// // 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 ( "ragflow/internal/common" "testing" "ragflow/internal/entity/models" ) func makeEmbeddingModelForResolver() *models.EmbeddingModel { return models.NewEmbeddingModel(&stubDriver{}, strPtr("embed"), &models.APIConfig{}, 128) } func TestEmbedderResolver_UsesKBEmbdID(t *testing.T) { var gotTenantID, gotEmbdID string resolver := newEmbedderResolver( func(kbID string) (string, error) { return "kb-embd-1", nil }, func(tenantID, embdID string) (*models.EmbeddingModel, error) { gotTenantID, gotEmbdID = tenantID, embdID return makeEmbeddingModelForResolver(), nil }, ) emb, err := resolver("tenant-1", "kb-1", "should-be-ignored") if err != nil { t.Fatalf("resolver: %v", err) } if emb == nil { t.Fatal("expected embedder") } if gotTenantID != "tenant-1" || gotEmbdID != "kb-embd-1" { t.Fatalf("resolver args = (%q, %q), want (tenant-1, kb-embd-1)", gotTenantID, gotEmbdID) } } func TestEmbedderResolver_EmptyKBEmbdIDReturnsNil(t *testing.T) { resolver := newEmbedderResolver( func(kbID string) (string, error) { return "", nil }, func(string, string) (*models.EmbeddingModel, error) { t.Fatal("model resolver should not be called when kb embd_id is empty") return nil, nil }, ) emb, err := resolver("tenant-1", "kb-1", "ignored") if err != nil { t.Fatalf("resolver: %v", err) } if emb != nil { t.Fatal("expected nil embedder when kb has no embd_id") } } // 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, usage *common.ModelUsage) ([]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, usage *common.ModelUsage) (*models.ChatResponse, error) { return nil, nil } func (d *stubDriver) ChatStreamlyWithSender(modelName string, messages []models.Message, apiConfig *models.APIConfig, modelConfig *models.ChatConfig, usage *common.ModelUsage, sender func(*string, *string) error) error { return nil } func (d *stubDriver) Rerank(modelName *string, query string, documents []string, apiConfig *models.APIConfig, rerankConfig *models.RerankConfig, usage *common.ModelUsage) (*models.RerankResponse, error) { return nil, nil } func (d *stubDriver) TranscribeAudio(modelName *string, file *string, apiConfig *models.APIConfig, asrConfig *models.ASRConfig, usage *common.ModelUsage) (*models.ASRResponse, error) { return nil, nil } func (d *stubDriver) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *models.APIConfig, asrConfig *models.ASRConfig, usage *common.ModelUsage, sender func(*string, *string) error) error { return nil } func (d *stubDriver) AudioSpeech(modelName *string, audioContent *string, apiConfig *models.APIConfig, ttsConfig *models.TTSConfig, usage *common.ModelUsage) (*models.TTSResponse, error) { return nil, nil } func (d *stubDriver) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *models.APIConfig, ttsConfig *models.TTSConfig, usage *common.ModelUsage, sender func(*string, *string) error) error { return nil } func (d *stubDriver) OCRFile(modelName *string, content []byte, url *string, apiConfig *models.APIConfig, ocrConfig *models.OCRConfig, usage *common.ModelUsage) (*models.OCRFileResponse, error) { return nil, nil } func (d *stubDriver) ParseFile(modelName *string, content []byte, url *string, apiConfig *models.APIConfig, parseFileConfig *models.ParseFileConfig, usage *common.ModelUsage) (*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 }