milvus/internal/util/function/highlight/zilliz_highlight_provider_test.go
junjiejiangjjj 1100d8f7e2
feat: Add semantic highlight (#46189)
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>
2025-12-31 11:41:22 +08:00

241 lines
7.6 KiB
Go

/*
* # Licensed to the LF AI & Data foundation 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 highlight
import (
"context"
"testing"
"github.com/bytedance/mockey"
"github.com/cockroachdb/errors"
"github.com/stretchr/testify/suite"
"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
"github.com/milvus-io/milvus/internal/util/function/models"
"github.com/milvus-io/milvus/internal/util/function/models/zilliz"
)
func TestZillizHighlightProvider(t *testing.T) {
suite.Run(t, new(ZillizHighlightProviderSuite))
}
type ZillizHighlightProviderSuite struct {
suite.Suite
}
func (s *ZillizHighlightProviderSuite) TestNewZillizHighlightProvider_Success() {
tests := []struct {
name string
params []*commonpb.KeyValuePair
conf map[string]string
extraInfo *models.ModelExtraInfo
expectedBatch int
expectedParams map[string]string
}{
{
name: "basic configuration",
params: []*commonpb.KeyValuePair{
{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
},
conf: map[string]string{
"endpoint": "localhost:8080",
},
extraInfo: &models.ModelExtraInfo{
ClusterID: "test-cluster",
DBName: "test-db",
},
expectedBatch: 64, // default batch size
expectedParams: map[string]string{},
},
{
name: "with custom batch size",
params: []*commonpb.KeyValuePair{
{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
{Key: models.MaxClientBatchSizeParamKey, Value: "32"},
},
conf: map[string]string{
"endpoint": "localhost:8080",
},
extraInfo: &models.ModelExtraInfo{
ClusterID: "test-cluster",
DBName: "test-db",
},
expectedBatch: 32,
expectedParams: map[string]string{},
},
{
name: "with additional model parameters",
params: []*commonpb.KeyValuePair{
{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
{Key: models.MaxClientBatchSizeParamKey, Value: "16"},
{Key: "threshold", Value: "0.7"},
},
conf: map[string]string{
"endpoint": "localhost:8080",
},
extraInfo: &models.ModelExtraInfo{
ClusterID: "test-cluster",
DBName: "test-db",
},
expectedBatch: 16,
expectedParams: map[string]string{
"threshold": "0.7",
},
},
}
for _, tt := range tests {
s.Run(tt.name, func() {
// Note: This test will fail with actual connection since we can't easily mock the global client manager
// But we can test the parameter parsing logic by checking the error message
provider, err := newZillizHighlightProvider(tt.params, tt.conf, tt.extraInfo)
// Since we can't easily mock the zilliz client creation, we expect a connection error
// but we can verify that the parameters were parsed correctly by checking the error doesn't relate to parameter parsing
if err != nil {
// Connection errors are expected in unit tests
s.Contains(err.Error(), "Connect model serving failed", "Expected connection error, got: %v", err)
} else {
// If somehow the connection succeeds, verify the provider was created correctly
s.NotNil(provider)
zillizProvider, ok := provider.(*zillizHighlightProvider)
s.True(ok)
s.Equal(tt.expectedBatch, zillizProvider.maxBatch())
s.Equal(tt.expectedParams, zillizProvider.modelParams)
}
})
}
}
func (s *ZillizHighlightProviderSuite) TestNewZillizHighlightProvider_InvalidBatchSize() {
tests := []struct {
name string
batchValue string
expectedErr string
}{
{
name: "invalid number format",
batchValue: "not_a_number",
expectedErr: "invalid syntax",
},
{
name: "empty batch size",
batchValue: "",
expectedErr: "invalid syntax",
},
}
for _, tt := range tests {
s.Run(tt.name, func() {
params := []*commonpb.KeyValuePair{
{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
{Key: models.MaxClientBatchSizeParamKey, Value: tt.batchValue},
}
conf := map[string]string{
"endpoint": "localhost:8080",
}
extraInfo := &models.ModelExtraInfo{
ClusterID: "test-cluster",
DBName: "test-db",
}
provider, err := newZillizHighlightProvider(params, conf, extraInfo)
s.Error(err)
s.Nil(provider)
s.Contains(err.Error(), tt.expectedErr)
})
}
}
func (s *ZillizHighlightProviderSuite) TestZillizHighlightProvider_Highlight_Success() {
// Set up expected behavior
ctx := context.Background()
query := "machine learning"
texts := []string{
"Machine learning is a subset of artificial intelligence.",
"Deep learning is a type of machine learning.",
"Natural language processing uses machine learning techniques.",
}
params := map[string]string{"param1": "value1"}
expectedHighlights := [][]string{
{"Machine learning", "artificial intelligence"},
{"Deep learning", "machine learning"},
{"Natural language processing", "machine learning"},
}
mock1 := mockey.Mock(zilliz.NewZilliClient).To(func(_ string, _ string, _ string, _ map[string]string) (*zilliz.ZillizClient, error) {
return &zilliz.ZillizClient{}, nil
}).Build()
defer mock1.UnPatch()
mock2 := mockey.Mock((*zilliz.ZillizClient).Highlight).To(func(_ *zilliz.ZillizClient, _ context.Context, _ string, _ []string, _ map[string]string) ([][]string, error) {
return expectedHighlights, nil
}).Build()
defer mock2.UnPatch()
provider, err := newZillizHighlightProvider([]*commonpb.KeyValuePair{
{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
}, map[string]string{"endpoint": "localhost:8080"}, &models.ModelExtraInfo{
ClusterID: "test-cluster",
DBName: "test-db",
})
s.NoError(err)
s.NotNil(provider)
highlights, err := provider.highlight(ctx, query, texts, params)
s.NoError(err)
s.Equal(expectedHighlights, highlights)
}
func (s *ZillizHighlightProviderSuite) TestZillizHighlightProvider_Highlight_Error() {
// Set up expected behavior with error
ctx := context.Background()
query := "test query"
texts := []string{"doc1", "doc2", "doc3"}
params := map[string]string{"param1": "value1"}
expectedError := errors.New("highlight service error")
mock1 := mockey.Mock(zilliz.NewZilliClient).To(func(_ string, _ string, _ string, _ map[string]string) (*zilliz.ZillizClient, error) {
return &zilliz.ZillizClient{}, nil
}).Build()
defer mock1.UnPatch()
mock2 := mockey.Mock((*zilliz.ZillizClient).Highlight).To(func(_ *zilliz.ZillizClient, _ context.Context, _ string, _ []string, _ map[string]string) ([][]string, error) {
return nil, expectedError
}).Build()
defer mock2.UnPatch()
provider, err := newZillizHighlightProvider([]*commonpb.KeyValuePair{
{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
}, map[string]string{"endpoint": "localhost:8080"}, &models.ModelExtraInfo{
ClusterID: "test-cluster",
DBName: "test-db",
})
s.NoError(err)
s.NotNil(provider)
// Test the highlight method
highlights, err := provider.highlight(ctx, query, texts, params)
s.Error(err)
s.Nil(highlights)
s.Equal(expectedError, err)
}