// // Copyright 2026 The InfiniFlow Authors. All Rights Reserved. // // 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 task import ( "strings" "testing" "ragflow/internal/entity" "ragflow/internal/entity/models" ) func makeEmbeddingModelForResolver() *models.EmbeddingModel { return models.NewEmbeddingModel(&stubDriver{}, strPtr("embed"), &models.APIConfig{}, 128) } func TestEmbedderResolver_ExplicitEmbeddingModelWins(t *testing.T) { var gotTenantID, gotEmbdID string resolver := newEmbedderResolver( func(tenantID, embdID string) (*models.EmbeddingModel, error) { gotTenantID, gotEmbdID = tenantID, embdID return makeEmbeddingModelForResolver(), nil }, func(string) (*entity.Knowledgebase, error) { t.Fatal("kb lookup should not run when embedding_model is set") return nil, nil }, ) emb, err := resolver("tenant-1", "kb-1", "explicit-embd") if err != nil { t.Fatalf("resolver: %v", err) } if emb == nil { t.Fatal("expected embedder") } if gotTenantID != "tenant-1" || gotEmbdID != "explicit-embd" { t.Fatalf("resolver args = (%q, %q), want (tenant-1, explicit-embd)", gotTenantID, gotEmbdID) } } func TestEmbedderResolver_FallsBackToDatasetEmbedding(t *testing.T) { var gotEmbdID string resolver := newEmbedderResolver( func(_ string, embdID string) (*models.EmbeddingModel, error) { gotEmbdID = embdID return makeEmbeddingModelForResolver(), nil }, func(kbID string) (*entity.Knowledgebase, error) { if kbID != "kb-1" { t.Fatalf("kb lookup id = %q, want kb-1", kbID) } return &entity.Knowledgebase{ID: "kb-1", EmbdID: "lookup-embd"}, nil }, ) if _, err := resolver("tenant-1", "kb-1", ""); err != nil { t.Fatalf("resolver: %v", err) } if gotEmbdID != "lookup-embd" { t.Fatalf("got embd id %q, want lookup-embd", gotEmbdID) } } func TestEmbedderResolver_MissingDatasetEmbeddingReturnsError(t *testing.T) { resolver := newEmbedderResolver( func(string, string) (*models.EmbeddingModel, error) { t.Fatal("model resolver should not be called") return nil, nil }, func(string) (*entity.Knowledgebase, error) { return &entity.Knowledgebase{ID: "kb-1", EmbdID: ""}, nil }, ) _, err := resolver("tenant-1", "kb-1", "") if err == nil { t.Fatal("expected error when dataset embd_id is missing, got nil") } if !strings.Contains(err.Error(), "dataset has no embd_id configured") { t.Fatalf("err = %v, want dataset has no embd_id configured", err) } } func TestEmbedderResolver_MissingEmbeddingModelAndKBReturnsError(t *testing.T) { resolver := newEmbedderResolver( func(string, string) (*models.EmbeddingModel, error) { t.Fatal("model resolver should not be called") return nil, nil }, func(string) (*entity.Knowledgebase, error) { t.Fatal("kb lookup should not be called without a kb_id") return nil, nil }, ) _, err := resolver("tenant-1", "", "") if err == nil { t.Fatal("expected error when neither embedding_model nor kb_id provided") } if !strings.Contains(err.Error(), "neither embedding_model nor kb_id") { t.Fatalf("err = %v, want neither embedding_model nor kb_id", err) } } // stubDriver records the texts passed to Embed for verification. type stubDriver struct { capturedTexts []string } func (d *stubDriver) Embed(modelName *string, texts []string, apiConfig *models.APIConfig, embeddingConfig *models.EmbeddingConfig) ([]models.EmbeddingData, error) { d.capturedTexts = texts result := make([]models.EmbeddingData, len(texts)) for i := range texts { result[i] = models.EmbeddingData{ Embedding: []float64{float64(i), 0.1}, Index: i, TokenCount: len(texts[i]), } } return result, nil } func (d *stubDriver) NewInstance(baseURL map[string]string) models.ModelDriver { return d } func (d *stubDriver) Name() string { return "stub" } func (d *stubDriver) ChatWithMessages(modelName string, messages []models.Message, apiConfig *models.APIConfig, chatModelConfig *models.ChatConfig) (*models.ChatResponse, error) { return nil, nil } func (d *stubDriver) ChatStreamlyWithSender(modelName string, messages []models.Message, apiConfig *models.APIConfig, modelConfig *models.ChatConfig, sender func(*string, *string) error) error { return nil } func (d *stubDriver) Rerank(modelName *string, query string, documents []string, apiConfig *models.APIConfig, rerankConfig *models.RerankConfig) (*models.RerankResponse, error) { return nil, nil } func (d *stubDriver) TranscribeAudio(modelName *string, file *string, apiConfig *models.APIConfig, asrConfig *models.ASRConfig) (*models.ASRResponse, error) { return nil, nil } func (d *stubDriver) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *models.APIConfig, asrConfig *models.ASRConfig, sender func(*string, *string) error) error { return nil } func (d *stubDriver) AudioSpeech(modelName *string, audioContent *string, apiConfig *models.APIConfig, ttsConfig *models.TTSConfig) (*models.TTSResponse, error) { return nil, nil } func (d *stubDriver) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *models.APIConfig, ttsConfig *models.TTSConfig, sender func(*string, *string) error) error { return nil } func (d *stubDriver) OCRFile(modelName *string, content []byte, url *string, apiConfig *models.APIConfig, ocrConfig *models.OCRConfig) (*models.OCRFileResponse, error) { return nil, nil } func (d *stubDriver) ParseFile(modelName *string, content []byte, url *string, apiConfig *models.APIConfig, parseFileConfig *models.ParseFileConfig) (*models.ParseFileResponse, error) { return nil, nil } func (d *stubDriver) ListModels(apiConfig *models.APIConfig) ([]models.ListModelResponse, error) { return nil, nil } func (d *stubDriver) Balance(apiConfig *models.APIConfig) (map[string]interface{}, error) { return nil, nil } func (d *stubDriver) CheckConnection(apiConfig *models.APIConfig) error { return nil } func (d *stubDriver) ListTasks(apiConfig *models.APIConfig) ([]models.ListTaskStatus, error) { return nil, nil } func (d *stubDriver) ShowTask(taskID string, apiConfig *models.APIConfig) (*models.TaskResponse, error) { return nil, nil } func (d *stubDriver) ToolCall(name string, arguments map[string]interface{}) (string, error) { return "", nil }