From 14d40083c7d342ec9520737fac7d2e955795a6d9 Mon Sep 17 00:00:00 2001 From: nameczz Date: Wed, 4 Aug 2021 16:01:00 +0800 Subject: [PATCH] update --- .github/ISSUE_TEMPLATE/config.yml | 5 - .github/workflows/ci.yml | 2 +- .github/workflows/merge.yml | 2 +- LICENSE | 201 +++ README.md | 219 +-- coverage/clover.xml | 480 +++--- coverage/coverage-final.json | 19 +- coverage/lcov-report/const/index.html | 2 +- coverage/lcov-report/const/index.ts.html | 6 +- coverage/lcov-report/index.html | 42 +- coverage/lcov-report/milvus/Client.ts.html | 101 ++ .../lcov-report/milvus/Collection.ts.html | 587 +++++++ coverage/lcov-report/milvus/Data.ts.html | 941 +++++++++++ .../lcov-report/milvus/MilvusIndex.ts.html | 296 ++++ coverage/lcov-report/milvus/Partition.ts.html | 380 +++++ .../milvus/const/ErrorReason.ts.html | 14 +- coverage/lcov-report/milvus/const/index.html | 10 +- coverage/lcov-report/milvus/index.html | 113 +- coverage/lcov-report/milvus/index.ts.html | 1491 +---------------- .../milvus/types/Collection.ts.html | 23 +- .../lcov-report/milvus/types/Common.ts.html | 2 +- .../lcov-report/milvus/types/Response.ts.html | 47 +- coverage/lcov-report/milvus/types/index.html | 2 +- .../lcov-report/milvus/utils/Blob.ts.html | 2 +- .../lcov-report/milvus/utils/Format.ts.html | 2 +- .../lcov-report/milvus/utils/Validate.ts.html | 22 +- coverage/lcov-report/milvus/utils/index.html | 2 +- .../lcov-report/milvus/utils/index.ts.html | 4 +- coverage/lcov-report/utils/index.html | 2 +- coverage/lcov-report/utils/index.ts.html | 34 +- coverage/lcov.info | 935 ++++++----- example/BinarySearch.ts | 4 - example/Search.ts | 6 +- grpc-proto/milvus.proto | 12 +- 34 files changed, 3635 insertions(+), 2375 deletions(-) delete mode 100644 .github/ISSUE_TEMPLATE/config.yml create mode 100644 LICENSE create mode 100644 coverage/lcov-report/milvus/Client.ts.html create mode 100644 coverage/lcov-report/milvus/Collection.ts.html create mode 100644 coverage/lcov-report/milvus/Data.ts.html create mode 100644 coverage/lcov-report/milvus/MilvusIndex.ts.html create mode 100644 coverage/lcov-report/milvus/Partition.ts.html diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml deleted file mode 100644 index faeec232..00000000 --- a/.github/ISSUE_TEMPLATE/config.yml +++ /dev/null @@ -1,5 +0,0 @@ -blank_issues_enabled: true -contact_links: - - name: Question - url: https://github.com/milvus-io/milvus-sdk-node/discussions - about: Please ask and answer questions here. diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index f74ec4db..81e606ce 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -4,7 +4,7 @@ on: release: types: [released] branches: - - v2.x + - main jobs: publish: diff --git a/.github/workflows/merge.yml b/.github/workflows/merge.yml index c3ee4ae9..ad756693 100644 --- a/.github/workflows/merge.yml +++ b/.github/workflows/merge.yml @@ -3,7 +3,7 @@ name: Node sdk 2.x merge on: push: branches: - - v2.x + - main jobs: publish: diff --git a/LICENSE b/LICENSE new file mode 100644 index 00000000..261eeb9e --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + 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. diff --git a/README.md b/README.md index 47459ec2..e4be6067 100644 --- a/README.md +++ b/README.md @@ -1,16 +1,15 @@ -[![license](https://img.shields.io/hexpm/l/plug.svg?color=green)](https://github.com/milvus-io/pymilvus/blob/master/LICENSE) [![typescript](https://badges.aleen42.com/src/typescript.svg)](https://badges.aleen42.com/src/typescript.svg) [![downloads](https://img.shields.io/npm/dw/@zilliz/milvus-sdk-node)](https://img.shields.io/npm/dw/@zilliz/milvus-sdk-node) [![codecov](https://codecov.io/gh/milvus-io/milvus-sdk-node/branch/v2.x/graph/badge.svg?token=Zu5FwWstwI)](https://codecov.io/gh/milvus-io/milvus-sdk-node) # Milvus2-sdk-node -This is a basic introduction to Milvus by milvus2-sdk-node. -The all functions will return a promise, so we can use async await to get the result. +This is node sdk for Milvus[https://github.com/milvus-io/milvus]. ## Dependencies -Milvus: v2.x +Milvus: v2+ + Node: v12+ ## Installation @@ -19,180 +18,38 @@ Node: v12+ npm install @zilliz/milvus2-sdk-node ``` - - -## Prerequisites - -Before we start, there are some prerequisites. - -Make sure that: - -- You have a running Milvus instance. -- @zilliz/milvus2-sdk-node is correctly installed. - -## Connect to Milvus - -1. First of all, we need to import @zilliz/milvus-sdk-node. - -```javascript -import { MilvusClient } from "@zilliz/milvus2-sdk-node"; -``` - -2. Then, we can make connection with Milvus server. - By default Milvus runs on localhost in port 19530, so you can use default value to connect to Milvus. - -```javascript -const IP = "127.0.0.1:19530"; -const milvusClient = new MilvusClient(IP); -``` - -3. After connecting, we can communicate with Milvus in the following ways. - If you are confused about the terminology, see [Milvus Terminology](https://milvus.io/docs/terms.md) for explanations. - -## Collection - -Now let's create a new collection. Before we start, we can list all the collections already exist. For a brand new Milvus running instance, the result should be empty. - -```javascript -const collections = await milvusClient.showCollections(); -// return data -// { -// collection_names: [ 'test_01' ], -// status: { error_code: 'SUCCESS', reason: 'OK' } -// } -``` - -## Create Collection - -To create collection, we need to provide collection parameters. -`CollectionSchema` consists of 4 components, they are `collection_name`, `dimension`, `index_file_size` and `metric_type`. - -1. collection_name: - The name of collection should be a unique string to collections already exist. - -2. dimension: - For a float vector, dimension should be equal to the length of a vector; for a binary vector, dimension should be equal to bit size of a vector. - -3. index_file_size: - Milvus controls the size of data segment according to the `index_file_size`, you can refer to [Storage Concepts](https://milvus.io/docs/storage_concept.md) for more information about `segments` and `index_file_size`. - -4. metric_type: - We can use getMetricType function to get all metricTypes. - Milvus compute distance between two vectors, you can refer to [Distance Metrics](https://milvus.io/docs/metric.md) for more information. - -Now we can create a collection: - -```javascript -const res = await milvusClient.createCollection({ - collection_name: "demo_milvus_tutorial", - description: "Collection desc", - fields: [ - { - name: "vector_01", - description: "vector field", - data_type: DataType.FloatVector, - type_params: [ - { - key: "dim", - value: "128", - }, - ], - }, - { - name: "age", - description: "", - data_type: DataType.Int64, - is_primary_key: true, - autoID: false, - }, - ], -}); -// { error_code: 'SUCCESS', reason: 'OK' } -``` - -Then you can list collections and 'demo_film_tutorial' will be in the result. - -You can also get info of the collection. - -```javascript -const collectionInfo = await milvusClient.describeCollection({ - collection_name: COLLECTION_NAME, -}); -// { -// status: { error_code: 'Success', reason: '' }, -// schema: { -// fields: [ [Object], [Object] ], -// name: COLLECTION_NAME, -// description: 'Collection desc', -// autoID: false -> not useful -// }, -// collectionID: '425948843570364417' -// } -``` - -This tutorial is a basic intro tutorial, building index won't be covered by this tutorial. - -Further more, if you want to get a thorough view of indexes, check our official website for [Vector Index](https://milvus.io/docs/index.md). - -## Create Partition - -If you don't create a partition, there will be a default one called "`_default`", all the entities will be inserted into the "`_default`" partition. You can check it by `list_partitions - -```javascript -const partitions = await milvusClient.showPartitions({ - collection_name: COLLECTION_NAME, -}); -// { -// partition_names: [ '_default' ], -// partitionIDs: [ '425948937832366082' ], -// status: { error_code: 'Success', reason: '' } -// } -``` - -You can provide a partition tag to create a new partition. - -```javascript -const res = await milvusClient.createPartition({ - collection_name: COLLECTION_NAME, - tag: PARTITION_TAG, -}); -// { error_code: 'SUCCESS', reason: 'OK' } -``` - -## Deletion - -Finally, let's move on to deletion in Milvus. -We can delete entities by ids, drop a whole partition, or drop the entire collection. - -## Drop a Partition - -You can also drop a partition. - -### Danger - -Once you drop a partition, all the data in this partition will be deleted too. - -```javascript -const res = await milvusClient.dropPartition({ - collection_name: COLLECTION_NAME, - partition_name: PARTITION_TAG, -}); -// { error_code: 'SUCCESS', reason: 'OK' } -``` - -## Drop a Collection - -Finally, you can drop an entire collection. - -### Danger - -Once you drop a collection, all the data in this collection will be deleted too. - -```javascript -await milvusClient.dropCollection({ - collection_name: COLLECTION_NAME, -}); -// { error_code: 'SUCCESS', reason: 'OK' } -``` +## API + +| Name | Async | Description | +| :---------------------- | :---- | :--------------------------------------: | +| createCollection | false | Create collection in milvus | +| hasCollection | false | Check collection exist or not | +| showCollections | false | List all collections | +| describeCollection | false | Get collection detail, like name ,schema | +| getCollectionStatistics | false | Get collection statistics like row count | +| loadCollection | true | Load data into cache | +| releaseCollection | true | Release data from cache | +| dropCollection | false | Drop collection from milvus | +| createPartition | false | Create partition in one collection | +| hasPartition | false | Check partition exist or not | +| showPartitions | false | List all partitions for one collection | +| getPartitionStatistics | false | Get partition statistics like row_count | +| loadPartitions | true | Load data into cache | +| releasePartitions | true | Release data from cache | +| dropPartition | false | Drop partition from milvus | +| createIndex | true | Creat index on vector field | +| describeIndex | false | Get index info | +| getIndexState | false | Get index build state | +| getIndexBuildProgress | false | Get index building progress | +| dropIndex | true | Drop index | +| insert | false | Insert data into milvus | +| search | false | Vector similarity search | +| flush | false | Flush Data | +| getDataByExpr | false | Get data by expr | + +## Example + +1. How to operate collection[https://github.com/milvus-io/milvus-sdk-node/blob/main/example/Collection.ts] +2. How to insert data[https://github.com/milvus-io/milvus-sdk-node/blob/main/example/Insert.ts] +3. Vector similarity search on float field[https://github.com/milvus-io/milvus-sdk-node/blob/main/example/Search.ts] +4. Vector similarity search on binary field [https://github.com/milvus-io/milvus-sdk-node/blob/main/example/BinarySearch.ts] diff --git a/coverage/clover.xml b/coverage/clover.xml index d943fb54..9f1fc56e 100644 --- a/coverage/clover.xml +++ b/coverage/clover.xml @@ -1,7 +1,7 @@ - - - + + + @@ -9,193 +9,259 @@ - - + + - - - + + + + + + + + + - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - + - + @@ -207,15 +273,17 @@ + + - - - + + + @@ -339,25 +407,25 @@ - - + + - - + + - - - - + + + + - + - + - + @@ -365,26 +433,26 @@ - - - - + + + + - + - + - - - - - - - - - - + + + + + + + + + + diff --git a/coverage/coverage-final.json b/coverage/coverage-final.json index 697f3ca6..61bd8f25 100644 --- a/coverage/coverage-final.json +++ b/coverage/coverage-final.json @@ -1,12 +1,17 @@ -{"/Users/nameczz/Working/milvus-node-sdk/const/index.ts": 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export class Client {
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+  }
+}
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import protobuf from "@grpc/proto-loader/node_modules/protobufjs";
+import { promisify } from "../utils";
+import { ERROR_REASONS } from "./const/ErrorReason";
+import {
+  CreateCollectionReq,
+  DescribeCollectionReq,
+  DropCollectionReq,
+  GetCollectionStatisticsReq,
+  HasCollectionReq,
+  LoadCollectionReq,
+  ReleaseLoadCollectionReq,
+  ShowCollectionsReq,
+  ShowCollectionsType,
+} from "./types/Collection";
+import {
+  BoolResponse,
+  DescribeCollectionResponse,
+  ResStatus,
+  ShowCollectionsResponse,
+  StatisticsResponse,
+} from "./types/Response";
+import { checkCollectionFields } from "./utils/Validate";
+import path from "path";
+import { formatKeyValueData } from "./utils/Format";
+import { Client } from "./Client";
+ 
+const schemaPath = path.resolve(__dirname, "../grpc-proto/schema.proto");
+ 
+export class Collection extends Client {
+  /**
+   * This method is used to create collection
+   *
+   * @param data use to provide collection information to be created.
+   *
+   * @return Status
+   */
+  async createCollection(data: CreateCollectionReq): Promise<ResStatus> {
+    const { fields, collection_name, description } = data;
+    Iif (!fields || !fields.length || !collection_name) {
+      throw new Error(ERROR_REASONS.CREATE_COLLECTION_CHECK_COLLECTION_NAME);
+    }
+    checkCollectionFields(fields);
+ 
+    const root = await protobuf.load(schemaPath);
+    Iif (!root) throw new Error("Missing proto file");
+    // when data type is bytes , we need use protobufjs to transform data to buffer bytes.
+    const CollectionSchema = root.lookupType(
+      "milvus.proto.schema.CollectionSchema"
+    );
+ 
+    const FieldSchema = root.lookupType("milvus.proto.schema.FieldSchema");
+ 
+    let payload: any = {
+      name: collection_name,
+      description: description || "",
+      fields: [],
+    };
+ 
+    data.fields.forEach((field) => {
+      const value = {
+        ...field,
+        typeParams: field.type_params,
+        dataType: field.data_type,
+        isPrimaryKey: field.is_primary_key,
+      };
+      const fieldParams = FieldSchema.create(value);
+ 
+      payload.fields.push(fieldParams);
+    });
+ 
+    const collectionParams = CollectionSchema.create(payload);
+    const schemaBtyes = CollectionSchema.encode(collectionParams).finish();
+    const promise = await promisify(this.client, "CreateCollection", {
+      ...data,
+      schema: schemaBtyes,
+    });
+ 
+    return promise;
+  }
+ 
+  /**
+   * Check collection exist or not
+   * @param data
+   * @returns
+   */
+  async hasCollection(data: HasCollectionReq): Promise<BoolResponse> {
+    Iif (!data.collection_name) {
+      throw new Error(ERROR_REASONS.HAS_COLLECTION_CHECK);
+    }
+    const promise = await promisify(this.client, "HasCollection", data);
+    return promise;
+  }
+ 
+  /**
+   * List all collections
+   * @returns
+   */
+  async showCollections(
+    data?: ShowCollectionsReq
+  ): Promise<ShowCollectionsResponse> {
+    const promise = await promisify(this.client, "ShowCollections", {
+      type: data ? data.type : ShowCollectionsType.All,
+    });
+    return promise;
+  }
+ 
+  /**
+   * Get collection detail, like name ,schema
+   * @param data
+   * @returns DescribeCollectionResponse
+   */
+  async describeCollection(
+    data: DescribeCollectionReq
+  ): Promise<DescribeCollectionResponse> {
+    const promise = await promisify(this.client, "DescribeCollection", data);
+    return promise;
+  }
+ 
+  /**
+   * Will return collection statistics.
+   * Only row_count for now.
+   * @param data
+   * @returns
+   */
+  async getCollectionStatistics(
+    data: GetCollectionStatisticsReq
+  ): Promise<StatisticsResponse> {
+    const promise = await promisify(
+      this.client,
+      "GetCollectionStatistics",
+      data
+    );
+ 
+    promise.data = formatKeyValueData(promise.stats, ["row_count"]);
+ 
+    return promise;
+  }
+ 
+  /**
+   * Befor search need load collection to cache.
+   * @param data collection name
+   * @returns
+   */
+  async loadCollection(data: LoadCollectionReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "LoadCollection", data);
+    return promise;
+  }
+ 
+  /**
+   * If you want to reduce your cache usage, you can release some collections.
+   * But you cant search in unload collections.
+   * @param data
+   * @returns
+   */
+  async releaseCollection(data: ReleaseLoadCollectionReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "ReleaseCollection", data);
+    return promise;
+  }
+ 
+  /**
+   * Drop collection, also will drop all datas in this collection.
+   * @param data collection name
+   * @returns
+   */
+  async dropCollection(data: DropCollectionReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "DropCollection", data);
+    return promise;
+  }
+}
+ 

+
+                

+            

+            

+                Code coverage generated by
+                istanbul
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
+            

+        
+        
+        
+        
+        
+    
+
+    
\ No newline at end of file
diff --git a/coverage/lcov-report/milvus/Data.ts.html b/coverage/lcov-report/milvus/Data.ts.html
new file mode 100644
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--- /dev/null
+++ b/coverage/lcov-report/milvus/Data.ts.html
@@ -0,0 +1,941 @@
+
+
+
+
+
+    Code coverage report for milvus/Data.ts
+    
+    
+    
+    
+    
+    
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+    
+
+

+    

+        
All files / milvus Data.ts

+        

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+                105/116
+            

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+                Branches
+                53/68
+            

+        
+            
+            

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+                18/18
+            

+        
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+                Lines
+                92/102
+            

+        
+            
+        

+        

+            Press n or j to go to the next uncovered block, b, p or k for the previous block.
+        

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import protobuf from "@grpc/proto-loader/node_modules/protobufjs";
+import { promisify } from "../utils";
+import { Client } from "./Client";
+import { Collection } from "./Collection";
+import { ERROR_REASONS } from "./const/ErrorReason";
+ 
+import { DataType, DataTypeMap, DslType } from "./types/Common";
+import { FlushReq, InsertReq } from "./types/Insert";
+import { ErrorCode, MutationResult, SearchResults } from "./types/Response";
+import { QueryReq, SearchReq, SearchRes } from "./types/Search";
+import { findKeyValue } from "./utils";
+import {
+  parseBinaryVectorToBytes,
+  parseFloatVectorToBytes,
+} from "./utils/Blob";
+import path from "path";
+ 
+const protoPath = path.resolve(__dirname, "../grpc-proto/milvus.proto");
+ 
+export class Data extends Client {
+  vectorTypes: number[];
+  collectionManager: Collection;
+ 
+  constructor(client: any, collectionManager: Collection) {
+    super(client);
+    this.vectorTypes = [DataType.BinaryVector, DataType.FloatVector];
+    this.collectionManager = collectionManager;
+  }
+  /**
+   * if field type is binary, the vector data length need to be dimension / 8query
+   * fields_data: [{id:1,age:2,time:3,face:[1,2,3,4]}]
+   *
+   * hash_keys: Node sdk just pass to grpc right now. transfer primary key value to hash , let's figure out how to use it.
+   * num_rows: The row length you want to insert.
+   *
+   * After insert data you may need flush this collection.
+   */
+  async insert(data: InsertReq): Promise<MutationResult> {
+    const { collection_name } = data;
+    const collectionInfo = await this.collectionManager.describeCollection({
+      collection_name,
+    });
+ 
+    Iif (collectionInfo.status.error_code !== ErrorCode.SUCCESS) {
+      throw new Error(collectionInfo.status.reason);
+    }
+ 
+    // Tip: The field data sequence need same with collectionInfo.schema.fields.
+    // If primarykey is autoid = true, user can not insert the data
+    const fieldsData = collectionInfo.schema.fields
+      .filter((v) => !v.is_primary_key || !v.autoID)
+      .map((v) => ({
+        name: v.name,
+        type: v.data_type,
+        dim: Number(findKeyValue(v.type_params, "dim")),
+        value: [] as number[],
+      }));
+ 
+    // the actual data we pass to milvus grpc
+    const params: any = { ...data, num_rows: data.fields_data.length };
+ 
+    // user pass data is row data, we need parse to column data for milvus
+    data.fields_data.forEach((v, i) => {
+      // the key need to be field name, so we get all names in a row.
+      const fieldNames = Object.keys(v);
+ 
+      fieldNames.forEach((name) => {
+        const target = fieldsData.find((item) => item.name === name);
+        if (!target) {
+          throw new Error(`${ERROR_REASONS.INSERT_CHECK_WRONG_FIELD} ${i}`);
+        }
+        const isVector = this.vectorTypes.includes(
+          DataTypeMap[target.type.toLowerCase()]
+        );
+ 
+        // Check dimension is match when is's BinaryVector
+        Iif (
+          DataTypeMap[target.type.toLowerCase()] === DataType.BinaryVector &&
+          v[name].length !== target.dim / 8
+        ) {
+          throw new Error(ERROR_REASONS.INSERT_CHECK_WRONG_DIM);
+        }
+ 
+        // if is vector field, value should be array. so we need concat it.
+        // but array.concat is slow, we need for loop to push the value one by one
+        if (isVector) {
+          for (let val of v[name]) {
+            target.value.push(val);
+          }
+        } else {
+          target.value[i] = v[name];
+        }
+      });
+    });
+ 
+    params.fields_data = fieldsData.map((v) => {
+      // milvus return string for field type, so we define the DataTypeMap to the value we need.
+      // but if milvus change the string, may casue we cant find value.
+      const type = DataTypeMap[v.type.toLowerCase()];
+      Iif (!type) {
+      }
+      const key = this.vectorTypes.includes(type) ? "vectors" : "scalars";
+      let dataKey = "float_vector";
+      switch (type) {
+        case DataType.FloatVector:
+          dataKey = "float_vector";
+          break;
+        case DataType.BinaryVector:
+          dataKey = "binary_vector";
+          break;
+        case DataType.Double:
+          dataKey = "double_data";
+          break;
+        case DataType.Float:
+          dataKey = "float_data";
+          break;
+        case DataType.Int64:
+          dataKey = "long_data";
+          break;
+        case DataType.Int32:
+        case DataType.Int16:
+        case DataType.Int8:
+          dataKey = "int_data";
+          break;
+        default:
+          break;
+      }
+      return {
+        type,
+        field_name: v.name,
+        [key]:
+          type === DataType.FloatVector
+            ? {
+                dim: v.dim,
+                [dataKey]: {
+                  data: v.value,
+                },
+              }
+            : type === DataType.BinaryVector
+            ? {
+                dim: v.dim,
+                [dataKey]: parseBinaryVectorToBytes(v.value),
+              }
+            : {
+                [dataKey]: {
+                  data: v.value,
+                },
+              },
+      };
+    });
+ 
+    const promise = await promisify(this.client, "Insert", params);
+ 
+    return promise;
+  }
+ 
+  /**
+   * We are not support dsl type in node sdk because milvus will no longer support it too.
+   * @param data
+   * @returns
+   */
+  async search(data: SearchReq): Promise<SearchResults> {
+    const root = await protobuf.load(protoPath);
+    Iif (!root) throw new Error("Missing milvus proto file");
+    Iif (!this.vectorTypes.includes(data.vector_type))
+      throw new Error(ERROR_REASONS.SEARCH_MISS_VECTOR_TYPE);
+ 
+    const collectionInfo = await this.collectionManager.describeCollection({
+      collection_name: data.collection_name,
+    });
+ 
+    // anns_field is the vector field column user want to compare.
+    const vectorFieldName = findKeyValue(data.search_params, "anns_field");
+    const targetField = collectionInfo.schema.fields.find(
+      (v) => v.name === vectorFieldName
+    );
+    Iif (!targetField) {
+      throw new Error(ERROR_REASONS.SEARCH_NOT_FIND_VECTOR_FIELD);
+    }
+ 
+    const dim = findKeyValue(targetField.type_params, "dim");
+    const vectorType = DataTypeMap[targetField.data_type.toLowerCase()];
+    const dimension =
+      vectorType === DataType.BinaryVector ? Number(dim) / 8 : Number(dim);
+ 
+    Iif (!data.vectors[0] || data.vectors[0].length !== dimension) {
+      throw new Error(ERROR_REASONS.SEARCH_DIM_NOT_MATCH);
+    }
+ 
+    // when data type is bytes , we need use protobufjs to transform data to buffer bytes.
+    const PlaceholderGroup = root.lookupType(
+      "milvus.proto.milvus.PlaceholderGroup"
+    );
+    // tag $0 is hard code in milvus, when dsltype is expr
+    const placeholderGroupParams = PlaceholderGroup.create({
+      placeholders: [
+        {
+          tag: "$0",
+          type: data.vector_type,
+          values: data.vectors.map((v) =>
+            data.vector_type === DataType.BinaryVector
+              ? parseBinaryVectorToBytes(v)
+              : parseFloatVectorToBytes(v)
+          ),
+        },
+      ],
+    });
+ 
+    const placeholderGroupBytes = PlaceholderGroup.encode(
+      placeholderGroupParams
+    ).finish();
+ 
+    const promise: SearchRes = await promisify(this.client, "Search", {
+      ...data,
+      dsl: data.expr || "",
+      dsl_type: DslType.BoolExprV1,
+      placeholder_group: placeholderGroupBytes,
+    });
+    const results: any[] = [];
+    Eif (promise.results) {
+      /**
+       *  fields_data:  what you pass in output_fields, only support non vector fields.
+       *  ids: vector id array
+       *  scores: distance array
+       *  topks: if you use mutiple query to search , will return mutiple topk.
+       * */
+      const { topks, scores, fields_data, ids } = promise.results;
+      const fieldsData = fields_data.map((item, i) => {
+        // if search result is empty, will cause value is undefined.
+        const value = item.field ? item[item.field] : undefined;
+        return {
+          type: item.type,
+          field_name: item.field_name,
+          data: value ? value[value?.data].data : "",
+        };
+      });
+      // verctor id support int / str id.
+      const idData = ids[ids.id_field]?.data;
+      /**
+       *  milvus support mutilple querys to search
+       *  milvus will return all columns data
+       *  so we need to format value to row data for easy to use
+       *  topk is the key we can splice data for every search result
+       */
+      topks.forEach((v, index) => {
+        const topk = Number(v);
+ 
+        scores.splice(0, topk).forEach((score, scoreIndex) => {
+          const i = index === 0 ? scoreIndex : scoreIndex + topk;
+          const result: any = {
+            score,
+            id: idData ? idData[i] : "",
+          };
+          fieldsData.forEach((field) => {
+            result[field.field_name] = field.data[i];
+          });
+          results.push(result);
+        });
+      });
+    }
+ 
+    return {
+      status: promise.status,
+      results,
+    };
+  }
+ 
+  /**
+   * After insert vector data, need flush .
+   * @param data
+   * @returns
+   */
+  async flush(data: FlushReq) {
+    const res = await promisify(this.client, "Flush", data);
+    return res;
+  }
+ 
+  /**
+   * Get data by expr. Now we only support like: fieldname in [id1,id2,id3]
+   * @param data
+   * @returns
+   */
+  async getDataByExpr(data: QueryReq) {
+    const promise = await promisify(this.client, "Query", data);
+    return promise;
+  }
+}
+ 

+
+                

+            

+            

+                Code coverage generated by
+                istanbul
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
+            

+        
+        
+        
+        
+        
+    
+
+    
\ No newline at end of file
diff --git a/coverage/lcov-report/milvus/MilvusIndex.ts.html b/coverage/lcov-report/milvus/MilvusIndex.ts.html
new file mode 100644
index 00000000..4a0e5446
--- /dev/null
+++ b/coverage/lcov-report/milvus/MilvusIndex.ts.html
@@ -0,0 +1,296 @@
+
+
+
+
+
+    Code coverage report for milvus/MilvusIndex.ts
+    
+    
+    
+    
+    
+    
+
+    
+
+

+    

+        
All files / milvus MilvusIndex.ts

+        

+            
+            

+                100% 
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+                26/26
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+            

+                100% 
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+                5/5
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+                6/6
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+                19/19
+            

+        
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+            Press n or j to go to the next uncovered block, b, p or k for the previous block.
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import { promisify } from "../utils";
+import { Client } from "./Client";
+import {
+  ResStatus,
+  DescribeIndexResponse,
+  GetIndexStateResponse,
+  GetIndexBuildProgressResponse,
+} from "./types";
+import {
+  CreateIndexReq,
+  DescribeIndexReq,
+  DropIndexReq,
+  GetIndexBuildProgressReq,
+  GetIndexStateReq,
+} from "./types/Index";
+ 
+export class Index extends Client {
+  /**
+   * Creat index on vector field, it will be async progress.
+   * Binary field support index: https://milvus.io/docs/v2.0.0/metric.md#binary
+   * Float field support index: https://milvus.io/docs/v2.0.0/metric.md#floating
+   * @param data
+   * @returns
+   */
+  async createIndex(data: CreateIndexReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "CreateIndex", data);
+    return promise;
+  }
+ 
+  /**
+   * Get index infos.
+   * @param data
+   * @returns
+   */
+  async describeIndex(data: DescribeIndexReq): Promise<DescribeIndexResponse> {
+    const promise = await promisify(this.client, "DescribeIndex", data);
+    return promise;
+  }
+ 
+  /**
+   * Get index build state.
+   * @param data
+   * @returns
+   */
+  async getIndexState(data: GetIndexStateReq): Promise<GetIndexStateResponse> {
+    const promise = await promisify(this.client, "GetIndexState", data);
+    return promise;
+  }
+ 
+  /**
+   * Get index building progress.
+   * You can get indexed rows and total rows here
+   * @param data
+   * @returns
+   */
+  async getIndexBuildProgress(
+    data: GetIndexBuildProgressReq
+  ): Promise<GetIndexBuildProgressResponse> {
+    const promise = await promisify(this.client, "GetIndexBuildProgress", data);
+    return promise;
+  }
+ 
+  /**
+   * Drop index, it will be async progress.
+   * @param data
+   * @returns
+   */
+  async dropIndex(data: DropIndexReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "DropIndex", data);
+    return promise;
+  }
+}
+ 

+
+                

+            

+            

+                Code coverage generated by
+                istanbul
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
+            

+        
+        
+        
+        
+        
+    
+
+    
\ No newline at end of file
diff --git a/coverage/lcov-report/milvus/Partition.ts.html b/coverage/lcov-report/milvus/Partition.ts.html
new file mode 100644
index 00000000..9c8a0b44
--- /dev/null
+++ b/coverage/lcov-report/milvus/Partition.ts.html
@@ -0,0 +1,380 @@
+
+
+
+
+
+    Code coverage report for milvus/Partition.ts
+    
+    
+    
+    
+    
+    
+
+    
+
+

+    

+        
All files / milvus Partition.ts

+        

+            
+            

+                100% 
+                Statements
+                36/36
+            

+        
+            
+            

+                100% 
+                Branches
+                7/7
+            

+        
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+                8/8
+            

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+                100% 
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+                27/27
+            

+        
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+            Press n or j to go to the next uncovered block, b, p or k for the previous block.
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import { promisify } from "../utils";
+import { Client } from "./Client";
+import {
+  ResStatus,
+  BoolResponse,
+  ShowPartitionsResponse,
+  StatisticsResponse,
+} from "./types";
+import {
+  CreatePartitionReq,
+  DropPartitionReq,
+  GetPartitionStatisticsReq,
+  HasPartitionReq,
+  LoadPartitionsReq,
+  ShowPartitionsReq,
+} from "./types/Partition";
+import { formatKeyValueData } from "./utils/Format";
+ 
+export class Partition extends Client {
+  /**
+   * Create partition in one collection
+   * @param data
+   * @returns
+   */
+  async createPartition(data: CreatePartitionReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "CreatePartition", data);
+    return promise;
+  }
+ 
+  /**
+   * Check partition exist or not in one collection
+   * @param data
+   * @returns
+   */
+  async hasPartition(data: HasPartitionReq): Promise<BoolResponse> {
+    const promise = await promisify(this.client, "HasPartition", data);
+    return promise;
+  }
+ 
+  /**
+   * Show all partitions in one collection
+   * Return ids and names for now
+   * @param data
+   * @returns
+   */
+  async showPartitions(
+    data: ShowPartitionsReq
+  ): Promise<ShowPartitionsResponse> {
+    const promise = await promisify(this.client, "ShowPartitions", data);
+    return promise;
+  }
+ 
+  /**
+   * Get partition statistics like row_count for one partition.
+   * @param data
+   * @returns
+   */
+  async getPartitionStatistics(
+    data: GetPartitionStatisticsReq
+  ): Promise<StatisticsResponse> {
+    const promise = await promisify(
+      this.client,
+      "GetPartitionStatistics",
+      data
+    );
+    promise.data = formatKeyValueData(promise.stats, ["row_count"]);
+    return promise;
+  }
+ 
+  /**
+   * Load partition data, then you can search.
+   * @param data
+   * @returns
+   */
+  async loadPartitions(data: LoadPartitionsReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "LoadPartitions", data);
+    return promise;
+  }
+ 
+  /**
+   * If you want to ignore some partitions when search, you can release some partitions
+   * @param data
+   * @returns
+   */
+  async releasePartitions(data: LoadPartitionsReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "ReleasePartitions", data);
+    return promise;
+  }
+ 
+  /**
+   * Drop partition will drop all data in this partition.
+   * Default partition can not droped.
+   * @param data
+   * @returns
+   */
+  async dropPartition(data: DropPartitionReq): Promise<ResStatus> {
+    const promise = await promisify(this.client, "DropPartition", data);
+    return promise;
+  }
+}
+ 

+
+                

+            

+            

+                Code coverage generated by
+                istanbul
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
+            

+        
+        
+        
+        
+        
+    
+
+    
\ No newline at end of file
diff --git a/coverage/lcov-report/milvus/const/ErrorReason.ts.html b/coverage/lcov-report/milvus/const/ErrorReason.ts.html
index d04ae0bf..8fbf7350 100644
--- a/coverage/lcov-report/milvus/const/ErrorReason.ts.html
+++ b/coverage/lcov-report/milvus/const/ErrorReason.ts.html
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export enum ERROR_REASONS {
   CREATE_COLLECTION_CHECK_COLLECTION_NAME = "fields and collection_name is needed",
@@ -101,6 +105,8 @@ 
All files / milvus/const
   INSERT_CHECK_WRONG_DIM = "Insert fail: Binary vector data length need to equal (dimension / 8) ",
  
   SEARCH_MISS_VECTOR_TYPE = "Miss vector_type, need to be binary or float vector field type.",
+  SEARCH_NOT_FIND_VECTOR_FIELD = "Your anns_field cannot find in this collection.",
+  SEARCH_DIM_NOT_MATCH = "Your vector dimension is not match your anns_field dimension",
 }
  
@@ -109,7 +115,7 @@

All files / milvus/const
Code coverage generated by istanbul - at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间) + at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
diff --git a/coverage/lcov-report/milvus/const/index.html b/coverage/lcov-report/milvus/const/index.html index 2e09055a..b22969af 100644 --- a/coverage/lcov-report/milvus/const/index.html +++ b/coverage/lcov-report/milvus/const/index.html @@ -25,7 +25,7 @@

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Code coverage generated by istanbul - at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间) + at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
diff --git a/coverage/lcov-report/milvus/index.html b/coverage/lcov-report/milvus/index.html index b0cc6b83..6e3c8416 100644 --- a/coverage/lcov-report/milvus/index.html +++ b/coverage/lcov-report/milvus/index.html @@ -23,30 +23,30 @@

All files milvus

- 91.63% + 94.76% Statements - 186/203 + 253/267
- 73.86% + 81.82% Branches - 65/88 + 81/99
- 94.44% + 100% Functions - 34/36 + 46/46
- 91.28% + 94.62% Lines - 157/172 + 211/223
@@ -73,18 +73,93 @@

All files milvus

+ Client.ts + +
+ + 100% + 4/4 + 100% + 0/0 + 100% + 2/2 + 100% + 3/3 + + + + Collection.ts + +
+ + 95.38% + 62/65 + 84.21% + 16/19 + 100% + 10/10 + 96.23% + 51/53 + + + + Data.ts + +
+ + 90.52% + 105/116 + 77.94% + 53/68 + 100% + 18/18 + 90.2% + 92/102 + + + + MilvusIndex.ts + +
+ + 100% + 26/26 + 100% + 5/5 + 100% + 6/6 + 100% + 19/19 + + + + Partition.ts + +
+ + 100% + 36/36 + 100% + 7/7 + 100% + 8/8 + 100% + 27/27 + + + index.ts - -
+ +
- 91.63% - 186/203 - 73.86% - 65/88 - 94.44% - 34/36 - 91.28% - 157/172 + 100% + 20/20 + 100% + 0/0 + 100% + 2/2 + 100% + 19/19 @@ -95,7 +170,7 @@

All files milvus

Code coverage generated by istanbul - at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间) + at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
diff --git a/coverage/lcov-report/milvus/index.ts.html b/coverage/lcov-report/milvus/index.ts.html index c98ba29e..c71d8fab 100644 --- a/coverage/lcov-report/milvus/index.ts.html +++ b/coverage/lcov-report/milvus/index.ts.html @@ -23,30 +23,30 @@

All files / milvus inde
- 91.63% + 100% Statements - 186/203 + 20/20
- 73.86% + 100% Branches - 65/88 + 0/0
- 94.44% + 100% Functions - 34/36 + 2/2
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import { promisify } from "../utils";
-import {
-  CreateCollectionReq,
-  DescribeCollectionReq,
-  DropCollectionReq,
-  GetCollectionStatisticsReq,
-  HasCollectionReq,
-  LoadCollectionReq,
-  ReleaseLoadCollectionReq,
-  ShowCollectionsReq,
-  ShowCollectionsType,
-} from "./types/Collection";
-import path from "path";
+ 
import path from "path";
 import * as protoLoader from "@grpc/proto-loader";
 import { loadPackageDefinition, credentials } from "@grpc/grpc-js";
-import * as protobuf from "protobufjs";
-import {
-  BoolResponse,
-  DescribeCollectionResponse,
-  DescribeIndexResponse,
-  ErrorCode,
-  GetIndexBuildProgressResponse,
-  GetIndexStateResponse,
-  MutationResult,
-  ResStatus,
-  SearchResults,
-  ShowCollectionsResponse,
-  ShowPartitionsResponse,
-  StatisticsResponse,
-} from "./types/Response";
-import {
-  CreatePartitionReq,
-  DropPartitionReq,
-  GetPartitionStatisticsReq,
-  HasPartitionReq,
-  LoadPartitionsReq,
-  ShowPartitionsReq,
-} from "./types/Partition";
-import {
-  CreateIndexReq,
-  DescribeIndexReq,
-  DropIndexReq,
-  GetIndexBuildProgressReq,
-  GetIndexStateReq,
-} from "./types/Index";
-import { SearchReq, SearchRes } from "./types/Search";
-import { checkCollectionFields } from "./utils/Validate";
-import { DataType, DataTypeMap, DslType } from "./types/Common";
-import { FlushReq, InsertReq } from "./types/Insert";
-import {
-  parseFloatVectorToBytes,
-  parseBinaryVectorToBytes,
-} from "./utils/Blob";
-import { findKeyValue } from "./utils";
-import { formatKeyValueData } from "./utils/Format";
-import { ERROR_REASONS } from "./const/ErrorReason";
+ 
+import { Collection } from "./Collection";
+import { Partition } from "./Partition";
+import { Index } from "./MilvusIndex";
+import { Data } from "./Data";
  
 const protoPath = path.resolve(__dirname, "../grpc-proto/milvus.proto");
-const schemaPath = path.resolve(__dirname, "../grpc-proto/schema.proto");
 export class MilvusClient {
   client: any;
-  vectorTypes: number[];
+  collectionManager: Collection;
+  partitionManager: Partition;
+  indexManager: Index;
+  dataManager: Data;
  
   /**
-   * set grpc client here
-   * but we not use it now, may be can use it in future.
+   * Connect to milvus grpc client.
+   * CollectionManager: control collection crud api
+   * PartitionManager: control partition crud api
+   * IndexManager: control index crud api
+   * DataManager: Search | GetDataByExpr | Insert | Flush
    * @param ip milvus ip address like: 127.0.0.1:19530
    */
   constructor(ip: string) {
@@ -1187,446 +190,12 @@ 
All files / milvus inde
       ip,
       credentials.createInsecure()
     );
-    this.client = client;
-    this.vectorTypes = [DataType.BinaryVector, DataType.FloatVector];
-  }
- 
-  /**
-   *
-   * @returns Get Index type to map grpc index type
-   */
-  // getIndexType() {
-  //   return {
-  //     FLAT: IndexType.FLAT,
-  //     IVF_FLAT: IndexType.IVFFLAT,
-  //     IVF_SQ8: IndexType.IVFSQ8,
-  //     RNSG: IndexType.RNSG,
-  //     IVF_SQ8h: IndexType.IVFSQ8H,
-  //     IVF_PQ: IndexType.IVFPQ,
-  //     HNSW: IndexType.HNSW,
-  //     ANNOY: IndexType.ANNOY,
-  //   };
-  // }
- 
-  /**
-   *
-   * @returns Get Index type to map grpc metric type
-   */
-  // getMetricType() {
-  //   return {
-  //     L2: MetricType.L2,
-  //     IP: MetricType.IP,
-  //     HAMMING: MetricType.HAMMING,
-  //     JACCARD: MetricType.JACCARD,
-  //     TANIMOTO: MetricType.TANIMOTO,
-  //     SUBSTRUCTURE: MetricType.SUBSTRUCTURE,
-  //     SUPERSTRUCTURE: MetricType.SUPERSTRUCTURE,
-  //   };
-  // }
- 
-  /**
-   * After insert vector data, need flush .
-   * @param data
-   * @returns
-   */
-  async flush(data: FlushReq) {
-    const res = await promisify(this.client, "Flush", data);
-    return res;
-  }
- 
-  /**
-   * @brief This method is used to create collection
-   *
-   * @param data use to provide collection information to be created.
-   *
-   * @return Status
-   */
-  async createCollection(data: CreateCollectionReq): Promise<ResStatus> {
-    const { fields, collection_name, description } = data;
-    Iif (!fields || !fields.length || !collection_name) {
-      throw new Error(ERROR_REASONS.CREATE_COLLECTION_CHECK_COLLECTION_NAME);
-    }
-    checkCollectionFields(fields);
- 
-    const root = await protobuf.load(schemaPath);
-    Iif (!root) throw new Error("Missing proto file");
-    // when data type is bytes , we need use protobufjs to transform data to buffer bytes.
-    const CollectionSchema = root.lookupType(
-      "milvus.proto.schema.CollectionSchema"
-    );
- 
-    const FieldSchema = root.lookupType("milvus.proto.schema.FieldSchema");
- 
-    let payload: any = {
-      name: collection_name,
-      description: description || "",
-      fields: [],
-    };
- 
-    data.fields.forEach((field) => {
-      const value = {
-        ...field,
-        typeParams: field.type_params,
-        dataType: field.data_type,
-        isPrimaryKey: field.is_primary_key,
-      };
-      const fieldParams = FieldSchema.create(value);
- 
-      payload.fields.push(fieldParams);
-    });
- 
-    const collectionParams = CollectionSchema.create(payload);
-    const schemaBtyes = CollectionSchema.encode(collectionParams).finish();
-    const promise = await promisify(this.client, "CreateCollection", {
-      ...data,
-      schema: schemaBtyes,
-    });
- 
-    return promise;
-  }
- 
-  /**
-   * Check collection exist or not
-   * @param data
-   * @returns
-   */
-  async hasCollection(data: HasCollectionReq): Promise<BoolResponse> {
-    Iif (!data.collection_name) {
-      throw new Error(ERROR_REASONS.HAS_COLLECTION_CHECK);
-    }
-    const promise = await promisify(this.client, "HasCollection", data);
-    return promise;
-  }
- 
-  /**
-   * List all collections
-   * @returns
-   */
-  async showCollections(
-    data?: ShowCollectionsReq
-  ): Promise<ShowCollectionsResponse> {
-    const promise = await promisify(this.client, "ShowCollections", {
-      type: data ? data.type : ShowCollectionsType.All,
-    });
-    return promise;
-  }
- 
-  /**
-   * Get collection detail, like name ,schema
-   * @param data
-   * @returns DescribeCollectionResponse
-   */
-  async describeCollection(
-    data: DescribeCollectionReq
-  ): Promise<DescribeCollectionResponse> {
-    const promise = await promisify(this.client, "DescribeCollection", data);
-    return promise;
-  }
- 
-  async getCollectionStatistics(
-    data: GetCollectionStatisticsReq
-  ): Promise<StatisticsResponse> {
-    const promise = await promisify(
-      this.client,
-      "GetCollectionStatistics",
-      data
-    );
- 
-    promise.data = formatKeyValueData(promise.stats, ["row_count"]);
- 
-    return promise;
-  }
- 
-  async loadCollection(data: LoadCollectionReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "LoadCollection", data);
-    return promise;
-  }
- 
-  async releaseCollection(data: ReleaseLoadCollectionReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "ReleaseCollection", data);
-    return promise;
-  }
- 
-  async dropCollection(data: DropCollectionReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "DropCollection", data);
-    return promise;
-  }
- 
-  async createPartition(data: CreatePartitionReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "CreatePartition", data);
-    return promise;
-  }
- 
-  async hasPartition(data: HasPartitionReq): Promise<BoolResponse> {
-    const promise = await promisify(this.client, "HasPartition", data);
-    return promise;
-  }
- 
-  async showPartitions(
-    data: ShowPartitionsReq
-  ): Promise<ShowPartitionsResponse> {
-    const promise = await promisify(this.client, "ShowPartitions", data);
-    return promise;
-  }
- 
-  async getPartitionStatistics(
-    data: GetPartitionStatisticsReq
-  ): Promise<StatisticsResponse> {
-    const promise = await promisify(
-      this.client,
-      "GetPartitionStatistics",
-      data
-    );
-    promise.data = formatKeyValueData(promise.stats, ["row_count"]);
-    return promise;
-  }
- 
-  async loadPartitions(data: LoadPartitionsReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "LoadPartitions", data);
-    return promise;
-  }
- 
-  async releasePartitions(data: LoadPartitionsReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "ReleasePartitions", data);
-    return promise;
-  }
- 
-  async dropPartition(data: DropPartitionReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "DropPartition", data);
-    return promise;
-  }
  
-  async createIndex(data: CreateIndexReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "CreateIndex", data);
-    return promise;
-  }
- 
-  async describeIndex(data: DescribeIndexReq): Promise<DescribeIndexResponse> {
-    const promise = await promisify(this.client, "DescribeIndex", data);
-    return promise;
-  }
- 
-  async getIndexState(data: GetIndexStateReq): Promise<GetIndexStateResponse> {
-    const promise = await promisify(this.client, "GetIndexState", data);
-    return promise;
-  }
- 
-  async getIndexBuildProgress(
-    data: GetIndexBuildProgressReq
-  ): Promise<GetIndexBuildProgressResponse> {
-    const promise = await promisify(this.client, "GetIndexBuildProgress", data);
-    return promise;
-  }
- 
-  async dropIndex(data: DropIndexReq): Promise<ResStatus> {
-    const promise = await promisify(this.client, "DropIndex", data);
-    return promise;
-  }
- 
-  /**
-   * if field type is binary, the vector data length need to be dimension / 8
-   * fields_data: [{id:1,age:2,time:3,face:[1,2,3,4]}]
-   *
-   * hash_keys: Not support yet. transfer primary key value to hash , let's figure out how to use it.
-   * num_rows: The row length you want to insert.
-   */
-  async insert(data: InsertReq): Promise<MutationResult> {
-    const { collection_name } = data;
-    //
-    const collectionInfo = await this.describeCollection({ collection_name });
-    Iif (collectionInfo.status.error_code !== ErrorCode.SUCCESS) {
-      throw new Error(collectionInfo.status.reason);
-    }
- 
-    // Tip: The field data sequence need same with collectionInfo.schema.fields.
-    const fieldsData = collectionInfo.schema.fields.map((v) => ({
-      name: v.name,
-      type: v.data_type,
-      dim: Number(findKeyValue(v.type_params, "dim")),
-      value: [] as number[],
-    }));
- 
-    // the actual data we pass to milvus grpc
-    const params: any = { ...data, num_rows: data.fields_data.length };
- 
-    // user pass data is row data, we need parse to column data for milvus
-    data.fields_data.forEach((v, i) => {
-      // the key need to be field name, so we get all names in a row.
-      const fieldNames = Object.keys(v);
- 
-      if (fieldNames.length !== fieldsData.length) {
-        throw new Error(`${ERROR_REASONS.INSERT_CHECK_MISS_FIELD} ${i}`);
-      }
-      fieldNames.forEach((name) => {
-        const target = fieldsData.find((item) => item.name === name);
-        if (!target) {
-          throw new Error(`${ERROR_REASONS.INSERT_CHECK_WRONG_FIELD} ${i}`);
-        }
-        // if is vector field, value should be array. so we need concat it.
-        const isVector = this.vectorTypes.includes(
-          DataTypeMap[target.type.toLowerCase()]
-        );
- 
-        // milvus will not check binary dim, so we need check it in sdk.
-        Iif (
-          DataTypeMap[target.type.toLowerCase()] === DataType.BinaryVector &&
-          v[name].length !== target.dim / 8
-        ) {
-          throw new Error(ERROR_REASONS.INSERT_CHECK_WRONG_DIM);
-        }
- 
-        isVector
-          ? (target.value = target.value.concat(v[name]))
-          : target.value.push(v[name]);
-      });
-    });
- 
-    params.fields_data = fieldsData.map((v) => {
-      // milvus return string for field type, so we define the map to the value we need.
-      // but if milvus change the string, may casue we cant find value.
-      const type = DataTypeMap[v.type.toLowerCase()];
-      Iif (!type) {
-      }
-      const key = this.vectorTypes.includes(type) ? "vectors" : "scalars";
-      let dataKey = "float_vector";
-      switch (type) {
-        case DataType.FloatVector:
-          dataKey = "float_vector";
-          break;
-        case DataType.BinaryVector:
-          dataKey = "binary_vector";
-          break;
-        case DataType.Double:
-          dataKey = "double_data";
-          break;
-        case DataType.Float:
-          dataKey = "float_data";
-          break;
-        case DataType.Int64:
-          dataKey = "long_data";
-          break;
-        case DataType.Int32:
-        case DataType.Int16:
-        case DataType.Int8:
-          dataKey = "int_data";
-          break;
-        default:
-          break;
-      }
-      return {
-        type,
-        field_name: v.name,
-        [key]:
-          type === DataType.FloatVector
-            ? {
-                dim: v.dim,
-                [dataKey]: {
-                  data: v.value,
-                },
-              }
-            : type === DataType.BinaryVector
-            ? {
-                dim: v.dim,
-                [dataKey]: parseBinaryVectorToBytes(v.value),
-              }
-            : {
-                [dataKey]: {
-                  data: v.value,
-                },
-              },
-      };
-    });
-    const promise = await promisify(this.client, "Insert", params);
-    return promise;
-  }
- 
-  /**
-   * We are not support dsl type in node sdk because milvus will no longer support it too.
-   * todo: add binary vector search
-   * @param data
-   * @returns
-   */
-  async search(data: SearchReq): Promise<SearchResults> {
-    const root = await protobuf.load(protoPath);
-    Iif (!root) throw new Error("Missing milvus proto file");
-    Iif (!this.vectorTypes.includes(data.vector_type))
-      throw new Error(ERROR_REASONS.SEARCH_MISS_VECTOR_TYPE);
-    // when data type is bytes , we need use protobufjs to transform data to buffer bytes.
-    const PlaceholderGroup = root.lookupType(
-      "milvus.proto.milvus.PlaceholderGroup"
-    );
-    // tag $0 is hard code in milvus, when dsltype is expr
-    const placeholderGroupParams = PlaceholderGroup.create({
-      placeholders: [
-        {
-          tag: "$0",
-          type: data.vector_type,
-          values: data.vectors.map((v) =>
-            data.vector_type === DataType.BinaryVector
-              ? parseBinaryVectorToBytes(v)
-              : parseFloatVectorToBytes(v)
-          ),
-        },
-      ],
-    });
- 
-    const placeholderGroupBytes = PlaceholderGroup.encode(
-      placeholderGroupParams
-    ).finish();
- 
-    const promise: SearchRes = await promisify(this.client, "Search", {
-      ...data,
-      dsl: data.expr || "",
-      dsl_type: DslType.BoolExprV1,
-      placeholder_group: placeholderGroupBytes,
-    });
-    const results: any[] = [];
-    Eif (promise.results) {
-      /**
-       *  fields_data:  what you pass in output_fields, only support non vector fields.
-       *  ids: vector id array
-       *  scores: distance array
-       *  topks: if you use mutiple query to search , will return mutiple topk.
-       * */
-      const { topks, scores, fields_data, ids } = promise.results;
-      const fieldsData = fields_data.map((item, i) => {
-        // if search result is empty, will cause value is undefined.
-        const value = item.field ? item[item.field] : undefined;
-        return {
-          type: item.type,
-          field_name: item.field_name,
-          data: value ? value[value?.data].data : "",
-        };
-      });
-      // verctor id support int / str id.
-      const idData = ids[ids.id_field]?.data;
-      /**
-       *  milvus support mutilple querys to search
-       *  milvus will return all columns data
-       *  so we need to format value to row data for easy to use
-       *  topk is the key we can splice data for every search result
-       */
-      topks.forEach((v, index) => {
-        const topk = Number(v);
- 
-        scores.splice(0, topk).forEach((score, scoreIndex) => {
-          const i = index === 0 ? scoreIndex : scoreIndex + topk;
-          const result: any = {
-            score,
-            id: idData ? idData[i] : "",
-          };
-          fieldsData.forEach((field) => {
-            result[field.field_name] = field.data[i];
-          });
-          results.push(result);
-        });
-      });
-    }
- 
-    return {
-      status: promise.status,
-      results,
-    };
+    this.client = client;
+    this.collectionManager = new Collection(this.client);
+    this.partitionManager = new Partition(this.client);
+    this.indexManager = new Index(this.client);
+    this.dataManager = new Data(this.client, this.collectionManager);
   }
 }
  
@@ -1636,7 +205,7 @@

All files / milvus inde
Code coverage generated by istanbul - at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间) + at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)

diff --git a/coverage/lcov-report/milvus/types/Collection.ts.html b/coverage/lcov-report/milvus/types/Collection.ts.html index 2529fed2..19451126 100644 --- a/coverage/lcov-report/milvus/types/Collection.ts.html +++ b/coverage/lcov-report/milvus/types/Collection.ts.html @@ -108,7 +108,17 @@

All files / milvus/types 49 50 51 -52  +52 +53 +54 +55 +56 +57  +  +  +  +  +        @@ -159,14 +169,19 @@

All files / milvus/types       - 
import { DataType, KeyValuePair, MsgBase, MsgType } from "./Common";
+ 
import { DataType } from "./Common";
+ 
+export interface FieldTypeParam {
+  key: "dim";
+  value: string;
+}
  
 export interface FieldType {
   name: string;
   description: string;
   data_type?: DataType;
   is_primary_key?: boolean;
-  type_params?: KeyValuePair[];
+  type_params?: FieldTypeParam[];
   autoID?: boolean;
 }
  
@@ -217,7 +232,7 @@ 
All files / milvus/types
             

                 Code coverage generated by
                 istanbul
-                at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间)
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
             

         
         
diff --git a/coverage/lcov-report/milvus/types/Common.ts.html b/coverage/lcov-report/milvus/types/Common.ts.html
index e66d73c8..a0235ba7 100644
--- a/coverage/lcov-report/milvus/types/Common.ts.html
+++ b/coverage/lcov-report/milvus/types/Common.ts.html
@@ -586,7 +586,7 @@ 
All files / milvus/types
             

                 Code coverage generated by
                 istanbul
-                at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间)
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
             

         
         
diff --git a/coverage/lcov-report/milvus/types/Response.ts.html b/coverage/lcov-report/milvus/types/Response.ts.html
index b36e4baf..76058d5c 100644
--- a/coverage/lcov-report/milvus/types/Response.ts.html
+++ b/coverage/lcov-report/milvus/types/Response.ts.html
@@ -198,7 +198,18 @@ 
All files / milvus/types
 139
 140
 141
-142 
+142
+143
+144
+145
+146
+147
+148
+149
+150
+151
+152
+153 
  
  
  
@@ -339,6 +350,17 @@ 
All files / milvus/types
  
  
  
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
  
import {
   DataType,
   IndexState,
@@ -374,6 +396,15 @@ 
All files / milvus/types
   // OUT_OF_MEMORY = "OUT_OF_MEMORY",
 }
  
+interface TimeStamp {
+  created_timestamp: string; // hybrid timestamp it's milvus inside timestamp
+  created_utc_timestamp: string;
+}
+ 
+interface TimeStampArray {
+  created_timestamps: string[];
+  created_utc_timestamps: string[];
+}
 export interface ResStatus {
   error_code: string | number;
   reason: string;
@@ -384,7 +415,7 @@ 
All files / milvus/types
   value: Boolean;
 }
  
-export interface ShowCollectionsResponse {
+export interface ShowCollectionsResponse extends TimeStampArray {
   status: ResStatus;
   collection_names: string[];
   collection_ids: string[];
@@ -397,16 +428,16 @@ 
All files / milvus/types
   is_primary_key?: boolean;
   type_params: KeyValuePair[];
   index_params: KeyValuePair[];
+  autoID: boolean;
 }
  
 export interface CollectionSchema {
   name: string;
   description: string;
-  autoID: boolean;
   fields: FieldSchema[];
 }
  
-export interface DescribeCollectionResponse {
+export interface DescribeCollectionResponse extends TimeStamp {
   status: ResStatus;
   schema: CollectionSchema;
   collectionID: string;
@@ -420,13 +451,13 @@ 
All files / milvus/types
   data: { [x: string]: any };
 }
  
-export interface ShowPartitionsResponse {
+export interface ShowPartitionsResponse extends TimeStampArray {
   status: ResStatus;
   partition_names: string[];
   partitionIDs: number[];
 }
  
-interface IndexDescription {
+export interface IndexDescription {
   index_name: string;
   indexID: number;
   params: KeyValuePair[];
@@ -444,6 +475,8 @@ 
All files / milvus/types
  
 export interface GetIndexBuildProgressResponse {
   status: ResStatus;
+  indexed_rows: number;
+  total_rows: number;
 }
  
 export interface MutationResult {
@@ -487,7 +520,7 @@ 
All files / milvus/types
             

                 Code coverage generated by
                 istanbul
-                at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间)
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
             

         
         
diff --git a/coverage/lcov-report/milvus/types/index.html b/coverage/lcov-report/milvus/types/index.html
index 66e8712a..1db5c5d7 100644
--- a/coverage/lcov-report/milvus/types/index.html
+++ b/coverage/lcov-report/milvus/types/index.html
@@ -125,7 +125,7 @@ 
All files milvus/types

             

                 Code coverage generated by
                 istanbul
-                at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间)
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
             

         
         
diff --git a/coverage/lcov-report/milvus/utils/Blob.ts.html b/coverage/lcov-report/milvus/utils/Blob.ts.html
index 2baca4af..fe34fcd5 100644
--- a/coverage/lcov-report/milvus/utils/Blob.ts.html
+++ b/coverage/lcov-report/milvus/utils/Blob.ts.html
@@ -103,7 +103,7 @@ 
All files / milvus/utils
             

                 Code coverage generated by
                 istanbul
-                at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间)
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
             

         
         
diff --git a/coverage/lcov-report/milvus/utils/Format.ts.html b/coverage/lcov-report/milvus/utils/Format.ts.html
index 2c8083f8..3e2648e8 100644
--- a/coverage/lcov-report/milvus/utils/Format.ts.html
+++ b/coverage/lcov-report/milvus/utils/Format.ts.html
@@ -118,7 +118,7 @@ 
All files / milvus/utils
             

                 Code coverage generated by
                 istanbul
-                at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间)
+                at Wed Aug 04 2021 15:34:26 GMT+0800 (中国标准时间)
             

         
         
diff --git a/coverage/lcov-report/milvus/utils/Validate.ts.html b/coverage/lcov-report/milvus/utils/Validate.ts.html
index f894b511..cee6ec84 100644
--- a/coverage/lcov-report/milvus/utils/Validate.ts.html
+++ b/coverage/lcov-report/milvus/utils/Validate.ts.html
@@ -112,34 +112,34 @@ 
All files / milvus/utils
  
  
 6x
-12x
+13x
  
-22x
+24x
 1x
  
-11x
+12x
  
-11x
+12x
  
  
 1x
  
  
-10x
-22x
-10x
+11x
+25x
+11x
  
  
-10x
+11x
 1x
  
-9x
+10x
 1x
  
  
  
  
-8x
+9x
  
  
import { findKeyValue } from ".";
 import { ERROR_REASONS } from "../const/ErrorReason";
@@ -190,7 +190,7 @@ 
All files / milvus/utils
             

                 Code coverage generated by
                 istanbul
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diff --git a/coverage/lcov-report/milvus/utils/index.html b/coverage/lcov-report/milvus/utils/index.html
index 3fc1afff..1c239407 100644
--- a/coverage/lcov-report/milvus/utils/index.html
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@@ -140,7 +140,7 @@ 
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                 Code coverage generated by
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diff --git a/coverage/lcov-report/milvus/utils/index.ts.html b/coverage/lcov-report/milvus/utils/index.ts.html
index 181e538f..c294766e 100644
--- a/coverage/lcov-report/milvus/utils/index.ts.html
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@@ -64,7 +64,7 @@ 
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 export const findKeyValue = (obj: KeyValuePair[], key: string) =>
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                 Code coverage generated by
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index 099e0da0..36cd6675 100644
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                 Code coverage generated by
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diff --git a/coverage/lcov-report/utils/index.ts.html b/coverage/lcov-report/utils/index.ts.html
index 418029ce..bb63374c 100644
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                 Code coverage generated by
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-                at Wed Jul 14 2021 15:41:36 GMT+0800 (中国标准时间)
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diff --git a/coverage/lcov.info b/coverage/lcov.info
index 8f78ef5c..d5d4de86 100644
--- a/coverage/lcov.info
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@@ -3,360 +3,487 @@ SF:const/index.ts
 FN:9,(anonymous_0)
 FNF:1
 FNH:1
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 BRDA:9,0,1,1
 BRF:2
 BRH:2
 end_of_record
 TN:
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-FN:69,MilvusClient
-FN:125,(anonymous_24)
-FN:137,(anonymous_27)
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+end_of_record
+TN:
+SF:milvus/MilvusIndex.ts
+FN:17,(anonymous_19)
+FN:25,(anonymous_21)
+FN:35,(anonymous_24)
+FN:45,(anonymous_27)
+FN:56,(anonymous_30)
+FN:68,(anonymous_33)
+FNF:6
+FNH:6
+FNDA:12,(anonymous_19)
+FNDA:1,(anonymous_21)
+FNDA:2,(anonymous_24)
+FNDA:1,(anonymous_27)
+FNDA:1,(anonymous_30)
+FNDA:1,(anonymous_33)
+DA:1,6
+DA:2,6
+DA:17,6
+DA:25,6
+DA:26,1
+DA:27,1
+DA:35,6
+DA:36,2
+DA:37,2
+DA:45,6
+DA:46,1
+DA:47,1
+DA:56,6
+DA:59,1
+DA:60,1
+DA:68,6
+DA:69,1
+DA:70,1
+DA:72,6
+LF:19
+LH:19
+BRDA:26,0,0,1
+BRDA:36,1,0,2
+BRDA:46,2,0,1
+BRDA:59,3,0,1
+BRDA:69,4,0,1
+BRF:5
+BRH:5
+end_of_record
+TN:
+SF:milvus/Partition.ts
+FN:19,(anonymous_19)
+FN:25,(anonymous_21)
+FN:35,(anonymous_24)
+FN:46,(anonymous_27)
+FN:58,(anonymous_30)
+FN:75,(anonymous_33)
+FN:85,(anonymous_36)
+FN:96,(anonymous_39)
+FNF:8
+FNH:8
+FNDA:12,(anonymous_19)
+FNDA:3,(anonymous_21)
+FNDA:3,(anonymous_24)
+FNDA:1,(anonymous_27)
+FNDA:1,(anonymous_30)
+FNDA:1,(anonymous_33)
+FNDA:1,(anonymous_36)
+FNDA:1,(anonymous_39)
+DA:1,6
+DA:2,6
+DA:17,6
+DA:19,6
+DA:25,6
+DA:26,3
+DA:27,3
+DA:35,6
+DA:36,3
+DA:37,3
+DA:46,6
+DA:49,1
+DA:50,1
+DA:58,6
+DA:61,1
+DA:66,1
+DA:67,1
+DA:75,6
+DA:76,1
+DA:77,1
+DA:85,6
+DA:86,1
+DA:87,1
+DA:96,6
+DA:97,1
+DA:98,1
+DA:100,6
+LF:27
+LH:27
+BRDA:26,0,0,3
+BRDA:36,1,0,3
+BRDA:49,2,0,1
+BRDA:61,3,0,1
+BRDA:76,4,0,1
+BRDA:86,5,0,1
+BRDA:97,6,0,1
+BRF:7
+BRH:7
+end_of_record
+TN:
+SF:milvus/index.ts
+FN:11,(anonymous_7)
+FN:26,MilvusClient
+FNF:2
+FNH:2
+FNDA:6,(anonymous_7)
+FNDA:6,MilvusClient
+DA:1,6
+DA:2,6
+DA:3,6
+DA:5,6
+DA:6,6
+DA:7,6
+DA:8,6
+DA:10,6
+DA:11,6
+DA:27,6
+DA:34,6
+DA:35,6
+DA:36,6
+DA:41,6
+DA:42,6
+DA:43,6
+DA:44,6
+DA:45,6
+DA:47,6
+LF:19
+LH:19
+BRF:0
+BRH:0
 end_of_record
 TN:
 SF:milvus/const/ErrorReason.ts
@@ -375,8 +502,10 @@ DA:10,6
 DA:11,6
 DA:12,6
 DA:14,6
-LF:11
-LH:11
+DA:15,6
+DA:16,6
+LF:13
+LH:13
 BRDA:1,0,0,6
 BRDA:1,0,1,6
 BRF:2
@@ -384,17 +513,17 @@ BRH:2
 end_of_record
 TN:
 SF:milvus/types/Collection.ts
-FN:12,(anonymous_0)
+FN:17,(anonymous_0)
 FNF:1
 FNH:1
 FNDA:6,(anonymous_0)
-DA:12,6
-DA:13,6
-DA:14,6
+DA:17,6
+DA:18,6
+DA:19,6
 LF:3
 LH:3
-BRDA:12,0,0,6
-BRDA:12,0,1,6
+BRDA:17,0,0,6
+BRDA:17,0,1,6
 BRF:2
 BRH:2
 end_of_record
@@ -579,50 +708,50 @@ FN:20,(anonymous_2)
 FN:27,(anonymous_3)
 FNF:4
 FNH:4
-FNDA:12,(anonymous_0)
-FNDA:22,(anonymous_1)
-FNDA:11,(anonymous_2)
-FNDA:22,(anonymous_3)
+FNDA:13,(anonymous_0)
+FNDA:24,(anonymous_1)
+FNDA:12,(anonymous_2)
+FNDA:25,(anonymous_3)
 DA:1,6
 DA:2,6
 DA:4,6
 DA:13,6
-DA:14,12
-DA:16,22
+DA:14,13
+DA:16,24
 DA:17,1
-DA:19,11
-DA:21,11
+DA:19,12
+DA:21,12
 DA:24,1
-DA:27,10
-DA:28,22
-DA:29,10
-DA:32,10
+DA:27,11
+DA:28,25
+DA:29,11
+DA:32,11
 DA:33,1
-DA:35,9
+DA:35,10
 DA:36,1
-DA:41,8
+DA:41,9
 LF:18
 LH:18
 BRDA:16,0,0,1
-BRDA:16,0,1,11
-BRDA:16,1,0,22
-BRDA:16,1,1,11
+BRDA:16,0,1,12
+BRDA:16,1,0,24
+BRDA:16,1,1,12
 BRDA:19,2,0,1
-BRDA:19,2,1,10
-BRDA:21,3,0,11
+BRDA:19,2,1,11
+BRDA:21,3,0,12
 BRDA:21,3,1,0
-BRDA:28,4,0,10
-BRDA:28,4,1,12
-BRDA:28,5,0,22
-BRDA:28,5,1,22
-BRDA:30,6,0,9
+BRDA:28,4,0,11
+BRDA:28,4,1,14
+BRDA:28,5,0,25
+BRDA:28,5,1,25
+BRDA:30,6,0,10
 BRDA:30,6,1,1
 BRDA:32,7,0,1
-BRDA:32,7,1,9
+BRDA:32,7,1,10
 BRDA:35,8,0,1
-BRDA:35,8,1,8
-BRDA:35,9,0,9
-BRDA:35,9,1,3
+BRDA:35,8,1,9
+BRDA:35,9,0,10
+BRDA:35,9,1,4
 BRF:20
 BRH:19
 end_of_record
@@ -632,16 +761,16 @@ FN:3,(anonymous_0)
 FN:4,(anonymous_1)
 FNF:2
 FNH:2
-FNDA:30,(anonymous_0)
-FNDA:17,(anonymous_1)
+FNDA:37,(anonymous_0)
+FNDA:23,(anonymous_1)
 DA:3,6
-DA:4,30
+DA:4,37
 LF:2
 LH:2
-BRDA:4,0,0,13
-BRDA:4,0,1,17
-BRDA:4,1,0,30
-BRDA:4,1,1,30
+BRDA:4,0,0,14
+BRDA:4,0,1,23
+BRDA:4,1,0,37
+BRDA:4,1,1,37
 BRF:4
 BRH:4
 end_of_record
@@ -656,40 +785,40 @@ FN:28,(anonymous_7)
 FN:31,(anonymous_8)
 FNF:7
 FNH:6
-FNDA:56,promisify
-FNDA:56,(anonymous_2)
-FNDA:56,(anonymous_3)
+FNDA:65,promisify
+FNDA:65,(anonymous_2)
+FNDA:65,(anonymous_3)
 FNDA:0,(anonymous_4)
-FNDA:6,generateInsertData
-FNDA:170,(anonymous_7)
-FNDA:340,(anonymous_8)
+FNDA:7,generateInsertData
+FNDA:190,(anonymous_7)
+FNDA:380,(anonymous_8)
 DA:1,6
-DA:2,56
-DA:3,56
-DA:4,56
-DA:5,56
+DA:2,65
+DA:3,65
+DA:4,65
+DA:5,65
 DA:6,0
-DA:8,56
+DA:8,65
 DA:11,0
 DA:14,0
-DA:17,56
+DA:17,65
 DA:20,6
-DA:24,6
-DA:25,6
-DA:26,60
-DA:28,60
-DA:29,510
-DA:30,170
-DA:31,340
-DA:34,60
-DA:35,60
-DA:37,6
+DA:24,7
+DA:25,7
+DA:26,70
+DA:28,70
+DA:29,570
+DA:30,190
+DA:31,380
+DA:34,70
+DA:35,70
+DA:37,7
 LF:21
 LH:18
 BRDA:5,0,0,0
-BRDA:5,0,1,56
-BRDA:31,1,0,60
-BRDA:31,1,1,110
+BRDA:5,0,1,65
+BRDA:31,1,0,70
+BRDA:31,1,1,120
 BRF:4
 BRH:3
 end_of_record
diff --git a/example/BinarySearch.ts b/example/BinarySearch.ts
index da69c840..67a8d96e 100644
--- a/example/BinarySearch.ts
+++ b/example/BinarySearch.ts
@@ -19,10 +19,6 @@ const test = async () => {
             key: "dim",
             value: "128",
           },
-          {
-            key: "metric_type",
-            value: "Hamming",
-          },
         ],
       },
       {
diff --git a/example/Search.ts b/example/Search.ts
index b177ca99..d0808019 100644
--- a/example/Search.ts
+++ b/example/Search.ts
@@ -60,7 +60,7 @@ const test = async () => {
       name: "c",
     },
   ];
-  const vectorsData = generateInsertData(fields, 10);
+  const vectorsData = generateInsertData(fields, 100);
 
   const params: InsertReq = {
     collection_name: COLLECTION_NAME,
@@ -96,8 +96,8 @@ const test = async () => {
   const result = await milvusClient.dataManager.search({
     collection_name: COLLECTION_NAME,
     // partition_names: [],
-    expr: "age < 8 && c < 4 || c > 3 && time < 5",
-    vectors: [[4, 10, 4, 1]],
+    expr: "",
+    vectors: [[1, 2, 3, 4]],
     search_params: [
       { key: "anns_field", value: "float_vector" },
       { key: "topk", value: "4" },
diff --git a/grpc-proto/milvus.proto b/grpc-proto/milvus.proto
index 9ddd460a..b5268f73 100644
--- a/grpc-proto/milvus.proto
+++ b/grpc-proto/milvus.proto
@@ -119,7 +119,7 @@ message GetCollectionStatisticsResponse {
   repeated common.KeyValuePair stats = 2;
 }
 
-enum ShowCollectionsType {
+enum ShowType {
   All = 0;
   InMemory = 1;
 }
@@ -128,7 +128,8 @@ message ShowCollectionsRequest {
   common.MsgBase base = 1; // must
   string db_name = 2;
   uint64 time_stamp = 3;
-  ShowCollectionsType type = 4;
+  ShowType type = 4;
+  repeated string collection_names = 5; // show collection in querynode, showType = InMemory
 }
 
 message ShowCollectionsResponse {
@@ -137,6 +138,7 @@ message ShowCollectionsResponse {
   repeated int64 collection_ids = 3;
   repeated uint64 created_timestamps = 4; // hybrid timestamps
   repeated uint64 created_utc_timestamps = 5; // physical timestamps
+  repeated int64 inMemory_percentages = 6; // load percentage on querynode
 }
 
 message CreatePartitionRequest {
@@ -191,6 +193,8 @@ message ShowPartitionsRequest {
   string db_name = 2;
   string collection_name = 3; // must
   int64 collectionID = 4;
+  repeated string partition_names = 5; // show partition in querynode, showType = InMemory
+  ShowType type = 6;
 }
 
 message ShowPartitionsResponse {
@@ -199,6 +203,7 @@ message ShowPartitionsResponse {
   repeated int64 partitionIDs = 3;
   repeated uint64 created_timestamps = 4; // hybrid timestamps
   repeated uint64 created_utc_timestamps = 5; // physical timestamps
+  repeated int64 inMemory_percentages = 6; // load percentage on querynode
 }
 
 message DescribeSegmentRequest {
@@ -278,6 +283,7 @@ message GetIndexStateRequest {
 message GetIndexStateResponse {
   common.Status status = 1;
   common.IndexState state = 2;
+  string fail_reason = 3;
 }
 
 message DropIndexRequest {
@@ -484,4 +490,4 @@ message RegisterLinkResponse {
 
 service ProxyService {
   rpc RegisterLink(RegisterLinkRequest) returns (RegisterLinkResponse) {}
-}
\ No newline at end of file
+}