/* * # 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 embedding import ( "encoding/json" "net/http" "net/http/httptest" "testing" "github.com/cockroachdb/errors" "github.com/stretchr/testify/suite" "github.com/milvus-io/milvus-proto/go-api/v2/commonpb" "github.com/milvus-io/milvus-proto/go-api/v2/schemapb" "github.com/milvus-io/milvus/internal/util/credentials" "github.com/milvus-io/milvus/internal/util/function/models" "github.com/milvus-io/milvus/internal/util/function/models/siliconflow" ) func TestSiliconflowTextEmbeddingProvider(t *testing.T) { suite.Run(t, new(SiliconflowTextEmbeddingProviderSuite)) } type SiliconflowTextEmbeddingProviderSuite struct { suite.Suite schema *schemapb.CollectionSchema providers []string } func (s *SiliconflowTextEmbeddingProviderSuite) SetupTest() { s.schema = &schemapb.CollectionSchema{ Name: "test", Fields: []*schemapb.FieldSchema{ {FieldID: 100, Name: "int64", DataType: schemapb.DataType_Int64}, {FieldID: 101, Name: "text", DataType: schemapb.DataType_VarChar}, { FieldID: 102, Name: "vector", DataType: schemapb.DataType_FloatVector, TypeParams: []*commonpb.KeyValuePair{ {Key: "dim", Value: "4"}, }, }, }, } s.providers = []string{siliconflowProvider} } func createSiliconflowProvider(url string, schema *schemapb.FieldSchema, providerName string) (textEmbeddingProvider, error) { functionSchema := &schemapb.FunctionSchema{ Name: "test", Type: schemapb.FunctionType_Unknown, InputFieldNames: []string{"text"}, OutputFieldNames: []string{"vector"}, InputFieldIds: []int64{101}, OutputFieldIds: []int64{102}, Params: []*commonpb.KeyValuePair{ {Key: models.ModelNameParamKey, Value: TestModel}, {Key: models.CredentialParamKey, Value: "mock"}, }, } switch providerName { case siliconflowProvider: return NewSiliconflowEmbeddingProvider(schema, functionSchema, map[string]string{models.URLParamKey: url}, credentials.NewCredentials(map[string]string{"mock.apikey": "mock"})) default: return nil, errors.New("Unknow provider") } } func (s *SiliconflowTextEmbeddingProviderSuite) TestEmbedding() { ts := CreateSiliconflowEmbeddingServer(4) defer ts.Close() for _, provderName := range s.providers { provder, err := createSiliconflowProvider(ts.URL, s.schema.Fields[2], provderName) s.NoError(err) { data := []string{"sentence"} r, err2 := provder.CallEmbedding(data, models.InsertMode) ret := r.([][]float32) s.NoError(err2) s.Equal(1, len(ret)) s.Equal(4, len(ret[0])) } { data := []string{"sentence 1", "sentence 2", "sentence 3"} _, err := provder.CallEmbedding(data, models.SearchMode) s.NoError(err) } } } func (s *SiliconflowTextEmbeddingProviderSuite) TestEmbeddingDimNotMatch() { ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { var res siliconflow.EmbeddingResponse res.Data = append(res.Data, siliconflow.EmbeddingData{ Object: "list", Embedding: []float32{1.0, 1.0, 1.0, 1.0}, Index: 0, }) res.Data = append(res.Data, siliconflow.EmbeddingData{ Object: "list", Embedding: []float32{1.0, 1.0}, Index: 1, }) res.Usage = siliconflow.Usage{ TotalTokens: 100, } w.WriteHeader(http.StatusOK) data, _ := json.Marshal(res) w.Write(data) })) defer ts.Close() for _, providerName := range s.providers { provder, err := createSiliconflowProvider(ts.URL, s.schema.Fields[2], providerName) s.NoError(err) // embedding dim not match data := []string{"sentence", "sentence"} _, err2 := provder.CallEmbedding(data, models.InsertMode) s.Error(err2) } } func (s *SiliconflowTextEmbeddingProviderSuite) TestEmbeddingNumberNotMatch() { ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { var res siliconflow.EmbeddingResponse res.Data = append(res.Data, siliconflow.EmbeddingData{ Object: "list", Embedding: []float32{1.0, 1.0, 1.0, 1.0}, Index: 0, }) res.Usage = siliconflow.Usage{ TotalTokens: 100, } w.WriteHeader(http.StatusOK) data, _ := json.Marshal(res) w.Write(data) })) defer ts.Close() for _, provderName := range s.providers { provder, err := createSiliconflowProvider(ts.URL, s.schema.Fields[2], provderName) s.NoError(err) // embedding dim not match data := []string{"sentence", "sentence2"} _, err2 := provder.CallEmbedding(data, models.InsertMode) s.Error(err2) } } func (s *SiliconflowTextEmbeddingProviderSuite) TestNewSiliconflowEmbeddingProvider() { functionSchema := &schemapb.FunctionSchema{ Name: "test", Type: schemapb.FunctionType_Unknown, InputFieldNames: []string{"text"}, OutputFieldNames: []string{"vector"}, InputFieldIds: []int64{101}, OutputFieldIds: []int64{102}, Params: []*commonpb.KeyValuePair{ {Key: models.ModelNameParamKey, Value: TestModel}, {Key: models.CredentialParamKey, Value: "mock"}, }, } provider, err := NewSiliconflowEmbeddingProvider(s.schema.Fields[2], functionSchema, map[string]string{models.URLParamKey: "mock"}, credentials.NewCredentials(map[string]string{"mock.apikey": "mock"})) s.NoError(err) s.Equal(provider.FieldDim(), int64(4)) s.True(provider.MaxBatch() > 0) }