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https://github.com/milvus-io/milvus/issues/42589 <!-- This is an auto-generated comment: release notes by coderabbit.ai --> ## Semantic Highlighting Feature **Core Invariant**: Semantic highlighting operates on a per-field basis with independent text processing through an external Zilliz highlight provider. The implementation maintains field ID to field name mapping and correlates highlight results back to original field outputs. **What is Added**: This PR introduces semantic highlighting capability for search results alongside the existing lexical highlighting. The feature consists of: - New `SemanticHighlight` orchestrator that validates queries/input fields against collection schema, instantiates a Zilliz-based provider, and batches text processing across multiple queries - New `SemanticHighlighter` proxy wrapper implementing the `Highlighter` interface for search pipeline integration - New `semanticHighlightOperator` that processes search results by delegating per-field text processing to the provider and attaching correlated `HighlightResult` data to search outputs - New gRPC service definition (`HighlightService`) and `ZillizClient.Highlight()` method for external provider communication **No Data Loss or Regression**: The change is purely additive without modifying existing logic: - Lexical highlighting path remains unchanged (separate switch case in `createHighlightTask`) - New `HighlightResults` field is only populated when semantic highlighting is explicitly requested via `HighlightType_Semantic` enum value - Gracefully handles missing fields by returning explicit errors rather than silent failures - Pipeline operator integration follows existing patterns and only processes when semantic highlighter is instantiated **Why This Design**: Semantic highlighting is routed through the same pipeline operator pattern as lexical highlighting, ensuring consistent integration into search workflows. The per-field model allows flexible highlighting across different text columns and batch processing ensures efficient handling of multiple queries with configurable provider constraints. <!-- end of auto-generated comment: release notes by coderabbit.ai --> Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
241 lines
7.6 KiB
Go
241 lines
7.6 KiB
Go
/*
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* # Licensed to the LF AI & Data foundation under one
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* # or more contributor license agreements. See the NOTICE file
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* # distributed with this work for additional information
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* # regarding copyright ownership. The ASF licenses this file
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* # to you under the Apache License, Version 2.0 (the
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* # "License"); you may not use this file except in compliance
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* # with the License. You may obtain a copy of the License at
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* #
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* # http://www.apache.org/licenses/LICENSE-2.0
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* #
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* # Unless required by applicable law or agreed to in writing, software
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* # distributed under the License is distributed on an "AS IS" BASIS,
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* # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* # See the License for the specific language governing permissions and
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* # limitations under the License.
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*/
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package highlight
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import (
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"context"
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"testing"
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"github.com/bytedance/mockey"
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"github.com/cockroachdb/errors"
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"github.com/stretchr/testify/suite"
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"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
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"github.com/milvus-io/milvus/internal/util/function/models"
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"github.com/milvus-io/milvus/internal/util/function/models/zilliz"
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)
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func TestZillizHighlightProvider(t *testing.T) {
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suite.Run(t, new(ZillizHighlightProviderSuite))
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}
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type ZillizHighlightProviderSuite struct {
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suite.Suite
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}
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func (s *ZillizHighlightProviderSuite) TestNewZillizHighlightProvider_Success() {
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tests := []struct {
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name string
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params []*commonpb.KeyValuePair
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conf map[string]string
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extraInfo *models.ModelExtraInfo
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expectedBatch int
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expectedParams map[string]string
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}{
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{
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name: "basic configuration",
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params: []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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},
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conf: map[string]string{
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"endpoint": "localhost:8080",
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},
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extraInfo: &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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},
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expectedBatch: 64, // default batch size
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expectedParams: map[string]string{},
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},
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{
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name: "with custom batch size",
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params: []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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{Key: models.MaxClientBatchSizeParamKey, Value: "32"},
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},
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conf: map[string]string{
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"endpoint": "localhost:8080",
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},
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extraInfo: &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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},
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expectedBatch: 32,
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expectedParams: map[string]string{},
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},
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{
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name: "with additional model parameters",
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params: []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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{Key: models.MaxClientBatchSizeParamKey, Value: "16"},
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{Key: "threshold", Value: "0.7"},
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},
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conf: map[string]string{
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"endpoint": "localhost:8080",
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},
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extraInfo: &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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},
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expectedBatch: 16,
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expectedParams: map[string]string{
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"threshold": "0.7",
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},
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},
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}
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for _, tt := range tests {
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s.Run(tt.name, func() {
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// Note: This test will fail with actual connection since we can't easily mock the global client manager
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// But we can test the parameter parsing logic by checking the error message
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provider, err := newZillizHighlightProvider(tt.params, tt.conf, tt.extraInfo)
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// Since we can't easily mock the zilliz client creation, we expect a connection error
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// but we can verify that the parameters were parsed correctly by checking the error doesn't relate to parameter parsing
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if err != nil {
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// Connection errors are expected in unit tests
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s.Contains(err.Error(), "Connect model serving failed", "Expected connection error, got: %v", err)
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} else {
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// If somehow the connection succeeds, verify the provider was created correctly
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s.NotNil(provider)
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zillizProvider, ok := provider.(*zillizHighlightProvider)
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s.True(ok)
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s.Equal(tt.expectedBatch, zillizProvider.maxBatch())
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s.Equal(tt.expectedParams, zillizProvider.modelParams)
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}
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})
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}
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}
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func (s *ZillizHighlightProviderSuite) TestNewZillizHighlightProvider_InvalidBatchSize() {
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tests := []struct {
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name string
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batchValue string
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expectedErr string
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}{
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{
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name: "invalid number format",
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batchValue: "not_a_number",
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expectedErr: "invalid syntax",
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},
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{
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name: "empty batch size",
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batchValue: "",
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expectedErr: "invalid syntax",
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},
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}
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for _, tt := range tests {
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s.Run(tt.name, func() {
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params := []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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{Key: models.MaxClientBatchSizeParamKey, Value: tt.batchValue},
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}
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conf := map[string]string{
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"endpoint": "localhost:8080",
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}
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extraInfo := &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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}
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provider, err := newZillizHighlightProvider(params, conf, extraInfo)
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s.Error(err)
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s.Nil(provider)
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s.Contains(err.Error(), tt.expectedErr)
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})
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}
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}
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func (s *ZillizHighlightProviderSuite) TestZillizHighlightProvider_Highlight_Success() {
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// Set up expected behavior
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ctx := context.Background()
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query := "machine learning"
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texts := []string{
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"Machine learning is a subset of artificial intelligence.",
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"Deep learning is a type of machine learning.",
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"Natural language processing uses machine learning techniques.",
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}
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params := map[string]string{"param1": "value1"}
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expectedHighlights := [][]string{
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{"Machine learning", "artificial intelligence"},
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{"Deep learning", "machine learning"},
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{"Natural language processing", "machine learning"},
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}
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mock1 := mockey.Mock(zilliz.NewZilliClient).To(func(_ string, _ string, _ string, _ map[string]string) (*zilliz.ZillizClient, error) {
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return &zilliz.ZillizClient{}, nil
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}).Build()
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defer mock1.UnPatch()
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mock2 := mockey.Mock((*zilliz.ZillizClient).Highlight).To(func(_ *zilliz.ZillizClient, _ context.Context, _ string, _ []string, _ map[string]string) ([][]string, error) {
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return expectedHighlights, nil
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}).Build()
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defer mock2.UnPatch()
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provider, err := newZillizHighlightProvider([]*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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}, map[string]string{"endpoint": "localhost:8080"}, &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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})
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s.NoError(err)
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s.NotNil(provider)
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highlights, err := provider.highlight(ctx, query, texts, params)
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s.NoError(err)
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s.Equal(expectedHighlights, highlights)
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}
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func (s *ZillizHighlightProviderSuite) TestZillizHighlightProvider_Highlight_Error() {
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// Set up expected behavior with error
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ctx := context.Background()
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query := "test query"
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texts := []string{"doc1", "doc2", "doc3"}
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params := map[string]string{"param1": "value1"}
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expectedError := errors.New("highlight service error")
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mock1 := mockey.Mock(zilliz.NewZilliClient).To(func(_ string, _ string, _ string, _ map[string]string) (*zilliz.ZillizClient, error) {
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return &zilliz.ZillizClient{}, nil
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}).Build()
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defer mock1.UnPatch()
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mock2 := mockey.Mock((*zilliz.ZillizClient).Highlight).To(func(_ *zilliz.ZillizClient, _ context.Context, _ string, _ []string, _ map[string]string) ([][]string, error) {
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return nil, expectedError
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}).Build()
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defer mock2.UnPatch()
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provider, err := newZillizHighlightProvider([]*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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}, map[string]string{"endpoint": "localhost:8080"}, &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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})
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s.NoError(err)
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s.NotNil(provider)
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// Test the highlight method
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highlights, err := provider.highlight(ctx, query, texts, params)
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s.Error(err)
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s.Nil(highlights)
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s.Equal(expectedError, err)
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}
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