Files
gochat/backend/internal/service/conversation_insight_service_test.go
T
rogee aeddedf2a3 Reorganize repo: backend/, deploy/, docs/ layout + AGENTS.md
Restructure the monorepo into clear top-level directories:
- backend/: Go module root (cmd, internal, pkg, configs, migrations,
  docs/swagger, scripts, tests, go.mod, Makefile, .air.toml)
- deploy/: Docker (Dockerfile, docker-compose*), quickstart, fluentd
- docs/: project documentation + reports/ (moved from repo root)
- AGENTS.md: new AI coding-agent guide at repo root

Update all references to the new layout:
- Dockerfile: COPY backend/go.mod, COPY backend/ (context = repo root)
- docker-compose files: context ../.., dockerfile deploy/docker/Dockerfile,
  env_file ../../.env, volume mounts ../../backend:/app
- deploy/quickstart/compose.yaml: dockerfile deploy/docker/Dockerfile
- CI: working-directory: backend for go commands, file deploy/docker/Dockerfile,
  coverage path backend/coverage.out, health_check backend/scripts/
- backend/Makefile: docker target uses -f ../deploy/docker/Dockerfile ../
- README: architecture tree, quickstart, config paths updated

Move root stray scripts (rename_models.*, run_m11_tests.sh, verify_build.sh,
gorm_bool_main.go) to backend/scripts/legacy/. All moves via git mv to
preserve history. Build, vet, SQLite tests, and docker compose config verified.
2026-07-07 14:44:12 +08:00

390 lines
12 KiB
Go

package service
import (
"context"
"fmt"
"testing"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"gorm.io/driver/sqlite"
"gorm.io/gorm"
"gorm.io/gorm/logger"
"github.com/gochat/gochat/internal/llm"
"github.com/gochat/gochat/internal/model"
"github.com/gochat/gochat/internal/repository"
)
// ========== Mock LLM Provider for Insight tests ==========
type mockInsightLLMProvider struct {
chatResponse *llm.ChatResponse
chatError error
lastChatRequest *llm.ChatRequest
streamChunks []llm.StreamChunk
streamError error
}
func (m *mockInsightLLMProvider) ChatCompletion(ctx context.Context, req llm.ChatRequest) (*llm.ChatResponse, error) {
m.lastChatRequest = &req
return m.chatResponse, m.chatError
}
func (m *mockInsightLLMProvider) CreateEmbedding(ctx context.Context, req llm.EmbeddingRequest) (*llm.EmbeddingResponse, error) {
return nil, fmt.Errorf("not implemented")
}
func (m *mockInsightLLMProvider) ChatCompletionStream(ctx context.Context, req llm.ChatRequest, onChunk func(llm.StreamChunk) error) error {
for _, chunk := range m.streamChunks {
if err := onChunk(chunk); err != nil {
return err
}
}
return m.streamError
}
// ========== Setup ==========
func setupConversationInsightService(t *testing.T) (*gorm.DB, *mockInsightLLMProvider, *ConversationInsightService) {
t.Helper()
db, err := gorm.Open(sqlite.Open("file::memory:"), &gorm.Config{
Logger: logger.Default.LogMode(logger.Silent),
})
if err != nil {
t.Fatalf("无法打开 SQLite 测试数据库: %v", err)
}
if err := db.AutoMigrate(
&model.Account{},
&model.Conversation{},
&model.Message{},
&model.Contact{},
&model.CaptainAssistant{},
&model.CaptainAssistantResponse{},
&model.CaptainCustomTool{},
&model.CaptainDocument{},
); err != nil {
t.Fatalf("无法自动迁移模型: %v", err)
}
t.Cleanup(func() {
sqlDB, _ := db.DB()
sqlDB.Close()
})
mockProvider := &mockInsightLLMProvider{}
conversationRepo := repository.NewConversationRepo(db)
messageRepo := repository.NewMessageRepo(db)
assistantRepo := repository.NewCaptainAssistantRepo(db)
svc := NewConversationInsightService(conversationRepo, messageRepo, assistantRepo, mockProvider)
return db, mockProvider, svc
}
// createInsightTestAccount creates a test Account for insight tests.
func createInsightTestAccount(t *testing.T, db *gorm.DB) *model.Account {
t.Helper()
account := &model.Account{Name: "test-account"}
if err := db.Create(account).Error; err != nil {
t.Fatalf("无法创建测试账户: %v", err)
}
return account
}
// createInsightTestConversation creates a test conversation with messages.
func createInsightTestConversation(t *testing.T, db *gorm.DB, accountID uint, msgs []struct{ sender, content string }) *model.Conversation {
t.Helper()
conv := &model.Conversation{
AccountID: accountID,
Status: "open",
}
if err := db.Create(conv).Error; err != nil {
t.Fatalf("无法创建测试会话: %v", err)
}
for _, m := range msgs {
senderType := "contact"
msgType := "incoming"
if m.sender == "agent" {
senderType = "agent"
msgType = "outgoing"
}
msg := &model.Message{
ConversationID: conv.ID,
AccountID: accountID,
Content: m.content,
SenderType: senderType,
MessageType: msgType,
}
if err := db.Create(msg).Error; err != nil {
t.Fatalf("无法创建测试消息: %v", err)
}
}
return conv
}
// ========== AnalyzeParticipants Tests ==========
func TestConversationInsightService_AnalyzeParticipants_成功(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "我想退款"},
{"agent", "我来帮您处理退款申请"},
})
// LLM returns valid JSON for participant analysis
participantJSON := `{
"participants": [
{"name": "Customer", "role": "customer", "sentiment": "negative", "topics": ["退款"], "engagement": 0.8},
{"name": "Agent", "role": "agent", "sentiment": "neutral", "topics": ["退款处理"], "engagement": 0.6}
],
"summary": "客户要求退款,客服正在处理"
}`
mockProvider.chatResponse = &llm.ChatResponse{
Choices: []llm.ChatChoice{
{Message: llm.ChatMessage{Role: "assistant", Content: participantJSON}},
},
}
result, err := svc.AnalyzeParticipants(context.Background(), account.ID, &ParticipantAnalysisRequest{
ConversationID: conv.ID,
})
require.NoError(t, err)
assert.Len(t, result.Participants, 2)
assert.Equal(t, "Customer", result.Participants[0].Name)
assert.Equal(t, "customer", result.Participants[0].Role)
assert.NotEmpty(t, result.Summary)
}
func TestConversationInsightService_AnalyzeParticipants_无消息(t *testing.T) {
db, _, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, nil)
result, err := svc.AnalyzeParticipants(context.Background(), account.ID, &ParticipantAnalysisRequest{
ConversationID: conv.ID,
})
assert.Error(t, err)
assert.Nil(t, result)
assert.Contains(t, err.Error(), "no messages")
}
func TestConversationInsightService_AnalyzeParticipants_LLM失败(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "test message"},
})
mockProvider.chatError = fmt.Errorf("LLM API 不可用")
result, err := svc.AnalyzeParticipants(context.Background(), account.ID, &ParticipantAnalysisRequest{
ConversationID: conv.ID,
})
assert.Error(t, err)
assert.Nil(t, result)
assert.Contains(t, err.Error(), "participant analysis")
}
func TestConversationInsightService_AnalyzeParticipants_纯文本回退(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "你好"},
})
// LLM returns plain text instead of JSON — fallback parser kicks in
mockProvider.chatResponse = &llm.ChatResponse{
Choices: []llm.ChatChoice{
{Message: llm.ChatMessage{Role: "assistant", Content: "The customer seems frustrated. The agent is helping."}},
},
}
result, err := svc.AnalyzeParticipants(context.Background(), account.ID, &ParticipantAnalysisRequest{
ConversationID: conv.ID,
})
require.NoError(t, err)
// Fallback should produce at least one participant or summary
assert.NotNil(t, result)
}
// ========== ExtractActionItems Tests ==========
func TestConversationInsightService_ExtractActionItems_成功(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "我需要在周五前收到退款"},
{"agent", "我会在周五前为您处理退款"},
})
actionItemsJSON := `{
"items": [
{"description": "处理退款", "owner": "Agent", "deadline": "周五", "priority": "high", "status": "pending"}
]
}`
mockProvider.chatResponse = &llm.ChatResponse{
Choices: []llm.ChatChoice{
{Message: llm.ChatMessage{Role: "assistant", Content: actionItemsJSON}},
},
}
result, err := svc.ExtractActionItems(context.Background(), account.ID, &ActionItemsRequest{
ConversationID: conv.ID,
})
require.NoError(t, err)
assert.Len(t, result.Items, 1)
assert.Equal(t, "处理退款", result.Items[0].Description)
assert.Equal(t, "high", result.Items[0].Priority)
}
func TestConversationInsightService_ExtractActionItems_无消息(t *testing.T) {
db, _, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, nil)
result, err := svc.ExtractActionItems(context.Background(), account.ID, &ActionItemsRequest{
ConversationID: conv.ID,
})
assert.Error(t, err)
assert.Nil(t, result)
assert.Contains(t, err.Error(), "no messages")
}
func TestConversationInsightService_ExtractActionItems_LLM失败(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "test"},
})
mockProvider.chatError = fmt.Errorf("LLM 服务不可用")
result, err := svc.ExtractActionItems(context.Background(), account.ID, &ActionItemsRequest{
ConversationID: conv.ID,
})
assert.Error(t, err)
assert.Nil(t, result)
assert.Contains(t, err.Error(), "action item extraction")
}
// ========== SuggestLabels Tests ==========
func TestConversationInsightService_SuggestLabels_成功(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "我的快递丢了"},
{"agent", "我来帮您处理快递丢失问题"},
})
labelJSON := `{
"suggestions": [{
"labels": ["快递", "丢失", "投诉"],
"priority": "high",
"reason": "客户快递丢失,需要紧急处理"
}]
}`
mockProvider.chatResponse = &llm.ChatResponse{
Choices: []llm.ChatChoice{
{Message: llm.ChatMessage{Role: "assistant", Content: labelJSON}},
},
}
result, err := svc.SuggestLabels(context.Background(), account.ID, &LabelSuggestionRequest{
ConversationID: conv.ID,
})
require.NoError(t, err)
assert.NotEmpty(t, result.Suggestions)
if len(result.Suggestions) > 0 {
s := result.Suggestions[0]
assert.NotEmpty(t, s.Labels)
assert.NotEmpty(t, s.Priority)
}
}
func TestConversationInsightService_SuggestLabels_带助手风格(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
assistant := &model.CaptainAssistant{
AccountID: account.ID,
Name: "客服助手",
Status: model.AssistantStatusActive,
Config: marshalAssistantConfig(map[string]interface{}{"instructions": "关注物流问题"}),
}
if err := db.Create(assistant).Error; err != nil {
t.Fatalf("无法创建助手: %v", err)
}
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "快递没到"},
})
labelJSON := `{
"labels": ["物流", "延迟"],
"priority": "medium",
"reason": "物流延迟"
}`
mockProvider.chatResponse = &llm.ChatResponse{
Choices: []llm.ChatChoice{
{Message: llm.ChatMessage{Role: "assistant", Content: labelJSON}},
},
}
result, err := svc.SuggestLabels(context.Background(), account.ID, &LabelSuggestionRequest{
ConversationID: conv.ID,
AssistantID: assistant.ID,
})
require.NoError(t, err)
assert.NotNil(t, result)
// The system prompt should include assistant guidelines
require.NotNil(t, mockProvider.lastChatRequest)
assert.Contains(t, mockProvider.lastChatRequest.Messages[0].Content, "物流")
}
func TestConversationInsightService_SuggestLabels_无消息(t *testing.T) {
db, _, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, nil)
result, err := svc.SuggestLabels(context.Background(), account.ID, &LabelSuggestionRequest{
ConversationID: conv.ID,
})
assert.Error(t, err)
assert.Nil(t, result)
assert.Contains(t, err.Error(), "no messages")
}
func TestConversationInsightService_SuggestLabels_LLM失败(t *testing.T) {
db, mockProvider, svc := setupConversationInsightService(t)
account := createInsightTestAccount(t, db)
conv := createInsightTestConversation(t, db, account.ID, []struct{ sender, content string }{
{"contact", "test"},
})
mockProvider.chatError = fmt.Errorf("LLM 调用超时")
result, err := svc.SuggestLabels(context.Background(), account.ID, &LabelSuggestionRequest{
ConversationID: conv.ID,
})
assert.Error(t, err)
assert.Nil(t, result)
assert.Contains(t, err.Error(), "label suggestion")
}