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Posted to commits@answer.apache.org by li...@apache.org on 2026/07/09 07:58:43 UTC
(answer-plugins) 02/12: feat: add Weaviate vector search plugin with configuration and synchronization
This is an automated email from the ASF dual-hosted git repository.
LinkinStars pushed a commit to branch dev
in repository https://gitbox.apache.org/repos/asf/answer-plugins.git
commit 1fa730474c3d8cf0426ad4ca6f7347cee61d9c80
Author: hgaol <dh...@hotmail.com>
AuthorDate: Mon May 11 22:29:14 2026 +0800
feat: add Weaviate vector search plugin with configuration and synchronization
---
vector-search-weaviate/README.md | 43 ++
vector-search-weaviate/go.mod | 76 +++
vector-search-weaviate/go.sum | 886 +++++++++++++++++++++++++++++
vector-search-weaviate/i18n/en_US.yaml | 66 +++
vector-search-weaviate/i18n/translation.go | 48 ++
vector-search-weaviate/i18n/zh_CN.yaml | 66 +++
vector-search-weaviate/info.yaml | 22 +
vector-search-weaviate/sync.go | 105 ++++
vector-search-weaviate/weaviate.go | 551 ++++++++++++++++++
9 files changed, 1863 insertions(+)
diff --git a/vector-search-weaviate/README.md b/vector-search-weaviate/README.md
new file mode 100644
index 0000000..1d33805
--- /dev/null
+++ b/vector-search-weaviate/README.md
@@ -0,0 +1,43 @@
+# Apache Answer Plugin: Weaviate Vector Search
+
+This plugin enables semantic/vector search in [Apache Answer](https://github.com/apache/answer) using [Weaviate](https://weaviate.io/).
+
+## Prerequisites
+
+- Weaviate instance (self-hosted or Weaviate Cloud)
+- An OpenAI-compatible embedding API (e.g., OpenAI, Azure OpenAI, or any compatible provider)
+
+## Installation
+
+Build Apache Answer with this plugin:
+
+```bash
+./answer build --with github.com/apache/answer-plugins/vector-search-weaviate
+```
+
+## Configuration
+
+After enabling the plugin in the Admin UI (**Admin > Plugins > Vector Search**), configure the following fields:
+
+| Field | Description | Example |
+|---|---|---|
+| **Weaviate Endpoint** | Weaviate server URL | `http://localhost:8080` |
+| **Weaviate API Key** | API key for Weaviate authentication (optional for local instances) | |
+| **Embedding API Host** | OpenAI-compatible API base URL | `https://api.openai.com` |
+| **Embedding API Key** | API key for the embedding service | `sk-...` |
+| **Embedding Model** | Model name for generating embeddings | `text-embedding-3-small` |
+| **Embedding Level** | `question` embeds question + all answers + comments together; `answer` embeds each answer separately | `question` |
+| **Similarity Threshold** | Minimum cosine similarity score (0-1). Default `0` means no filtering | `0.5` |
+
+> **Note:** This plugin uses a dual API key pattern -- one for Weaviate authentication and a separate one for the embedding API.
+
+## How It Works
+
+- Weaviate handles vector dimensions automatically via its `vectorizer: none` configuration, so no manual dimension setup is needed.
+- On first configuration, the plugin creates a class `AnswerVector` with cosine distance metric.
+- Uses deterministic UUIDs derived from object IDs for consistent upsert behavior.
+- A full sync of all questions/answers is triggered when the plugin starts.
+
+## License
+
+[Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0)
diff --git a/vector-search-weaviate/go.mod b/vector-search-weaviate/go.mod
new file mode 100644
index 0000000..aa66d26
--- /dev/null
+++ b/vector-search-weaviate/go.mod
@@ -0,0 +1,76 @@
+module github.com/apache/answer-plugins/vector-search-weaviate
+
+go 1.23.0
+
+require (
+ github.com/apache/answer v1.7.0
+ github.com/apache/answer-plugins/util v1.0.3-0.20250107030257-cf94ebc70954
+ github.com/segmentfault/pacman v1.0.5-0.20230822083413-c0075a2d401f
+ github.com/weaviate/weaviate v1.28.4
+ github.com/weaviate/weaviate-go-client/v4 v4.16.1
+)
+
+require (
+ github.com/LinkinStars/go-i18n/v2 v2.2.2 // indirect
+ github.com/asaskevich/govalidator v0.0.0-20230301143203-a9d515a09cc2 // indirect
+ github.com/aymerick/douceur v0.2.0 // indirect
+ github.com/bytedance/sonic v1.12.2 // indirect
+ github.com/bytedance/sonic/loader v0.2.0 // indirect
+ github.com/cloudwego/base64x v0.1.4 // indirect
+ github.com/cloudwego/iasm v0.2.0 // indirect
+ github.com/gabriel-vasile/mimetype v1.4.5 // indirect
+ github.com/gin-contrib/sse v0.1.0 // indirect
+ github.com/gin-gonic/gin v1.10.0 // indirect
+ github.com/go-openapi/analysis v0.21.2 // indirect
+ github.com/go-openapi/errors v0.22.0 // indirect
+ github.com/go-openapi/jsonpointer v0.21.0 // indirect
+ github.com/go-openapi/jsonreference v0.21.0 // indirect
+ github.com/go-openapi/loads v0.21.1 // indirect
+ github.com/go-openapi/spec v0.21.0 // indirect
+ github.com/go-openapi/strfmt v0.23.0 // indirect
+ github.com/go-openapi/swag v0.23.0 // indirect
+ github.com/go-openapi/validate v0.21.0 // indirect
+ github.com/go-playground/locales v0.14.1 // indirect
+ github.com/go-playground/universal-translator v0.18.1 // indirect
+ github.com/go-playground/validator/v10 v10.22.1 // indirect
+ github.com/goccy/go-json v0.10.3 // indirect
+ github.com/golang/snappy v0.0.4 // indirect
+ github.com/google/uuid v1.6.0 // indirect
+ github.com/google/wire v0.5.0 // indirect
+ github.com/gorilla/css v1.0.1 // indirect
+ github.com/josharian/intern v1.0.0 // indirect
+ github.com/json-iterator/go v1.1.12 // indirect
+ github.com/klauspost/cpuid/v2 v2.2.8 // indirect
+ github.com/leodido/go-urn v1.4.0 // indirect
+ github.com/mailru/easyjson v0.7.7 // indirect
+ github.com/mattn/go-isatty v0.0.20 // indirect
+ github.com/microcosm-cc/bluemonday v1.0.27 // indirect
+ github.com/mitchellh/mapstructure v1.5.0 // indirect
+ github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
+ github.com/modern-go/reflect2 v1.0.2 // indirect
+ github.com/oklog/ulid v1.3.1 // indirect
+ github.com/pelletier/go-toml/v2 v2.2.3 // indirect
+ github.com/pkg/errors v0.9.1 // indirect
+ github.com/segmentfault/pacman/contrib/i18n v0.0.0-20230822083413-c0075a2d401f // indirect
+ github.com/syndtr/goleveldb v1.0.0 // indirect
+ github.com/tidwall/gjson v1.17.3 // indirect
+ github.com/tidwall/match v1.1.1 // indirect
+ github.com/tidwall/pretty v1.2.1 // indirect
+ github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
+ github.com/ugorji/go/codec v1.2.12 // indirect
+ github.com/yuin/goldmark v1.7.4 // indirect
+ go.mongodb.org/mongo-driver v1.14.0 // indirect
+ golang.org/x/arch v0.10.0 // indirect
+ golang.org/x/crypto v0.36.0 // indirect
+ golang.org/x/net v0.38.0 // indirect
+ golang.org/x/oauth2 v0.23.0 // indirect
+ golang.org/x/sys v0.31.0 // indirect
+ golang.org/x/text v0.23.0 // indirect
+ google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1 // indirect
+ google.golang.org/grpc v1.66.2 // indirect
+ google.golang.org/protobuf v1.34.2 // indirect
+ gopkg.in/yaml.v3 v3.0.1 // indirect
+ sigs.k8s.io/yaml v1.4.0 // indirect
+ xorm.io/builder v0.3.13 // indirect
+ xorm.io/xorm v1.3.2 // indirect
+)
diff --git a/vector-search-weaviate/go.sum b/vector-search-weaviate/go.sum
new file mode 100644
index 0000000..3fa2a60
--- /dev/null
+++ b/vector-search-weaviate/go.sum
@@ -0,0 +1,886 @@
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diff --git a/vector-search-weaviate/i18n/en_US.yaml b/vector-search-weaviate/i18n/en_US.yaml
new file mode 100644
index 0000000..b891b4d
--- /dev/null
+++ b/vector-search-weaviate/i18n/en_US.yaml
@@ -0,0 +1,66 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you 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.
+
+plugin:
+ weaviate_vector_search:
+ backend:
+ info:
+ name:
+ other: Weaviate Vector Search
+ description:
+ other: Use Weaviate for semantic/vector search with built-in vector indexing
+ config:
+ endpoint:
+ title:
+ other: Weaviate Endpoint
+ description:
+ other: "Weaviate server URL (e.g. http://localhost:8080)"
+ api_key:
+ title:
+ other: Weaviate API Key
+ description:
+ other: "API key for Weaviate authentication (leave empty if not required)"
+ embedding_api_host:
+ title:
+ other: Embedding API Host
+ description:
+ other: "OpenAI-compatible API base URL for embedding generation (e.g. https://api.openai.com)"
+ embedding_api_key:
+ title:
+ other: Embedding API Key
+ description:
+ other: API key for the embedding service
+ embedding_model:
+ title:
+ other: Embedding Model
+ description:
+ other: "Model name for embedding generation (e.g. text-embedding-3-small)"
+ embedding_level:
+ title:
+ other: Embedding Level
+ description:
+ other: "Choose 'question' to embed question + all answers + comments, or 'answer' to embed each answer separately"
+ options:
+ question:
+ other: Question
+ answer:
+ other: Answer
+ similarity_threshold:
+ title:
+ other: Similarity Threshold
+ description:
+ other: "Minimum cosine similarity score (0-1) for search results. Default 0 (no filtering)."
diff --git a/vector-search-weaviate/i18n/translation.go b/vector-search-weaviate/i18n/translation.go
new file mode 100644
index 0000000..8a30e93
--- /dev/null
+++ b/vector-search-weaviate/i18n/translation.go
@@ -0,0 +1,48 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you 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 i18n
+
+const (
+ InfoName = "plugin.weaviate_vector_search.backend.info.name"
+ InfoDescription = "plugin.weaviate_vector_search.backend.info.description"
+
+ ConfigEndpointTitle = "plugin.weaviate_vector_search.backend.config.endpoint.title"
+ ConfigEndpointDescription = "plugin.weaviate_vector_search.backend.config.endpoint.description"
+
+ ConfigAPIKeyTitle = "plugin.weaviate_vector_search.backend.config.api_key.title"
+ ConfigAPIKeyDescription = "plugin.weaviate_vector_search.backend.config.api_key.description"
+
+ ConfigEmbeddingAPIHostTitle = "plugin.weaviate_vector_search.backend.config.embedding_api_host.title"
+ ConfigEmbeddingAPIHostDescription = "plugin.weaviate_vector_search.backend.config.embedding_api_host.description"
+
+ ConfigEmbeddingAPIKeyTitle = "plugin.weaviate_vector_search.backend.config.embedding_api_key.title"
+ ConfigEmbeddingAPIKeyDescription = "plugin.weaviate_vector_search.backend.config.embedding_api_key.description"
+
+ ConfigEmbeddingModelTitle = "plugin.weaviate_vector_search.backend.config.embedding_model.title"
+ ConfigEmbeddingModelDescription = "plugin.weaviate_vector_search.backend.config.embedding_model.description"
+
+ ConfigEmbeddingLevelTitle = "plugin.weaviate_vector_search.backend.config.embedding_level.title"
+ ConfigEmbeddingLevelDescription = "plugin.weaviate_vector_search.backend.config.embedding_level.description"
+ ConfigEmbeddingLevelOptionQuestion = "plugin.weaviate_vector_search.backend.config.embedding_level.options.question"
+ ConfigEmbeddingLevelOptionAnswer = "plugin.weaviate_vector_search.backend.config.embedding_level.options.answer"
+
+ ConfigSimilarityThresholdTitle = "plugin.weaviate_vector_search.backend.config.similarity_threshold.title"
+ ConfigSimilarityThresholdDescription = "plugin.weaviate_vector_search.backend.config.similarity_threshold.description"
+)
diff --git a/vector-search-weaviate/i18n/zh_CN.yaml b/vector-search-weaviate/i18n/zh_CN.yaml
new file mode 100644
index 0000000..6e59db8
--- /dev/null
+++ b/vector-search-weaviate/i18n/zh_CN.yaml
@@ -0,0 +1,66 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you 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.
+
+plugin:
+ weaviate_vector_search:
+ backend:
+ info:
+ name:
+ other: Weaviate 向量搜索
+ description:
+ other: 使用 Weaviate 进行语义/向量搜索，支持内置向量索引
+ config:
+ endpoint:
+ title:
+ other: Weaviate 地址
+ description:
+ other: "Weaviate 服务器地址（如 http://localhost:8080）"
+ api_key:
+ title:
+ other: Weaviate API 密钥
+ description:
+ other: "Weaviate 认证 API 密钥（如不需要可留空）"
+ embedding_api_host:
+ title:
+ other: Embedding API 地址
+ description:
+ other: "用于生成 Embedding 的 OpenAI 兼容 API 地址（如 https://api.openai.com）"
+ embedding_api_key:
+ title:
+ other: Embedding API 密钥
+ description:
+ other: Embedding 服务的 API 密钥
+ embedding_model:
+ title:
+ other: Embedding 模型
+ description:
+ other: "Embedding 模型名称（如 text-embedding-3-small）"
+ embedding_level:
+ title:
+ other: Embedding 级别
+ description:
+ other: "选择 'question' 将问题+所有回答+评论合并嵌入，或 'answer' 将每个回答单独嵌入"
+ options:
+ question:
+ other: 问题
+ answer:
+ other: 回答
+ similarity_threshold:
+ title:
+ other: 相似度阈值
+ description:
+ other: "搜索结果的最低余弦相似度分数（0-1）。默认为 0（不过滤）。"
diff --git a/vector-search-weaviate/info.yaml b/vector-search-weaviate/info.yaml
new file mode 100644
index 0000000..d15ef9e
--- /dev/null
+++ b/vector-search-weaviate/info.yaml
@@ -0,0 +1,22 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you 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.
+
+slug_name: weaviate_vector_search
+type: vector_search
+version: 0.1.0
+author: answerdev
+link: https://github.com/apache/answer-plugins/tree/main/vector-search-weaviate
diff --git a/vector-search-weaviate/sync.go b/vector-search-weaviate/sync.go
new file mode 100644
index 0000000..4e3b851
--- /dev/null
+++ b/vector-search-weaviate/sync.go
@@ -0,0 +1,105 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you 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 weaviate_vector_search
+
+import (
+ "context"
+
+ "github.com/apache/answer/plugin"
+ "github.com/segmentfault/pacman/log"
+)
+
+// sync triggers a full bulk sync of all Q&A content into Weaviate.
+// It runs in a background goroutine and is guarded by the syncing flag.
+func (e *VectorSearchEngine) sync() {
+ if e.syncer == nil {
+ log.Warn("weaviate: syncer not registered, skip sync")
+ return
+ }
+ if e.syncing {
+ log.Warn("weaviate: sync already running, skip")
+ return
+ }
+
+ go func() {
+ e.lock.Lock()
+ defer e.lock.Unlock()
+ if e.syncing {
+ return
+ }
+ e.syncing = true
+ defer func() { e.syncing = false }()
+
+ page, pageSize := 1, 100
+
+ if e.Config.EmbeddingLevel == "" || e.Config.EmbeddingLevel == "question" {
+ log.Info("weaviate: starting question sync...")
+ page = 1
+ for {
+ log.Infof("weaviate: sync questions page %d", page)
+ questions, err := e.syncer.GetQuestionsPage(context.TODO(), page, pageSize)
+ if err != nil {
+ log.Errorf("weaviate: get questions page failed: %v", err)
+ break
+ }
+ if len(questions) == 0 {
+ break
+ }
+ e.bulkIndex(context.TODO(), questions)
+ page++
+ }
+ }
+
+ if e.Config.EmbeddingLevel == "answer" {
+ log.Info("weaviate: starting answer sync...")
+ page = 1
+ for {
+ log.Infof("weaviate: sync answers page %d", page)
+ answers, err := e.syncer.GetAnswersPage(context.TODO(), page, pageSize)
+ if err != nil {
+ log.Errorf("weaviate: get answers page failed: %v", err)
+ break
+ }
+ if len(answers) == 0 {
+ break
+ }
+ e.bulkIndex(context.TODO(), answers)
+ page++
+ }
+ }
+
+ log.Info("weaviate: sync complete")
+ }()
+}
+
+// bulkIndex indexes a batch of documents, computing embeddings for each.
+func (e *VectorSearchEngine) bulkIndex(ctx context.Context, contents []*plugin.VectorSearchContent) {
+ log.Debugf("weaviate: bulkIndex batch size=%d", len(contents))
+ success, failed := 0, 0
+ for _, c := range contents {
+ if err := e.UpdateContent(ctx, c); err != nil {
+ log.Warnf("weaviate: index %s failed: %v", c.ObjectID, err)
+ failed++
+ } else {
+ success++
+ }
+ }
+ log.Debugf("weaviate: bulkIndex batch done, success=%d failed=%d", success, failed)
+}
diff --git a/vector-search-weaviate/weaviate.go b/vector-search-weaviate/weaviate.go
new file mode 100644
index 0000000..342a5ce
--- /dev/null
+++ b/vector-search-weaviate/weaviate.go
@@ -0,0 +1,551 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you 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 weaviate_vector_search
+
+import (
+ "context"
+ "crypto/sha1"
+ "embed"
+ "encoding/json"
+ "fmt"
+ "strconv"
+ "strings"
+ "sync"
+
+ "github.com/apache/answer-plugins/util"
+ "github.com/apache/answer-plugins/vector-search-weaviate/i18n"
+ "github.com/apache/answer/plugin"
+ "github.com/segmentfault/pacman/log"
+ "github.com/weaviate/weaviate-go-client/v4/weaviate"
+ "github.com/weaviate/weaviate-go-client/v4/weaviate/auth"
+ "github.com/weaviate/weaviate-go-client/v4/weaviate/graphql"
+ "github.com/weaviate/weaviate/entities/models"
+)
+
+//go:embed info.yaml
+var Info embed.FS
+
+const (
+ className = "AnswerVector"
+)
+
+// VectorSearchEngine implements plugin.VectorSearch using Weaviate.
+type VectorSearchEngine struct {
+ Config *VectorSearchConfig
+ client *weaviate.Client
+ syncer plugin.VectorSearchSyncer
+ syncing bool
+ lock sync.Mutex
+}
+
+// VectorSearchConfig holds all plugin configuration.
+type VectorSearchConfig struct {
+ Endpoint string `json:"endpoint"`
+ APIKey string `json:"api_key"`
+ EmbeddingAPIHost string `json:"embedding_api_host"`
+ EmbeddingAPIKey string `json:"embedding_api_key"`
+ EmbeddingModel string `json:"embedding_model"`
+ EmbeddingLevel string `json:"embedding_level"`
+ SimilarityThreshold float64 `json:"similarity_threshold"`
+}
+
+func init() {
+ plugin.Register(&VectorSearchEngine{
+ Config: &VectorSearchConfig{},
+ lock: sync.Mutex{},
+ })
+}
+
+func (e *VectorSearchEngine) Info() plugin.Info {
+ info := &util.Info{}
+ info.GetInfo(Info)
+
+ return plugin.Info{
+ Name: plugin.MakeTranslator(i18n.InfoName),
+ SlugName: info.SlugName,
+ Description: plugin.MakeTranslator(i18n.InfoDescription),
+ Author: info.Author,
+ Version: info.Version,
+ Link: info.Link,
+ }
+}
+
+// Description returns metadata about this vector search engine.
+func (e *VectorSearchEngine) Description() plugin.VectorSearchDesc {
+ return plugin.VectorSearchDesc{
+ Icon: "",
+ Link: "https://weaviate.io/developers/weaviate",
+ }
+}
+
+// RegisterSyncer stores the syncer and triggers a full sync.
+func (e *VectorSearchEngine) RegisterSyncer(ctx context.Context, syncer plugin.VectorSearchSyncer) {
+ e.syncer = syncer
+ if e.client != nil {
+ e.sync()
+ }
+}
+
+// SearchSimilar performs a nearVector search in Weaviate.
+func (e *VectorSearchEngine) SearchSimilar(ctx context.Context, query string, topK int) ([]plugin.VectorSearchResult, error) {
+ if e.client == nil {
+ return nil, fmt.Errorf("weaviate client not initialized")
+ }
+ if topK <= 0 {
+ topK = 10
+ }
+
+ log.Debugf("weaviate: SearchSimilar query=%q topK=%d model=%s", query, topK, e.Config.EmbeddingModel)
+
+ // Generate embedding for the query text.
+ log.Debugf("weaviate: generating query embedding via %s model=%s", e.Config.EmbeddingAPIHost, e.Config.EmbeddingModel)
+ embedding, err := plugin.GenerateEmbedding(ctx, e.Config.EmbeddingAPIHost, e.Config.EmbeddingAPIKey, e.Config.EmbeddingModel, query)
+ if err != nil {
+ log.Errorf("weaviate: generate query embedding failed: %v", err)
+ return nil, fmt.Errorf("generate query embedding: %w", err)
+ }
+ log.Debugf("weaviate: query embedding generated, dimensions=%d", len(embedding))
+
+ embeddingFloats := make([]float32, len(embedding))
+ copy(embeddingFloats, embedding)
+
+ nearVector := e.client.GraphQL().NearVectorArgBuilder().WithVector(embeddingFloats)
+
+ fields := []graphql.Field{
+ {Name: "objectID"},
+ {Name: "objectType"},
+ {Name: "title"},
+ {Name: "metadata"},
+ {Name: "_additional", Fields: []graphql.Field{
+ {Name: "certainty"},
+ {Name: "id"},
+ }},
+ }
+
+ log.Debugf("weaviate: executing nearVector search on class=%s limit=%d", className, topK)
+ result, err := e.client.GraphQL().Get().
+ WithClassName(className).
+ WithFields(fields...).
+ WithNearVector(nearVector).
+ WithLimit(topK).
+ Do(ctx)
+ if err != nil {
+ log.Errorf("weaviate: nearVector search failed: %v", err)
+ return nil, fmt.Errorf("weaviate nearVector search failed: %w", err)
+ }
+
+ if result.Errors != nil {
+ msgs := make([]string, 0, len(result.Errors))
+ for _, e := range result.Errors {
+ msgs = append(msgs, e.Message)
+ }
+ log.Errorf("weaviate: GraphQL errors: %s", strings.Join(msgs, "; "))
+ return nil, fmt.Errorf("weaviate GraphQL errors: %s", strings.Join(msgs, "; "))
+ }
+
+ data, ok := result.Data["Get"].(map[string]interface{})
+ if !ok {
+ log.Warnf("weaviate: unexpected response format from GraphQL")
+ return nil, fmt.Errorf("unexpected response format")
+ }
+ objects, ok := data[className].([]interface{})
+ if !ok {
+ log.Debugf("weaviate: no objects returned from search")
+ return nil, nil
+ }
+
+ log.Debugf("weaviate: search returned %d raw results", len(objects))
+
+ results := make([]plugin.VectorSearchResult, 0, len(objects))
+ filtered := 0
+ for _, obj := range objects {
+ m, ok := obj.(map[string]interface{})
+ if !ok {
+ continue
+ }
+
+ objectID, _ := m["objectID"].(string)
+ objectType, _ := m["objectType"].(string)
+ metadata, _ := m["metadata"].(string)
+
+ score := 0.0
+ if additional, ok := m["_additional"].(map[string]interface{}); ok {
+ if certainty, ok := additional["certainty"].(float64); ok {
+ // Weaviate certainty is in [0, 1] where 1 = identical.
+ score = certainty
+ }
+ }
+
+ if e.Config.SimilarityThreshold > 0 && score < e.Config.SimilarityThreshold {
+ log.Debugf("weaviate: filtered out objectID=%s score=%.4f < threshold=%.4f", objectID, score, e.Config.SimilarityThreshold)
+ filtered++
+ continue
+ }
+
+ log.Debugf("weaviate: result objectID=%s objectType=%s score=%.4f", objectID, objectType, score)
+ results = append(results, plugin.VectorSearchResult{
+ ObjectID: objectID,
+ ObjectType: objectType,
+ Metadata: metadata,
+ Score: score,
+ })
+ }
+
+ log.Debugf("weaviate: SearchSimilar done, returning %d results (%d filtered by threshold)", len(results), filtered)
+ return results, nil
+}
+
+// UpdateContent upserts a single document into Weaviate.
+func (e *VectorSearchEngine) UpdateContent(ctx context.Context, content *plugin.VectorSearchContent) error {
+ if e.client == nil {
+ return fmt.Errorf("weaviate client not initialized")
+ }
+
+ log.Debugf("weaviate: UpdateContent objectID=%s objectType=%s title=%q contentLen=%d",
+ content.ObjectID, content.ObjectType, content.Title, len(content.Content))
+
+ log.Debugf("weaviate: generating embedding for objectID=%s via %s model=%s",
+ content.ObjectID, e.Config.EmbeddingAPIHost, e.Config.EmbeddingModel)
+ embedding, err := plugin.GenerateEmbedding(ctx, e.Config.EmbeddingAPIHost, e.Config.EmbeddingAPIKey, e.Config.EmbeddingModel, content.Content)
+ if err != nil {
+ log.Errorf("weaviate: generate embedding for %s failed: %v", content.ObjectID, err)
+ return fmt.Errorf("generate embedding for %s: %w", content.ObjectID, err)
+ }
+ log.Debugf("weaviate: embedding generated for objectID=%s dimensions=%d", content.ObjectID, len(embedding))
+
+ embeddingFloats := make([]float32, len(embedding))
+ copy(embeddingFloats, embedding)
+
+ properties := map[string]interface{}{
+ "objectID": content.ObjectID,
+ "objectType": content.ObjectType,
+ "title": content.Title,
+ "content": content.Content,
+ "metadata": content.Metadata,
+ }
+
+ // Use deterministic UUID so repeated upserts for the same objectID overwrite.
+ uuid := deterministicUUID(content.ObjectID)
+ log.Debugf("weaviate: upsert objectID=%s uuid=%s", content.ObjectID, uuid)
+
+ // Check if object already exists.
+ _, err = e.client.Data().ObjectsGetter().
+ WithClassName(className).
+ WithID(uuid).
+ Do(ctx)
+ if err == nil {
+ // Object exists, update it.
+ log.Debugf("weaviate: updating existing object objectID=%s uuid=%s", content.ObjectID, uuid)
+ err = e.client.Data().Updater().
+ WithClassName(className).
+ WithID(uuid).
+ WithProperties(properties).
+ WithVector(embeddingFloats).
+ Do(ctx)
+ } else {
+ // Object does not exist, create it.
+ log.Debugf("weaviate: creating new object objectID=%s uuid=%s", content.ObjectID, uuid)
+ _, err = e.client.Data().Creator().
+ WithClassName(className).
+ WithProperties(properties).
+ WithVector(embeddingFloats).
+ WithID(uuid).
+ Do(ctx)
+ }
+
+ if err != nil {
+ log.Errorf("weaviate: upsert document %s failed: %v", content.ObjectID, err)
+ return fmt.Errorf("upsert document %s: %w", content.ObjectID, err)
+ }
+ log.Debugf("weaviate: upsert objectID=%s done", content.ObjectID)
+ return nil
+}
+
+// DeleteContent removes a document by object ID.
+func (e *VectorSearchEngine) DeleteContent(ctx context.Context, objectID string) error {
+ if e.client == nil {
+ return fmt.Errorf("weaviate client not initialized")
+ }
+
+ // Delete using deterministic UUID.
+ uuid := deterministicUUID(objectID)
+ log.Debugf("weaviate: DeleteContent objectID=%s uuid=%s", objectID, uuid)
+ err := e.client.Data().Deleter().
+ WithClassName(className).
+ WithID(uuid).
+ Do(ctx)
+ if err != nil {
+ log.Errorf("weaviate: delete document %s failed: %v", objectID, err)
+ return fmt.Errorf("delete document %s: %w", objectID, err)
+ }
+ log.Debugf("weaviate: deleted objectID=%s", objectID)
+ return nil
+}
+
+// ConfigFields returns the plugin configuration form fields.
+func (e *VectorSearchEngine) ConfigFields() []plugin.ConfigField {
+ return []plugin.ConfigField{
+ {
+ Name: "endpoint",
+ Type: plugin.ConfigTypeInput,
+ Title: plugin.MakeTranslator(i18n.ConfigEndpointTitle),
+ Description: plugin.MakeTranslator(i18n.ConfigEndpointDescription),
+ Required: true,
+ UIOptions: plugin.ConfigFieldUIOptions{
+ InputType: plugin.InputTypeText,
+ },
+ Value: e.Config.Endpoint,
+ },
+ {
+ Name: "api_key",
+ Type: plugin.ConfigTypeInput,
+ Title: plugin.MakeTranslator(i18n.ConfigAPIKeyTitle),
+ Description: plugin.MakeTranslator(i18n.ConfigAPIKeyDescription),
+ Required: false,
+ UIOptions: plugin.ConfigFieldUIOptions{
+ InputType: plugin.InputTypePassword,
+ },
+ Value: e.Config.APIKey,
+ },
+ {
+ Name: "embedding_api_host",
+ Type: plugin.ConfigTypeInput,
+ Title: plugin.MakeTranslator(i18n.ConfigEmbeddingAPIHostTitle),
+ Description: plugin.MakeTranslator(i18n.ConfigEmbeddingAPIHostDescription),
+ Required: true,
+ UIOptions: plugin.ConfigFieldUIOptions{
+ InputType: plugin.InputTypeText,
+ },
+ Value: e.Config.EmbeddingAPIHost,
+ },
+ {
+ Name: "embedding_api_key",
+ Type: plugin.ConfigTypeInput,
+ Title: plugin.MakeTranslator(i18n.ConfigEmbeddingAPIKeyTitle),
+ Description: plugin.MakeTranslator(i18n.ConfigEmbeddingAPIKeyDescription),
+ Required: true,
+ UIOptions: plugin.ConfigFieldUIOptions{
+ InputType: plugin.InputTypePassword,
+ },
+ Value: e.Config.EmbeddingAPIKey,
+ },
+ {
+ Name: "embedding_model",
+ Type: plugin.ConfigTypeInput,
+ Title: plugin.MakeTranslator(i18n.ConfigEmbeddingModelTitle),
+ Description: plugin.MakeTranslator(i18n.ConfigEmbeddingModelDescription),
+ Required: true,
+ UIOptions: plugin.ConfigFieldUIOptions{
+ InputType: plugin.InputTypeText,
+ },
+ Value: e.Config.EmbeddingModel,
+ },
+ {
+ Name: "embedding_level",
+ Type: plugin.ConfigTypeSelect,
+ Title: plugin.MakeTranslator(i18n.ConfigEmbeddingLevelTitle),
+ Description: plugin.MakeTranslator(i18n.ConfigEmbeddingLevelDescription),
+ Required: true,
+ Options: []plugin.ConfigFieldOption{
+ {Label: plugin.MakeTranslator(i18n.ConfigEmbeddingLevelOptionQuestion), Value: "question"},
+ {Label: plugin.MakeTranslator(i18n.ConfigEmbeddingLevelOptionAnswer), Value: "answer"},
+ },
+ Value: e.Config.EmbeddingLevel,
+ },
+ {
+ Name: "similarity_threshold",
+ Type: plugin.ConfigTypeInput,
+ Title: plugin.MakeTranslator(i18n.ConfigSimilarityThresholdTitle),
+ Description: plugin.MakeTranslator(i18n.ConfigSimilarityThresholdDescription),
+ Required: false,
+ UIOptions: plugin.ConfigFieldUIOptions{
+ InputType: plugin.InputTypeText,
+ },
+ Value: fmt.Sprintf("%.2f", e.Config.SimilarityThreshold),
+ },
+ }
+}
+
+// ConfigReceiver applies configuration from the admin UI.
+func (e *VectorSearchEngine) ConfigReceiver(config []byte) error {
+ // Pre-process: convert string numbers to actual numbers before unmarshalling,
+ // because the admin UI sends all form values as strings.
+ var raw map[string]interface{}
+ if err := json.Unmarshal(config, &raw); err != nil {
+ return fmt.Errorf("unmarshal config: %w", err)
+ }
+ if threshStr, ok := raw["similarity_threshold"].(string); ok {
+ if thresh, err := strconv.ParseFloat(threshStr, 64); err == nil {
+ raw["similarity_threshold"] = thresh
+ }
+ }
+ fixed, _ := json.Marshal(raw)
+
+ conf := &VectorSearchConfig{}
+ if err := json.Unmarshal(fixed, conf); err != nil {
+ return fmt.Errorf("unmarshal config: %w", err)
+ }
+
+ e.Config = conf
+
+ if !plugin.StatusManager.IsEnabled("weaviate_vector_search") {
+ log.Debugf("weaviate: plugin not active, skipping initialization")
+ return nil
+ }
+
+ log.Debugf("weaviate: initializing client: endpoint=%s scheme=%s host=%s apiKey=%v",
+ conf.Endpoint, parseScheme(conf.Endpoint), stripScheme(conf.Endpoint), conf.APIKey != "")
+ log.Debugf("weaviate: embedding config: host=%s model=%s level=%s threshold=%.2f",
+ conf.EmbeddingAPIHost, conf.EmbeddingModel, conf.EmbeddingLevel, conf.SimilarityThreshold)
+
+ cfg := weaviate.Config{
+ Host: stripScheme(conf.Endpoint),
+ Scheme: parseScheme(conf.Endpoint),
+ }
+ if conf.APIKey != "" {
+ cfg.AuthConfig = auth.ApiKey{Value: conf.APIKey}
+ }
+
+ client, err := weaviate.NewClient(cfg)
+ if err != nil {
+ return fmt.Errorf("create weaviate client: %w", err)
+ }
+
+ // Verify connectivity.
+ log.Debugf("weaviate: checking liveness at %s", conf.Endpoint)
+ live, err := client.Misc().LiveChecker().Do(context.Background())
+ if err != nil || !live {
+ log.Errorf("weaviate: liveness check failed: live=%v err=%v", live, err)
+ return fmt.Errorf("weaviate not reachable at %s: %v", conf.Endpoint, err)
+ }
+ log.Debugf("weaviate: liveness check passed")
+ e.client = client
+
+ // Create/ensure the class with vector configuration.
+ // If it fails with auth error and API key was set, retry without auth (anonymous access).
+ if err := e.ensureClass(context.Background()); err != nil {
+ if conf.APIKey != "" {
+ log.Debugf("weaviate: ensureClass failed with API key auth, retrying without auth (anonymous access)")
+ cfg.AuthConfig = nil
+ client, err = weaviate.NewClient(cfg)
+ if err != nil {
+ return fmt.Errorf("create weaviate client: %w", err)
+ }
+ e.client = client
+ if err := e.ensureClass(context.Background()); err != nil {
+ return fmt.Errorf("ensure class: %w", err)
+ }
+ } else {
+ return fmt.Errorf("ensure class: %w", err)
+ }
+ }
+
+ return nil
+}
+
+// ensureClass creates the Weaviate class if it doesn't exist.
+func (e *VectorSearchEngine) ensureClass(ctx context.Context) error {
+ log.Debugf("weaviate: checking if class %s exists", className)
+ exists, err := e.client.Schema().ClassExistenceChecker().
+ WithClassName(className).
+ Do(ctx)
+ if err != nil {
+ log.Errorf("weaviate: class existence check failed: %v", err)
+ return err
+ }
+ if exists {
+ log.Debugf("weaviate: class %s already exists", className)
+ return nil
+ }
+
+ log.Debugf("weaviate: creating class %s with vectorizer=none", className)
+
+ classObj := &models.Class{
+ Class: className,
+ Description: "Answer vector search documents",
+ VectorIndexType: "hnsw",
+ Properties: []*models.Property{
+ {
+ Name: "objectID",
+ DataType: []string{"text"},
+ Description: "Unique object identifier (question or answer ID)",
+ Tokenization: "field",
+ },
+ {
+ Name: "objectType",
+ DataType: []string{"text"},
+ Description: "Type of object: question or answer",
+ Tokenization: "field",
+ },
+ {
+ Name: "title",
+ DataType: []string{"text"},
+ Description: "Title of the question",
+ },
+ {
+ Name: "content",
+ DataType: []string{"text"},
+ Description: "Aggregated text content",
+ },
+ {
+ Name: "metadata",
+ DataType: []string{"text"},
+ Description: "JSON metadata for link composition",
+ Tokenization: "field",
+ },
+ },
+ // Use "none" vectorizer since we supply vectors externally via GenerateEmbedding.
+ Vectorizer: "none",
+ }
+
+ err = e.client.Schema().ClassCreator().
+ WithClass(classObj).
+ Do(ctx)
+ if err != nil {
+ return fmt.Errorf("create class %s: %w", className, err)
+ }
+ log.Debugf("weaviate: class %s created successfully", className)
+ return nil
+}
+
+// deterministicUUID generates a deterministic UUID v5 from the objectID string.
+func deterministicUUID(objectID string) string {
+ h := sha1.Sum([]byte(objectID))
+ // Set version bits to 5 (0101) and variant bits to RFC 4122 (10).
+ h[6] = (h[6] & 0x0f) | 0x50
+ h[8] = (h[8] & 0x3f) | 0x80
+ return fmt.Sprintf("%08x-%04x-%04x-%04x-%012x",
+ h[0:4], h[4:6], h[6:8], h[8:10], h[10:16])
+}
+
+// stripScheme removes the http:// or https:// prefix from a URL.
+func stripScheme(endpoint string) string {
+ endpoint = strings.TrimPrefix(endpoint, "https://")
+ endpoint = strings.TrimPrefix(endpoint, "http://")
+ return strings.TrimRight(endpoint, "/")
+}
+
+// parseScheme extracts the scheme from a URL, defaulting to "http".
+func parseScheme(endpoint string) string {
+ if strings.HasPrefix(endpoint, "https://") {
+ return "https"
+ }
+ return "http"
+}