7 @@ from pymilvus.grpc_gen import milvus_pb2 as milvus_types from pymilvus.grpc_gen import schema_pb2 as schema_types from pymilvus.orm.schema import CollectionSchema +from pymilvus.orm.types import infer_dtype_by_scalar_data from . import __version__, blob, entity_helper, ts_utils, utils from .check import check_pass_param, is_legal_collection_properties @@ -757,6 +758,7 @@ def check_str(instr: str, prefix: str): partition_name=partition_name, expr=expr, consistency_level=get_consistency_level(consistency_level), + expr_template_values=cls.prepare_expression_template(kwargs.get("expr_params", {})), ) @classmethod @@ -804,6 +806,56 @@ def _prepare_placeholder_str(cls, data: Any): common_types.PlaceholderGroup(placeholders=[pl]) ) + @classmethod + def prepare_expression_template(cls, values: Dict) -> Any: + def add_data(v: Any) -> schema_types.TemplateValue: + dtype = infer_dtype_by_scalar_data(v) + data = schema_types.TemplateValue() + if dtype in (schema_types.Bool,): + data.bool_val = v + data.type = schema_types.Bool + return data + if dtype in ( + schema_types.Int8, + schema_types.Int16, + schema_types.Int32, + schema_types.Int64, + ): + data.int64_val = v + data.type = schema_types.Int64 + return data + if dtype in (schema_types.Float, schema_types.Double): + data.float_val = v + data.type = schema_types.Double + return data + if dtype in (schema_types.VarChar, schema_types.String): + data.string_val = v + data.type = schema_types.VarChar + return data + if dtype in (schema_types.Array,): + element_datas = schema_types.TemplateArrayValue() + same_type = True + element_type = None + for element in v: + rdata = add_data(element) + element_datas.array.append(rdata) + if element_type is None: + element_type = rdata.type + elif element_type != rdata.type: + same_type = False + element_datas.element_type = element_type if same_type else schema_types.JSON + element_datas.same_type = same_type + data.array_val.CopyFrom(element_datas) + data.type = schema_types.Array + return data + raise ParamError(message=f"Unsupported element type: {dtype}") + + expression_template_values = {} + for k, v in values.items(): + expression_template_values[k] = add_data(v) + + return expression_template_values + @classmethod def search_requests_with_expr( cls, @@ -896,6 +948,7 @@ def search_requests_with_expr( placeholder_group=plg_str, dsl_type=common_types.DslType.BoolExprV1, search_params=req_params, + expr_template_values=cls.prepare_expression_template(kwargs.get("expr_params", {})), ) if expr is not None: request.dsl = expr @@ -1173,6 +1226,7 @@ def query_request( guarantee_timestamp=kwargs.get("guarantee_timestamp", 0), use_default_consistency=use_default_consistency, consistency_level=kwargs.get("consistency_level", 0), + expr_template_values=cls.prepare_expression_template(kwargs.get("expr_params", {})), ) limit = kwargs.get("limit") diff --git a/pymilvus/grpc_gen/milvus-proto b/pymilvus/grpc_gen/milvus-proto index 0c23514e4..4d5c88b00 160000 --- a/pymilvus/grpc_gen/milvus-proto +++ b/pymilvus/grpc_gen/milvus-proto @@ -1 +1 @@ -Subproject commit 0c23514e4c3471333a1c2aa5a843b5474b71df9f +Subproject commit 4d5c88b00cf7280b17542940d3b49041f1c92f66 diff --git a/pymilvus/grpc_gen/milvus_pb2.py b/pymilvus/grpc_gen/milvus_pb2.py index 56f713772..a4040beac 100644 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quest\x1a\x34.milvus.proto.feder.DescribeSegmentIndexDataResponse\"\x00\x12V\n\x07\x43onnect\x12#.milvus.proto.milvus.ConnectRequest\x1a$.milvus.proto.milvus.ConnectResponse\"\x00\x12k\n\x0e\x41llocTimestamp\x12*.milvus.proto.milvus.AllocTimestampRequest\x1a+.milvus.proto.milvus.AllocTimestampResponse\"\x00\x12[\n\x0e\x43reateDatabase\x12*.milvus.proto.milvus.CreateDatabaseRequest\x1a\x1b.milvus.proto.common.Status\"\x00\x12W\n\x0c\x44ropDatabase\x12(.milvus.proto.milvus.DropDatabaseRequest\x1a\x1b.milvus.proto.common.Status\"\x00\x12h\n\rListDatabases\x12).milvus.proto.milvus.ListDatabasesRequest\x1a*.milvus.proto.milvus.ListDatabasesResponse\"\x00\x12Y\n\rAlterDatabase\x12).milvus.proto.milvus.AlterDatabaseRequest\x1a\x1b.milvus.proto.common.Status\"\x00\x12q\n\x10\x44\x65scribeDatabase\x12,.milvus.proto.milvus.DescribeDatabaseRequest\x1a-.milvus.proto.milvus.DescribeDatabaseResponse\"\x00\x12q\n\x10ReplicateMessage\x12,.milvus.proto.milvus.ReplicateMessageRequest\x1a-.milvus.proto.milvus.ReplicateMessageResponse\"\x00\x12g\n\nBackupRBAC\x12*.milvus.proto.milvus.BackupRBACMetaRequest\x1a+.milvus.proto.milvus.BackupRBACMetaResponse\"\x00\x12Y\n\x0bRestoreRBAC\x12+.milvus.proto.milvus.RestoreRBACMetaRequest\x1a\x1b.milvus.proto.common.Status\"\x00\x32u\n\x0cProxyService\x12\x65\n\x0cRegisterLink\x12(.milvus.proto.milvus.RegisterLinkRequest\x1a).milvus.proto.milvus.RegisterLinkResponse\"\x00:U\n\x0emilvus_ext_obj\x12\x1c.google.protobuf.FileOptions\x18\xe9\x07 \x01(\x0b\x32\x1e.milvus.proto.milvus.MilvusExtBm\n\x0eio.milvus.grpcB\x0bMilvusProtoP\x01Z4github.com/milvus-io/milvus-proto/go-api/v2/milvuspb\xa0\x01\x01\xaa\x02\x12Milvus.Client.Grpcb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -92,8 +92,14 @@ _globals['_INSERTREQUEST']._serialized_options = b'\312>\004\020\010\030\003' _globals['_UPSERTREQUEST']._options = None _globals['_UPSERTREQUEST']._serialized_options = b'\312>\004\020\031\030\003' + _globals['_DELETEREQUEST_EXPRTEMPLATEVALUESENTRY']._options = None + _globals['_DELETEREQUEST_EXPRTEMPLATEVALUESENTRY']._serialized_options = b'8\001' _globals['_DELETEREQUEST']._options = None _globals['_DELETEREQUEST']._serialized_options = b'\312>\004\020\t\030\003' + _globals['_SUBSEARCHREQUEST_EXPRTEMPLATEVALUESENTRY']._options = None + _globals['_SUBSEARCHREQUEST_EXPRTEMPLATEVALUESENTRY']._serialized_options = b'8\001' + _globals['_SEARCHREQUEST_EXPRTEMPLATEVALUESENTRY']._options = None + _globals['_SEARCHREQUEST_EXPRTEMPLATEVALUESENTRY']._serialized_options = b'8\001' _globals['_SEARCHREQUEST']._options = None _globals['_SEARCHREQUEST']._serialized_options = b'\312>\004\020\016\030\003' _globals['_HYBRIDSEARCHREQUEST']._options = None @@ -110,6 +116,8 @@ _globals['_FLUSHRESPONSE_COLLFLUSHTSENTRY']._serialized_options = b'8\001' _globals['_FLUSHRESPONSE_CHANNELCPSENTRY']._options = None _globals['_FLUSHRESPONSE_CHANNELCPSENTRY']._serialized_options = b'8\001' + _globals['_QUERYREQUEST_EXPRTEMPLATEVALUESENTRY']._options = None + _globals['_QUERYREQUEST_EXPRTEMPLATEVALUESENTRY']._serialized_options = b'8\001' _globals['_QUERYREQUEST']._options = None _globals['_QUERYREQUEST']._serialized_options = b'\312>\004\020\020\030\003' _globals['_FLUSHALLREQUEST']._options = None @@ -200,14 +208,14 @@ _globals['_MILVUSSERVICE'].methods_by_name['GetIndexState']._serialized_options = b'\210\002\001' _globals['_MILVUSSERVICE'].methods_by_name['GetIndexBuildProgress']._options = None _globals['_MILVUSSERVICE'].methods_by_name['GetIndexBuildProgress']._serialized_options = b'\210\002\001' - _globals['_SHOWTYPE']._serialized_start=26052 - _globals['_SHOWTYPE']._serialized_end=26089 - _globals['_OPERATEUSERROLETYPE']._serialized_start=26091 - _globals['_OPERATEUSERROLETYPE']._serialized_end=26155 - _globals['_OPERATEPRIVILEGETYPE']._serialized_start=26157 - _globals['_OPERATEPRIVILEGETYPE']._serialized_end=26202 - _globals['_QUOTASTATE']._serialized_start=26204 - _globals['_QUOTASTATE']._serialized_end=26297 + _globals['_SHOWTYPE']._serialized_start=26794 + _globals['_SHOWTYPE']._serialized_end=26831 + _globals['_OPERATEUSERROLETYPE']._serialized_start=26833 + _globals['_OPERATEUSERROLETYPE']._serialized_end=26897 + _globals['_OPERATEPRIVILEGETYPE']._serialized_start=26899 + _globals['_OPERATEPRIVILEGETYPE']._serialized_end=26944 + _globals['_QUOTASTATE']._serialized_start=26946 + _globals['_QUOTASTATE']._serialized_end=27039 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_globals['_GETFLUSHSTATEREQUEST']._serialized_start=16142 + _globals['_GETFLUSHSTATEREQUEST']._serialized_end=16253 + _globals['_GETFLUSHSTATERESPONSE']._serialized_start=16255 + _globals['_GETFLUSHSTATERESPONSE']._serialized_end=16340 + _globals['_GETFLUSHALLSTATEREQUEST']._serialized_start=16342 + _globals['_GETFLUSHALLSTATEREQUEST']._serialized_end=16450 + _globals['_GETFLUSHALLSTATERESPONSE']._serialized_start=16452 + _globals['_GETFLUSHALLSTATERESPONSE']._serialized_end=16540 + _globals['_IMPORTREQUEST']._serialized_start=16543 + _globals['_IMPORTREQUEST']._serialized_end=16767 + _globals['_IMPORTRESPONSE']._serialized_start=16769 + _globals['_IMPORTRESPONSE']._serialized_end=16845 + _globals['_GETIMPORTSTATEREQUEST']._serialized_start=16847 + _globals['_GETIMPORTSTATEREQUEST']._serialized_end=16884 + _globals['_GETIMPORTSTATERESPONSE']._serialized_start=16887 + _globals['_GETIMPORTSTATERESPONSE']._serialized_end=17166 + _globals['_LISTIMPORTTASKSREQUEST']._serialized_start=17168 + _globals['_LISTIMPORTTASKSREQUEST']._serialized_end=17249 + _globals['_LISTIMPORTTASKSRESPONSE']._serialized_start=17252 + _globals['_LISTIMPORTTASKSRESPONSE']._serialized_end=17382 + _globals['_GETREPLICASREQUEST']._serialized_start=17385 + _globals['_GETREPLICASREQUEST']._serialized_end=17539 + _globals['_GETREPLICASRESPONSE']._serialized_start=17541 + _globals['_GETREPLICASRESPONSE']._serialized_end=17659 + _globals['_REPLICAINFO']._serialized_start=17662 + _globals['_REPLICAINFO']._serialized_end=17983 + _globals['_REPLICAINFO_NUMOUTBOUNDNODEENTRY']._serialized_start=17929 + _globals['_REPLICAINFO_NUMOUTBOUNDNODEENTRY']._serialized_end=17983 + _globals['_SHARDREPLICA']._serialized_start=17985 + _globals['_SHARDREPLICA']._serialized_end=18081 + _globals['_CREATECREDENTIALREQUEST']._serialized_start=18084 + _globals['_CREATECREDENTIALREQUEST']._serialized_end=18274 + _globals['_UPDATECREDENTIALREQUEST']._serialized_start=18277 + _globals['_UPDATECREDENTIALREQUEST']._serialized_end=18482 + _globals['_DELETECREDENTIALREQUEST']._serialized_start=18484 + _globals['_DELETECREDENTIALREQUEST']._serialized_end=18591 + _globals['_LISTCREDUSERSRESPONSE']._serialized_start=18593 + _globals['_LISTCREDUSERSRESPONSE']._serialized_end=18680 + _globals['_LISTCREDUSERSREQUEST']._serialized_start=18682 + _globals['_LISTCREDUSERSREQUEST']._serialized_end=18768 + _globals['_ROLEENTITY']._serialized_start=18770 + _globals['_ROLEENTITY']._serialized_end=18796 + _globals['_USERENTITY']._serialized_start=18798 + _globals['_USERENTITY']._serialized_end=18824 + _globals['_CREATEROLEREQUEST']._serialized_start=18827 + _globals['_CREATEROLEREQUEST']._serialized_end=18959 + _globals['_DROPROLEREQUEST']._serialized_start=18961 + _globals['_DROPROLEREQUEST']._serialized_end=19081 + _globals['_OPERATEUSERROLEREQUEST']._serialized_start=19084 + _globals['_OPERATEUSERROLEREQUEST']._serialized_end=19265 + _globals['_SELECTROLEREQUEST']._serialized_start=19268 + _globals['_SELECTROLEREQUEST']._serialized_end=19425 + _globals['_ROLERESULT']._serialized_start=19427 + _globals['_ROLERESULT']._serialized_end=19534 + _globals['_SELECTROLERESPONSE']._serialized_start=19536 + _globals['_SELECTROLERESPONSE']._serialized_end=19651 + _globals['_SELECTUSERREQUEST']._serialized_start=19654 + _globals['_SELECTUSERREQUEST']._serialized_end=19802 + _globals['_USERRESULT']._serialized_start=19804 + _globals['_USERRESULT']._serialized_end=19911 + _globals['_SELECTUSERRESPONSE']._serialized_start=19913 + _globals['_SELECTUSERRESPONSE']._serialized_end=20028 + _globals['_OBJECTENTITY']._serialized_start=20030 + _globals['_OBJECTENTITY']._serialized_end=20058 + _globals['_PRIVILEGEENTITY']._serialized_start=20060 + _globals['_PRIVILEGEENTITY']._serialized_end=20091 + _globals['_GRANTORENTITY']._serialized_start=20093 + _globals['_GRANTORENTITY']._serialized_end=20212 + _globals['_GRANTPRIVILEGEENTITY']._serialized_start=20214 + _globals['_GRANTPRIVILEGEENTITY']._serialized_end=20290 + _globals['_GRANTENTITY']._serialized_start=20293 + _globals['_GRANTENTITY']._serialized_end=20495 + _globals['_SELECTGRANTREQUEST']._serialized_start=20498 + _globals['_SELECTGRANTREQUEST']._serialized_end=20632 + _globals['_SELECTGRANTRESPONSE']._serialized_start=20634 + _globals['_SELECTGRANTRESPONSE']._serialized_end=20752 + _globals['_OPERATEPRIVILEGEREQUEST']._serialized_start=20755 + _globals['_OPERATEPRIVILEGEREQUEST']._serialized_end=20951 + _globals['_USERINFO']._serialized_start=20953 + _globals['_USERINFO']._serialized_end=21043 + _globals['_RBACMETA']._serialized_start=21046 + _globals['_RBACMETA']._serialized_end=21200 + _globals['_BACKUPRBACMETAREQUEST']._serialized_start=21202 + _globals['_BACKUPRBACMETAREQUEST']._serialized_end=21289 + _globals['_BACKUPRBACMETARESPONSE']._serialized_start=21291 + _globals['_BACKUPRBACMETARESPONSE']._serialized_end=21410 + _globals['_RESTORERBACMETAREQUEST']._serialized_start=21413 + _globals['_RESTORERBACMETAREQUEST']._serialized_end=21551 + _globals['_GETLOADINGPROGRESSREQUEST']._serialized_start=21554 + _globals['_GETLOADINGPROGRESSREQUEST']._serialized_end=21701 + _globals['_GETLOADINGPROGRESSRESPONSE']._serialized_start=21703 + _globals['_GETLOADINGPROGRESSRESPONSE']._serialized_end=21820 + _globals['_GETLOADSTATEREQUEST']._serialized_start=21823 + _globals['_GETLOADSTATEREQUEST']._serialized_end=21964 + _globals['_GETLOADSTATERESPONSE']._serialized_start=21966 + _globals['_GETLOADSTATERESPONSE']._serialized_end=22080 + _globals['_MILVUSEXT']._serialized_start=22082 + _globals['_MILVUSEXT']._serialized_end=22110 + _globals['_GETVERSIONREQUEST']._serialized_start=22112 + _globals['_GETVERSIONREQUEST']._serialized_end=22131 + _globals['_GETVERSIONRESPONSE']._serialized_start=22133 + _globals['_GETVERSIONRESPONSE']._serialized_end=22215 + _globals['_CHECKHEALTHREQUEST']._serialized_start=22217 + _globals['_CHECKHEALTHREQUEST']._serialized_end=22237 + _globals['_CHECKHEALTHRESPONSE']._serialized_start=22240 + _globals['_CHECKHEALTHRESPONSE']._serialized_end=22397 + _globals['_CREATERESOURCEGROUPREQUEST']._serialized_start=22400 + _globals['_CREATERESOURCEGROUPREQUEST']._serialized_end=22570 + _globals['_UPDATERESOURCEGROUPSREQUEST']._serialized_start=22573 + _globals['_UPDATERESOURCEGROUPSREQUEST']._serialized_end=22854 + _globals['_UPDATERESOURCEGROUPSREQUEST_RESOURCEGROUPSENTRY']._serialized_start=22743 + _globals['_UPDATERESOURCEGROUPSREQUEST_RESOURCEGROUPSENTRY']._serialized_end=22834 + _globals['_DROPRESOURCEGROUPREQUEST']._serialized_start=22856 + _globals['_DROPRESOURCEGROUPREQUEST']._serialized_end=22970 + _globals['_TRANSFERNODEREQUEST']._serialized_start=22973 + _globals['_TRANSFERNODEREQUEST']._serialized_end=23138 + _globals['_TRANSFERREPLICAREQUEST']._serialized_start=23141 + _globals['_TRANSFERREPLICAREQUEST']._serialized_end=23354 + _globals['_LISTRESOURCEGROUPSREQUEST']._serialized_start=23356 + _globals['_LISTRESOURCEGROUPSREQUEST']._serialized_end=23447 + _globals['_LISTRESOURCEGROUPSRESPONSE']._serialized_start=23449 + _globals['_LISTRESOURCEGROUPSRESPONSE']._serialized_end=23547 + _globals['_DESCRIBERESOURCEGROUPREQUEST']._serialized_start=23549 + _globals['_DESCRIBERESOURCEGROUPREQUEST']._serialized_end=23667 + _globals['_DESCRIBERESOURCEGROUPRESPONSE']._serialized_start=23670 + _globals['_DESCRIBERESOURCEGROUPRESPONSE']._serialized_end=23806 + _globals['_RESOURCEGROUP']._serialized_start=23809 + _globals['_RESOURCEGROUP']._serialized_end=24407 + _globals['_RESOURCEGROUP_NUMLOADEDREPLICAENTRY']._serialized_start=24240 + _globals['_RESOURCEGROUP_NUMLOADEDREPLICAENTRY']._serialized_end=24295 + _globals['_RESOURCEGROUP_NUMOUTGOINGNODEENTRY']._serialized_start=24297 + _globals['_RESOURCEGROUP_NUMOUTGOINGNODEENTRY']._serialized_end=24351 + _globals['_RESOURCEGROUP_NUMINCOMINGNODEENTRY']._serialized_start=24353 + _globals['_RESOURCEGROUP_NUMINCOMINGNODEENTRY']._serialized_end=24407 + _globals['_RENAMECOLLECTIONREQUEST']._serialized_start=24410 + _globals['_RENAMECOLLECTIONREQUEST']._serialized_end=24569 + _globals['_GETINDEXSTATISTICSREQUEST']._serialized_start=24572 + _globals['_GETINDEXSTATISTICSREQUEST']._serialized_end=24733 + _globals['_GETINDEXSTATISTICSRESPONSE']._serialized_start=24736 + _globals['_GETINDEXSTATISTICSRESPONSE']._serialized_end=24876 + _globals['_CONNECTREQUEST']._serialized_start=24878 + _globals['_CONNECTREQUEST']._serialized_end=24992 + _globals['_CONNECTRESPONSE']._serialized_start=24995 + _globals['_CONNECTRESPONSE']._serialized_end=25131 + _globals['_ALLOCTIMESTAMPREQUEST']._serialized_start=25133 + _globals['_ALLOCTIMESTAMPREQUEST']._serialized_end=25200 + _globals['_ALLOCTIMESTAMPRESPONSE']._serialized_start=25202 + _globals['_ALLOCTIMESTAMPRESPONSE']._serialized_end=25290 + _globals['_CREATEDATABASEREQUEST']._serialized_start=25293 + _globals['_CREATEDATABASEREQUEST']._serialized_end=25452 + _globals['_DROPDATABASEREQUEST']._serialized_start=25454 + _globals['_DROPDATABASEREQUEST']._serialized_end=25556 + _globals['_LISTDATABASESREQUEST']._serialized_start=25558 + _globals['_LISTDATABASESREQUEST']._serialized_end=25624 + _globals['_LISTDATABASESRESPONSE']._serialized_start=25626 + _globals['_LISTDATABASESRESPONSE']._serialized_end=25739 + _globals['_ALTERDATABASEREQUEST']._serialized_start=25742 + _globals['_ALTERDATABASEREQUEST']._serialized_end=25915 + _globals['_DESCRIBEDATABASEREQUEST']._serialized_start=25917 + _globals['_DESCRIBEDATABASEREQUEST']._serialized_end=26023 + _globals['_DESCRIBEDATABASERESPONSE']._serialized_start=26026 + _globals['_DESCRIBEDATABASERESPONSE']._serialized_end=26210 + _globals['_REPLICATEMESSAGEREQUEST']._serialized_start=26213 + _globals['_REPLICATEMESSAGEREQUEST']._serialized_end=26458 + _globals['_REPLICATEMESSAGERESPONSE']._serialized_start=26460 + _globals['_REPLICATEMESSAGERESPONSE']._serialized_end=26549 + _globals['_IMPORTAUTHPLACEHOLDER']._serialized_start=26551 + _globals['_IMPORTAUTHPLACEHOLDER']._serialized_end=26649 + _globals['_GETIMPORTPROGRESSAUTHPLACEHOLDER']._serialized_start=26651 + _globals['_GETIMPORTPROGRESSAUTHPLACEHOLDER']._serialized_end=26711 + _globals['_LISTIMPORTSAUTHPLACEHOLDER']._serialized_start=26713 + _globals['_LISTIMPORTSAUTHPLACEHOLDER']._serialized_end=26792 + _globals['_MILVUSSERVICE']._serialized_start=27042 + _globals['_MILVUSSERVICE']._serialized_end=36000 + _globals['_PROXYSERVICE']._serialized_start=36002 + _globals['_PROXYSERVICE']._serialized_end=36119 # @@protoc_insertion_point(module_scope) diff --git a/pymilvus/grpc_gen/milvus_pb2.pyi b/pymilvus/grpc_gen/milvus_pb2.pyi index 2906d1a32..56c882e32 100644 --- a/pymilvus/grpc_gen/milvus_pb2.pyi +++ b/pymilvus/grpc_gen/milvus_pb2.pyi @@ -711,7 +711,14 @@ class MutationResult(_message.Message): def __init__(self, status: _Optional[_Union[_common_pb2.Status, _Mapping]] = ..., IDs: _Optional[_Union[_schema_pb2.IDs, _Mapping]] = ..., succ_index: _Optional[_Iterable[int]] = ..., err_index: _Optional[_Iterable[int]] = ..., acknowledged: bool = ..., insert_cnt: _Optional[int] = ..., delete_cnt: _Optional[int] = ..., upsert_cnt: _Optional[int] = ..., timestamp: _Optional[int] = ...) -> None: ... class DeleteRequest(_message.Message): - __slots__ = ("base", "db_name", "collection_name", "partition_name", "expr", "hash_keys", "consistency_level") + __slots__ = ("base", "db_name", "collection_name", "partition_name", "expr", "hash_keys", "consistency_level", "expr_template_values") + class ExprTemplateValuesEntry(_message.Message): + __slots__ = ("key", "value") + KEY_FIELD_NUMBER: _ClassVar[int] + VALUE_FIELD_NUMBER: _ClassVar[int] + key: str + value: _schema_pb2.TemplateValue + def __init__(self, key: _Optional[str] = ..., value: _Optional[_Union[_schema_pb2.TemplateValue, _Mapping]] = ...) -> None: ... BASE_FIELD_NUMBER: _ClassVar[int] DB_NAME_FIELD_NUMBER: _ClassVar[int] COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int] @@ -719,6 +726,7 @@ class DeleteRequest(_message.Message): EXPR_FIELD_NUMBER: _ClassVar[int] HASH_KEYS_FIELD_NUMBER: _ClassVar[int] CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] + EXPR_TEMPLATE_VALUES_FIELD_NUMBER: _ClassVar[int] base: _common_pb2.MsgBase db_name: str collection_name: str @@ -726,24 +734,41 @@ class DeleteRequest(_message.Message): expr: str hash_keys: _containers.RepeatedScalarFieldContainer[int] consistency_level: _common_pb2.ConsistencyLevel - def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., partition_name: _Optional[str] = ..., expr: _Optional[str] = ..., hash_keys: _Optional[_Iterable[int]] = ..., consistency_level: _Optional[_Union[_common_pb2.ConsistencyLevel, str]] = ...) -> None: ... + expr_template_values: _containers.MessageMap[str, _schema_pb2.TemplateValue] + def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., partition_name: _Optional[str] = ..., expr: _Optional[str] = ..., hash_keys: _Optional[_Iterable[int]] = ..., consistency_level: _Optional[_Union[_common_pb2.ConsistencyLevel, str]] = ..., expr_template_values: _Optional[_Mapping[str, _schema_pb2.TemplateValue]] = ...) -> None: ... class SubSearchRequest(_message.Message): - __slots__ = ("dsl", "placeholder_group", "dsl_type", "search_params", "nq") + __slots__ = ("dsl", "placeholder_group", "dsl_type", "search_params", "nq", "expr_template_values") + class ExprTemplateValuesEntry(_message.Message): + __slots__ = ("key", "value") + KEY_FIELD_NUMBER: _ClassVar[int] + VALUE_FIELD_NUMBER: _ClassVar[int] + key: str + value: _schema_pb2.TemplateValue + def __init__(self, key: _Optional[str] = ..., value: _Optional[_Union[_schema_pb2.TemplateValue, _Mapping]] = ...) -> None: ... DSL_FIELD_NUMBER: _ClassVar[int] PLACEHOLDER_GROUP_FIELD_NUMBER: _ClassVar[int] DSL_TYPE_FIELD_NUMBER: _ClassVar[int] SEARCH_PARAMS_FIELD_NUMBER: _ClassVar[int] NQ_FIELD_NUMBER: _ClassVar[int] + EXPR_TEMPLATE_VALUES_FIELD_NUMBER: _ClassVar[int] dsl: str placeholder_group: bytes dsl_type: _common_pb2.DslType search_params: _containers.RepeatedCompositeFieldContainer[_common_pb2.KeyValuePair] nq: int - def __init__(self, dsl: _Optional[str] = ..., placeholder_group: _Optional[bytes] = ..., dsl_type: _Optional[_Union[_common_pb2.DslType, str]] = ..., search_params: _Optional[_Iterable[_Union[_common_pb2.KeyValuePair, _Mapping]]] = ..., nq: _Optional[int] = ...) -> None: ... + expr_template_values: _containers.MessageMap[str, _schema_pb2.TemplateValue] + def __init__(self, dsl: _Optional[str] = ..., placeholder_group: _Optional[bytes] = ..., dsl_type: _Optional[_Union[_common_pb2.DslType, str]] = ..., search_params: _Optional[_Iterable[_Union[_common_pb2.KeyValuePair, _Mapping]]] = ..., nq: _Optional[int] = ..., expr_template_values: _Optional[_Mapping[str, _schema_pb2.TemplateValue]] = ...) -> None: ... class SearchRequest(_message.Message): - __slots__ = ("base", "db_name", "collection_name", "partition_names", "dsl", "placeholder_group", "dsl_type", "output_fields", "search_params", "travel_timestamp", "guarantee_timestamp", "nq", "not_return_all_meta", "consistency_level", "use_default_consistency", "search_by_primary_keys", "sub_reqs") + __slots__ = ("base", "db_name", "collection_name", "partition_names", "dsl", "placeholder_group", "dsl_type", "output_fields", "search_params", "travel_timestamp", "guarantee_timestamp", "nq", "not_return_all_meta", "consistency_level", "use_default_consistency", "search_by_primary_keys", "sub_reqs", "expr_template_values") + class ExprTemplateValuesEntry(_message.Message): + __slots__ = ("key", "value") + KEY_FIELD_NUMBER: _ClassVar[int] + VALUE_FIELD_NUMBER: _ClassVar[int] + key: str + value: _schema_pb2.TemplateValue + def __init__(self, key: _Optional[str] = ..., value: _Optional[_Union[_schema_pb2.TemplateValue, _Mapping]] = ...) -> None: ... BASE_FIELD_NUMBER: _ClassVar[int] DB_NAME_FIELD_NUMBER: _ClassVar[int] COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int] @@ -761,6 +786,7 @@ class SearchRequest(_message.Message): USE_DEFAULT_CONSISTENCY_FIELD_NUMBER: _ClassVar[int] SEARCH_BY_PRIMARY_KEYS_FIELD_NUMBER: _ClassVar[int] SUB_REQS_FIELD_NUMBER: _ClassVar[int] + EXPR_TEMPLATE_VALUES_FIELD_NUMBER: _ClassVar[int] base: _common_pb2.MsgBase db_name: str collection_name: str @@ -778,7 +804,8 @@ class SearchRequest(_message.Message): use_default_consistency: bool search_by_primary_keys: bool sub_reqs: _containers.RepeatedCompositeFieldContainer[SubSearchRequest] - def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., partition_names: _Optional[_Iterable[str]] = ..., dsl: _Optional[str] = ..., placeholder_group: _Optional[bytes] = ..., dsl_type: _Optional[_Union[_common_pb2.DslType, str]] = ..., output_fields: _Optional[_Iterable[str]] = ..., search_params: _Optional[_Iterable[_Union[_common_pb2.KeyValuePair, _Mapping]]] = ..., travel_timestamp: _Optional[int] = ..., guarantee_timestamp: _Optional[int] = ..., nq: _Optional[int] = ..., not_return_all_meta: bool = ..., consistency_level: _Optional[_Union[_common_pb2.ConsistencyLevel, str]] = ..., use_default_consistency: bool = ..., search_by_primary_keys: bool = ..., sub_reqs: _Optional[_Iterable[_Union[SubSearchRequest, _Mapping]]] = ...) -> None: ... + expr_template_values: _containers.MessageMap[str, _schema_pb2.TemplateValue] + def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., partition_names: _Optional[_Iterable[str]] = ..., dsl: _Optional[str] = ..., placeholder_group: _Optional[bytes] = ..., dsl_type: _Optional[_Union[_common_pb2.DslType, str]] = ..., output_fields: _Optional[_Iterable[str]] = ..., search_params: _Optional[_Iterable[_Union[_common_pb2.KeyValuePair, _Mapping]]] = ..., travel_timestamp: _Optional[int] = ..., guarantee_timestamp: _Optional[int] = ..., nq: _Optional[int] = ..., not_return_all_meta: bool = ..., consistency_level: _Optional[_Union[_common_pb2.ConsistencyLevel, str]] = ..., use_default_consistency: bool = ..., search_by_primary_keys: bool = ..., sub_reqs: _Optional[_Iterable[_Union[SubSearchRequest, _Mapping]]] = ..., expr_template_values: _Optional[_Mapping[str, _schema_pb2.TemplateValue]] = ...) -> None: ... class Hits(_message.Message): __slots__ = ("IDs", "row_data", "scores") @@ -894,7 +921,14 @@ class FlushResponse(_message.Message): def __init__(self, status: _Optional[_Union[_common_pb2.Status, _Mapping]] = ..., db_name: _Optional[str] = ..., coll_segIDs: _Optional[_Mapping[str, _schema_pb2.LongArray]] = ..., flush_coll_segIDs: _Optional[_Mapping[str, _schema_pb2.LongArray]] = ..., coll_seal_times: _Optional[_Mapping[str, int]] = ..., coll_flush_ts: _Optional[_Mapping[str, int]] = ..., channel_cps: _Optional[_Mapping[str, _msg_pb2.MsgPosition]] = ...) -> None: ... class QueryRequest(_message.Message): - __slots__ = ("base", "db_name", "collection_name", "expr", "output_fields", "partition_names", "travel_timestamp", "guarantee_timestamp", "query_params", "not_return_all_meta", "consistency_level", "use_default_consistency") + __slots__ = ("base", "db_name", "collection_name", "expr", "output_fields", "partition_names", "travel_timestamp", "guarantee_timestamp", "query_params", "not_return_all_meta", "consistency_level", "use_default_consistency", "expr_template_values") + class ExprTemplateValuesEntry(_message.Message): + __slots__ = ("key", "value") + KEY_FIELD_NUMBER: _ClassVar[int] + VALUE_FIELD_NUMBER: _ClassVar[int] + key: str + value: _schema_pb2.TemplateValue + def __init__(self, key: _Optional[str] = ..., value: _Optional[_Union[_schema_pb2.TemplateValue, _Mapping]] = ...) -> None: ... BASE_FIELD_NUMBER: _ClassVar[int] DB_NAME_FIELD_NUMBER: _ClassVar[int] COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int] @@ -907,6 +941,7 @@ class QueryRequest(_message.Message): NOT_RETURN_ALL_META_FIELD_NUMBER: _ClassVar[int] CONSISTENCY_LEVEL_FIELD_NUMBER: _ClassVar[int] USE_DEFAULT_CONSISTENCY_FIELD_NUMBER: _ClassVar[int] + EXPR_TEMPLATE_VALUES_FIELD_NUMBER: _ClassVar[int] base: _common_pb2.MsgBase db_name: str collection_name: str @@ -919,7 +954,8 @@ class QueryRequest(_message.Message): not_return_all_meta: bool consistency_level: _common_pb2.ConsistencyLevel use_default_consistency: bool - def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., expr: _Optional[str] = ..., output_fields: _Optional[_Iterable[str]] = ..., partition_names: _Optional[_Iterable[str]] = ..., travel_timestamp: _Optional[int] = ..., guarantee_timestamp: _Optional[int] = ..., query_params: _Optional[_Iterable[_Union[_common_pb2.KeyValuePair, _Mapping]]] = ..., not_return_all_meta: bool = ..., consistency_level: _Optional[_Union[_common_pb2.ConsistencyLevel, str]] = ..., use_default_consistency: bool = ...) -> None: ... + expr_template_values: _containers.MessageMap[str, _schema_pb2.TemplateValue] + def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., expr: _Optional[str] = ..., output_fields: _Optional[_Iterable[str]] = ..., partition_names: _Optional[_Iterable[str]] = ..., travel_timestamp: _Optional[int] = ..., guarantee_timestamp: _Optional[int] = ..., query_params: _Optional[_Iterable[_Union[_common_pb2.KeyValuePair, _Mapping]]] = ..., not_return_all_meta: bool = ..., consistency_level: _Optional[_Union[_common_pb2.ConsistencyLevel, str]] = ..., use_default_consistency: bool = ..., expr_template_values: _Optional[_Mapping[str, _schema_pb2.TemplateValue]] = ...) -> None: ... class QueryResults(_message.Message): __slots__ = ("status", "fields_data", "collection_name", "output_fields", "session_ts") diff --git a/pymilvus/grpc_gen/schema_pb2.py b/pymilvus/grpc_gen/schema_pb2.py index 9910b4d1e..8d3908cf7 100644 --- a/pymilvus/grpc_gen/schema_pb2.py +++ b/pymilvus/grpc_gen/schema_pb2.py @@ -16,7 +16,7 @@ from google.protobuf import descriptor_pb2 as google_dot_protobuf_dot_descriptor__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0cschema.proto\x12\x13milvus.proto.schema\x1a\x0c\x63ommon.proto\x1a google/protobuf/descriptor.proto\"\xa0\x04\n\x0b\x46ieldSchema\x12\x0f\n\x07\x66ieldID\x18\x01 \x01(\x03\x12\x0c\n\x04name\x18\x02 \x01(\t\x12\x16\n\x0eis_primary_key\x18\x03 \x01(\x08\x12\x13\n\x0b\x64\x65scription\x18\x04 \x01(\t\x12\x30\n\tdata_type\x18\x05 \x01(\x0e\x32\x1d.milvus.proto.schema.DataType\x12\x36\n\x0btype_params\x18\x06 \x03(\x0b\x32!.milvus.proto.common.KeyValuePair\x12\x37\n\x0cindex_params\x18\x07 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_globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -26,12 +26,12 @@ _globals['DESCRIPTOR']._serialized_options = b'\n\016io.milvus.grpcB\013SchemaProtoP\001Z4github.com/milvus-io/milvus-proto/go-api/v2/schemapb\240\001\001\252\002\022Milvus.Client.Grpc' _globals['_COLLECTIONSCHEMA'].fields_by_name['autoID']._options = None _globals['_COLLECTIONSCHEMA'].fields_by_name['autoID']._serialized_options = b'\030\001' - _globals['_DATATYPE']._serialized_start=3473 - _globals['_DATATYPE']._serialized_end=3712 - _globals['_FUNCTIONTYPE']._serialized_start=3714 - _globals['_FUNCTIONTYPE']._serialized_end=3751 - _globals['_FIELDSTATE']._serialized_start=3753 - _globals['_FIELDSTATE']._serialized_end=3839 + _globals['_DATATYPE']._serialized_start=3835 + _globals['_DATATYPE']._serialized_end=4074 + _globals['_FUNCTIONTYPE']._serialized_start=4076 + _globals['_FUNCTIONTYPE']._serialized_end=4134 + _globals['_FIELDSTATE']._serialized_start=4136 + _globals['_FIELDSTATE']._serialized_end=4222 _globals['_FIELDSCHEMA']._serialized_start=86 _globals['_FIELDSCHEMA']._serialized_end=630 _globals['_FUNCTIONSCHEMA']._serialized_start=633 @@ -76,4 +76,8 @@ _globals['_SCALARCLUSTERINGINFO']._serialized_end=3299 _globals['_CLUSTERINGINFO']._serialized_start=3302 _globals['_CLUSTERINGINFO']._serialized_end=3470 + _globals['_TEMPLATEVALUE']._serialized_start=3473 + _globals['_TEMPLATEVALUE']._serialized_end=3686 + _globals['_TEMPLATEARRAYVALUE']._serialized_start=3689 + _globals['_TEMPLATEARRAYVALUE']._serialized_end=3832 # @@protoc_insertion_point(module_scope) diff --git a/pymilvus/grpc_gen/schema_pb2.pyi b/pymilvus/grpc_gen/schema_pb2.pyi index 7107b2ca3..81bddc30d 100644 --- a/pymilvus/grpc_gen/schema_pb2.pyi +++ b/pymilvus/grpc_gen/schema_pb2.pyi @@ -32,6 +32,7 @@ class FunctionType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper): __slots__ = () Unknown: _ClassVar[FunctionType] BM25: _ClassVar[FunctionType] + OpenAIEmbedding: _ClassVar[FunctionType] class FieldState(int, metaclass=_enum_type_wrapper.EnumTypeWrapper): __slots__ = () @@ -58,6 +59,7 @@ BFloat16Vector: DataType SparseFloatVector: DataType Unknown: FunctionType BM25: FunctionType +OpenAIEmbedding: FunctionType FieldCreated: FieldState FieldCreating: FieldState FieldDropping: FieldState @@ -330,3 +332,29 @@ class ClusteringInfo(_message.Message): vector_clustering_infos: _containers.RepeatedCompositeFieldContainer[VectorClusteringInfo] scalar_clustering_infos: _containers.RepeatedCompositeFieldContainer[ScalarClusteringInfo] def __init__(self, vector_clustering_infos: _Optional[_Iterable[_Union[VectorClusteringInfo, _Mapping]]] = ..., scalar_clustering_infos: _Optional[_Iterable[_Union[ScalarClusteringInfo, _Mapping]]] = ...) -> None: ... + +class TemplateValue(_message.Message): + __slots__ = ("type", "bool_val", "int64_val", "float_val", "string_val", "array_val") + TYPE_FIELD_NUMBER: _ClassVar[int] + BOOL_VAL_FIELD_NUMBER: _ClassVar[int] + INT64_VAL_FIELD_NUMBER: _ClassVar[int] + FLOAT_VAL_FIELD_NUMBER: _ClassVar[int] + STRING_VAL_FIELD_NUMBER: _ClassVar[int] + ARRAY_VAL_FIELD_NUMBER: _ClassVar[int] + type: DataType + bool_val: bool + int64_val: int + float_val: float + string_val: str + array_val: TemplateArrayValue + def __init__(self, type: _Optional[_Union[DataType, str]] = ..., bool_val: bool = ..., int64_val: _Optional[int] = ..., float_val: _Optional[float] = ..., string_val: _Optional[str] = ..., array_val: _Optional[_Union[TemplateArrayValue, _Mapping]] = ...) -> None: ... + +class TemplateArrayValue(_message.Message): + __slots__ = ("array", "same_type", "element_type") + ARRAY_FIELD_NUMBER: _ClassVar[int] + SAME_TYPE_FIELD_NUMBER: _ClassVar[int] + ELEMENT_TYPE_FIELD_NUMBER: _ClassVar[int] + array: _containers.RepeatedCompositeFieldContainer[TemplateValue] + same_type: bool + element_type: DataType + def __init__(self, array: _Optional[_Iterable[_Union[TemplateValue, _Mapping]]] = ..., same_type: bool = ..., element_type: _Optional[_Union[DataType, str]] = ...) -> None: ... diff --git a/pymilvus/orm/types.py b/pymilvus/orm/types.py index eebbb50bc..5c6a375d1 100644 --- a/pymilvus/orm/types.py +++ b/pymilvus/orm/types.py @@ -73,6 +73,8 @@ def is_numeric_datatype(data_type: DataType): # pylint: disable=too-many-return-statements def infer_dtype_by_scalar_data(data: Any): + if isinstance(data, list): + return DataType.ARRAY if isinstance(data, float): return DataType.DOUBLE if isinstance(data, bool):