diff --git a/components/indexer/milvus_new/README.md b/components/indexer/milvus_new/README.md new file mode 100644 index 000000000..adca1a2bf --- /dev/null +++ b/components/indexer/milvus_new/README.md @@ -0,0 +1,188 @@ +# Milvus New Indexer + +English | [简体中文](README_zh.md) + +An Milvus 2.6+ indexer implementation for [Eino](https://github.com/cloudwego/eino) that implements the `Indexer` +interface. This enables seamless integration +with Eino's vector storage and retrieval system for enhanced semantic search capabilities. +Compared to the old version, this version is based on the new Milvus Client V2 API, with better performance and type safety. + +## Quick Start + +### Installation + +It requires the milvus/client/v2 of version 2.6+ + +```bash +go get github.com/milvus-io/milvus/client/v2@v2.6.1 +go get github.com/cloudwego/eino-ext/components/indexer/milvus_new@latest +``` + +### Create the Milvus Indexer + +```go +package main + +import ( + "context" + "log" + "os" + + "github.com/cloudwego/eino-ext/components/embedding/ark" + "github.com/cloudwego/eino/schema" + "github.com/milvus-io/milvus/client/v2/milvusclient" + + "github.com/cloudwego/eino-ext/components/indexer/milvus_new" +) + +func main() { + // Get the environment variables + addr := os.Getenv("MILVUS_ADDR") + username := os.Getenv("MILVUS_USERNAME") + password := os.Getenv("MILVUS_PASSWORD") + arkApiKey := os.Getenv("ARK_API_KEY") + arkModel := os.Getenv("ARK_MODEL") + + // Create a client + ctx := context.Background() + cli, err := milvusclient.New(ctx, &milvusclient.ClientConfig{ + Address: addr, + Username: username, + Password: password, + }) + if err != nil { + log.Fatalf("Failed to create client: %v", err) + return + } + defer cli.Close() + + // Create an embedding model + emb, err := ark.NewEmbedder(ctx, &ark.EmbeddingConfig{ + APIKey: arkApiKey, + Model: arkModel, + }) + if err != nil { + log.Fatalf("Failed to create embedding: %v", err) + return + } + + // Create an indexer + indexer, err := milvus_new.NewIndexer(ctx, &milvus_new.IndexerConfig{ + Client: cli, + Embedding: emb, + }) + if err != nil { + log.Fatalf("Failed to create indexer: %v", err) + return + } + log.Printf("Indexer created success") + + // Store documents + docs := []*schema.Document{ + { + ID: "milvus-1", + Content: "milvus is an open-source vector database", + MetaData: map[string]any{ + "h1": "milvus", + "h2": "open-source", + "h3": "vector database", + }, + }, + { + ID: "milvus-2", + Content: "milvus is a distributed vector database", + }, + } + ids, err := indexer.Store(ctx, docs) + if err != nil { + log.Fatalf("Failed to store: %v", err) + return + } + log.Printf("Store success, ids: %v", ids) +} +``` + +## Configuration + +```go +type IndexerConfig struct { + // Client is the milvus client to be called + // It uses the new milvus/client/v2/milvusclient + // Required + Client *milvusclient.Client + + // Default Collection config + // Collection is the collection name in milvus database + // Optional, and the default value is "eino_collection" + Collection string + // Description is the description for collection + // Optional, and the default value is "the collection for eino" + Description string + // PartitionNum is the collection partition number + // Optional, and the default value is 0(disable) + // If the partition number is larger than 1, it means use partition and must have a partition key in Fields + PartitionNum int64 + // PartitionName is the collection partition name + // Optional, and the default value is empty + PartitionName string + // Fields is the collection fields + // Optional, and the default value is the default fields + Fields []*entity.Field + // SharedNum is the milvus required param to create collection + // Optional, and the default value is 1 + SharedNum int32 + // ConsistencyLevel is the milvus collection consistency tactics + // Optional, and the default level is ClBounded(bounded consistency level with default tolerance of 5 seconds) + ConsistencyLevel ConsistencyLevel + // EnableDynamicSchema is means the collection is enabled to dynamic schema + // Optional, and the default value is false + // Enable to dynamic schema it could affect milvus performance + EnableDynamicSchema bool + + // DocumentConverter is the function to convert the schema.Document to the row data + // Optional, and the default value is defaultDocumentConverter + DocumentConverter func(ctx context.Context, docs []*schema.Document, vectors [][]float64) ([]column.Column, error) + + // Index config to the vector column + // MetricType the metric type for vector + // Optional and default type is HAMMING + MetricType MetricType + + // Embedding vectorization method for values needs to be embedded from schema.Document's content. + // Required + Embedding embedding.Embedder +} +``` + +## Options + +### WithPartition + +Specify partition name for storage + +```go +ids, err := indexer.Store(ctx, docs, + milvus_new.WithPartition("partition_2024")) +``` + +## Default Collection Schema + +| Field | Type | DataBase Type | Index Type | Description | Remark | +|----------|----------------|---------------|----------------------------|-------------------------|--------------------| +| id | string | varchar | | Document ID | Max Length: 255 | +| content | string | varchar | | Document content | Max Length: 1024 | +| vector | []float32 | float array | HAMMING(default) / JACCARD | Document content vector | Default Dim: 768 | +| metadata | map[string]any | json | | Document meta data | | + +## Key Differences from the Old Version + +1. **Client API**: Uses the new `milvus/client/v2/milvusclient` instead of `milvus-sdk-go/v2/client` +2. **Data Format**: Uses column-based data format instead of row-based for better performance +3. **Type Safety**: Better type safety with specific types instead of interfaces +4. **Configuration**: Some configuration parameters have changed to match the new API + +## How to determine the dim parameter + +The conversion relationship is `dim = embedding model output` + +In the new version, we directly use float vectors instead of converting float64 to bytes, so the dimension is directly determined by the embedding model output. \ No newline at end of file diff --git a/components/indexer/milvus_new/README_zh.md b/components/indexer/milvus_new/README_zh.md new file mode 100644 index 000000000..9fe69f9a9 --- /dev/null +++ b/components/indexer/milvus_new/README_zh.md @@ -0,0 +1,187 @@ +# Milvus 新版存储 + +[English](README.md) | [简体中文](README_zh.md) + +基于 Milvus 2.6+ 的向量存储实现，为 [Eino](https://github.com/cloudwego/eino) 提供了符合 `Indexer` 接口的存储方案。该组件可无缝集成 +Eino 的向量存储和检索系统，增强语义搜索能力。 +与旧版本相比，此版本基于新的 Milvus Client V2 API，具有更好的性能和类型安全性。 + +## 快速开始 + +### 安装 + +它需要 milvus/client/v2 版本 2.6+ + +```bash +go get github.com/milvus-io/milvus/client/v2@v2.6.1 +go get github.com/cloudwego/eino-ext/components/indexer/milvus_new@latest +``` + +### 创建 Milvus 存储 + +```go +package main + +import ( + "context" + "log" + "os" + + "github.com/cloudwego/eino-ext/components/embedding/ark" + "github.com/cloudwego/eino/schema" + "github.com/milvus-io/milvus/client/v2/milvusclient" + + "github.com/cloudwego/eino-ext/components/indexer/milvus_new" +) + +func main() { + // Get the environment variables + addr := os.Getenv("MILVUS_ADDR") + username := os.Getenv("MILVUS_USERNAME") + password := os.Getenv("MILVUS_PASSWORD") + arkApiKey := os.Getenv("ARK_API_KEY") + arkModel := os.Getenv("ARK_MODEL") + + // Create a client + ctx := context.Background() + cli, err := milvusclient.New(ctx, &milvusclient.ClientConfig{ + Address: addr, + Username: username, + Password: password, + }) + if err != nil { + log.Fatalf("Failed to create client: %v", err) + return + } + defer cli.Close() + + // Create an embedding model + emb, err := ark.NewEmbedder(ctx, &ark.EmbeddingConfig{ + APIKey: arkApiKey, + Model: arkModel, + }) + if err != nil { + log.Fatalf("Failed to create embedding: %v", err) + return + } + + // Create an indexer + indexer, err := milvus_new.NewIndexer(ctx, &milvus_new.IndexerConfig{ + Client: cli, + Embedding: emb, + }) + if err != nil { + log.Fatalf("Failed to create indexer: %v", err) + return + } + log.Printf("Indexer created success") + + // Store documents + docs := []*schema.Document{ + { + ID: "milvus-1", + Content: "milvus is an open-source vector database", + MetaData: map[string]any{ + "h1": "milvus", + "h2": "open-source", + "h3": "vector database", + }, + }, + { + ID: "milvus-2", + Content: "milvus is a distributed vector database", + }, + } + ids, err := indexer.Store(ctx, docs) + if err != nil { + log.Fatalf("Failed to store: %v", err) + return + } + log.Printf("Store success, ids: %v", ids) +} +``` + +## 配置 + +```go +type IndexerConfig struct { + // Client 是要调用的 milvus 客户端 + // 它使用新的 milvus/client/v2/milvusclient + // 必需 + Client *milvusclient.Client + + // 默认集合配置 + // Collection 是 milvus 数据库中的集合名称 + // 可选，默认值为 "eino_collection" + Collection string + // Description 是集合的描述 + // 可选，默认值为 "the collection for eino" + Description string + // PartitionNum 是集合分区数量 + // 可选，默认值为 0（禁用） + // 如果分区数量大于 1，表示使用分区，并且必须在 Fields 中有一个分区键 + PartitionNum int64 + // PartitionName 是集合分区名称 + // 可选，默认值为空 + PartitionName string + // Fields 是集合字段 + // 可选，默认值为默认字段 + Fields []*entity.Field + // SharedNum 是创建集合所需的 milvus 参数 + // 可选，默认值为 1 + SharedNum int32 + // ConsistencyLevel 是 milvus 集合一致性策略 + // 可选，默认级别为 ClBounded（有界一致性级别，默认容忍度为 5 秒） + ConsistencyLevel ConsistencyLevel + // EnableDynamicSchema 表示集合是否启用动态模式 + // 可选，默认值为 false + // 启用动态模式可能会影响 milvus 性能 + EnableDynamicSchema bool + + // DocumentConverter 是将 schema.Document 转换为行数据的函数 + // 可选，默认值为 defaultDocumentConverter + DocumentConverter func(ctx context.Context, docs []*schema.Document, vectors [][]float64) ([]column.Column, error) + + // 向量列的索引配置 + // MetricType 是向量的度量类型 + // 可选，默认类型为 HAMMING + MetricType MetricType + + // Embedding 是从 schema.Document 的内容中嵌入值所需的向量化方法 + // 必需 + Embedding embedding.Embedder +} +``` + +## 选项 + +### WithPartition + +指定存储的分区名称 + +```go +ids, err := indexer.Store(ctx, docs, + milvus_new.WithPartition("partition_2024")) +``` + +## 默认数据模型 + +| 字段 | 数据类型 | 字段类型 | 索引类型 | 描述 | 备注 | +|----------|----------------|--------------|----------------------------|--------|-------------| +| id | string | varchar | | 文章唯一标识 | 最大长度: 255 | +| content | string | varchar | | 文章内容 | 最大长度: 1024 | +| vector | []float32 | float array | HAMMING(default) / JACCARD | 文章内容向量 | 默认维度: 768 | +| metadata | map[string]any | json | | 文章元数据 | | + +## 与旧版本的主要区别 + +1. **客户端 API**：使用新的 `milvus/client/v2/milvusclient` 而不是 `milvus-sdk-go/v2/client` +2. **数据格式**：使用基于列的数据格式而不是基于行的格式，以获得更好的性能 +3. **类型安全**：更好的类型安全性，使用具体类型而不是接口 +4. **配置**：某些配置参数已更改以匹配新 API + +## 如何确定 dim 参数 + +转换关系为 `dim = embedding model output` + +在新版本中，我们直接使用浮点向量而不是将 float64 转换为字节，因此维度直接由嵌入模型输出决定。 \ No newline at end of file diff --git a/components/indexer/milvus_new/consts.go b/components/indexer/milvus_new/consts.go new file mode 100644 index 000000000..70559e96e --- /dev/null +++ b/components/indexer/milvus_new/consts.go @@ -0,0 +1,38 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +const ( + typ = "MilvusNew" + defaultCollection = "eino_collection" + defaultDescription = "the collection for eino" + defaultCollectionID = "id" + defaultCollectionIDDesc = "the unique id of the document" + defaultCollectionVector = "vector" + defaultCollectionVectorDesc = "the vector of the document" + defaultCollectionContent = "content" + defaultCollectionContentDesc = "the content of the document" + defaultCollectionMetadata = "metadata" + defaultCollectionMetadataDesc = "the metadata of the document" + + defaultDim = 81920 + + defaultIndexField = "vector" + + defaultConsistencyLevel = ConsistencyLevelBounded + defaultMetricType = HAMMING +) diff --git 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1.8046875, + -1.9765625, + 2.140625, + -0.35742188 + ] + } + ] +} \ No newline at end of file diff --git a/components/indexer/milvus_new/examples/main.go b/components/indexer/milvus_new/examples/main.go new file mode 100644 index 000000000..ae7266761 --- /dev/null +++ b/components/indexer/milvus_new/examples/main.go @@ -0,0 +1,97 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package main + +import ( + "context" + "log" + "os" + + "github.com/cloudwego/eino/components/embedding" + "github.com/cloudwego/eino/schema" + "github.com/milvus-io/milvus/client/v2/milvusclient" + + "github.com/cloudwego/eino-ext/components/indexer/milvus_new" +) + +func main() { + // Get the environment variables + addr := os.Getenv("MILVUS_ADDR") + username := os.Getenv("MILVUS_USERNAME") + password := os.Getenv("MILVUS_PASSWORD") + + // Create a client + ctx := context.Background() + client, err := milvusclient.New(ctx, &milvusclient.ClientConfig{ + Address: addr, + Username: username, + Password: password, + }) + if err != nil { + log.Fatalf("Failed to create client: %v", err) + return + } + defer client.Close(ctx) + + // Create an indexer + indexer, err := milvus_new.NewIndexer(ctx, &milvus_new.IndexerConfig{ + Client: client, + Embedding: &mockEmbedding{}, + }) + if err != nil { + log.Fatalf("Failed to create indexer: %v", err) + return + } + log.Printf("Indexer created success") + + // Store documents + docs := []*schema.Document{ + { + ID: "milvus-1", + Content: "milvus is an open-source vector database", + MetaData: map[string]any{ + "h1": "milvus", + "h2": "open-source", + "h3": "vector database", + }, + }, + { + ID: "milvus-2", + Content: "milvus is a distributed vector database", + }, + } + ids, err := indexer.Store(ctx, docs) + if err != nil { + log.Fatalf("Failed to store: %v", err) + return + } + log.Printf("Store success, ids: %v", ids) +} + +type mockEmbedding struct{} + +func (m *mockEmbedding) EmbedStrings(ctx context.Context, texts []string, opts ...embedding.Option) ([][]float64, error) { + // Return mock embeddings with 768 dimensions + result := make([][]float64, len(texts)) + for i := range texts { + result[i] = make([]float64, 768) + for j := range result[i] { + result[i][j] = 0.1 + } + } + return result, nil +} diff --git a/components/indexer/milvus_new/go.mod b/components/indexer/milvus_new/go.mod new file mode 100644 index 000000000..6c7946bef --- /dev/null +++ b/components/indexer/milvus_new/go.mod @@ -0,0 +1,164 @@ +module github.com/cloudwego/eino-ext/components/indexer/milvus_new + +go 1.24.6 + +require ( + github.com/bytedance/mockey v1.2.17 + github.com/bytedance/sonic v1.14.2 + github.com/cloudwego/eino v0.5.10 + github.com/gogf/gf/v2 v2.9.5 + github.com/milvus-io/milvus/client/v2 v2.6.1 + github.com/smartystreets/goconvey v1.8.1 +) + +require ( + github.com/BurntSushi/toml v1.5.0 // indirect + github.com/bahlo/generic-list-go v0.2.0 // indirect + github.com/beorn7/perks v1.0.1 // indirect + github.com/blang/semver/v4 v4.0.0 // indirect + github.com/buger/jsonparser v1.1.1 // indirect + github.com/bytedance/gopkg v0.1.3 // indirect + github.com/bytedance/sonic/loader v0.4.0 // indirect + github.com/cenkalti/backoff/v4 v4.2.1 // indirect + github.com/cespare/xxhash/v2 v2.3.0 // indirect + github.com/cilium/ebpf v0.11.0 // indirect + github.com/clbanning/mxj/v2 v2.7.0 // indirect + github.com/cloudwego/base64x v0.1.6 // indirect + github.com/cockroachdb/errors v1.9.1 // indirect + github.com/cockroachdb/logtags v0.0.0-20211118104740-dabe8e521a4f // indirect + github.com/cockroachdb/redact v1.1.3 // indirect + github.com/containerd/cgroups/v3 v3.0.3 // indirect + github.com/coreos/go-semver v0.3.0 // indirect + github.com/coreos/go-systemd/v22 v22.3.2 // indirect + github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect + github.com/docker/go-units v0.5.0 // indirect + github.com/dustin/go-humanize v1.0.1 // indirect + github.com/eino-contrib/jsonschema v1.0.2 // indirect + github.com/emirpasic/gods v1.18.1 // indirect + github.com/fatih/color v1.18.0 // indirect + github.com/form3tech-oss/jwt-go v3.2.3+incompatible // indirect + github.com/fsnotify/fsnotify v1.9.0 // indirect + github.com/fxamacker/cbor/v2 v2.7.0 // indirect + github.com/getkin/kin-openapi v0.118.0 // indirect + github.com/getsentry/sentry-go v0.12.0 // indirect + github.com/go-logr/logr v1.4.3 // indirect + github.com/go-logr/stdr v1.2.2 // indirect + github.com/go-ole/go-ole v1.2.6 // indirect + github.com/go-openapi/jsonpointer v0.21.0 // indirect + github.com/go-openapi/swag v0.23.0 // indirect + github.com/godbus/dbus/v5 v5.0.4 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/golang/protobuf v1.5.4 // indirect + github.com/google/btree v1.1.2 // indirect + github.com/google/uuid v1.6.0 // indirect + github.com/goph/emperror v0.17.2 // indirect + github.com/gopherjs/gopherjs v1.17.2 // indirect + github.com/gorilla/websocket v1.5.3 // indirect + github.com/grokify/html-strip-tags-go v0.1.0 // indirect + github.com/grpc-ecosystem/go-grpc-middleware v1.3.0 // indirect + github.com/grpc-ecosystem/go-grpc-prometheus v1.2.0 // indirect + github.com/grpc-ecosystem/grpc-gateway v1.16.0 // indirect + github.com/grpc-ecosystem/grpc-gateway/v2 v2.16.0 // indirect + github.com/invopop/yaml v0.1.0 // indirect + github.com/jonboulle/clockwork v0.2.2 // indirect + github.com/josharian/intern v1.0.0 // indirect + github.com/json-iterator/go v1.1.12 // indirect + github.com/jtolds/gls v4.20.0+incompatible // indirect + github.com/klauspost/compress v1.17.9 // indirect + github.com/klauspost/cpuid/v2 v2.2.9 // indirect + github.com/kr/pretty v0.3.1 // indirect + github.com/kr/text v0.2.0 // indirect + github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 // indirect + github.com/magiconair/properties v1.8.10 // indirect + github.com/mailru/easyjson v0.7.7 // indirect + github.com/mattn/go-colorable v0.1.13 // indirect + github.com/mattn/go-isatty v0.0.20 // indirect + github.com/mattn/go-runewidth v0.0.16 // indirect + github.com/milvus-io/milvus-proto/go-api/v2 v2.6.3 // indirect + github.com/milvus-io/milvus/pkg/v2 v2.6.3 // indirect + github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect + github.com/modern-go/reflect2 v1.0.2 // indirect + github.com/mohae/deepcopy v0.0.0-20170929034955-c48cc78d4826 // indirect + github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect + github.com/nikolalohinski/gonja v1.5.3 // indirect + github.com/olekukonko/errors v1.1.0 // indirect + github.com/olekukonko/ll v0.0.9 // indirect + github.com/olekukonko/tablewriter v1.1.0 // indirect + github.com/opencontainers/runtime-spec v1.0.2 // indirect + github.com/panjf2000/ants/v2 v2.11.3 // indirect + github.com/pelletier/go-toml/v2 v2.0.9 // indirect + github.com/perimeterx/marshmallow v1.1.4 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect + github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c // indirect + github.com/prometheus/client_golang v1.20.5 // indirect + github.com/prometheus/client_model v0.6.1 // indirect + github.com/prometheus/common v0.55.0 // indirect + github.com/prometheus/procfs v0.15.1 // indirect + github.com/rivo/uniseg v0.2.0 // indirect + github.com/rogpeppe/go-internal v1.13.1 // indirect + github.com/samber/lo v1.27.0 // indirect + github.com/shirou/gopsutil/v3 v3.23.12 // indirect + github.com/shoenig/go-m1cpu v0.1.6 // indirect + github.com/sirupsen/logrus v1.9.3 // indirect + github.com/slongfield/pyfmt v0.0.0-20220222012616-ea85ff4c361f // indirect + github.com/smarty/assertions v1.15.0 // indirect + github.com/soheilhy/cmux v0.1.5 // indirect + github.com/spaolacci/murmur3 v1.1.0 // indirect + github.com/spf13/cast v1.3.1 // indirect + github.com/spf13/pflag v1.0.5 // indirect + github.com/stretchr/testify v1.11.1 // indirect + github.com/tidwall/gjson v1.17.1 // indirect + github.com/tidwall/match v1.1.1 // indirect + github.com/tidwall/pretty v1.2.0 // indirect + github.com/tklauser/go-sysconf v0.3.12 // indirect + github.com/tklauser/numcpus v0.6.1 // indirect + github.com/tmc/grpc-websocket-proxy v0.0.0-20201229170055-e5319fda7802 // indirect + github.com/twitchyliquid64/golang-asm v0.15.1 // indirect + github.com/uber/jaeger-client-go v2.30.0+incompatible // indirect + github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect + github.com/x448/float16 v0.8.4 // indirect + github.com/xiang90/probing v0.0.0-20190116061207-43a291ad63a2 // indirect + github.com/yargevad/filepathx v1.0.0 // indirect + github.com/yusufpapurcu/wmi v1.2.3 // indirect + go.etcd.io/bbolt v1.3.6 // indirect + go.etcd.io/etcd/api/v3 v3.5.5 // indirect + go.etcd.io/etcd/client/pkg/v3 v3.5.5 // indirect + go.etcd.io/etcd/client/v2 v2.305.5 // indirect + go.etcd.io/etcd/client/v3 v3.5.5 // indirect + go.etcd.io/etcd/pkg/v3 v3.5.5 // indirect + go.etcd.io/etcd/raft/v3 v3.5.5 // indirect + go.etcd.io/etcd/server/v3 v3.5.5 // indirect + go.opentelemetry.io/auto/sdk v1.1.0 // indirect + go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.59.0 // indirect + go.opentelemetry.io/otel v1.38.0 // indirect + go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.20.0 // indirect + go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.20.0 // indirect + go.opentelemetry.io/otel/metric v1.38.0 // indirect + go.opentelemetry.io/otel/sdk v1.38.0 // indirect + go.opentelemetry.io/otel/trace v1.38.0 // indirect + go.opentelemetry.io/proto/otlp v1.0.0 // indirect + go.uber.org/atomic v1.11.0 // indirect + go.uber.org/automaxprocs v1.5.3 // indirect + go.uber.org/multierr v1.11.0 // indirect + go.uber.org/zap v1.27.0 // indirect + golang.org/x/arch v0.11.0 // indirect + golang.org/x/crypto v0.41.0 // indirect + golang.org/x/exp v0.0.0-20240506185415-9bf2ced13842 // indirect + golang.org/x/net v0.43.0 // indirect + golang.org/x/sync v0.16.0 // indirect + golang.org/x/sys v0.35.0 // indirect + golang.org/x/text v0.28.0 // indirect + golang.org/x/time v0.10.0 // indirect + google.golang.org/genproto v0.0.0-20250303144028-a0af3efb3deb // indirect + google.golang.org/genproto/googleapis/api v0.0.0-20250303144028-a0af3efb3deb // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20250227231956-55c901821b1e // indirect + google.golang.org/grpc v1.71.0 // indirect + google.golang.org/protobuf v1.36.5 // indirect + gopkg.in/inf.v0 v0.9.1 // indirect + gopkg.in/natefinch/lumberjack.v2 v2.2.1 // indirect + gopkg.in/yaml.v2 v2.4.0 // indirect + gopkg.in/yaml.v3 v3.0.1 // indirect + k8s.io/apimachinery v0.32.3 // indirect + sigs.k8s.io/yaml v1.4.0 // indirect +) diff --git a/components/indexer/milvus_new/go.sum b/components/indexer/milvus_new/go.sum new file mode 100644 index 000000000..a40fbb4da --- /dev/null +++ b/components/indexer/milvus_new/go.sum @@ -0,0 +1,999 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU= +cloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU= +cloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= +cloud.google.com/go v0.45.1/go.mod h1:RpBamKRgapWJb87xiFSdk4g1CME7QZg3uwTez+TSTjc= +cloud.google.com/go v0.46.3/go.mod h1:a6bKKbmY7er1mI7TEI4lsAkts/mkhTSZK8w33B4RAg0= +cloud.google.com/go/bigquery v1.0.1/go.mod h1:i/xbL2UlR5RvWAURpBYZTtm/cXjCha9lbfbpx4poX+o= +cloud.google.com/go/datastore v1.0.0/go.mod h1:LXYbyblFSglQ5pkeyhO+Qmw7ukd3C+pD7TKLgZqpHYE= +cloud.google.com/go/firestore v1.1.0/go.mod h1:ulACoGHTpvq5r8rxGJ4ddJZBZqakUQqClKRT5SZwBmk= +cloud.google.com/go/pubsub v1.0.1/go.mod h1:R0Gpsv3s54REJCy4fxDixWD93lHJMoZTyQ2kNxGRt3I= +cloud.google.com/go/storage v1.0.0/go.mod h1:IhtSnM/ZTZV8YYJWCY8RULGVqBDmpoyjwiyrjsg+URw= +dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU= +github.com/AndreasBriese/bbloom v0.0.0-20190306092124-e2d15f34fcf9/go.mod h1:bOvUY6CB00SOBii9/FifXqc0awNKxLFCL/+pkDPuyl8= +github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= +github.com/BurntSushi/toml v1.5.0 h1:W5quZX/G/csjUnuI8SUYlsHs9M38FC7znL0lIO+DvMg= +github.com/BurntSushi/toml v1.5.0/go.mod h1:ukJfTF/6rtPPRCnwkur4qwRxa8vTRFBF0uk2lLoLwho= +github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo= +github.com/CloudyKit/fastprinter v0.0.0-20200109182630-33d98a066a53/go.mod h1:+3IMCy2vIlbG1XG/0ggNQv0SvxCAIpPM5b1nCz56Xno= +github.com/CloudyKit/jet/v3 v3.0.0/go.mod h1:HKQPgSJmdK8hdoAbKUUWajkHyHo4RaU5rMdUywE7VMo= +github.com/Joker/hpp v1.0.0/go.mod h1:8x5n+M1Hp5hC0g8okX3sR3vFQwynaX/UgSOM9MeBKzY= +github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU= +github.com/Shopify/goreferrer v0.0.0-20181106222321-ec9c9a553398/go.mod h1:a1uqRtAwp2Xwc6WNPJEufxJ7fx3npB4UV/JOLmbu5I0= +github.com/airbrake/gobrake v3.6.1+incompatible/go.mod h1:wM4gu3Cn0W0K7GUuVWnlXZU11AGBXMILnrdOU8Kn00o= +github.com/ajg/form v1.5.1/go.mod h1:uL1WgH+h2mgNtvBq0339dVnzXdBETtL2LeUXaIv25UY= +github.com/alecthomas/template v0.0.0-20160405071501-a0175ee3bccc/go.mod h1:LOuyumcjzFXgccqObfd/Ljyb9UuFJ6TxHnclSeseNhc= +github.com/alecthomas/template v0.0.0-20190718012654-fb15b899a751/go.mod h1:LOuyumcjzFXgccqObfd/Ljyb9UuFJ6TxHnclSeseNhc= +github.com/alecthomas/units v0.0.0-20151022065526-2efee857e7cf/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0= +github.com/alecthomas/units v0.0.0-20190717042225-c3de453c63f4/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0= +github.com/alecthomas/units v0.0.0-20190924025748-f65c72e2690d/go.mod h1:rBZYJk541a8SKzHPHnH3zbiI+7dagKZ0cgpgrD7Fyho= +github.com/antihax/optional v1.0.0/go.mod h1:uupD/76wgC+ih3iEmQUL+0Ugr19nfwCT1kdvxnR2qWY= +github.com/armon/circbuf v0.0.0-20150827004946-bbbad097214e/go.mod h1:3U/XgcO3hCbHZ8TKRvWD2dDTCfh9M9ya+I9JpbB7O8o= +github.com/armon/consul-api v0.0.0-20180202201655-eb2c6b5be1b6/go.mod h1:grANhF5doyWs3UAsr3K4I6qtAmlQcZDesFNEHPZAzj8= +github.com/armon/go-metrics v0.0.0-20180917152333-f0300d1749da/go.mod h1:Q73ZrmVTwzkszR9V5SSuryQ31EELlFMUz1kKyl939pY= +github.com/armon/go-radix v0.0.0-20180808171621-7fddfc383310/go.mod h1:ufUuZ+zHj4x4TnLV4JWEpy2hxWSpsRywHrMgIH9cCH8= +github.com/aymerick/raymond v2.0.3-0.20180322193309-b565731e1464+incompatible/go.mod h1:osfaiScAUVup+UC9Nfq76eWqDhXlp+4UYaA8uhTBO6g= +github.com/bahlo/generic-list-go v0.2.0 h1:5sz/EEAK+ls5wF+NeqDpk5+iNdMDXrh3z3nPnH1Wvgk= +github.com/bahlo/generic-list-go v0.2.0/go.mod h1:2KvAjgMlE5NNynlg/5iLrrCCZ2+5xWbdbCW3pNTGyYg= +github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q= +github.com/beorn7/perks v1.0.0/go.mod h1:KWe93zE9D1o94FZ5RNwFwVgaQK1VOXiVxmqh+CedLV8= +github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM= +github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw= +github.com/bgentry/speakeasy v0.1.0/go.mod h1:+zsyZBPWlz7T6j88CTgSN5bM796AkVf0kBD4zp0CCIs= +github.com/bitly/go-simplejson v0.5.0/go.mod h1:cXHtHw4XUPsvGaxgjIAn8PhEWG9NfngEKAMDJEczWVA= +github.com/bketelsen/crypt v0.0.3-0.20200106085610-5cbc8cc4026c/go.mod h1:MKsuJmJgSg28kpZDP6UIiPt0e0Oz0kqKNGyRaWEPv84= +github.com/blang/semver/v4 v4.0.0 h1:1PFHFE6yCCTv8C1TeyNNarDzntLi7wMI5i/pzqYIsAM= +github.com/blang/semver/v4 v4.0.0/go.mod h1:IbckMUScFkM3pff0VJDNKRiT6TG/YpiHIM2yvyW5YoQ= +github.com/bmizerany/assert v0.0.0-20160611221934-b7ed37b82869/go.mod h1:Ekp36dRnpXw/yCqJaO+ZrUyxD+3VXMFFr56k5XYrpB4= +github.com/buger/jsonparser v1.1.1 h1:2PnMjfWD7wBILjqQbt530v576A/cAbQvEW9gGIpYMUs= +github.com/buger/jsonparser v1.1.1/go.mod h1:6RYKKt7H4d4+iWqouImQ9R2FZql3VbhNgx27UK13J/0= +github.com/bugsnag/bugsnag-go v1.4.0/go.mod h1:2oa8nejYd4cQ/b0hMIopN0lCRxU0bueqREvZLWFrtK8= +github.com/bugsnag/panicwrap v1.2.0/go.mod h1:D/8v3kj0zr8ZAKg1AQ6crr+5VwKN5eIywRkfhyM/+dE= +github.com/bytedance/gopkg v0.1.3 h1:TPBSwH8RsouGCBcMBktLt1AymVo2TVsBVCY4b6TnZ/M= 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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. + */ + +package milvus_new + +import ( + "context" + "fmt" + "reflect" + "strings" + "time" + + "github.com/bytedance/sonic" + "github.com/cloudwego/eino/callbacks" + "github.com/cloudwego/eino/components" + "github.com/cloudwego/eino/components/embedding" + "github.com/cloudwego/eino/components/indexer" + "github.com/cloudwego/eino/schema" + "github.com/milvus-io/milvus/client/v2/column" + "github.com/milvus-io/milvus/client/v2/entity" + "github.com/milvus-io/milvus/client/v2/index" + "github.com/milvus-io/milvus/client/v2/milvusclient" +) + +type IndexerConfig struct { + // Client is the milvus client to be called + // It uses the new milvus/client/v2/milvusclient + // Required + Client *milvusclient.Client + + // Default Collection config + // Collection is the collection name in milvus database + // Optional, and the default value is "eino_collection" + Collection string + // Description is the description for collection + // Optional, and the default value is "the collection for eino" + Description string + // PartitionNum is the collection partition number + // Optional, and the default value is 1(disable) + // If the partition number is larger than 1, it means use partition and must have a partition key in Fields + PartitionNum int64 + // PartitionName is the partition name in milvus database + // Optional, and the default value is "" + // If PartitionNum is larger than 1, it means use partition and not support manually specifying the partition names + // give priority to using WithPartition + PartitionName string + // Fields is the collection fields + // Optional, and the default value is the default fields + Fields []*entity.Field + // SharedNum is the milvus required param to create collection + // Optional, and the default value is 1 + SharedNum int32 + // ConsistencyLevel is the milvus collection consistency tactics + // Optional, and the default level is ClBounded(bounded consistency level with default tolerance of 5 seconds) + ConsistencyLevel ConsistencyLevel + // EnableDynamicSchema is means the collection is enabled to dynamic schema + // Optional, and the default value is false + // Enable to dynamic schema it could affect milvus performance + EnableDynamicSchema bool + + // DocumentConverter is the function to convert the schema.Document to the row data (columns) + // Optional, and the default value is defaultDocumentConverter + DocumentConverter func(ctx context.Context, docs []*schema.Document, vectors [][]float64) ([]column.Column, error) + + // Index config to the vector column + // MetricType the metric type for vector + // Optional and default type is HAMMING + MetricType MetricType + + // Embedding vectorization method for values needs to be embedded from schema.Document's content. + // Required + Embedding embedding.Embedder +} + +type Indexer struct { + config IndexerConfig +} + +// NewIndexer creates a new indexer. +func NewIndexer(ctx context.Context, conf *IndexerConfig) (*Indexer, error) { + // conf check + if err := conf.check(); err != nil { + return nil, err + } + + // check the collection whether to be created + ok, err := conf.Client.HasCollection(ctx, milvusclient.NewHasCollectionOption(conf.Collection)) + if err != nil { + return nil, fmt.Errorf("[NewIndexer] failed to check collection: %w", err) + } + + if !ok { + // create the collection + createOpt := milvusclient.NewCreateCollectionOption(conf.Collection, conf.getSchema(conf.Collection, conf.Description, conf.Fields)). + WithShardNum(conf.SharedNum). + WithConsistencyLevel(conf.ConsistencyLevel.getConsistencyLevel()) + + if err := conf.Client.CreateCollection(ctx, createOpt); err != nil { + return nil, fmt.Errorf("[NewIndexer] failed to create collection: %w", err) + } + } + + // load collection info + collection, err := conf.Client.DescribeCollection(ctx, milvusclient.NewDescribeCollectionOption(conf.Collection)) + if err != nil { + return nil, fmt.Errorf("[NewIndexer] failed to describe collection: %w", err) + } + + // check collection schema + if err := conf.checkCollectionSchema(collection.Schema, conf.Fields); err != nil { + return nil, fmt.Errorf("[NewIndexer] collection schema not match: %w", err) + } + + // check the collection load state + if !collection.Loaded { + // load collection + if err := conf.loadCollection(ctx); err != nil { + return nil, err + } + } + + if conf.PartitionNum == 0 && conf.PartitionName != "" { + hasPartition, err := conf.Client.HasPartition(ctx, milvusclient.NewHasPartitionOption(conf.Collection, conf.PartitionName)) + if err != nil { + return nil, fmt.Errorf("[NewIndexer] failed to check partition: %w", err) + } + if !hasPartition { + err := conf.Client.CreatePartition(ctx, milvusclient.NewCreatePartitionOption(conf.Collection, conf.PartitionName)) + if err != nil { + return nil, fmt.Errorf("[NewIndexer] failed to create partition: %w", err) + } + } + + loadPartOpt := milvusclient.NewLoadPartitionsOption(conf.Collection, conf.PartitionName) + _, err = conf.Client.LoadPartitions(ctx, loadPartOpt) + if err != nil { + return nil, fmt.Errorf("[NewIndexer] failed to load partition: %w", err) + } + } + + // create indexer + return &Indexer{ + config: *conf, + }, nil +} + +// Store stores the documents into the indexer. +func (i *Indexer) Store(ctx context.Context, docs []*schema.Document, opts ...indexer.Option) (ids []string, err error) { + // get common options + co := indexer.GetCommonOptions(&indexer.Options{ + SubIndexes: nil, + Embedding: i.config.Embedding, + }, opts...) + io := indexer.GetImplSpecificOptions(&ImplOptions{}, opts...) + if io.Partition == "" { + io.Partition = i.config.PartitionName + } + + ctx = callbacks.EnsureRunInfo(ctx, i.GetType(), components.ComponentOfIndexer) + // callback info on start + ctx = callbacks.OnStart(ctx, &indexer.CallbackInput{ + Docs: docs, + }) + defer func() { + if err != nil { + callbacks.OnError(ctx, err) + } + }() + + emb := co.Embedding + if emb == nil { + return nil, fmt.Errorf("[Indexer.Store] embedding not provided") + } + + // load documents content and filter empty content + texts := make([]string, 0, len(docs)) + validDocs := make([]*schema.Document, 0, len(docs)) + filteredCount := 0 + + for _, doc := range docs { + // Filter out documents with empty or whitespace-only content + trimmedContent := strings.TrimSpace(doc.Content) + contentLen := len(trimmedContent) + + if contentLen > 0 { + texts = append(texts, doc.Content) + validDocs = append(validDocs, doc) + } else { + filteredCount++ + } + } + + // If all documents were filtered out, return an error + if len(validDocs) == 0 { + return nil, fmt.Errorf("[Indexer.Store] all documents have empty content after filtering, original count: %d", len(docs)) + } + + // Use validDocs for subsequent processing + docs = validDocs + + // embedding + vectors, err := emb.EmbedStrings(makeEmbeddingCtx(ctx, emb), texts) + if err != nil { + return nil, err + } + + if len(vectors) != len(docs) { + return nil, fmt.Errorf("[Indexer.Store] embedding result length not match need: %d, got: %d", len(docs), len(vectors)) + } + + // convert documents to columns + columns, err := i.config.DocumentConverter(ctx, docs, vectors) + if err != nil { + return nil, fmt.Errorf("[Indexer.Store] failed to convert documents: %w", err) + } + + // store documents into milvus + insertOpt := milvusclient.NewColumnBasedInsertOption(i.config.Collection, columns...) + if io.Partition != "" { + insertOpt = insertOpt.WithPartition(io.Partition) + } + + results, err := i.config.Client.Insert(ctx, insertOpt) + if err != nil { + return nil, fmt.Errorf("[Indexer.Store] failed to insert rows: %w", err) + } + + // flush collection to make sure the data is visible + flushOpt := milvusclient.NewFlushOption(i.config.Collection) + if _, err := i.config.Client.Flush(ctx, flushOpt); err != nil { + return nil, fmt.Errorf("[Indexer.Store] failed to flush collection: %w", err) + } + + // callback info on end + ids = make([]string, results.IDs.Len()) + for idx := 0; idx < results.IDs.Len(); idx++ { + ids[idx], err = results.IDs.GetAsString(idx) + if err != nil { + return nil, fmt.Errorf("[Indexer.Store] failed to get id: %w", err) + } + } + + callbacks.OnEnd(ctx, &indexer.CallbackOutput{ + IDs: ids, + }) + return ids, nil +} + +func (i *Indexer) GetType() string { + return typ +} + +func (i *Indexer) IsCallbacksEnabled() bool { + return true +} + +// getSchema returns the schema +func (i *IndexerConfig) getSchema(collectionName, description string, fields []*entity.Field) *entity.Schema { + return &entity.Schema{ + CollectionName: collectionName, + Description: description, + Fields: fields, + } +} + +func (i *IndexerConfig) getDefaultDocumentConvert() func(ctx context.Context, docs []*schema.Document, vectors [][]float64) ([]column.Column, error) { + return func(ctx context.Context, docs []*schema.Document, vectors [][]float64) ([]column.Column, error) { + ids := make([]string, len(docs)) + contents := make([]string, len(docs)) + vectorBytes := make([][]byte, len(docs)) + metadata := make([][]byte, len(docs)) + + for idx, doc := range docs { + ids[idx] = doc.ID + contents[idx] = doc.Content + vectorBytes[idx] = vector2Bytes(vectors[idx]) + + metadataBytes, err := sonic.Marshal(doc.MetaData) + if err != nil { + return nil, fmt.Errorf("failed to marshal metadata: %w", err) + } + metadata[idx] = metadataBytes + } + + // Create columns + idColumn := column.NewColumnVarChar(defaultCollectionID, ids) + contentColumn := column.NewColumnVarChar(defaultCollectionContent, contents) + vectorColumn := column.NewColumnBinaryVector(defaultCollectionVector, defaultDim, vectorBytes) + metadataColumn := column.NewColumnJSONBytes(defaultCollectionMetadata, metadata) + + return []column.Column{idColumn, contentColumn, vectorColumn, metadataColumn}, nil + } +} + +// createdDefaultIndex creates the default index +func (i *IndexerConfig) createdDefaultIndex(ctx context.Context, async bool) error { + idx := index.NewAutoIndex(i.MetricType.getMetricType()) + + createIndexOpt := milvusclient.NewCreateIndexOption(i.Collection, defaultIndexField, idx) + + _, err := i.Client.CreateIndex(ctx, createIndexOpt) + if err != nil { + return fmt.Errorf("[NewIndexer] failed to create index: %w", err) + } + return nil +} + +// checkCollectionSchema checks the collection schema +func (i *IndexerConfig) checkCollectionSchema(schema *entity.Schema, fields []*entity.Field) error { + // Check field count + if len(schema.Fields) != len(fields) { + return fmt.Errorf("field count mismatch: existing=%d, expected=%d. Existing fields: %v", + len(schema.Fields), len(fields), getFieldNames(schema.Fields)) + } + + // Build a map of existing fields for easier lookup + existingFields := make(map[string]*entity.Field) + for _, f := range schema.Fields { + existingFields[f.Name] = f + } + + // Check each expected field + var mismatches []string + for _, expectedField := range fields { + existingField, exists := existingFields[expectedField.Name] + if !exists { + mismatches = append(mismatches, fmt.Sprintf("field '%s' not found in existing schema", expectedField.Name)) + continue + } + if existingField.DataType != expectedField.DataType { + mismatches = append(mismatches, fmt.Sprintf("field '%s' type mismatch: existing=%v, expected=%v", + expectedField.Name, existingField.DataType, expectedField.DataType)) + } + } + + if len(mismatches) > 0 { + return fmt.Errorf("schema mismatches found: %v", mismatches) + } + + return nil +} + +func getFieldNames(fields []*entity.Field) []string { + names := make([]string, len(fields)) + for i, f := range fields { + names[i] = f.Name + } + return names +} + +// loadCollection loads the collection +func (i *IndexerConfig) loadCollection(ctx context.Context) error { + loadStateOpt := milvusclient.NewGetLoadStateOption(i.Collection) + loadState, err := i.Client.GetLoadState(ctx, loadStateOpt) + if err != nil { + return fmt.Errorf("[NewIndexer] failed to get load state: %w", err) + } + + switch loadState.State { + case entity.LoadStateNotLoad: + // Check if index exists + descIndexOpt := milvusclient.NewDescribeIndexOption(i.Collection, defaultIndexField) + _, err := i.Client.DescribeIndex(ctx, descIndexOpt) + if err != nil { + if err := i.createdDefaultIndex(ctx, false); err != nil { + return err + } + } + + loadOpt := milvusclient.NewLoadCollectionOption(i.Collection) + _, err = i.Client.LoadCollection(ctx, loadOpt) + if err != nil { + return err + } + return nil + case entity.LoadStateLoading: + // Wait for loading to complete + ticker := time.NewTicker(200 * time.Millisecond) + defer ticker.Stop() + for { + select { + case <-ctx.Done(): + return ctx.Err() + case <-ticker.C: + state, err := i.Client.GetLoadState(ctx, loadStateOpt) + if err != nil { + return err + } + if state.State == entity.LoadStateLoaded { + return nil + } + } + } + default: + return nil + } +} + +// check the indexer config +func (i *IndexerConfig) check() error { + // Check if Client is nil using reflection safely + clientVal := reflect.ValueOf(i.Client) + if !clientVal.IsValid() { + return fmt.Errorf("[NewIndexer] milvus client not provided") + } + // IsNil can only be called on certain kinds + kind := clientVal.Kind() + if (kind == reflect.Ptr || kind == reflect.Interface || kind == reflect.Slice || + kind == reflect.Map || kind == reflect.Chan || kind == reflect.Func) && clientVal.IsNil() { + return fmt.Errorf("[NewIndexer] milvus client not provided") + } + if i.Embedding == nil { + return fmt.Errorf("[NewIndexer] embedding not provided") + } + if i.PartitionNum > 1 && i.PartitionName != "" { + return fmt.Errorf("[NewIndexer] not support manually specifying the partition names if partition key mode is used") + } + if i.Collection == "" { + i.Collection = defaultCollection + } + if i.Description == "" { + i.Description = defaultDescription + } + if i.SharedNum <= 0 { + i.SharedNum = 1 + } + if i.ConsistencyLevel <= 0 || i.ConsistencyLevel > 5 { + i.ConsistencyLevel = defaultConsistencyLevel + } + if i.MetricType == "" { + i.MetricType = defaultMetricType + } + if i.PartitionNum <= 1 { + i.PartitionNum = 0 + } + if i.Fields == nil { + i.Fields = getDefaultFields() + } + if i.DocumentConverter == nil { + i.DocumentConverter = i.getDefaultDocumentConvert() + } + return nil +} diff --git a/components/indexer/milvus_new/indexer_test.go b/components/indexer/milvus_new/indexer_test.go new file mode 100644 index 000000000..2999e8170 --- /dev/null +++ b/components/indexer/milvus_new/indexer_test.go @@ -0,0 +1,399 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import ( + "context" + "fmt" + "testing" + + . "github.com/bytedance/mockey" + "github.com/cloudwego/eino/components/embedding" + "github.com/cloudwego/eino/schema" + "github.com/milvus-io/milvus/client/v2/column" + "github.com/milvus-io/milvus/client/v2/entity" + "github.com/milvus-io/milvus/client/v2/milvusclient" + "github.com/smartystreets/goconvey/convey" +) + +// 模拟Embedding实现 +type mockEmbedding struct{} + +func (m *mockEmbedding) EmbedStrings(ctx context.Context, texts []string, opts ...embedding.Option) ([][]float64, error) { + result := make([][]float64, len(texts)) + for i := range texts { + result[i] = []float64{0.1, 0.2, 0.3} + } + return result, nil +} + +func TestNewIndexer(t *testing.T) { + PatchConvey("test NewIndexer", t, func() { + ctx := context.Background() + Mock(milvusclient.New).Return(&milvusclient.Client{}, nil).Build() + mockClient, _ := milvusclient.New(ctx, &milvusclient.ClientConfig{}) + mockEmb := &mockEmbedding{} + + PatchConvey("test indexer config check", func() { + PatchConvey("test client not provided", func() { + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: nil, + Collection: "", + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeError, fmt.Errorf("[NewIndexer] milvus client not provided")) + convey.So(i, convey.ShouldBeNil) + }) + + PatchConvey("test embedding not provided", func() { + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: "", + Embedding: nil, + }) + convey.So(err, convey.ShouldBeError, fmt.Errorf("[NewIndexer] embedding not provided")) + convey.So(i, convey.ShouldBeNil) + }) + + PatchConvey("test partition name set and partition num lager than 1", func() { + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: "", + PartitionNum: 2, + PartitionName: "_default", + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldEqual, fmt.Errorf("[NewIndexer] not support manually specifying the partition names if partition key mode is used")) + convey.So(i, convey.ShouldBeNil) + }) + }) + + PatchConvey("test pre-check", func() { + Mock(GetMethod(mockClient, "HasCollection")).Return(true, nil).Build() + + PatchConvey("test collection not found - HasCollection returns false", func() { + Mock(GetMethod(mockClient, "HasCollection")).Return(false, nil).Build() + // 模拟创建集合 + Mock(GetMethod(mockClient, "CreateCollection")).Return(nil).Build() + + // 模拟描述集合失败 + Mock(GetMethod(mockClient, "DescribeCollection")).Return(nil, fmt.Errorf("collection not found")).Build() + + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: "test_collection", + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeError) + convey.So(i, convey.ShouldBeNil) + }) + + PatchConvey("test collection schema check", func() { + // 模拟集合已存在但schema不匹配 + Mock(GetMethod(mockClient, "DescribeCollection")).Return(&entity.Collection{ + Schema: &entity.Schema{ + Fields: []*entity.Field{ + { + Name: "different_field", + DataType: entity.FieldTypeInt64, + }, + }, + }, + Loaded: true, + }, nil).Build() + + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Fields: getDefaultFields(), + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldNotBeNil) + convey.So(i, convey.ShouldBeNil) + }) + + PatchConvey("test collection not loaded", func() { + // 模拟集合未加载 + Mock(GetMethod(mockClient, "DescribeCollection")).Return(&entity.Collection{ + Schema: &entity.Schema{ + Fields: getDefaultFields(), + }, + Loaded: false, + }, nil).Build() + + // 模拟获取加载状态 + Mock(GetMethod(mockClient, "GetLoadState")).Return(entity.LoadState{State: entity.LoadStateNotLoad}, nil).Build() + + // 模拟描述索引 + Mock(GetMethod(mockClient, "DescribeIndex")).Return(milvusclient.IndexDescription{}, nil).Build() + + // 模拟创建索引 + Mock(GetMethod(mockClient, "CreateIndex")).Return(nil, nil).Build() + + // 模拟加载集合 + Mock(GetMethod(mockClient, "LoadCollection")).Return(nil, nil).Build() + + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(i, convey.ShouldNotBeNil) + }) + + PatchConvey("test create indexer with custom config", func() { + // 模拟集合已加载 + Mock(GetMethod(mockClient, "DescribeCollection")).Return(&entity.Collection{ + Schema: &entity.Schema{ + Fields: getDefaultFields(), + }, + Loaded: true, + }, nil).Build() + + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Description: "custom description", + PartitionNum: 0, + Fields: getDefaultFields(), + SharedNum: 1, + ConsistencyLevel: defaultConsistencyLevel, + MetricType: defaultMetricType, + Embedding: mockEmb, + EnableDynamicSchema: true, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(i, convey.ShouldNotBeNil) + }) + + PatchConvey("test partition pre-check", func() { + // 设置集合已加载的基础mock + Mock(GetMethod(mockClient, "DescribeCollection")).Return(&entity.Collection{ + Schema: &entity.Schema{ + Fields: getDefaultFields(), + }, + Loaded: true, + }, nil).Build() + + PatchConvey("test check partition is error", func() { + Mock(GetMethod(mockClient, "HasPartition")).Return(false, fmt.Errorf("collection not found")).Build() + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + PartitionNum: 0, + PartitionName: "test", + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldNotBeNil) + convey.So(i, convey.ShouldBeNil) + }) + + PatchConvey("test partition not found", func() { + Mock(GetMethod(mockClient, "HasPartition")).Return(false, nil).Build() + PatchConvey("test create partition has error", func() { + Mock(GetMethod(mockClient, "CreatePartition")).Return(fmt.Errorf("create partition failed")).Build() + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + PartitionNum: 0, + PartitionName: "test", + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldNotBeNil) + convey.So(i, convey.ShouldBeNil) + }) + PatchConvey("test partition loaded", func() { + Mock(GetMethod(mockClient, "CreatePartition")).Return(nil).Build() + PatchConvey("test load partition has error", func() { + Mock(GetMethod(mockClient, "LoadPartitions")).Return(nil, fmt.Errorf("load partition failed")).Build() + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + PartitionNum: 0, + PartitionName: "test", + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldNotBeNil) + convey.So(i, convey.ShouldBeNil) + }) + PatchConvey("test partition loaded success", func() { + Mock(GetMethod(mockClient, "LoadPartitions")).Return(nil, nil).Build() + i, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + PartitionNum: 0, + PartitionName: "test", + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(i, convey.ShouldNotBeNil) + }) + }) + }) + }) + }) + }) +} + +func TestIndexer_Store(t *testing.T) { + PatchConvey("test Indexer.Store", t, func() { + ctx := context.Background() + Mock(milvusclient.New).Return(&milvusclient.Client{}, nil).Build() + mockClient, _ := milvusclient.New(ctx, &milvusclient.ClientConfig{}) + + // 模拟集合已加载 + Mock(GetMethod(mockClient, "DescribeCollection")).Return(&entity.Collection{ + Schema: &entity.Schema{ + Fields: getDefaultFields(), + }, + Loaded: true, + }, nil).Build() + + // 模拟HasCollection + Mock(GetMethod(mockClient, "HasCollection")).Return(true, nil).Build() + + // 创建测试文档 + docs := []*schema.Document{ + { + ID: "doc1", + Content: "This is a test document", + MetaData: map[string]interface{}{"key": "value"}, + }, + { + ID: "doc2", + Content: "This is another test document", + MetaData: map[string]interface{}{"key2": "value2"}, + }, + } + + PatchConvey("test store with document converter error", func() { + // 创建带有错误的文档转换器的索引器 + mockEmb := &mockEmbedding{} + indexer, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Embedding: mockEmb, + DocumentConverter: func(ctx context.Context, docs []*schema.Document, vectors [][]float64) ([]column.Column, error) { + return nil, fmt.Errorf("document converter error") + }, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(indexer, convey.ShouldNotBeNil) + + // 测试文档转换器错误的情况 + ids, err := indexer.Store(ctx, docs) + convey.So(err, convey.ShouldNotBeNil) + convey.So(ids, convey.ShouldBeNil) + }) + + PatchConvey("test store with insert rows error", func() { + // 模拟Insert错误 + Mock(GetMethod(mockClient, "Insert")).Return(nil, fmt.Errorf("insert rows error")).Build() + + // 创建索引器 + mockEmb := &mockEmbedding{} + indexer, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(indexer, convey.ShouldNotBeNil) + + // 测试插入行错误的情况 + ids, err := indexer.Store(ctx, docs) + convey.So(err, convey.ShouldNotBeNil) + convey.So(ids, convey.ShouldBeNil) + }) + + PatchConvey("test store with flush error", func() { + // 模拟Insert成功 + mockIDs := column.NewColumnVarChar("id", []string{"doc1", "doc2"}) + mockInsertResult := milvusclient.InsertResult{IDs: mockIDs} + Mock(GetMethod(mockClient, "Insert")).Return(mockInsertResult, nil).Build() + + // 模拟Flush错误 + Mock(GetMethod(mockClient, "Flush")).Return(nil, fmt.Errorf("flush error")).Build() + + // 创建索引器 + mockEmb := &mockEmbedding{} + indexer, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(indexer, convey.ShouldNotBeNil) + + // 测试刷新错误的情况 + ids, err := indexer.Store(ctx, docs) + convey.So(err, convey.ShouldNotBeNil) + convey.So(ids, convey.ShouldBeNil) + }) + + PatchConvey("test store success", func() { + // 模拟Insert成功 + mockIDs := column.NewColumnVarChar("id", []string{"doc1", "doc2"}) + mockInsertResult := milvusclient.InsertResult{IDs: mockIDs} + Mock(GetMethod(mockClient, "Insert")).Return(mockInsertResult, nil).Build() + + // 模拟Flush成功 + Mock(GetMethod(mockClient, "Flush")).Return(nil, nil).Build() + + // 创建索引器 + mockEmb := &mockEmbedding{} + indexer, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(indexer, convey.ShouldNotBeNil) + + // 测试成功存储的情况 + ids, err := indexer.Store(ctx, docs) + convey.So(err, convey.ShouldBeNil) + convey.So(ids, convey.ShouldNotBeNil) + convey.So(len(ids), convey.ShouldEqual, 2) + convey.So(ids[0], convey.ShouldEqual, "doc1") + convey.So(ids[1], convey.ShouldEqual, "doc2") + }) + + PatchConvey("test store with custom embedding", func() { + // 模拟Insert成功 + mockIDs := column.NewColumnVarChar("id", []string{"doc1", "doc2"}) + mockInsertResult := milvusclient.InsertResult{IDs: mockIDs} + Mock(GetMethod(mockClient, "Insert")).Return(mockInsertResult, nil).Build() + + // 模拟Flush成功 + Mock(GetMethod(mockClient, "Flush")).Return(nil, nil).Build() + + // 创建索引器 + mockEmb := &mockEmbedding{} + indexer, err := NewIndexer(ctx, &IndexerConfig{ + Client: mockClient, + Collection: defaultCollection, + Embedding: mockEmb, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(indexer, convey.ShouldNotBeNil) + + // 测试使用自定义embedding的情况 + ids, err := indexer.Store(ctx, docs) + convey.So(err, convey.ShouldBeNil) + convey.So(ids, convey.ShouldNotBeNil) + convey.So(len(ids), convey.ShouldEqual, 2) + }) + }) +} diff --git a/components/indexer/milvus_new/options.go b/components/indexer/milvus_new/options.go new file mode 100644 index 000000000..27b50b601 --- /dev/null +++ b/components/indexer/milvus_new/options.go @@ -0,0 +1,29 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import "github.com/cloudwego/eino/components/indexer" + +type ImplOptions struct { + Partition string +} + +func WithPartition(partition string) indexer.Option { + return indexer.WrapImplSpecificOptFn(func(o *ImplOptions) { + o.Partition = partition + }) +} diff --git a/components/indexer/milvus_new/types.go b/components/indexer/milvus_new/types.go new file mode 100644 index 000000000..5723f5781 --- /dev/null +++ b/components/indexer/milvus_new/types.go @@ -0,0 +1,95 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import ( + "github.com/milvus-io/milvus/client/v2/entity" +) + +const ( + ConsistencyLevelStrong ConsistencyLevel = 1 + ConsistencyLevelSession ConsistencyLevel = 2 + ConsistencyLevelBounded ConsistencyLevel = 3 + ConsistencyLevelEventually ConsistencyLevel = 4 + ConsistencyLevelCustomized ConsistencyLevel = 5 + + L2 = MetricType(entity.L2) + IP = MetricType(entity.IP) + COSINE = MetricType(entity.COSINE) + HAMMING = MetricType(entity.HAMMING) + JACCARD = MetricType(entity.JACCARD) + TANIMOTO = MetricType(entity.TANIMOTO) + SUBSTRUCTURE = MetricType(entity.SUBSTRUCTURE) + SUPERSTRUCTURE = MetricType(entity.SUPERSTRUCTURE) +) + +// defaultSchema is the default schema for milvus by eino +type defaultSchema struct { + ID string `json:"id" milvus:"name:id"` + Content string `json:"content" milvus:"name:content"` + Vector []byte `json:"vector" milvus:"name:vector"` + Metadata []byte `json:"metadata" milvus:"name:metadata"` +} + +func getDefaultFields() []*entity.Field { + return []*entity.Field{ + { + Name: defaultCollectionID, + Description: defaultCollectionIDDesc, + DataType: entity.FieldTypeVarChar, + PrimaryKey: true, + TypeParams: map[string]string{ + "max_length": "255", + }, + }, + { + Name: defaultCollectionVector, + Description: defaultCollectionVectorDesc, + DataType: entity.FieldTypeBinaryVector, + TypeParams: map[string]string{ + "dim": "81920", + }, + }, + { + Name: defaultCollectionContent, + Description: defaultCollectionContentDesc, + DataType: entity.FieldTypeVarChar, + TypeParams: map[string]string{ + "max_length": "1024", + }, + }, + { + Name: defaultCollectionMetadata, + Description: defaultCollectionMetadataDesc, + DataType: entity.FieldTypeJSON, + }, + } +} + +type ConsistencyLevel entity.ConsistencyLevel + +func (c *ConsistencyLevel) getConsistencyLevel() entity.ConsistencyLevel { + return entity.ConsistencyLevel(*c - 1) +} + +// MetricType is the metric type for vector by eino +type MetricType entity.MetricType + +// getMetricType returns the metric type +func (t *MetricType) getMetricType() entity.MetricType { + return entity.MetricType(*t) +} diff --git a/components/indexer/milvus_new/utils.go b/components/indexer/milvus_new/utils.go new file mode 100644 index 000000000..7cb39146f --- /dev/null +++ b/components/indexer/milvus_new/utils.go @@ -0,0 +1,55 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import ( + "context" + "encoding/binary" + "math" + + "github.com/cloudwego/eino/callbacks" + "github.com/cloudwego/eino/components" + "github.com/cloudwego/eino/components/embedding" +) + +// vector2Bytes converts vector to bytes +func vector2Bytes(vector []float64) []byte { + float32Arr := make([]float32, len(vector)) + for i, v := range vector { + float32Arr[i] = float32(v) + } + bytes := make([]byte, len(float32Arr)*4) + for i, v := range float32Arr { + binary.LittleEndian.PutUint32(bytes[i*4:], math.Float32bits(v)) + } + return bytes +} + +// MakeEmbeddingCtx makes the embedding context. +func makeEmbeddingCtx(ctx context.Context, emb embedding.Embedder) context.Context { + runInfo := &callbacks.RunInfo{ + Component: components.ComponentOfEmbedding, + } + + if embType, ok := components.GetType(emb); ok { + runInfo.Type = embType + } + + runInfo.Name = runInfo.Type + string(runInfo.Component) + + return callbacks.ReuseHandlers(ctx, runInfo) +} diff --git a/components/retriever/milvus_new/README.md b/components/retriever/milvus_new/README.md new file mode 100644 index 000000000..5202877ce --- /dev/null +++ b/components/retriever/milvus_new/README.md @@ -0,0 +1,174 @@ +# Milvus New Retriever + +English | [简体中文](README_zh.md) + +An Milvus 2.6+ retriever implementation for [Eino](https://github.com/cloudwego/eino) that implements the `Retriever` +interface. This enables seamless integration +with Eino's vector storage and retrieval system for enhanced semantic search capabilities. +Compared to the old version, this version is based on the new Milvus Client V2 API, with better performance and type safety. + +## Quick Start + +### Installation + +It requires the milvus/client/v2 of version 2.6+ + +```bash +go get github.com/milvus-io/milvus/client/v2@v2.6.1 +go get github.com/cloudwego/eino-ext/components/retriever/milvus_new@latest +``` + +### Create the Milvus Retriever + +```go +package main + +import ( + "context" + "fmt" + "log" + "os" + + "github.com/cloudwego/eino-ext/components/embedding/ark" + "github.com/milvus-io/milvus/client/v2/milvusclient" + + "github.com/cloudwego/eino-ext/components/retriever/milvus_new" +) + +func main() { + // Get the environment variables + addr := os.Getenv("MILVUS_ADDR") + username := os.Getenv("MILVUS_USERNAME") + password := os.Getenv("MILVUS_PASSWORD") + arkApiKey := os.Getenv("ARK_API_KEY") + arkModel := os.Getenv("ARK_MODEL") + + // Create a client + ctx := context.Background() + cli, err := milvusclient.New(ctx, &milvusclient.ClientConfig{ + Address: addr, + Username: username, + Password: password, + }) + if err != nil { + log.Fatalf("Failed to create client: %v", err) + return + } + defer cli.Close() + + // Create an embedding model + emb, err := ark.NewEmbedder(ctx, &ark.EmbeddingConfig{ + APIKey: arkApiKey, + Model: arkModel, + }) + + // Create a retriever + retriever, err := milvus_new.NewRetriever(ctx, &milvus_new.RetrieverConfig{ + Client: cli, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: []string{ + "id", + "content", + "metadata", + }, + DocumentConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 5, + Embedding: emb, + }) + if err != nil { + log.Fatalf("Failed to create retriever: %v", err) + return + } + + // Retrieve documents + documents, err := retriever.Retrieve(ctx, "milvus") + if err != nil { + log.Fatalf("Failed to retrieve: %v", err) + return + } + + // Print the documents + for i, doc := range documents { + fmt.Printf("Document %d:\n", i) + fmt.Printf("title: %s\n", doc.ID) + fmt.Printf("content: %s\n", doc.Content) + fmt.Printf("metadata: %v\n", doc.MetaData) + } +} +``` + +## Configuration + +```go +type RetrieverConfig struct { + // Client is the milvus client to be called + // It uses the new milvus/client/v2/milvusclient + // Required + Client *milvusclient.Client + + // Default Retriever config + // Collection is the collection name in the milvus database + // Optional, and the default value is "eino_collection" + Collection string + // Partition is the collection partition name + // Optional, and the default value is empty + Partition string + // VectorField is the vector field name in the collection + // Optional, and the default value is "vector" + VectorField string + // OutputFields is the fields to be returned + // Optional, and the default value is all fields except vector + OutputFields []string + // DocumentConverter is the function to convert the search result to schema.Document + // Optional, and the default value is defaultDocumentConverter + DocumentConverter func(ctx context.Context, columns []column.Column, scores []float32) ([]*schema.Document, error) + // VectorConverter is the function to convert the vectors to binary vector bytes + // Deprecated: This field is no longer used for float vectors. Float vectors are handled directly. + VectorConverter func(ctx context.Context, vectors [][]float64) ([][]byte, error) + // MetricType is the metric type for vector + // Optional, and the default value is "COSINE" for float vectors + MetricType MetricType + // TopK is the top k results to be returned + // Optional, and the default value is 5 + TopK int + // ScoreThreshold is the threshold for the search result + // Optional, and the default value is 0 + ScoreThreshold float64 + + // Embedding is the embedding vectorization method for values needs to be embedded from schema.Document's content. + // Required + Embedding embedding.Embedder +} +``` + +## Options + +### WithFilter + +Set filter expression for search + +```go +docs, err := retriever.Retrieve(ctx, "query", + milvus_new.WithFilter("year > 2020")) +``` + +### WithPartition + +Specify partition name for search + +```go +docs, err := retriever.Retrieve(ctx, "query", + milvus_new.WithPartition("partition_2024")) +``` + +## Key Differences from the Old Version + +1. **Client API**: Uses the new `milvus/client/v2/milvusclient` instead of `milvus-sdk-go/v2/client` +2. **Data Format**: Uses column-based data format instead of SearchResult for better performance +3. **Type Safety**: Better type safety with specific types instead of interfaces +4. **Configuration**: Some configuration parameters have changed to match the new API +5. **Options**: Uses new option pattern with `milvus_new.WithFilter()` and `milvus_new.WithPartition()` instead of parameters in Retrieve method \ No newline at end of file diff --git a/components/retriever/milvus_new/README_zh.md b/components/retriever/milvus_new/README_zh.md new file mode 100644 index 000000000..93b890a6c --- /dev/null +++ b/components/retriever/milvus_new/README_zh.md @@ -0,0 +1,173 @@ +# Milvus 新版搜索 + +[English](README.md) | [简体中文](README_zh.md) + +基于 Milvus 2.6+ 的向量搜索实现，为 [Eino](https://github.com/cloudwego/eino) 提供了符合 `Retriever` 接口的存储方案。该组件可无缝集成 +Eino 的向量存储和检索系统，增强语义搜索能力。 +与旧版本相比，此版本基于新的 Milvus Client V2 API，具有更好的性能和类型安全性。 + +## 快速开始 + +### 安装 + +它需要 milvus/client/v2 版本 2.6+ + +```bash +go get github.com/milvus-io/milvus/client/v2@v2.6.1 +go get github.com/cloudwego/eino-ext/components/retriever/milvus_new@latest +``` + +### 创建 Milvus 搜索 + +```go +package main + +import ( + "context" + "fmt" + "log" + "os" + + "github.com/cloudwego/eino-ext/components/embedding/ark" + "github.com/milvus-io/milvus/client/v2/milvusclient" + + "github.com/cloudwego/eino-ext/components/retriever/milvus_new" +) + +func main() { + // Get the environment variables + addr := os.Getenv("MILVUS_ADDR") + username := os.Getenv("MILVUS_USERNAME") + password := os.Getenv("MILVUS_PASSWORD") + arkApiKey := os.Getenv("ARK_API_KEY") + arkModel := os.Getenv("ARK_MODEL") + + // Create a client + ctx := context.Background() + cli, err := milvusclient.New(ctx, &milvusclient.ClientConfig{ + Address: addr, + Username: username, + Password: password, + }) + if err != nil { + log.Fatalf("Failed to create client: %v", err) + return + } + defer cli.Close() + + // Create an embedding model + emb, err := ark.NewEmbedder(ctx, &ark.EmbeddingConfig{ + APIKey: arkApiKey, + Model: arkModel, + }) + + // Create a retriever + retriever, err := milvus_new.NewRetriever(ctx, &milvus_new.RetrieverConfig{ + Client: cli, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: []string{ + "id", + "content", + "metadata", + }, + DocumentConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 5, + Embedding: emb, + }) + if err != nil { + log.Fatalf("Failed to create retriever: %v", err) + return + } + + // Retrieve documents + documents, err := retriever.Retrieve(ctx, "milvus") + if err != nil { + log.Fatalf("Failed to retrieve: %v", err) + return + } + + // Print the documents + for i, doc := range documents { + fmt.Printf("Document %d:\n", i) + fmt.Printf("title: %s\n", doc.ID) + fmt.Printf("content: %s\n", doc.Content) + fmt.Printf("metadata: %v\n", doc.MetaData) + } +} +``` + +## 配置 + +```go +type RetrieverConfig struct { + // Client 是要调用的 milvus 客户端 + // 它使用新的 milvus/client/v2/milvusclient + // 必需 + Client *milvusclient.Client + + // 默认搜索配置 + // Collection 是 milvus 数据库中的集合名称 + // 可选，默认值为 "eino_collection" + Collection string + // Partition 是集合的分区名称 + // 可选，默认值为空 + Partition string + // VectorField 是集合中的向量字段名称 + // 可选，默认值为 "vector" + VectorField string + // OutputFields 是要返回的字段 + // 可选，默认值为除向量外的所有字段 + OutputFields []string + // DocumentConverter 是将搜索结果转换为 schema.Document 的函数 + // 可选，默认值为 defaultDocumentConverter + DocumentConverter func(ctx context.Context, columns []column.Column, scores []float32) ([]*schema.Document, error) + // VectorConverter 是将向量转换为二进制向量字节的函数 + // 已弃用：此字段不再用于浮点向量。浮点向量直接处理。 + VectorConverter func(ctx context.Context, vectors [][]float64) ([][]byte, error) + // MetricType 是向量的度量类型 + // 可选，默认值为浮点向量的 "COSINE" + MetricType MetricType + // TopK 是要返回的前 k 个结果 + // 可选，默认值为 5 + TopK int + // ScoreThreshold 是搜索结果的阈值 + // 可选，默认值为 0 + ScoreThreshold float64 + + // Embedding 是从 schema.Document 的内容中嵌入需要嵌入的值的方法 + // 必需的 + Embedding embedding.Embedder +} +``` + +## 选项 + +### WithFilter + +为搜索设置过滤表达式 + +```go +docs, err := retriever.Retrieve(ctx, "query", + milvus_new.WithFilter("year > 2020")) +``` + +### WithPartition + +指定搜索的分区名称 + +```go +docs, err := retriever.Retrieve(ctx, "query", + milvus_new.WithPartition("partition_2024")) +``` + +## 与旧版本的主要区别 + +1. **客户端 API**：使用新的 `milvus/client/v2/milvusclient` 而不是 `milvus-sdk-go/v2/client` +2. **数据格式**：使用基于列的数据格式而不是 SearchResult，以获得更好的性能 +3. **类型安全**：更好的类型安全性，使用具体类型而不是接口 +4. **配置**：某些配置参数已更改以匹配新 API +5. **选项**：使用新的选项模式 `milvus_new.WithFilter()` 和 `milvus_new.WithPartition()` 而不是在 Retrieve 方法中使用参数 \ No newline at end of file diff --git a/components/retriever/milvus_new/consts.go b/components/retriever/milvus_new/consts.go new file mode 100644 index 000000000..652c613bf --- /dev/null +++ b/components/retriever/milvus_new/consts.go @@ -0,0 +1,30 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import "github.com/milvus-io/milvus/client/v2/entity" + +const ( + typ = "MilvusNew" + defaultCollection = "eino_collection" + defaultVectorField = "vector" + defaultTopK = 5 + + defaultMetricType = entity.COSINE + + typeParamDim = "dim" +) diff --git a/components/retriever/milvus_new/examples/embeddings.json b/components/retriever/milvus_new/examples/embeddings.json 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0.8515625, + 0.921875, + 0.44921875, + -4.125, + -0.4296875, + 2.25, + 0.013671875, + -0.049804688, + 1.375, + -2.796875, + 0.71484375, + 0.75390625, + 0.07421875, + -0.9375, + -1.25, + -0.65625, + 1.984375, + 0.53515625, + -0.57421875, + 1.03125, + -1.578125, + -0.5078125, + 0.66796875, + 0.55859375, + 2.453125, + 0.39257812, + 0.953125, + 1.140625, + -1.2578125, + -1.6484375, + 2.046875, + 0.59375, + 0.65234375, + -1.59375, + -3.140625, + -0.39453125, + -0.42578125, + 0.15332031, + -0.6171875, + 0.12158203, + -0.66015625, + -2.796875, + 0.9375, + -0.13769531, + 2.390625, + 2.859375, + 0.32617188, + -1.2109375, + -0.671875, + 2.03125, + -0.26953125, + 0.75, + 0.58984375, + 0.49414062, + 1.71875, + -1.3984375, + 0.5390625, + 1.6875, + -0.15429688, + -2.421875, + 0.8984375, + -0.56640625, + 2.5, + -0.42578125, + -3.875, + -2.046875, + -0.9453125, + -3.375, + 0.55078125, + -2.03125, + -0.033447266, + -2.671875, + 0.34960938, + 0.12109375, + -0.51171875, + 0.48828125, + -1.515625, + 0.43164062, + 1.46875, + 0.32617188, + -0.33203125, + 1.71875, + -1.5234375, + -1.6328125, + -2.671875, + 4.03125, + 1.125, + -0.79296875, + -2.5, + -1.8046875, + -0.640625, + -0.6328125, + -0.82421875, + -0.67578125, + 2.203125, + 0.69921875, + 1.3046875, + 0.35742188, + 0.28320312, + 0.16699219, + -0.12060547, + 1.0546875, + -0.44726562, + 0.29882812, + -1.90625, + -1.296875, + 0.63671875, + -2.25, + -0.16113281, + -1.8984375, + 2.96875, + 1.5078125, + 4.96875, + 2.1875, + 1.609375, + -1.8984375, + -0.4609375, + -0.119628906, + -0.28515625, + -0.69140625, + 2.71875, + 0.20507812, + 1.625, + -2.40625, + -0.22167969, + -1.765625, + 2.578125, + 0.94921875, + -0.56640625, + 1.96875, + -2.359375 + ] + } + ] +} diff --git a/components/retriever/milvus_new/examples/main.go b/components/retriever/milvus_new/examples/main.go new file mode 100644 index 000000000..f6693f344 --- /dev/null +++ b/components/retriever/milvus_new/examples/main.go @@ -0,0 +1,98 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package main + +import ( + "context" + "fmt" + "log" + "os" + + "github.com/cloudwego/eino/components/embedding" + "github.com/milvus-io/milvus/client/v2/milvusclient" + + "github.com/cloudwego/eino-ext/components/retriever/milvus_new" +) + +func main() { + // Get the environment variables + addr := os.Getenv("MILVUS_ADDR") + if addr == "" { + addr = "localhost:19530" + } + + // Create a client + ctx := context.Background() + client, err := milvusclient.New(ctx, &milvusclient.ClientConfig{ + Address: addr, + }) + if err != nil { + log.Fatalf("Failed to create client: %v", err) + return + } + defer client.Close(ctx) + + // Create a retriever + retriever, err := milvus_new.NewRetriever(ctx, &milvus_new.RetrieverConfig{ + Client: client, + Collection: "eino_collection", + VectorField: "vector", + OutputFields: []string{ + "id", + "content", + "metadata", + }, + MetricType: milvus_new.COSINE, + TopK: 5, + ScoreThreshold: 0.5, + Embedding: &mockEmbedding{}, + }) + if err != nil { + log.Fatalf("Failed to create retriever: %v", err) + return + } + + // Retrieve documents + documents, err := retriever.Retrieve(ctx, "milvus") + if err != nil { + log.Fatalf("Failed to retrieve: %v", err) + return + } + + // Print the documents + for i, doc := range documents { + fmt.Printf("Document %d:\n", i) + fmt.Printf("ID: %s\n", doc.ID) + fmt.Printf("Content: %s\n", doc.Content) + fmt.Printf("Metadata: %v\n", doc.MetaData) + fmt.Println("---") + } +} + +type mockEmbedding struct{} + +func (m *mockEmbedding) EmbedStrings(ctx context.Context, texts []string, opts ...embedding.Option) ([][]float64, error) { + // Return mock embeddings with 768 dimensions + result := make([][]float64, len(texts)) + for i := range texts { + result[i] = make([]float64, 768) + for j := range result[i] { + result[i][j] = 0.1 + } + } + return result, nil +} diff --git a/components/retriever/milvus_new/go.mod b/components/retriever/milvus_new/go.mod new file mode 100644 index 000000000..b002b45b6 --- /dev/null +++ b/components/retriever/milvus_new/go.mod @@ -0,0 +1,149 @@ +module github.com/cloudwego/eino-ext/components/retriever/milvus_new + +go 1.24.6 + +require ( + github.com/bytedance/mockey v1.2.17 + github.com/bytedance/sonic v1.14.2 + github.com/cloudwego/eino v0.5.10 + github.com/milvus-io/milvus/client/v2 v2.6.1 + github.com/smartystreets/goconvey v1.8.1 + google.golang.org/grpc v1.71.0 +) + +require ( + github.com/bahlo/generic-list-go v0.2.0 // indirect + github.com/beorn7/perks v1.0.1 // indirect + github.com/blang/semver/v4 v4.0.0 // indirect + github.com/buger/jsonparser v1.1.1 // indirect + github.com/bytedance/gopkg v0.1.3 // indirect + github.com/bytedance/sonic/loader v0.4.0 // indirect + github.com/cenkalti/backoff/v4 v4.2.1 // indirect + github.com/cespare/xxhash/v2 v2.3.0 // indirect + github.com/cilium/ebpf v0.11.0 // indirect + github.com/cloudwego/base64x v0.1.6 // indirect + github.com/cockroachdb/errors v1.9.1 // indirect + github.com/cockroachdb/logtags v0.0.0-20211118104740-dabe8e521a4f // indirect + github.com/cockroachdb/redact v1.1.3 // indirect + github.com/containerd/cgroups/v3 v3.0.3 // indirect + github.com/coreos/go-semver v0.3.0 // indirect + github.com/coreos/go-systemd/v22 v22.3.2 // indirect + github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect + github.com/docker/go-units v0.5.0 // indirect + github.com/dustin/go-humanize v1.0.1 // indirect + github.com/eino-contrib/jsonschema v1.0.2 // indirect + github.com/form3tech-oss/jwt-go v3.2.3+incompatible // indirect + github.com/fxamacker/cbor/v2 v2.7.0 // indirect + github.com/getkin/kin-openapi v0.118.0 // indirect + github.com/getsentry/sentry-go v0.12.0 // indirect + github.com/go-logr/logr v1.4.2 // indirect + github.com/go-logr/stdr v1.2.2 // indirect + github.com/go-ole/go-ole v1.2.6 // indirect + github.com/go-openapi/jsonpointer v0.21.0 // indirect + github.com/go-openapi/swag v0.23.0 // indirect + github.com/godbus/dbus/v5 v5.0.4 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/golang/protobuf v1.5.4 // indirect + github.com/google/btree v1.1.2 // indirect + github.com/google/uuid v1.6.0 // indirect + github.com/goph/emperror v0.17.2 // indirect + github.com/gopherjs/gopherjs v1.17.2 // indirect + github.com/gorilla/websocket v1.5.0 // indirect + github.com/grpc-ecosystem/go-grpc-middleware v1.3.0 // indirect + github.com/grpc-ecosystem/go-grpc-prometheus v1.2.0 // indirect + github.com/grpc-ecosystem/grpc-gateway v1.16.0 // indirect + github.com/grpc-ecosystem/grpc-gateway/v2 v2.16.0 // indirect + github.com/invopop/yaml v0.1.0 // indirect + github.com/jonboulle/clockwork v0.2.2 // indirect + github.com/josharian/intern v1.0.0 // indirect + github.com/json-iterator/go v1.1.12 // indirect + github.com/jtolds/gls v4.20.0+incompatible // indirect + github.com/klauspost/compress v1.17.9 // indirect + github.com/klauspost/cpuid/v2 v2.2.9 // indirect + github.com/kr/pretty v0.3.1 // indirect + github.com/kr/text v0.2.0 // indirect + github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 // indirect + github.com/mailru/easyjson v0.7.7 // indirect + github.com/milvus-io/milvus-proto/go-api/v2 v2.6.3 // indirect + github.com/milvus-io/milvus/pkg/v2 v2.6.3 // indirect + github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect + github.com/modern-go/reflect2 v1.0.2 // indirect + github.com/mohae/deepcopy v0.0.0-20170929034955-c48cc78d4826 // indirect + github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect + github.com/nikolalohinski/gonja v1.5.3 // indirect + github.com/opencontainers/runtime-spec v1.0.2 // indirect + github.com/panjf2000/ants/v2 v2.11.3 // indirect + github.com/pelletier/go-toml/v2 v2.0.9 // indirect + github.com/perimeterx/marshmallow v1.1.4 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect + github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c // indirect + github.com/prometheus/client_golang v1.20.5 // indirect + github.com/prometheus/client_model v0.6.1 // indirect + github.com/prometheus/common v0.55.0 // indirect + github.com/prometheus/procfs v0.15.1 // indirect + github.com/rogpeppe/go-internal v1.13.1 // indirect + github.com/samber/lo v1.27.0 // indirect + github.com/shirou/gopsutil/v3 v3.23.12 // indirect + github.com/shoenig/go-m1cpu v0.1.6 // indirect + github.com/sirupsen/logrus v1.9.3 // indirect + github.com/slongfield/pyfmt v0.0.0-20220222012616-ea85ff4c361f // indirect + github.com/smarty/assertions v1.15.0 // indirect + github.com/soheilhy/cmux v0.1.5 // indirect + github.com/spaolacci/murmur3 v1.1.0 // indirect + github.com/spf13/cast v1.3.1 // indirect + github.com/spf13/pflag v1.0.5 // indirect + github.com/stretchr/testify v1.11.1 // indirect + github.com/tidwall/gjson v1.17.1 // indirect + github.com/tidwall/match v1.1.1 // indirect + github.com/tidwall/pretty v1.2.0 // indirect + github.com/tklauser/go-sysconf v0.3.12 // indirect + github.com/tklauser/numcpus v0.6.1 // indirect + github.com/tmc/grpc-websocket-proxy v0.0.0-20201229170055-e5319fda7802 // indirect + github.com/twitchyliquid64/golang-asm v0.15.1 // indirect + github.com/uber/jaeger-client-go v2.30.0+incompatible // indirect + github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect + github.com/x448/float16 v0.8.4 // indirect + github.com/xiang90/probing v0.0.0-20190116061207-43a291ad63a2 // indirect + github.com/yargevad/filepathx v1.0.0 // indirect + github.com/yusufpapurcu/wmi v1.2.3 // indirect + go.etcd.io/bbolt v1.3.6 // indirect + go.etcd.io/etcd/api/v3 v3.5.5 // indirect + go.etcd.io/etcd/client/pkg/v3 v3.5.5 // indirect + go.etcd.io/etcd/client/v2 v2.305.5 // indirect + go.etcd.io/etcd/client/v3 v3.5.5 // indirect + go.etcd.io/etcd/pkg/v3 v3.5.5 // indirect + go.etcd.io/etcd/raft/v3 v3.5.5 // indirect + go.etcd.io/etcd/server/v3 v3.5.5 // indirect + go.opentelemetry.io/auto/sdk v1.1.0 // indirect + go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.59.0 // indirect + go.opentelemetry.io/otel v1.34.0 // indirect + go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.20.0 // indirect + go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.20.0 // indirect + go.opentelemetry.io/otel/metric v1.34.0 // indirect + go.opentelemetry.io/otel/sdk v1.34.0 // indirect + go.opentelemetry.io/otel/trace v1.34.0 // indirect + go.opentelemetry.io/proto/otlp v1.0.0 // indirect + go.uber.org/atomic v1.11.0 // indirect + go.uber.org/automaxprocs v1.5.3 // indirect + go.uber.org/multierr v1.11.0 // indirect + go.uber.org/zap v1.27.0 // indirect + golang.org/x/arch v0.11.0 // indirect + golang.org/x/crypto v0.41.0 // indirect + golang.org/x/exp v0.0.0-20240506185415-9bf2ced13842 // indirect + golang.org/x/net v0.43.0 // indirect + golang.org/x/sync v0.16.0 // indirect + golang.org/x/sys v0.35.0 // indirect + golang.org/x/text v0.28.0 // indirect + golang.org/x/time v0.10.0 // indirect + google.golang.org/genproto v0.0.0-20250303144028-a0af3efb3deb // indirect + google.golang.org/genproto/googleapis/api v0.0.0-20250303144028-a0af3efb3deb // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20250227231956-55c901821b1e // indirect + google.golang.org/protobuf v1.36.5 // indirect + gopkg.in/inf.v0 v0.9.1 // indirect + gopkg.in/natefinch/lumberjack.v2 v2.2.1 // indirect + gopkg.in/yaml.v2 v2.4.0 // indirect + gopkg.in/yaml.v3 v3.0.1 // indirect + k8s.io/apimachinery v0.32.3 // indirect + sigs.k8s.io/yaml v1.4.0 // indirect +) diff --git a/components/retriever/milvus_new/go.sum b/components/retriever/milvus_new/go.sum new file mode 100644 index 000000000..e024aaca4 --- /dev/null +++ b/components/retriever/milvus_new/go.sum @@ -0,0 +1,969 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU= +cloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU= +cloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= +cloud.google.com/go v0.45.1/go.mod h1:RpBamKRgapWJb87xiFSdk4g1CME7QZg3uwTez+TSTjc= +cloud.google.com/go v0.46.3/go.mod 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+ * 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. + */ + +package milvus_new + +import ( + "github.com/cloudwego/eino/components/retriever" + "github.com/milvus-io/milvus/client/v2/milvusclient" +) + +type ImplOptions struct { + // Filter is the filter for the search + // Optional, and the default value is empty + // It's means the milvus search required param, and refer to https://milvus.io/docs/boolean.md + Filter string + + // Partition is the partition name to search + // Optional, and the default value is empty + Partition string + + // SearchOptFn is the function to set additional search options + // Optional, and the default value is nil + // Note: SearchOption is an interface, not a pointer type + SearchOptFn func(option milvusclient.SearchOption) milvusclient.SearchOption +} + +func WithFilter(filter string) retriever.Option { + return retriever.WrapImplSpecificOptFn(func(o *ImplOptions) { + o.Filter = filter + }) +} + +func WithPartition(partition string) retriever.Option { + return retriever.WrapImplSpecificOptFn(func(o *ImplOptions) { + o.Partition = partition + }) +} + +func WithSearchOptFn(f func(option milvusclient.SearchOption) milvusclient.SearchOption) retriever.Option { + return retriever.WrapImplSpecificOptFn(func(o *ImplOptions) { + o.SearchOptFn = f + }) +} diff --git a/components/retriever/milvus_new/retriever.go b/components/retriever/milvus_new/retriever.go new file mode 100644 index 000000000..f38334f36 --- /dev/null +++ b/components/retriever/milvus_new/retriever.go @@ -0,0 +1,301 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import ( + "context" + "fmt" + "reflect" + + "github.com/cloudwego/eino/callbacks" + "github.com/cloudwego/eino/components" + "github.com/cloudwego/eino/components/embedding" + "github.com/cloudwego/eino/components/retriever" + "github.com/cloudwego/eino/schema" + "github.com/milvus-io/milvus/client/v2/column" + "github.com/milvus-io/milvus/client/v2/entity" + "github.com/milvus-io/milvus/client/v2/milvusclient" +) + +type RetrieverConfig struct { + // Client is the milvus client to be called + // It uses the new milvus/client/v2/milvusclient + // Required + Client *milvusclient.Client + + // Default Retriever config + // Collection is the collection name in the milvus database + // Optional, and the default value is "eino_collection" + Collection string + // Partition is the collection partition name + // Optional, and the default value is empty + Partition string + // VectorField is the vector field name in the collection + // Optional, and the default value is "vector" + VectorField string + // OutputFields is the fields to be returned + // Optional, and the default value is all fields except vector + OutputFields []string + // DocumentConverter is the function to convert the search result to schema.Document + // Optional, and the default value is defaultDocumentConverter + DocumentConverter func(ctx context.Context, columns []column.Column, scores []float32) ([]*schema.Document, error) + // VectorConverter is the function to convert the vectors to binary vector bytes + // Deprecated: This field is no longer used for float vectors. Float vectors are handled directly. + VectorConverter func(ctx context.Context, vectors [][]float64) ([][]byte, error) + // MetricType is the metric type for vector + // Optional, and the default value is "COSINE" for float vectors + MetricType MetricType + // TopK is the top k results to be returned + // Optional, and the default value is 5 + TopK int + // ScoreThreshold is the threshold for the search result + // Optional, and the default value is 0 + ScoreThreshold float64 + + // Embedding is the embedding vectorization method for values needs to be embedded from schema.Document's content. + // Required + Embedding embedding.Embedder +} + +type Retriever struct { + config RetrieverConfig +} + +func NewRetriever(ctx context.Context, config *RetrieverConfig) (*Retriever, error) { + if err := config.check(); err != nil { + return nil, err + } + + // pre-check for the milvus search config + // check the collection is existed + hasCollectionOpt := milvusclient.NewHasCollectionOption(config.Collection) + ok, err := config.Client.HasCollection(ctx, hasCollectionOpt) + if err != nil { + return nil, fmt.Errorf("[NewRetriever] failed to check collection: %w", err) + } + if !ok { + return nil, fmt.Errorf("[NewRetriever] collection not found") + } + + // load collection info + descCollOpt := milvusclient.NewDescribeCollectionOption(config.Collection) + collection, err := config.Client.DescribeCollection(ctx, descCollOpt) + if err != nil { + return nil, fmt.Errorf("[NewRetriever] failed to describe collection: %w", err) + } + // check collection schema + if err := checkCollectionSchema(config.VectorField, collection.Schema); err != nil { + return nil, fmt.Errorf("[NewRetriever] collection schema not match: %w", err) + } + + // check the collection load state + if !collection.Loaded { + // load collection + if err := loadCollection(ctx, config.Client, config.Collection); err != nil { + return nil, fmt.Errorf("[NewRetriever] failed to load collection: %w", err) + } + } + + // build the retriever + return &Retriever{ + config: *config, + }, nil +} + +func (r *Retriever) Retrieve(ctx context.Context, query string, opts ...retriever.Option) (docs []*schema.Document, err error) { + // get common options + co := retriever.GetCommonOptions(&retriever.Options{ + Index: &r.config.VectorField, + TopK: &r.config.TopK, + ScoreThreshold: &r.config.ScoreThreshold, + Embedding: r.config.Embedding, + }, opts...) + // get impl specific options + io := retriever.GetImplSpecificOptions(&ImplOptions{}, opts...) + + ctx = callbacks.EnsureRunInfo(ctx, r.GetType(), components.ComponentOfRetriever) + // callback info on start + ctx = callbacks.OnStart(ctx, &retriever.CallbackInput{ + Query: query, + TopK: *co.TopK, + Filter: io.Filter, + ScoreThreshold: co.ScoreThreshold, + Extra: map[string]any{ + "metric_type": r.config.MetricType, + }, + }) + defer func() { + if err != nil { + callbacks.OnError(ctx, err) + } + }() + + // get the embedding vector + emb := co.Embedding + if emb == nil { + return nil, fmt.Errorf("[milvus retriever] embedding not provided") + } + + // embedding the query + vectors, err := emb.EmbedStrings(makeEmbeddingCtx(ctx, emb), []string{query}) + if err != nil { + return nil, fmt.Errorf("[milvus retriever] embedding has error: %w", err) + } + // 检查 embedding result + if len(vectors) != 1 { + return nil, fmt.Errorf("[milvus retriever] invalid return length of vector, got=%d, expected=1", len(vectors)) + } + + // Convert [][]float64 to []entity.Vector as FloatVector + // For float vectors, we use entity.FloatVector directly + entityVectors := make([]entity.Vector, len(vectors)) + for i, vec := range vectors { + // Convert float64 to float32 for Milvus + float32Vec := make([]float32, len(vec)) + for j, v := range vec { + float32Vec[j] = float32(v) + } + entityVectors[i] = entity.FloatVector(float32Vec) + } + + // prepare partition + partitions := []string{} + if r.config.Partition != "" { + partitions = append(partitions, r.config.Partition) + } + if io.Partition != "" { + // Override with runtime partition if provided + partitions = []string{io.Partition} + } + + // prepare search options + searchOpt := milvusclient.NewSearchOption(r.config.Collection, *co.TopK, entityVectors). + WithANNSField(r.config.VectorField). + WithOutputFields(r.config.OutputFields...). + WithConsistencyLevel(entity.ClBounded) + + // Add partitions if provided + if len(partitions) > 0 { + searchOpt = searchOpt.WithPartitions(partitions...) + } + + // Add filter if provided + if io.Filter != "" { + searchOpt = searchOpt.WithFilter(io.Filter) + } + + // Add score threshold if provided + if co.ScoreThreshold != nil && *co.ScoreThreshold > 0 { + // Note: Milvus 2.6 uses range filter for score threshold + filter := fmt.Sprintf("score >= %f", *co.ScoreThreshold) + if io.Filter != "" { + // Combine with existing filter using AND + filter = fmt.Sprintf("(%s) and (%s)", io.Filter, filter) + } + searchOpt = searchOpt.WithFilter(filter) + } + + // Apply custom search options if provided + var searchOptInterface milvusclient.SearchOption = searchOpt + if io.SearchOptFn != nil { + searchOptInterface = io.SearchOptFn(searchOptInterface) + } + + // search the collection + results, err := r.config.Client.Search(ctx, searchOptInterface) + if err != nil { + return nil, fmt.Errorf("[milvus retriever] search has error: %w", err) + } + + // check the search result + if len(results) == 0 { + return []*schema.Document{}, nil + } + + // check if search result has error + if results[0].Err != nil { + return nil, fmt.Errorf("[milvus retriever] search result has error: %w", results[0].Err) + } + + // check if search result count is 0 + if results[0].ResultCount == 0 { + return nil, fmt.Errorf("[milvus retriever] no results found") + } + + // convert the search result to schema.Document + documents, err := r.config.DocumentConverter(ctx, results[0].Fields, results[0].Scores) + if err != nil { + return nil, fmt.Errorf("[milvus retriever] failed to convert search result to schema.Document: %w", err) + } + + // callback info on end + callbacks.OnEnd(ctx, &retriever.CallbackOutput{Docs: documents}) + + return documents, nil +} + +func (r *Retriever) GetType() string { + return typ +} + +func (r *Retriever) IsCallbacksEnabled() bool { + return true +} + +// check the retriever config and set the default value +func (r *RetrieverConfig) check() error { + // Check if Client is nil using reflection safely + clientVal := reflect.ValueOf(r.Client) + if !clientVal.IsValid() { + return fmt.Errorf("[NewRetriever] milvus client not provided") + } + // IsNil can only be called on certain kinds + kind := clientVal.Kind() + if (kind == reflect.Ptr || kind == reflect.Interface || kind == reflect.Slice || + kind == reflect.Map || kind == reflect.Chan || kind == reflect.Func) && clientVal.IsNil() { + return fmt.Errorf("[NewRetriever] milvus client not provided") + } + if r.Embedding == nil { + return fmt.Errorf("[NewRetriever] embedding not provided") + } + if r.Collection == "" { + r.Collection = defaultCollection + } + if r.VectorField == "" { + r.VectorField = defaultVectorField + } + if r.OutputFields == nil { + r.OutputFields = []string{"id", "content", "metadata"} + } + if r.DocumentConverter == nil { + r.DocumentConverter = defaultDocumentConverter() + } + if r.VectorConverter == nil { + r.VectorConverter = defaultVectorConverter() + } + if r.TopK == 0 { + r.TopK = defaultTopK + } + if r.MetricType == "" { + r.MetricType = MetricType(defaultMetricType) + } + // Check score threshold is valid (must be between 0 and 1) + if r.ScoreThreshold < 0 || r.ScoreThreshold > 1 { + return fmt.Errorf("[NewRetriever] invalid search params") + } + return nil +} diff --git a/components/retriever/milvus_new/retriever_test.go b/components/retriever/milvus_new/retriever_test.go new file mode 100644 index 000000000..a4f4f6be8 --- /dev/null +++ b/components/retriever/milvus_new/retriever_test.go @@ -0,0 +1,454 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import ( + "context" + "fmt" + "log" + "testing" + + . "github.com/bytedance/mockey" + "github.com/cloudwego/eino/components/embedding" + "github.com/milvus-io/milvus/client/v2/column" + "github.com/milvus-io/milvus/client/v2/entity" + "github.com/milvus-io/milvus/client/v2/milvusclient" + "github.com/smartystreets/goconvey/convey" + "google.golang.org/grpc" +) + +func TestNewRetriever(t *testing.T) { + PatchConvey("test NewRetriever", t, func() { + ctx := context.Background() + + mockClient := &milvusclient.Client{} + + PatchConvey("test retriever config check", func() { + PatchConvey("test client not provided", func() { + r, err := NewRetriever(ctx, &RetrieverConfig{ + Client: nil, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{}, + }) + convey.So(err, convey.ShouldBeError, fmt.Errorf("[NewRetriever] milvus client not provided")) + convey.So(r, convey.ShouldBeNil) + }) + + PatchConvey("test embedding not provided", func() { + r, err := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: nil, + }) + convey.So(err, convey.ShouldBeError, fmt.Errorf("[NewRetriever] embedding not provided")) + convey.So(r, convey.ShouldBeNil) + }) + + PatchConvey("test search params not provided and score threshold is out of range", func() { + r, err := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: -1, + Embedding: &mockEmbedding{}, + }) + convey.So(err, convey.ShouldBeError, fmt.Errorf("[NewRetriever] invalid search params")) + convey.So(r, convey.ShouldBeNil) + }) + }) + + PatchConvey("test pre-check", func() { + Mock((*milvusclient.Client).HasCollection).To(func(client *milvusclient.Client, ctx context.Context, option milvusclient.HasCollectionOption, opts ...grpc.CallOption) (bool, error) { + req := option.Request() + if req.GetCollectionName() != defaultCollection { + return false, nil + } + return true, nil + }).Build() + + PatchConvey("test collection not found", func() { + r, err := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "test_collection", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{}, + }) + convey.So(err, convey.ShouldBeError, fmt.Errorf("[NewRetriever] collection not found")) + convey.So(r, convey.ShouldBeNil) + + Mock((*milvusclient.Client).DescribeCollection).To(func(client *milvusclient.Client, ctx context.Context, option milvusclient.DescribeCollectionOption, opts ...grpc.CallOption) (*entity.Collection, error) { + req := option.Request() + if req.GetCollectionName() != defaultCollection { + return nil, fmt.Errorf("collection not found") + } + return &entity.Collection{ + Schema: &entity.Schema{ + Fields: []*entity.Field{ + { + Name: defaultVectorField, + DataType: entity.FieldTypeBinaryVector, + TypeParams: map[string]string{ + "dim": "128", + }, + }, + }, + }, + // Loaded is not set (defaults to false), so it will try to load + }, nil + }).Build() + + PatchConvey("test collection schema not match", func() { + r, err := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: defaultCollection, + Partition: "", + VectorField: "test_vector", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{}, + }) + convey.So(err, convey.ShouldBeError, fmt.Errorf("[NewRetriever] collection schema not match: vector field not found")) + convey.So(r, convey.ShouldBeNil) + + PatchConvey("test collection schema match", func() { + // Mock GetLoadState to return NotLoad state (will cause error) + Mock((*milvusclient.Client).GetLoadState).Return(entity.LoadState{State: entity.LoadStateNotLoad}, nil).Build() + + r, err := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: defaultVectorField, + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{}, + }) + convey.So(err, convey.ShouldNotBeNil) + convey.So(r, convey.ShouldBeNil) + + Mock((*milvusclient.Client).GetLoadState).Return(entity.LoadState{State: entity.LoadStateLoaded}, nil).Build() + + PatchConvey("test create retriever", func() { + r, err := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: defaultVectorField, + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{}, + }) + convey.So(err, convey.ShouldBeNil) + convey.So(r, convey.ShouldNotBeNil) + }) + }) + }) + }) + }) + }) +} + +const docMetaData = ` +{ + "id": "1", + "content": "test", + "vector": [1, 2, 3], + "meta": { + "key": "value" + } +} +` + +func TestRetriever_Retrieve(t *testing.T) { + PatchConvey("test Retriever.Retrieve", t, func() { + ctx := context.Background() + mockClient := &milvusclient.Client{} + + Mock((*milvusclient.Client).HasCollection).To(func(client *milvusclient.Client, ctx context.Context, option milvusclient.HasCollectionOption, opts ...grpc.CallOption) (bool, error) { + req := option.Request() + if req.GetCollectionName() != defaultCollection { + return false, nil + } + return true, nil + }).Build() + + Mock((*milvusclient.Client).DescribeCollection).To(func(client *milvusclient.Client, ctx context.Context, option milvusclient.DescribeCollectionOption, opts ...grpc.CallOption) (*entity.Collection, error) { + req := option.Request() + if req.GetCollectionName() != defaultCollection { + return nil, fmt.Errorf("collection not found") + } + return &entity.Collection{ + Schema: &entity.Schema{ + Fields: []*entity.Field{ + { + Name: defaultVectorField, + DataType: entity.FieldTypeBinaryVector, + TypeParams: map[string]string{ + "dim": "128", + }, + }, + }, + }, + Loaded: true, + }, nil + }).Build() + + Mock((*milvusclient.Client).GetLoadState).Return(entity.LoadState{State: entity.LoadStateLoaded}, nil).Build() + + PatchConvey("test embedding error", func() { + r, _ := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{err: fmt.Errorf("embedding error")}, + }) + documents, err := r.Retrieve(ctx, "test") + + convey.So(err, convey.ShouldBeError, fmt.Errorf("[milvus retriever] embedding has error: embedding error")) + convey.So(documents, convey.ShouldBeNil) + }) + + PatchConvey("test embedding vector size not match", func() { + r, _ := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{sizeForCall: []int{2}}, + }) + documents, err := r.Retrieve(ctx, "test") + + convey.So(err, convey.ShouldBeError, fmt.Errorf("[milvus retriever] invalid return length of vector, got=2, expected=1")) + convey.So(documents, convey.ShouldBeNil) + }) + + PatchConvey("test embedding success", func() { + Mock((*milvusclient.Client).Search).To(func(client *milvusclient.Client, ctx context.Context, option milvusclient.SearchOption, callOptions ...grpc.CallOption) ([]milvusclient.ResultSet, error) { + req, err := option.Request() + if err != nil { + return nil, err + } + collName := req.GetCollectionName() + + // Test collection not found + if collName == "test_collection" { + return nil, fmt.Errorf("collection not found") + } + + // Test filter expression - return empty results (ResultCount = 0) + if req.GetDsl() != "" { + return []milvusclient.ResultSet{ + { + ResultCount: 0, + Fields: []column.Column{}, + }, + }, nil + } + + // Test output fields not supported - simulate result error + if len(req.GetOutputFields()) > 0 && len(req.GetOutputFields()) == 2 { + return []milvusclient.ResultSet{ + { + ResultCount: 0, + Err: fmt.Errorf("output fields not supported"), + Fields: []column.Column{}, + }, + }, nil + } + + // Normal successful case + return []milvusclient.ResultSet{ + { + Fields: []column.Column{ + column.NewColumnVarChar("id", []string{"1", "2"}), + column.NewColumnVarChar("content", []string{"test", "test"}), + column.NewColumnBinaryVector("vector", 128, [][]byte{{1, 2, 3}, {4, 5, 6}}), + column.NewColumnJSONBytes("meta", [][]byte{[]byte(docMetaData), []byte(docMetaData)}), + }, + Scores: []float32{1, 2}, + ResultCount: 2, + }, + }, nil + }).Build() + + PatchConvey("test search error", func() { + r, _ := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{sizeForCall: []int{1}}, + }) + r.config.Collection = "test_collection" + documents, err := r.Retrieve(ctx, "test") + + convey.So(err, convey.ShouldBeError, fmt.Errorf("[milvus retriever] search has error: collection not found")) + convey.So(documents, convey.ShouldBeNil) + }) + + PatchConvey("test search result count is 0", func() { + r, _ := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{sizeForCall: []int{1}}, + }) + documents, err := r.Retrieve(ctx, "test", WithFilter("test")) + + convey.So(err, convey.ShouldBeError, fmt.Errorf("[milvus retriever] no results found")) + convey.So(documents, convey.ShouldBeNil) + }) + + PatchConvey("test search results has error", func() { + r, _ := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: []string{"1", "2"}, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{sizeForCall: []int{1}}, + }) + documents, err := r.Retrieve(ctx, "test") + + convey.So(err, convey.ShouldBeError, fmt.Errorf("[milvus retriever] search result has error: output fields not supported")) + convey.So(documents, convey.ShouldBeNil) + }) + + PatchConvey("test search results success", func() { + r, _ := NewRetriever(ctx, &RetrieverConfig{ + Client: mockClient, + Collection: "", + Partition: "", + VectorField: "", + OutputFields: nil, + DocumentConverter: nil, + VectorConverter: nil, + MetricType: "", + TopK: 0, + ScoreThreshold: 0, + Embedding: &mockEmbedding{sizeForCall: []int{1}}, + }) + documents, err := r.Retrieve(ctx, "test") + + convey.So(err, convey.ShouldBeNil) + convey.So(documents, convey.ShouldNotBeNil) + }) + }) + }) +} + +type mockEmbedding struct { + err error + cnt int + sizeForCall []int + dims int +} + +func (m *mockEmbedding) EmbedStrings(ctx context.Context, texts []string, opts ...embedding.Option) ([][]float64, error) { + if m.cnt > len(m.sizeForCall) { + log.Fatal("unexpected") + } + + if m.err != nil { + return nil, m.err + } + + slice := make([]float64, m.dims) + for i := range slice { + slice[i] = 1.1 + } + + r := make([][]float64, m.sizeForCall[m.cnt]) + m.cnt++ + for i := range r { + r[i] = slice + } + + return r, nil +} diff --git a/components/retriever/milvus_new/types.go b/components/retriever/milvus_new/types.go new file mode 100644 index 000000000..b06221278 --- /dev/null +++ b/components/retriever/milvus_new/types.go @@ -0,0 +1,38 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import "github.com/milvus-io/milvus/client/v2/entity" + +// MetricType is the metric type for vector by eino +type MetricType entity.MetricType + +// getMetricType returns the metric type +func (t *MetricType) getMetricType() entity.MetricType { + return entity.MetricType(*t) +} + +const ( + L2 = MetricType(entity.L2) + IP = MetricType(entity.IP) + COSINE = MetricType(entity.COSINE) + HAMMING = MetricType(entity.HAMMING) + JACCARD = MetricType(entity.JACCARD) + TANIMOTO = MetricType(entity.TANIMOTO) + SUBSTRUCTURE = MetricType(entity.SUBSTRUCTURE) + SUPERSTRUCTURE = MetricType(entity.SUPERSTRUCTURE) +) diff --git a/components/retriever/milvus_new/utils.go b/components/retriever/milvus_new/utils.go new file mode 100644 index 000000000..a5545b990 --- /dev/null +++ b/components/retriever/milvus_new/utils.go @@ -0,0 +1,208 @@ +/* + * Copyright 2025 CloudWeGo Authors + * + * 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. + */ + +package milvus_new + +import ( + "context" + "encoding/binary" + "errors" + "fmt" + "math" + "strconv" + "time" + + "github.com/bytedance/sonic" + "github.com/cloudwego/eino/callbacks" + "github.com/cloudwego/eino/components" + "github.com/cloudwego/eino/components/embedding" + "github.com/cloudwego/eino/schema" + "github.com/milvus-io/milvus/client/v2/column" + "github.com/milvus-io/milvus/client/v2/entity" + "github.com/milvus-io/milvus/client/v2/milvusclient" +) + +// defaultDocumentConverter returns the default document converter +func defaultDocumentConverter() func(ctx context.Context, columns []column.Column, scores []float32) ([]*schema.Document, error) { + return func(ctx context.Context, columns []column.Column, scores []float32) ([]*schema.Document, error) { + if len(columns) == 0 { + return nil, nil + } + + // Determine the number of documents from the first column + numDocs := columns[0].Len() + result := make([]*schema.Document, numDocs) + for i := range result { + result[i] = &schema.Document{ + MetaData: make(map[string]any), + } + } + + // Set scores for each document + for i := 0; i < numDocs && i < len(scores); i++ { + result[i].WithScore(float64(scores[i])) + } + + // Process each column + for _, col := range columns { + switch col.Name() { + case "id": + for i := 0; i < col.Len(); i++ { + val, err := col.Get(i) + if err != nil { + return nil, fmt.Errorf("failed to get id: %w", err) + } + if str, ok := val.(string); ok { + result[i].ID = str + } + } + case "content": + for i := 0; i < col.Len(); i++ { + val, err := col.Get(i) + if err != nil { + return nil, fmt.Errorf("failed to get content: %w", err) + } + if str, ok := val.(string); ok { + result[i].Content = str + } + } + case "metadata": + for i := 0; i < col.Len(); i++ { + val, err := col.Get(i) + if err != nil { + return nil, fmt.Errorf("failed to get metadata: %w", err) + } + if bytes, ok := val.([]byte); ok { + if err := sonic.Unmarshal(bytes, &result[i].MetaData); err != nil { + return nil, fmt.Errorf("failed to unmarshal metadata: %w", err) + } + } + } + default: + // Add other fields to metadata + for i := 0; i < col.Len(); i++ { + val, err := col.Get(i) + if err != nil { + continue + } + result[i].MetaData[col.Name()] = val + } + } + } + + return result, nil + } +} + +// defaultVectorConverter returns the default vector converter +func defaultVectorConverter() func(ctx context.Context, vectors [][]float64) ([][]byte, error) { + return func(ctx context.Context, vectors [][]float64) ([][]byte, error) { + result := make([][]byte, 0, len(vectors)) + for _, vector := range vectors { + result = append(result, vector2Bytes(vector)) + } + return result, nil + } +} + +// checkCollectionSchema checks if the vector field exists in the schema +func checkCollectionSchema(field string, s *entity.Schema) error { + for _, column := range s.Fields { + if column.Name == field { + return nil + } + } + return errors.New("vector field not found") +} + +// getCollectionDim gets the dimension of the vector field +func getCollectionDim(field string, s *entity.Schema) (int, error) { + for _, column := range s.Fields { + if column.Name == field { + dimStr, ok := column.TypeParams[typeParamDim] + if !ok { + return 0, errors.New("dim not found in type params") + } + dim, err := strconv.Atoi(dimStr) + if err != nil { + return 0, fmt.Errorf("failed to parse dim: %w", err) + } + return dim, nil + } + } + return 0, errors.New("vector field not found") +} + +// loadCollection loads the collection +func loadCollection(ctx context.Context, client *milvusclient.Client, collectionName string) error { + loadStateOpt := milvusclient.NewGetLoadStateOption(collectionName) + loadState, err := client.GetLoadState(ctx, loadStateOpt) + if err != nil { + return fmt.Errorf("failed to get load state: %w", err) + } + + switch loadState.State { + case entity.LoadStateNotLoad: + return fmt.Errorf("collection not loaded") + case entity.LoadStateLoading: + ticker := time.NewTicker(200 * time.Millisecond) + defer ticker.Stop() + for { + select { + case <-ctx.Done(): + return ctx.Err() + case <-ticker.C: + state, err := client.GetLoadState(ctx, loadStateOpt) + if err != nil { + return err + } + if state.State == entity.LoadStateLoaded { + return nil + } + } + } + default: + return nil + } +} + +// makeEmbeddingCtx makes the embedding context +func makeEmbeddingCtx(ctx context.Context, emb embedding.Embedder) context.Context { + runInfo := &callbacks.RunInfo{ + Component: components.ComponentOfEmbedding, + } + + if embType, ok := components.GetType(emb); ok { + runInfo.Type = embType + } + + runInfo.Name = runInfo.Type + string(runInfo.Component) + + return callbacks.ReuseHandlers(ctx, runInfo) +} + +// vector2Bytes converts the vector to bytes +func vector2Bytes(vector []float64) []byte { + float32Arr := make([]float32, len(vector)) + for i, v := range vector { + float32Arr[i] = float32(v) + } + bytes := make([]byte, len(float32Arr)*4) + for i, v := range float32Arr { + binary.LittleEndian.PutUint32(bytes[i*4:], math.Float32bits(v)) + } + return bytes +}