diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md deleted file mode 100644 index 7c2666657..000000000 --- a/.github/ISSUE_TEMPLATE/bug_report.md +++ /dev/null @@ -1,30 +0,0 @@ ---- -name: "\U0001F41B Bug report" -about: Create a report to help us improve pymilvus -title: '[BUG]' -labels: '' -assignees: '' - ---- - -**Describe the bug** -A clear and concise description of what the bug is. - -**Steps/Code to reproduce behavior** -Follow this [guide](http://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) to craft a minimal bug report. This helps us reproduce the issue you're having and resolve the issue more quickly. - -**Expected behavior** -A clear and concise description of what you expected to happen. - -**Environment details** - -- Hardware/Softward conditions (OS, CPU, GPU, Memory) -- Method of installation (Docker, or from source) -- Milvus version (v0.3.1, or v0.4.0) -- Milvus configuration (Settings you made in `server_config.yaml`) - -**Screenshots** -If applicable, add screenshots to help explain your problem. - -**Additional context** -Add any other context about the problem here. diff --git a/.github/ISSUE_TEMPLATE/bug_report.yaml b/.github/ISSUE_TEMPLATE/bug_report.yaml new file mode 100644 index 000000000..20a492b28 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.yaml @@ -0,0 +1,61 @@ +name: 🐞 Bug report +description: Create a report to help us improve pymilvus +title: "[Bug]: " +body: +- type: markdown + attributes: + value: | + Thanks for taking the time to fill out this bug report! +- type: checkboxes + attributes: + label: Is there an existing issue for this? + description: Please search to see if an issue already exists for the bug you encountered. + options: + - label: I have searched the existing issues + required: true +- type: textarea + attributes: + label: Describe the bug + description: A clear and concise description of what the bug is. + placeholder: | + When I do , happens and I see the error message attached below: + ```...``` + validations: + required: false +- type: textarea + attributes: + label: Expected Behavior + description: A clear and concise description of what you expected to happen. + placeholder: When I do , should happen instead. + validations: + required: false +- type: textarea + attributes: + label: Steps/Code To Reproduce behavior + description: | + Follow this [guide](http://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) to craft a minimal bug report. + This helps us reproduce the issue you're having and resolve the issue more quickly. + render: markdown + validations: + required: false +- type: textarea + attributes: + label: Environment details + description: | + Enter the Environment Details: + value: | + - Hardware/Softward conditions (OS, CPU, GPU, Memory): + - Method of installation (Docker, or from source): + - Milvus version (v0.3.1, or v0.4.0): + - Milvus configuration (Settings you made in `server_config.yaml`): + render: markdown + validations: + required: false +- type: textarea + attributes: + label: Anything else? + description: | + If applicable, add screenshots to help explain your problem. + Links? References? Anything that will give us more context about the issue you are encountering! + validations: + required: false \ No newline at end of file diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml new file mode 100644 index 000000000..ec4bb386b --- /dev/null +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -0,0 +1 @@ +blank_issues_enabled: false \ No newline at end of file diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md deleted file mode 100644 index 743048076..000000000 --- a/.github/ISSUE_TEMPLATE/feature_request.md +++ /dev/null @@ -1,20 +0,0 @@ ---- -name: "\U0001F680 Feature request" -about: Suggest an idea for pymilvus -title: '[FEATURE]' -labels: '' -assignees: '' - ---- - -**Is your feature request related to a problem? Please describe.** -A clear and concise description of what the problem is. E.g. I wish I could use Milvus to do [...] - -**Describe the solution you'd like** -A clear and concise description of what you want to happen. - -**Describe alternatives you've considered** -A clear and concise description of any alternative solutions or features you've considered. - -**Additional context** -Add any other context, code examples, or references to existing implementations about the feature request here. diff --git a/.github/ISSUE_TEMPLATE/feature_request.yaml b/.github/ISSUE_TEMPLATE/feature_request.yaml new file mode 100644 index 000000000..0893549d4 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.yaml @@ -0,0 +1,40 @@ +name: 🚀 Feature request +description: Suggest an idea for pymilvus +title: "[FEATURE]: " +body: +- type: markdown + attributes: + value: | + Thanks for taking the time to request a feature for pymilvus! +- type: checkboxes + attributes: + label: Is there an existing issue for this? + description: Please search to see if an issue related to this feature request already exists. + options: + - label: I have searched the existing issues + required: true +- type: textarea + attributes: + label: Is your feature request related to a problem? Please describe. + description: A clear and concise description of what the problem is. + placeholder: I wish I could use Milvus to do [...] + validations: + required: false +- type: textarea + attributes: + label: Describe the solution you'd like + description: A clear and concise description of what you want to happen. + validations: + required: false +- type: textarea + attributes: + label: Describe alternatives you've considered + description: A clear and concise description of any alternative solutions or features you've considered. + validations: + required: false +- type: textarea + attributes: + label: Anything else? + description: Add any other context, code examples, or references to existing implementations about the feature request here. + validations: + required: false \ No newline at end of file diff --git a/.github/ISSUE_TEMPLATE/general-question.md b/.github/ISSUE_TEMPLATE/general-question.md deleted file mode 100644 index ad68ee225..000000000 --- a/.github/ISSUE_TEMPLATE/general-question.md +++ /dev/null @@ -1,10 +0,0 @@ ---- -name: "\U0001F914 General question" -about: Ask a general question about pymilvus -title: '[QUESTION]' -labels: '' -assignees: '' - ---- - -**What is your question?** diff --git a/.github/ISSUE_TEMPLATE/general-question.yaml b/.github/ISSUE_TEMPLATE/general-question.yaml new file mode 100644 index 000000000..82989736e --- /dev/null +++ b/.github/ISSUE_TEMPLATE/general-question.yaml @@ -0,0 +1,22 @@ +name: 🤔 General question +description: Ask a general question about pymilvus +title: "[QUESTION]: " +body: +- type: checkboxes + attributes: + label: Is there an existing issue for this? + description: Please search to see if an issue related to this already exists. + options: + - label: I have searched the existing issues + required: true +- type: textarea + attributes: + label: What is your question? + validations: + required: false +- type: textarea + attributes: + label: Anything else? + description: Add any other context, code examples, or references about the question? + validations: + required: false \ No newline at end of file diff --git a/docs/draft/collection.md b/docs/draft/collection.md deleted file mode 100644 index b98253e7a..000000000 --- a/docs/draft/collection.md +++ /dev/null @@ -1,62 +0,0 @@ -#### pymilvus.Collection - ---- - - - -##### Accessing and constructing collection - -| Methods | Descriptions | 参数 | 返回值 | -| -------------------------------------------------- | :------------------------------------------- | ------------------------------------------------------------ | -------------- | -| Collection(name, data=None, schema=None, **kwargs) | 创建Collection，如果不存在同名的，则新建一个 | name 类型 string
data 类型是 pandas.DataFrame
schema 类型 是CollectionSchema
kwargs 可传入参数是 primary_key = field_name | Collection对象 | -| | | | | - - - -##### Manipulating and querying collection meta - -| Properties | Descriptions | 参数 | 返回值 | -| ----------------------- | ----------------------------- | ---- | ----------------------- | -| Collection.schema | Return the collection schema. | / | CollectionSchema 对象 | -| Collection.description | 返回自定义描述 | / | 类型 string，自定义描述 | -| Collection.name | 返回collection名字 | / | 类型 string, 名字 | -| Collection.is_empty | 是否为空 | / | 类型 boolean | -| Collection.num_entities | 返回行数 | / | 类型int | - - - -##### Manipulating, loading, and querying collection - -| Methods | Descriptions | 参数 | 返回值 | -| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| Collection.drop(**kwargs) | Drop the collection, as well as its indexes. | kwargs reversed.目前为空 | None 或 Raise Exception | -| Collection.load(field_names=None, index_names=None, partition_names=None, **kwargs) | Load the collection from disk to memory. | field_names 类型是 list(string)
index_names 类型是 list(string)
partitions_names 类型是 list(string)
kwargs reversed.目前为空 | None或者Raise Exception | -| Collection.release(**kwargs) | Release the collection from memory. | kwargs reversed.目前为空 | None或者Raise Exception | -| Collection.insert(data, partition_name="", **kwargs) | Insert data into the collection, or into one of its partitions. | data 类型是 list-like(list, tuple) 对象或者pandas.DataFrame，data的维度需要和列的数目对齐
partition_name 类型是 string
kwargs可以是 _async=False, _callback | ids 类型是 list(int) or list(string)
或者 MutationFuture 或者Raise Exception | -| Collection.search(data, anns_field, params, limit, expr="", partition_names=None, output_fields=None, **kwargs) | Vector similarity search with an optional boolean expression as filters. | data是 list-like(list, tuple) 或者 pd.Series
anns_field 类型是 string, 表示在哪个列上进行向量的近似查询
params 类型是 dict
limit 类型是 int
expr 类型是string
partitions_names类型是 list(string)
output_fields类型是list(string)
kwargs 可以是 async=False | SearchResultFuture或者 SearchResult 或者Raise Exception | -| Collection.query(expr="", output_fields=None, partition_names=None) | Query with a set of criteria, and results in a list of records that match the query exactly. | expr 类型是string
output_fields 类型是 list(string), 表示要返回哪些列的原始数据
partitions_names类型是 list(string) | dict 或者Raise Exception | - - - -##### Accessing and constructing partition - -| Methods | Descriptions | 参数 | 返回值 | -| ---------------------------------------------------------- | ----------------------------------------------------- | -------------------------- | -------------------------------- | -| Collection.partitions | Return all partitions of the collection. | / | list(Partition对象) | -| Collection.partition(partition_name) | Return the partition corresponding to name. | partition_name类型是string | None或者Partition对象 | -| Collection.create_partition(partition_name, desription="") | Create a new one if not existed. | | Partition对象或者Raise Exception | -| Collection.has_partition(partition_name) | Checks if a specified partition exists. | partition_name类型是string | boolean | -| Collection.drop_partition(partition_name, **kwargs) | Drop the partition and its corresponding index files. | partition_name类型是string | None或者Raise Exception | - - - -##### Accessing and constructing index - -| Methods | Descriptions | 参数 | 返回值 | -| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ----------------------------- | -| Collection.indexes | Return all indexes of the collection. | / | list(Index对象) | -| Collection.index(index_name) | Return the index corresponding to name. | index_name类型是 string | None或者Index对象 | -| Collection.has_index(index_name) | Checks whether a specified index exists. | index_name类型是 string | bool | -| Collection.create_index(field_name, index_name, index_params, **kwargs) | Create index on a specified column according to the index parameters. Return Index Object. | field_name类型是string
index_params类型是dict
index_name类型是 string | Index对象或者 Raise Exception | -| Collection.drop_index(index_name, **kwargs) | Drop index and its corresponding index files. | index_name类型是string | None或者Raise Exception | - diff --git a/docs/draft/connections.md b/docs/draft/connections.md deleted file mode 100644 index fd9bc2d04..000000000 --- a/docs/draft/connections.md +++ /dev/null @@ -1,7 +0,0 @@ -| Methods | Descriptions | 参数 | 返回值 | -| ---------------------------------------------- | :------------------------------- | ------------------------------------------------------------ | ----------------------- | -| Connections.configure(**kwargs) | Configure connections. | milvus 客户端连接相关配置，包括 ip，port 等； | None或Raise Exception | -| Connections.add_connection(alias, conn) | Add a connection using alias. | alias：待添加的 milvus 客户端连接 conn 的别名，conn：milvus 客户端连接； | None 或 Raise Exception | -| Connections.remove_connection(alias) | Remove a connection by alias. | alias：待删除的 milvus 客户端连接别名； | None 或 Raise Exception | -| Connections.create_connection(alias, **kwargs) | Create a connection named alias. | alias：待创建的 milvus 客户端连接别名，kwargs：客户端连接配置，包括 ip，port 等； | None 或 Raise Exception | -| Connections.get_connection(alias) | Get a connection by alias. | alias：待使用的 milvus 客户端连接别名； | milvus 客户端连接 | diff --git a/docs/draft/index.md b/docs/draft/index.md deleted file mode 100644 index 3d6c91c98..000000000 --- a/docs/draft/index.md +++ /dev/null @@ -1,19 +0,0 @@ -#### pymilvus.Index - ---- - -##### Accessing and constructing Index - -| Methods | Descriptions | 参数 | 返回值 | -| ---------------------------------------------------- | ------------------------------------------------------------ | ------------------------------------------------------------ | ---------------------------- | -| Index(collection, field_name, index_params, name="") | Create index on a specified column according to the index parameters. | collection类型是 Collection
name 类型是 string
field_name 类型是 string
index_params 类型是 dict | Index 对象或者 Raise Exception | -| Index.name | Return the index name. | / | string | -| Index.params | Return the index params. | / | dict (克隆) | -| Index.collection_name | Return corresponding collection name. | / | string | -| Index.field_name | Return corresponding column name. | / | string | - -##### Manipulating - -| Methods | Descriptions | 参数 | 返回值 | -| ------------ | --------------------------------------------- | ---- | ----------------------- | -| Index.drop() | Drop index and its corresponding index files. | / | None 或者 Raise Exception | diff --git a/docs/draft/partition.md b/docs/draft/partition.md deleted file mode 100644 index 5aa033229..000000000 --- a/docs/draft/partition.md +++ /dev/null @@ -1,26 +0,0 @@ -#### pymilvus.Partition - ---- - -##### Manipulating and querying partition meta - -| Methods | Descriptions | 参数 | 返回值 | -| ------------------------------------------- | -------------------------------------- | ---- | ------- | -| Partition(collection, name, description="") | collection类型是 Collection
| | | -| Partition.description | Return the description text. | / | string | -| Partition.name | Return the partition name. | / | string | -| Partition.is_empty | Return whether the partition is empty. | / | boolean | -| Partition.num_entities | Return the number of entities. | / | int | - -##### Manipulating, loading, and querying partition - -| Methods | Descriptions | 参数 | 返回值 | -| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------- | -| Partition.drop(**kwargs) | Drop the partition, as well as its corresponding index files. | kwargs reversed.目前为空 | None或者Raise Exception | -| Partition.load(field_names=None, index_names=None, **kwargs) | Load the partition from disk to memory. | field_names 类型是list(string)
index_names类型是list(string)
kwargs reversed.目前为空 | None或者Raise Exception | -| Partition.release(**kwargs) | Release the partition from memory. | kwargs reversed.目前为空 | None或者Raise Exception | -| Partition.insert(data, **kwargs) | Insert data into partition. | data 类型是list-like(list, tuple, numpy.ndarray) 对象或者pandas.DataFrame，data的维度需要和列的数目对齐
kwargs可以是 sync=False | None或者InsertFuture或者Raise Exception | -| Partition.search(data, anns_field, params, limit, expr=None, output_fields=None, **kwargs) | Vector similarity search with an optional boolean expression as filters. | data是 list-like(list, tuple),或者pd.Series
anns_field 类型是 string, 表示在哪个列上进行向量的近似查询
params 类型是 dict

limit 类型是 int
expr 类型是string
output_fields类型是list(string)
kwargs 可以是 async=False | SearchResultFuture或者 SearchResult 或者Raise Exception | -| Partition.query(expr="", output_fields=None) | Query with a set of criteria, and results in a list of records that match the query exactly. | expr 类型是string
output_fields 类型是 list(string), 表示要返回哪些列的原始数据 | dict 或者Raise Exception | - - diff --git a/docs/draft/schema.md b/docs/draft/schema.md deleted file mode 100644 index 401e62797..000000000 --- a/docs/draft/schema.md +++ /dev/null @@ -1,58 +0,0 @@ -### CollectionSchema - -| Methods | Descriptions | 参数描述 | 返回值 | -| -------------------- | -------------------------------------- | -------------------- | -------------------- | -| CollectionSchema(fields, description="", **kwargs) | 构造一个CollectionSchema对象 | 参数fields是一个 list-like的对象，每个元素是FieldSchema对象
description 类型 string 自定义描述 | CollectionSchema对象或者Raise Exception | -| CollectionSchema.fields | 返回所有的列 | / | list，每个元素是一个 FieldSchema 对象 | -| CollectionSchema.description | 返回自定义描述 | / | string 自定义描述 | -| CollectionSchema.primary_field | 返回主键列的FieldSchema | / | None 或 FieldSchema 对象 | -| CollectionSchema.auto_id | 是否自动生成主键 | / | bool | -| | | | | - - - -### FieldSchema - - - -| Methods | Descriptions | 参数描述 | 返回值 | -| --------------------------------------------------- | ----------------------- | ------------------------------------------------------------ | ------------------------------------------ | -| FieldSchema(name, dtype, description="", **kwargs) | 构造一个FieldScheam对象 | name 参数类型是string
dtype参数类型是 名为 DataType 的 python enum
description 类型是 string，自定义描述 | FieldScheam对象或者Raise Exception | -| | | | | -| FieldSchema.name | 列名 | / | string | -| FieldSchema.dtype | 返回数据类型 | / | DataType | -| FieldSchema.description | 返回自定义描述 | / | string, 自定义描述 | -| FieldSchema.xxx | 其他属性 | / | None 或者确定的值
比如ndim, str_len等 | - - - -#### DataType - - -| DataType Enum | -| ----------------------- | -| DataType.BOOL | -| DataType.INT8 | -| DataType.INT16 | -| DataType.INT32 | -| DataType.INT64 | -| DataType.FLOAT | -| DataType.DOUBLE | -| DataType.BINARY_VECTOR | -| DataType.FLOAT_VECTOR | - - - -### 例子 - -```python -fields = [ - FieldSchema("A", DataType.INT32, True), - FieldSchema("B", DataType.INT64), - FieldSchema("C", DataType.FLOAT), - FieldSchema("Vec", DataType.FLOAT_VECTOR)] - -schema = Schema(fields, description = "This is a test collection.") - -assert len(schema.fields()) == len(fields) -``` diff --git a/docs/draft/search.md b/docs/draft/search.md deleted file mode 100644 index ff9cb591f..000000000 --- a/docs/draft/search.md +++ /dev/null @@ -1,29 +0,0 @@ - -| Methods | Descriptions | 参数 | 返回值 | -| --------------------------- | ------------------------------------------------------------ | ------------------------ | ----------------------- | -| SearchResult(grpc_response) | Construct a Search Result from response. | 内部构造函数，用户用不到 | SearchResult对象 | -| SearchResult.__iter__() | Iterate the Search Result. Every iteration returns a `Hits` coresponding to a query. | / | python generator | -| SearchResult[n] | Return the `Hits` coresponding to the nth query. | int | Hits对象 | -| SearchResult.__len__() | Return the number of query of Search Result. | / | int | -| SearchResult.done() | 同步等待结果，幂等操作 | / | None或者Raise Exception | - - -| Methods | Descriptions | 参数 | 返回值 | -| ---------------- | ------------------------------------------------------------ | -------------- | --------------------------------- | -| Hits(raw_data) | Construct a Hits object from response. | | Hits对象 | -| Hits.__iter__() | Iterate the `Hits` object. Every iteration returns a `Hit` which represent a record coresponding to the query. | | python迭代器，每次迭代返回Hit对象 | -| Hits[k] | Return the kth `Hit` coresponding to the query. | 参数k 类型 int | Hit对象 | -| Hits.__len__() | Return the number of hit record. | / | int | -| Hits.ids | Return the ids of all hit record. | / | list(int)或者list(string) | -| Hits.distances | Return the distances of all hit record. | / | list(float) | - - -| Methods | Descriptions | 参数 | 返回值 | -| -------------- | ------------------------------------------------------------ | ---- | ----------- | -| Hit(raw_data) | Construct a Hit object from response. A hit represent a record coresponding to the query. | | Hit对象 | -| Hit.id | Return the id of the hit record. | / | int /string | -| Hit.distance | Return the distance between the hit record and the query. | / | float | -| Hit.score | Return the calculated score of the hit record, now the score is equal to distance. | / | float | - - - diff --git a/docs/draft/utility.md b/docs/draft/utility.md deleted file mode 100644 index caa864c51..000000000 --- a/docs/draft/utility.md +++ /dev/null @@ -1,18 +0,0 @@ -#### pymilvus.utility - ---- - - - -##### Checking job states - -| Methods | Description | 参数 | 返回值 | -| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| utility.loading_progress(collection_name, partition_names=[], using="default") | Show # loaded entities vs. # total entities | collection_name 类型是string
partition_names 类型是 list | dict{
num_loaded_entities: int,
num_total_entities:int} | -| utility.wait_for_loading_complete(collection_name, partition_names=[], timeout=None,using="default") | Block until loading is done or Raise Exception after timeout. | collection_name 类型是 string
partition_names 类型是 list | None或Raise Exception | -| utility.index_building_progress(collection_name, index_name="",using="default") | Show # indexed entities vs. # total entities | collection_name 类型是 string
index_name 类型是 string | dict{
num_indexed_entities: int,
num_total_entities:int} | -| utility.wait_for_index_building_complete(collection_name, index_name, timeout = None,using="default") | Block until building is done or Raise Exception after timeout. | collection_name 类型是string
partition_name 类型是 string
timeout 类型是 int (秒) | None或Raise Exception | -| utility.has_collection(collection_name,using="default") | Checks whether a specified collection exists. | collection_name 类型是string | boolean | -| utility.has_partition(collecton_name, partition_name,using="default") | Checks if a specified partition exists in a collection. | collection_name 类型是string
partition_name 类型是 string | boolean | -| utility.list_collections(timeout=None, using="default") | Returns a list of all collection names | | list(string) | - diff --git a/docs/source/api/utility.rst b/docs/source/api/utility.rst index 9adcf452f..7a648e793 100644 --- a/docs/source/api/utility.rst +++ b/docs/source/api/utility.rst @@ -28,6 +28,8 @@ Methods +--------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------+ | `calc_distance(vectors_left, vectors_right, params, [timeout, using]) <#pymilvus.utility.calc_distance>`_ | Calculate distance between two vector arrays. | +--------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------+ +| `get_query_segment_info([timeout, using]) <#pymilvus.utility.get_query_segment_info>`_ | Get segments information from query nodes. | ++--------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------+ APIs References --------------- @@ -36,4 +38,4 @@ APIs References :member-order: bysource :members: loading_progress, wait_for_loading_complete, index_building_progress, wait_for_index_building_complete, has_collection, has_partition, list_collections, - drop_collection, calc_distance + drop_collection, calc_distance, get_query_segment_info diff --git a/examples/connections.py b/examples/connections.py deleted file mode 100644 index 936c97030..000000000 --- a/examples/connections.py +++ /dev/null @@ -1,29 +0,0 @@ -# Copyright (C) 2019-2020 Zilliz. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance -# with the License. You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software distributed under the License -# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express -# or implied. See the License for the specific language governing permissions and limitations under the License. - -import logging - -try: - from pymilvus import connections -except ImportError: - from os.path import dirname, abspath - import sys - - sys.path.append(dirname(dirname(abspath(__file__)))) - - from pymilvus import connections - -LOGGER = logging.getLogger(__name__) - -print("start connection") -conn = connections.connect() -LOGGER.info(conn.list_collections()) -print("end connection") diff --git a/grpc-proto/gen/milvus_pb2.py b/grpc-proto/gen/milvus_pb2.py index 7e279dab5..c48b249af 100644 --- a/grpc-proto/gen/milvus_pb2.py +++ b/grpc-proto/gen/milvus_pb2.py @@ -22,7 +22,7 @@ syntax='proto3', serialized_options=b'Z3github.com/milvus-io/milvus/internal/proto/milvuspb', create_key=_descriptor._internal_create_key, - serialized_pb=b'\n\x0cmilvus.proto\x12\x13milvus.proto.milvus\x1a\x0c\x63ommon.proto\x1a\x0cschema.proto\"y\n\x12\x43reateAliasRequest\x12*\n\x04\x62\x61se\x18\x01 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, dependencies=[common__pb2.DESCRIPTOR,schema__pb2.DESCRIPTOR,]) @@ -46,8 +46,8 @@ ], containing_type=None, serialized_options=None, - serialized_start=9393, - serialized_end=9426, + serialized_start=9459, + serialized_end=9492, ) _sym_db.RegisterEnumDescriptor(_SHOWTYPE) @@ -77,8 +77,8 @@ ], containing_type=None, serialized_options=None, - serialized_start=9428, - serialized_end=9490, + serialized_start=9494, + serialized_end=9556, ) _sym_db.RegisterEnumDescriptor(_PLACEHOLDERTYPE) @@ -2483,7 +2483,6 @@ message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( name='searchIDs', full_name='milvus.proto.milvus.SearchRequest.searchIDs', index=11, number=12, type=11, cpp_type=10, label=1, @@ -3246,6 +3245,20 @@ message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='nodeID', full_name='milvus.proto.milvus.QuerySegmentInfo.nodeID', index=7, + number=8, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='state', full_name='milvus.proto.milvus.QuerySegmentInfo.state', index=8, + number=9, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), ], extensions=[ ], @@ -3259,7 +3272,7 @@ oneofs=[ ], serialized_start=8590, - serialized_end=8743, + serialized_end=8809, ) @@ -3304,8 +3317,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=8745, - serialized_end=8857, + serialized_start=8811, + serialized_end=8923, ) @@ -3343,8 +3356,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=8860, - serialized_end=8988, + serialized_start=8926, + serialized_end=9054, ) @@ -3375,8 +3388,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=8990, - serialized_end=9026, + serialized_start=9056, + serialized_end=9092, ) @@ -3407,8 +3420,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9028, - serialized_end=9061, + serialized_start=9094, + serialized_end=9127, ) @@ -3432,8 +3445,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9063, - serialized_end=9084, + serialized_start=9129, + serialized_end=9150, ) @@ -3471,8 +3484,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9086, - serialized_end=9200, + serialized_start=9152, + serialized_end=9266, ) @@ -3510,8 +3523,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9202, - serialized_end=9282, + serialized_start=9268, + serialized_end=9348, ) @@ -3556,8 +3569,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9284, - serialized_end=9391, + serialized_start=9350, + serialized_end=9457, ) _CREATEALIASREQUEST.fields_by_name['base'].message_type = common__pb2._MSGBASE @@ -3654,6 +3667,7 @@ _GETPERSISTENTSEGMENTINFOREQUEST.fields_by_name['base'].message_type = common__pb2._MSGBASE _GETPERSISTENTSEGMENTINFORESPONSE.fields_by_name['status'].message_type = common__pb2._STATUS _GETPERSISTENTSEGMENTINFORESPONSE.fields_by_name['infos'].message_type = _PERSISTENTSEGMENTINFO +_QUERYSEGMENTINFO.fields_by_name['state'].enum_type = common__pb2._SEGMENTSTATE _GETQUERYSEGMENTINFOREQUEST.fields_by_name['base'].message_type = common__pb2._MSGBASE _GETQUERYSEGMENTINFORESPONSE.fields_by_name['status'].message_type = common__pb2._STATUS _GETQUERYSEGMENTINFORESPONSE.fields_by_name['infos'].message_type = _QUERYSEGMENTINFO @@ -4212,8 +4226,8 @@ index=0, serialized_options=None, create_key=_descriptor._internal_create_key, - serialized_start=9493, - serialized_end=12906, + serialized_start=9559, + serialized_end=12972, methods=[ _descriptor.MethodDescriptor( name='CreateCollection', @@ -4568,8 +4582,8 @@ index=1, serialized_options=None, create_key=_descriptor._internal_create_key, - serialized_start=12908, - serialized_end=13025, + serialized_start=12974, + serialized_end=13091, methods=[ _descriptor.MethodDescriptor( name='RegisterLink', diff --git a/grpc-proto/milvus.proto b/grpc-proto/milvus.proto index e11b95347..85fd73c8f 100644 --- a/grpc-proto/milvus.proto +++ b/grpc-proto/milvus.proto @@ -608,6 +608,8 @@ message QuerySegmentInfo { int64 num_rows = 5; string index_name = 6; int64 indexID = 7; + int64 nodeID = 8; + common.SegmentState state = 9; } message GetQuerySegmentInfoRequest { diff --git a/pymilvus/__init__.py b/pymilvus/__init__.py index ca2bd9b6a..7823edb77 100644 --- a/pymilvus/__init__.py +++ b/pymilvus/__init__.py @@ -41,11 +41,14 @@ has_partition, list_collections, drop_collection, + get_query_segment_info, ) from .orm import utility from .orm.default_config import DefaultConfig +from .client.utils import generate_timestamp + from .orm.search import SearchResult, Hits, Hit from .orm.schema import FieldSchema, CollectionSchema from .orm.future import SearchFuture, MutationFuture @@ -56,6 +59,7 @@ 'Collection', 'Index', 'Partition', 'connections', 'loading_progress', 'index_building_progress', 'wait_for_loading_complete', 'has_collection', 'has_partition', 'list_collections', 'wait_for_loading_complete', 'wait_for_index_building_complete', 'drop_collection', + 'generate_timestamp', 'SearchResult', 'Hits', 'Hit', 'FieldSchema', 'CollectionSchema', 'SearchFuture', 'MutationFuture', diff --git a/pymilvus/client/abstract.py b/pymilvus/client/abstract.py index 0bf1c19c1..7b01a0111 100644 --- a/pymilvus/client/abstract.py +++ b/pymilvus/client/abstract.py @@ -25,9 +25,7 @@ def __getitem__(self, item): _end = min(item.stop, self.__len__()) if item.stop else self.__len__() _step = item.step or 1 - elements = [] - for i in range(_start, _end, _step): - elements.append(self.get__item(i)) + elements = [self.get__item(i) for i in range(_start, _end, _step)] return elements if item >= self.__len__(): @@ -146,8 +144,7 @@ def __pack(self, raw): # self.params.update(par) # # self.params[kv.key] = kv.value - for f in raw.schema.fields: - self.fields.append(FieldSchema(f)) + self.fields = [FieldSchema(f) for f in raw.schema.fields] # for s in raw.statistics: # self.statistics[s.key] = s.value @@ -190,9 +187,7 @@ def id(self): @property def fields(self): - fields = [] - for k, v in self._row_data.items(): - fields.append(k) + fields = [k for k, v in self._row_data.items()] return fields def get(self, field): diff --git a/pymilvus/client/check.py b/pymilvus/client/check.py index cd4f382c7..1b4198a01 100644 --- a/pymilvus/client/check.py +++ b/pymilvus/client/check.py @@ -1,17 +1,15 @@ import sys import datetime +from typing import Any, Union from urllib.parse import urlparse from .exceptions import ParamError -def is_legal_host(host): - if not isinstance(host, str): - return False - - return True +def is_legal_host(host: Any) -> bool: + return isinstance(host, str) -def is_legal_port(port): +def is_legal_port(port: Any) -> bool: if isinstance(port, (str, int)): try: _port = int(port) @@ -24,7 +22,7 @@ def is_legal_port(port): return True -def is_legal_uri(uri): +def is_legal_uri(uri: Any) -> bool: if uri is None: return True @@ -35,7 +33,7 @@ def is_legal_uri(uri): return False -def is_legal_vector(array): +def is_legal_vector(array: Any) -> bool: if not array or \ not isinstance(array, list) or \ len(array) == 0: @@ -48,7 +46,7 @@ def is_legal_vector(array): return True -def is_legal_bin_vector(array): +def is_legal_bin_vector(array: Any) -> bool: if not array or \ not isinstance(array, bytes) or \ len(array) == 0: @@ -57,13 +55,15 @@ def is_legal_bin_vector(array): return True -def is_legal_numpy_array(array): - return False if array is None or array.size == 0 else True +def is_legal_numpy_array(array: Any) -> bool: + return not (array is None or array.size == 0) # def is_legal_records(value): -# param_error = ParamError('A vector must be a non-empty, 2-dimensional array and ' -# 'must contain only elements with the float data type or the bytes data type.') +# param_error = ParamError( +# 'A vector must be a non-empty, 2-dimensional array and ' +# 'must contain only elements with the float data type or the bytes data type.' +# ) # # if isinstance(value, np.ndarray): # if not is_legal_numpy_array(value): @@ -91,49 +91,48 @@ def is_legal_numpy_array(array): # return True -def int_or_str(item): +def int_or_str(item: Union[int, str]) -> str: if isinstance(item, int): return str(item) return item -def is_correct_date_str(param): +def is_correct_date_str(param: str) -> bool: try: datetime.datetime.strptime(param, '%Y-%m-%d') except ValueError: - raise ParamError('Incorrect data format, should be YYYY-MM-DD') + return False return True -def is_legal_dimension(dim): +def is_legal_dimension(dim: Any) -> bool: return isinstance(dim, int) -def is_legal_index_size(index_size): +def is_legal_index_size(index_size: Any) -> bool: return isinstance(index_size, int) -def is_legal_table_name(table_name): - return isinstance(table_name, str) and len(table_name) > 0 +def is_legal_table_name(table_name: Any) -> bool: + return table_name and isinstance(table_name, str) -def is_legal_field_name(field_name): - return isinstance(field_name, str) and len(field_name) > 0 +def is_legal_field_name(field_name: Any) -> bool: + return field_name and isinstance(field_name, str) -def is_legal_nlist(nlist): +def is_legal_nlist(nlist: Any) -> bool: return not isinstance(nlist, bool) and isinstance(nlist, int) -def is_legal_topk(topk): +def is_legal_topk(topk: Any) -> bool: return not isinstance(topk, bool) and isinstance(topk, int) -def is_legal_ids(ids): - if not isinstance(ids, list) or \ - len(ids) == 0: +def is_legal_ids(ids: Any) -> bool: + if not ids or not isinstance(ids, list): return False # TODO: Here check id valid value range may not match other SDK @@ -144,21 +143,21 @@ def is_legal_ids(ids): i_ = int(i) if i_ < 0 or i_ > sys.maxsize: return False - except: + except Exception: return False return True -def is_legal_nprobe(nprobe): +def is_legal_nprobe(nprobe: Any) -> bool: return isinstance(nprobe, int) -def is_legal_cmd(cmd): - return isinstance(cmd, str) and len(cmd) > 0 +def is_legal_cmd(cmd: Any) -> bool: + return cmd and isinstance(cmd, str) -def parser_range_date(date): +def parser_range_date(date: Union[str, datetime.date]) -> str: if isinstance(date, datetime.date): return date.strftime('%Y-%m-%d') @@ -173,7 +172,7 @@ def parser_range_date(date): 'or datetime.datetime object') -def is_legal_date_range(start, end): +def is_legal_date_range(start: str, end: str) -> bool: start_date = datetime.datetime.strptime(start, "%Y-%m-%d") end_date = datetime.datetime.strptime(end, "%Y-%m-%d") if (end_date - start_date).days < 0: @@ -182,26 +181,27 @@ def is_legal_date_range(start, end): return True -def is_legal_partition_name(tag): +def is_legal_partition_name(tag: Any) -> bool: return tag is not None and isinstance(tag, str) -def is_legal_limit(limit): +def is_legal_limit(limit: Any) -> bool: return isinstance(limit, int) and limit > 0 -def is_legal_anns_field(field): - return isinstance(field, str) and len(field) > 0 +def is_legal_anns_field(field: Any) -> bool: + return field and isinstance(field, str) -def is_legal_search_data(data): - if not isinstance(data, list): +def is_legal_search_data(data: Any) -> bool: + import numpy as np + if not isinstance(data, (list, np.ndarray)): return False for vector in data: # list -> float vector # bytes -> byte vector - if not isinstance(vector, (list, bytes)): + if not isinstance(vector, (list, bytes, np.ndarray)): return False return True @@ -217,7 +217,7 @@ def is_legal_search_ids(ids): return True -def is_legal_output_fields(output_fields): +def is_legal_output_fields(output_fields: Any) -> bool: if output_fields is None: return True @@ -231,7 +231,7 @@ def is_legal_output_fields(output_fields): return True -def is_legal_partition_name_array(tag_array): +def is_legal_partition_name_array(tag_array: Any) -> bool: if tag_array is None: return True @@ -247,7 +247,7 @@ def is_legal_partition_name_array(tag_array): # https://milvus.io/cn/docs/v1.0.0/metric.md#floating def is_legal_index_metric_type(index_type: str, metric_type: str) -> bool: - if index_type not in ["FLAT", + if index_type not in ("FLAT", "IVF_FLAT", "IVF_SQ8", # "IVF_SQ8_HYBRID", @@ -257,9 +257,9 @@ def is_legal_index_metric_type(index_type: str, metric_type: str) -> bool: "ANNOY", "RHNSW_FLAT", "RHNSW_PQ", - "RHNSW_SQ", ]: + "RHNSW_SQ"): return False - if metric_type not in ["L2", "IP"]: + if metric_type not in ("L2", "IP"): return False return True @@ -267,21 +267,23 @@ def is_legal_index_metric_type(index_type: str, metric_type: str) -> bool: # https://milvus.io/cn/docs/v1.0.0/metric.md#binary def is_legal_binary_index_metric_type(index_type: str, metric_type: str) -> bool: if index_type == "BIN_FLAT": - if metric_type in ["JACCARD", "TANIMOTO", "HAMMING", "SUBSTRUCTURE", "SUPERSTRUCTURE"]: + if metric_type in ("JACCARD", "TANIMOTO", "HAMMING", "SUBSTRUCTURE", "SUPERSTRUCTURE"): return True elif index_type == "BIN_IVF_FLAT": - if metric_type in ["JACCARD", "TANIMOTO", "HAMMING"]: + if metric_type in ("JACCARD", "TANIMOTO", "HAMMING"): return True return False -def _raise_param_error(param_name, param_value): - raise ParamError("`{}` value {} is illegal".format(param_name, param_value)) +def _raise_param_error(param_name: str, param_value: Any) -> None: + raise ParamError(f"`{param_name}` value {param_value} is illegal") + -def is_legal_round_decimal(round_decimal): +def is_legal_round_decimal(round_decimal: Any) -> bool: return isinstance(round_decimal, int) and -2 < round_decimal < 7 -def check_pass_param(*args, **kwargs): + +def check_pass_param(*_args: Any, **kwargs: Any) -> None: # pylint: disable=too-many-statements if kwargs is None: raise ParamError("Param should not be None") @@ -341,4 +343,4 @@ def check_pass_param(*args, **kwargs): # if not is_legal_records(value): # _raise_param_error(key, value) else: - raise ParamError("unknown param `{}`".format(key)) + raise ParamError(f"unknown param `{key}`") diff --git a/pymilvus/client/grpc_handler.py b/pymilvus/client/grpc_handler.py index cc2c5b5df..601599f52 100644 --- a/pymilvus/client/grpc_handler.py +++ b/pymilvus/client/grpc_handler.py @@ -477,10 +477,7 @@ def _prepare_bulk_insert_request(self, collection_name, entities, partition_name collection_schema = self.describe_collection(collection_name, timeout=timeout, **kwargs) fields_name = list() - for i in range(len(entities)): - if "name" in entities[i]: - fields_name.append(entities[i]["name"]) - + fields_name = [entities[i]["name"] for i in range(len(entities)) if "name" in entities[i]] fields_info = collection_schema["fields"] request = insert_param if insert_param \ @@ -521,6 +518,7 @@ def delete(self, collection_name, expression, partition_name=None, timeout=None, except Exception as err: if kwargs.get("_async", False): return MutationFuture(None, None, err) + raise err finally: # once delete api is finished, remove this error raise NotImplementedError("Delete function is not implemented") diff --git a/pymilvus/client/prepare.py b/pymilvus/client/prepare.py index a9a9741e2..b773d17c8 100644 --- a/pymilvus/client/prepare.py +++ b/pymilvus/client/prepare.py @@ -1,24 +1,17 @@ -import abc import copy -import struct import ujson import mmh3 +from . import blob +from .configs import DefaultConfigs from .exceptions import ParamError from .check import check_pass_param +from .types import DataType, PlaceholderType, DeployMode -from ..grpc_gen import milvus_pb2 as grpc_types - -# for milvus-distributed from ..grpc_gen import common_pb2 as common_types from ..grpc_gen import schema_pb2 as schema_types from ..grpc_gen import milvus_pb2 as milvus_types -from . import blob -from .configs import DefaultConfigs - -from .types import RangeType, DataType, MetricType, IndexType, PlaceholderType, DeployMode - class Prepare: @@ -46,7 +39,6 @@ def create_collection_request(cls, collection_name, fields, shards_num=2, **kwar if "fields" not in fields: raise ParamError("Param fields must contains key 'fields'") - schema = schema_types.CollectionSchema(name=collection_name) # auto_id = fields.get('auto_id', True) @@ -356,31 +348,27 @@ def bulk_insert_param(cls, collection_name, entities, partition_name, fields_inf insert_request.num_rows = row_num - # generate hash keys, TODO: better hash function - if not fields_info[primary_key_loc].get("auto_id", False): - field_name = fields_info[primary_key_loc].get("name") - entity_loc = location[field_name] - hash_keys = [abs(mmh3.hash(str(e))) for e in entities[entity_loc].get("values")] - insert_request.hash_keys.extend(hash_keys) + # insert_request.hash_keys won't be filled in client. + # It will be filled in proxy. return insert_request @classmethod def delete_request(cls, collection_name, partition_name, expr): - def check_str(input, prefix): - if (input == None): + def check_str(instr, prefix): + if instr is None: raise ParamError(prefix + " cannot be None") - if not isinstance(input, str): + if not isinstance(instr, str): msg = prefix + " value {} is illegal" - raise ParamError(msg.format(input)) - if input == "": + raise ParamError(msg.format(instr)) + if instr == "": raise ParamError(prefix + " cannot be empty") check_str(collection_name, "collection_name") + if partition_name is not None and partition_name != "": + check_str(partition_name, "partition_name") check_str(expr, "expr") - # if partition_name is null or empty, delete action will apply to whole collection - partition_name = partition_name or "" request = milvus_types.DeleteRequest(collection_name=collection_name, expr=expr, partition_name=partition_name) return request @@ -418,7 +406,8 @@ def divide_search_request(cls, collection_name, query_entities, partition_names= vector_placeholders = dict() vector_names = dict() - meta = {} # TODO: ugly here, find a better method + meta = {} # TODO: ugly here, find a better method + def extract_vectors_param(param, placeholders, meta=None, names=None, round_decimal=-1): if not isinstance(param, (dict, list)): return @@ -463,7 +452,7 @@ def extract_vectors_param(param, placeholders, meta=None, names=None, round_deci requests = [] factor = 10 - topk = meta.get("topk", 100) # TODO: ugly here, find a better method + topk = meta.get("topk", 100) # TODO: ugly here, find a better method for tag, vectors in vector_placeholders.items(): if len(vectors) <= 0: continue @@ -500,6 +489,7 @@ def extract_vectors_param(param, placeholders, meta=None, names=None, round_deci collection_name=collection_name, partition_names=partition_names, output_fields=fields, + guarantee_timestamp=kwargs.get("guarantee_timestamp", 0), ) request.dsl = ujson.dumps(duplicated_entities) request.placeholder_group = plg_str @@ -518,13 +508,14 @@ def search_request(cls, collection_name, query_entities, partition_names=None, f if not isinstance(query_entities, (dict,)): raise ParamError("Invalid query format. 'query_entities' must be a dict") - if fields is not None and not isinstance(fields, (list, )): + if fields is not None and not isinstance(fields, (list,)): raise ParamError("Invalid query format. 'fields' must be a list") request = milvus_types.SearchRequest( collection_name=collection_name, partition_names=partition_names, output_fields=fields, + guarantee_timestamp=kwargs.get("guarantee_timestamp", 0), ) duplicated_entities = copy.deepcopy(query_entities) @@ -633,7 +624,9 @@ def search_requests_with_expr(cls, collection_name, data, anns_field, param, lim params = param_copy.pop("params", {}) if not isinstance(params, dict): raise ParamError("Search params must be a dict") - search_params = {"anns_field": anns_field, "topk": limit, "metric_type": metric_type, "params": params, "round_decimal": round_decimal} + search_params = {"anns_field": anns_field, "topk": limit, "metric_type": metric_type, "params": params, + "round_decimal": round_decimal} + def dump(v): if isinstance(v, dict): return ujson.dumps(v) @@ -647,6 +640,8 @@ def dump(v): collection_name=collection_name, partition_names=partition_names, output_fields=output_fields, + guarantee_timestamp=kwargs.get("guarantee_timestamp", 0), + travel_timestamp=kwargs.get("travel_timestamp", 0), ) request.placeholder_group = plg_str @@ -782,7 +777,7 @@ def load_partitions(cls, db_name, collection_name, partition_names): @classmethod def release_partitions(cls, db_name, collection_name, partition_names): return milvus_types.ReleasePartitionsRequest(db_name=db_name, collection_name=collection_name, - partition_names=partition_names) + partition_names=partition_names) @classmethod def get_collection_stats_request(cls, collection_name): @@ -833,11 +828,11 @@ def query_request(cls, collection_name, expr, output_fields, partition_names): ) @classmethod - def calc_distance_request(cls, vectors_left, vectors_right, params): - if vectors_left == None or not isinstance(vectors_left, dict): + def calc_distance_request(cls, vectors_left, vectors_right, params): + if vectors_left is None or not isinstance(vectors_left, dict): raise ParamError("vectors_left value {} is illegal".format(vectors_left)) - if vectors_right == None or not isinstance(vectors_right, dict): + if vectors_right is None or not isinstance(vectors_right, dict): raise ParamError("vectors_right value {} is illegal".format(vectors_right)) def precheck_params(p): @@ -853,11 +848,12 @@ def precheck_params(p): request = milvus_types.CalcDistanceRequest() request.params.extend([common_types.KeyValuePair(key=str(key), value=str(value)) - for key, value in params.items()]) + for key, value in params.items()]) _TYPE_IDS = "ids" _TYPE_FLOAT = "float_vectors" _TYPE_BIN = "bin_vectors" + def extract_vectors(vectors, request_op, is_left): prefix = "vectors_right" if is_left: @@ -872,7 +868,7 @@ def extract_vectors(vectors, request_op, is_left): if (not isinstance(ids, list)) or len(ids) == 0: raise ParamError("Vector id array is empty or not a list") - calc_type = _TYPE_IDS + calc_type = _TYPE_IDS if isinstance(ids[0], str): request_op.id_array.id_array.str_id.data.extend(ids) else: @@ -911,7 +907,8 @@ def extract_vectors(vectors, request_op, is_left): type_left, dim_left = extract_vectors(vectors_left, request.op_left, True) type_right, dim_right = extract_vectors(vectors_right, request.op_right, False) - if (type_left == _TYPE_FLOAT and type_right == _TYPE_BIN) or (type_left == _TYPE_BIN and type_right == _TYPE_FLOAT): + if (type_left == _TYPE_FLOAT and type_right == _TYPE_BIN) or ( + type_left == _TYPE_BIN and type_right == _TYPE_FLOAT): raise ParamError("Cannot calculate distance between float vectors and binary vectors") if (type_left != _TYPE_IDS and type_right != _TYPE_IDS) and dim_left != dim_right: diff --git a/pymilvus/client/stub.py b/pymilvus/client/stub.py index d4c2ad9bd..9aaab068d 100644 --- a/pymilvus/client/stub.py +++ b/pymilvus/client/stub.py @@ -959,7 +959,7 @@ def delete(self, collection_name, expr, partition_name=None, timeout=None, **kwa """ check_pass_param(collection_name=collection_name) with self._connection() as handler: - return handler.delete(collection_name, expr, partition_name, timeout, **kwargs) + return handler.delete(collection_name, expr, partition_name, timeout, **kwargs) @retry_on_rpc_failure(retry_times=10, wait=1) def flush(self, collection_names=None, timeout=None, **kwargs): @@ -1044,6 +1044,12 @@ def search(self, collection_name, data, anns_field, param, limit, expression=Non * *_callback* (``function``) -- The callback function which is invoked after server response successfully. It only take effect when _async is set to True. + * *guarantee_timestamp* (``int``) -- + This function instructs Milvus to see all operations performed before a provided timestamp. If no + such timestamp is provided, then Milvus will search all operations performed to date. + * *travel_timestamp* (``int``) -- + Users can specify a timestamp in a search to get results based on a data view + at a specified point in time. :return: Query result. QueryResult is iterable and is a 2d-array-like class, the first dimension is the number of vectors to query (nq), the second dimension is the number of limit(topk). @@ -1168,6 +1174,23 @@ def calc_distance(self, vectors_left, vectors_right, params=None, timeout=None, with self._connection() as handler: return handler.calc_distance(vectors_left, vectors_right, params, timeout, **kwargs) + @retry_on_rpc_failure(retry_times=10, wait=1) + def get_query_segment_info(self, collection_name, timeout=None, **kwargs): + """ + Notifies Proxy to return segments information from query nodes. + + :param collection_name: The name of the collection to get segments info. + :param timeout: An optional duration of time in seconds to allow for the RPC. When timeout + is set to None, client waits until server response or error occur. + :type timeout: float + + :return: QuerySegmentInfo: + QuerySegmentInfo is the growing segments's information in query cluster. + :rtype: QuerySegmentInfo + """ + with self._connection() as handler: + return handler.get_query_segment_infos(collection_name, timeout, **kwargs) + @retry_on_rpc_failure(retry_times=10, wait=1) def load_collection_progress(self, collection_name, timeout=None): with self._connection() as handler: diff --git a/pymilvus/client/utils.py b/pymilvus/client/utils.py index 05952d648..d014e8b03 100644 --- a/pymilvus/client/utils.py +++ b/pymilvus/client/utils.py @@ -1,7 +1,3 @@ -from ..grpc_gen import common_pb2 -from ..grpc_gen.milvus_pb2 import SearchResults as Grpc_Result -from ..client.abstract import QueryResult -from ..client.exceptions import ParamError from .types import DataType valid_index_types = [ @@ -43,6 +39,21 @@ "SUPERSTRUCTURE" ] +LOGICAL_BITS = 18 +LOGICAL_BITS_MASK = (1 << LOGICAL_BITS) - 1 + + +def generate_timestamp(timestamp: int, ms: int) -> int: + """ + generate_timestamp adds the real time to an existing timestamp, and returns back the new timestamp + """ + + logical = timestamp & LOGICAL_BITS_MASK + physical = timestamp >> LOGICAL_BITS + + new_timestamp = int(((physical + ms) << LOGICAL_BITS) + logical) + return new_timestamp + def check_invalid_binary_vector(entities): for entity in entities: diff --git a/pymilvus/grpc_gen/milvus_pb2.py b/pymilvus/grpc_gen/milvus_pb2.py index 989110910..fb38572cf 100644 --- a/pymilvus/grpc_gen/milvus_pb2.py +++ b/pymilvus/grpc_gen/milvus_pb2.py @@ -22,7 +22,7 @@ syntax='proto3', serialized_options=b'Z3github.com/milvus-io/milvus/internal/proto/milvuspb', create_key=_descriptor._internal_create_key, - serialized_pb=b'\n\x0cmilvus.proto\x12\x13milvus.proto.milvus\x1a\x0c\x63ommon.proto\x1a\x0cschema.proto\"y\n\x12\x43reateAliasRequest\x12*\n\x04\x62\x61se\x18\x01 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, dependencies=[common__pb2.DESCRIPTOR,schema__pb2.DESCRIPTOR,]) @@ -46,8 +46,8 @@ ], containing_type=None, serialized_options=None, - serialized_start=9393, - serialized_end=9426, + serialized_start=9459, + serialized_end=9492, ) _sym_db.RegisterEnumDescriptor(_SHOWTYPE) @@ -77,8 +77,8 @@ ], containing_type=None, serialized_options=None, - serialized_start=9428, - serialized_end=9490, + serialized_start=9494, + serialized_end=9556, ) _sym_db.RegisterEnumDescriptor(_PLACEHOLDERTYPE) @@ -3145,7 +3145,7 @@ oneofs=[ ], serialized_start=8329, - serialized_end=8466, + serialized_end=8446, ) @@ -3245,6 +3245,20 @@ message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='nodeID', full_name='milvus.proto.milvus.QuerySegmentInfo.nodeID', index=7, + number=8, type=3, cpp_type=2, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), + _descriptor.FieldDescriptor( + name='state', full_name='milvus.proto.milvus.QuerySegmentInfo.state', index=8, + number=9, type=14, cpp_type=8, label=1, + has_default_value=False, default_value=0, + message_type=None, enum_type=None, containing_type=None, + is_extension=False, extension_scope=None, + serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), ], extensions=[ ], @@ -3258,7 +3272,7 @@ oneofs=[ ], serialized_start=8590, - serialized_end=8743, + serialized_end=8809, ) @@ -3303,8 +3317,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=8745, - serialized_end=8857, + serialized_start=8811, + serialized_end=8923, ) @@ -3342,8 +3356,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=8860, - serialized_end=8988, + serialized_start=8926, + serialized_end=9054, ) @@ -3374,8 +3388,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=8990, - serialized_end=9026, + serialized_start=9056, + serialized_end=9092, ) @@ -3406,8 +3420,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9028, - serialized_end=9061, + serialized_start=9094, + serialized_end=9127, ) @@ -3431,8 +3445,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9063, - serialized_end=9084, + serialized_start=9129, + serialized_end=9150, ) @@ -3470,8 +3484,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9086, - serialized_end=9200, + serialized_start=9152, + serialized_end=9266, ) @@ -3509,8 +3523,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9202, - serialized_end=9282, + serialized_start=9268, + serialized_end=9348, ) @@ -3555,8 +3569,8 @@ extension_ranges=[], oneofs=[ ], - serialized_start=9284, - serialized_end=9391, + serialized_start=9350, + serialized_end=9457, ) _CREATEALIASREQUEST.fields_by_name['base'].message_type = common__pb2._MSGBASE @@ -3653,6 +3667,7 @@ _GETPERSISTENTSEGMENTINFOREQUEST.fields_by_name['base'].message_type = common__pb2._MSGBASE _GETPERSISTENTSEGMENTINFORESPONSE.fields_by_name['status'].message_type = common__pb2._STATUS _GETPERSISTENTSEGMENTINFORESPONSE.fields_by_name['infos'].message_type = _PERSISTENTSEGMENTINFO +_QUERYSEGMENTINFO.fields_by_name['state'].enum_type = common__pb2._SEGMENTSTATE _GETQUERYSEGMENTINFOREQUEST.fields_by_name['base'].message_type = common__pb2._MSGBASE _GETQUERYSEGMENTINFORESPONSE.fields_by_name['status'].message_type = common__pb2._STATUS _GETQUERYSEGMENTINFORESPONSE.fields_by_name['infos'].message_type = _QUERYSEGMENTINFO @@ -4211,8 +4226,8 @@ index=0, serialized_options=None, create_key=_descriptor._internal_create_key, - serialized_start=9493, - serialized_end=12906, + serialized_start=9559, + serialized_end=12972, methods=[ _descriptor.MethodDescriptor( name='CreateCollection', @@ -4567,8 +4582,8 @@ index=1, serialized_options=None, create_key=_descriptor._internal_create_key, - serialized_start=12908, - serialized_end=13025, + serialized_start=12974, + serialized_end=13091, methods=[ _descriptor.MethodDescriptor( name='RegisterLink', diff --git a/pymilvus/orm/collection.py b/pymilvus/orm/collection.py index 2244d69b6..612bef985 100644 --- a/pymilvus/orm/collection.py +++ b/pymilvus/orm/collection.py @@ -616,6 +616,12 @@ def search(self, data, anns_field, param, limit, expr=None, partition_names=None * *_callback* (``function``) -- The callback function which is invoked after server response successfully. It functions only if _async is set to True. + * *guarantee_timestamp* (``int``) -- + This function instructs Milvus to see all operations performed before a provided timestamp. If no + such timestamp is provided, then Milvus will search all operations performed to date. + * *travel_timestamp* (``int``) -- + Users can specify a timestamp in a search to get results based on a data view + at a specified point in time. :return: SearchResult: SearchResult is iterable and is a 2d-array-like class, the first dimension is diff --git a/pymilvus/orm/partition.py b/pymilvus/orm/partition.py index a31666182..9ff40d2ee 100644 --- a/pymilvus/orm/partition.py +++ b/pymilvus/orm/partition.py @@ -354,6 +354,12 @@ def search(self, data, anns_field, param, limit, expr=None, output_fields=None, * *_callback* (``function``) -- The callback function which is invoked after server response successfully. It only takes effect when _async is set to True. + * *guarantee_timestamp* (``function``) -- + This function instructs Milvus to see all operations performed before a provided timestamp. If no + such timestamp is provided, then Milvus will search all operations performed to date. + * *travel_timestamp* (``int``) -- + Users can specify a timestamp in a search to get results based on a data view + at a specified point in time. :return: SearchResult: SearchResult is iterable and is a 2d-array-like class, the first dimension is diff --git a/pymilvus/orm/utility.py b/pymilvus/orm/utility.py index a55178b7e..b69f7fa93 100644 --- a/pymilvus/orm/utility.py +++ b/pymilvus/orm/utility.py @@ -370,3 +370,34 @@ def vector_count(op): for i in range(n): res_2_d.append(res[i * m:i * m + m]) return res_2_d + +def get_query_segment_info(collection_name, timeout=None, using="default"): + """ + Notifies Proxy to return segments information from query nodes. + + :param collection_name: A string representing the collection to get segments info. + :param timeout: An optional duration of time in seconds to allow for the RPC. When timeout + is set to None, client waits until server response or error occur. + :type timeout: float + + :return: QuerySegmentInfo: + QuerySegmentInfo is the growing segments's information in query cluster. + :rtype: QuerySegmentInfo + + :example: + >>> from pymilvus import Collection, FieldSchema, CollectionSchema, DataType, connections, utility + >>> connections.connect(alias="default") + >>> _DIM = 128 + >>> field_int64 = FieldSchema("int64", DataType.INT64, description="int64", is_primary=True) + >>> field_float_vector = FieldSchema("float_vector", DataType.FLOAT_VECTOR, description="float_vector", is_primary=False, dim=_DIM) + >>> schema = CollectionSchema(fields=[field_int64, field_float_vector], description="get collection entities num") + >>> collection = Collection(name="test_get_segment_info", schema=schema) + >>> import pandas as pd + >>> int64_series = pd.Series(data=list(range(10, 20)), index=list(range(10)))i + >>> float_vector_series = [[random.random() for _ in range _DIM] for _ in range (10)] + >>> data = pd.DataFrame({"int64" : int64_series, "float_vector": float_vector_series}) + >>> collection.insert(data) + >>> collection.load() # load collection to memory + >>> res = utility.get_query_segment_info("test_get_segment_info") + """ + return _get_connection(using).get_query_segment_info(collection_name, timeout=timeout) diff --git a/tests/test_check.py b/tests/test_check.py new file mode 100644 index 000000000..b985aa4f8 --- /dev/null +++ b/tests/test_check.py @@ -0,0 +1,29 @@ +import pytest +from pymilvus.client.check import check_pass_param +from pymilvus.client.utils import generate_timestamp + + +class TestCheckPassParam: + def test_check_pass_param_valid(self): + a = [[i * j for i in range(20)] for j in range(20)] + check_pass_param(search_data=a) + + import numpy as np + a = np.float32([[1, 2, 3, 4], [1, 2, 3, 4]]) + check_pass_param(search_data=a) + + def test_check_param_invalid(self): + with pytest.raises(Exception): + a = {[i * j for i in range(20) for j in range(20)]} + check_pass_param(search_data=a) + + with pytest.raises(Exception): + a = [{i * j for i in range(40)} for j in range(40)] + check_pass_param(search_data=a) + + +class TestGenTS: + def test_gen_timestamp(self): + t = generate_timestamp(426152581543231492, 1000) + + print(f"Generated ts: {t}")