eta_llm_client.go 12 KB

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  1. package eta_llm
  2. import (
  3. "bufio"
  4. "bytes"
  5. "encoding/json"
  6. "errors"
  7. "eta/eta_api/models"
  8. "eta/eta_api/utils"
  9. "eta/eta_api/utils/llm"
  10. "eta/eta_api/utils/llm/eta_llm/eta_llm_http"
  11. "fmt"
  12. "io"
  13. "mime/multipart"
  14. "net/http"
  15. "os"
  16. "strings"
  17. "sync"
  18. )
  19. var (
  20. dsOnce sync.Once
  21. etaLlmClient *ETALLMClient
  22. modelRouter = map[string]string{
  23. "deepseek-r1:32b": "/dsr1",
  24. "qwq:32b": "/qwq",
  25. }
  26. )
  27. const (
  28. KNOWLEDEG_CHAT_MODE = "local_kb"
  29. DEFALUT_PROMPT_NAME = "default"
  30. CONTENT_TYPE_JSON = "application/json"
  31. KNOWLEDGE_BASE_CHAT_API = "/chat/kb_chat"
  32. COMPLETION_CHAT_API = "/chat/chat/completions"
  33. DOCUMENT_CHAT_API = "/chat/file_chat"
  34. KNOWLEDGE_BASE_SEARCH_DOCS_API = "/knowledge_base/search_docs"
  35. UPLOAD_TEMP_DOCS_API = "/knowledge_base/upload_temp_docs"
  36. )
  37. type ETALLMClient struct {
  38. *llm.LLMClient
  39. LlmModel string
  40. }
  41. type LLMConfig struct {
  42. LlmAddress string `json:"llm_server"`
  43. LlmModel string `json:"llm_model"`
  44. }
  45. func GetInstance() llm.LLMService {
  46. dsOnce.Do(func() {
  47. confStr := models.BusinessConfMap[models.LLMInitConfig]
  48. if confStr == "" {
  49. utils.FileLog.Error("LLM配置为空")
  50. return
  51. }
  52. var config LLMConfig
  53. err := json.Unmarshal([]byte(confStr), &config)
  54. if err != nil {
  55. utils.FileLog.Error("LLM配置错误")
  56. }
  57. if etaLlmClient == nil {
  58. etaLlmClient = &ETALLMClient{
  59. LLMClient: llm.NewLLMClient(config.LlmAddress, 300),
  60. LlmModel: config.LlmModel,
  61. }
  62. }
  63. })
  64. return etaLlmClient
  65. }
  66. func (ds *ETALLMClient) DocumentChat(query string, KnowledgeId string, history []json.RawMessage, stream bool) (llmRes *http.Response, err error) {
  67. ChatHistory := make([]eta_llm_http.HistoryContent, 0)
  68. for _, historyItemStr := range history {
  69. var historyItem eta_llm_http.HistoryContent
  70. parseErr := json.Unmarshal(historyItemStr, &historyItem)
  71. if parseErr != nil {
  72. continue
  73. }
  74. //str := strings.Split(historyItemStr, "-")
  75. //historyItem := eta_llm_http.HistoryContent{
  76. // Role: str[0],
  77. // Content: str[1],
  78. //}
  79. ChatHistory = append(ChatHistory, historyItem)
  80. }
  81. kbReq := eta_llm_http.DocumentChatRequest{
  82. Query: query,
  83. KnowledgeId: KnowledgeId,
  84. History: ChatHistory,
  85. TopK: 3,
  86. //ScoreThreshold: 0.5,
  87. ScoreThreshold: 2,
  88. Stream: stream,
  89. ModelName: ds.LlmModel,
  90. //Temperature: 0.7,
  91. Temperature: 0.01,
  92. MaxTokens: 0,
  93. //PromptName: DEFALUT_PROMPT_NAME,
  94. }
  95. //fmt.Printf("%v", kbReq.History)
  96. body, err := json.Marshal(kbReq)
  97. fmt.Println(string(body))
  98. if err != nil {
  99. return
  100. }
  101. return ds.DoStreamPost(DOCUMENT_CHAT_API, body)
  102. }
  103. func (ds *ETALLMClient) CompletionChat(query string, messages []json.RawMessage) (llmRes *http.Response, err error) {
  104. ChatHistory := make([]eta_llm_http.HistoryContent, 0)
  105. for _, historyItemStr := range messages {
  106. var historyItem eta_llm_http.HistoryContentWeb
  107. parseErr := json.Unmarshal(historyItemStr, &historyItem)
  108. if parseErr != nil {
  109. continue
  110. }
  111. ChatHistory = append(ChatHistory, eta_llm_http.HistoryContent{
  112. Content: historyItem.Content,
  113. Role: historyItem.Role,
  114. })
  115. }
  116. ChatHistory = append(ChatHistory, eta_llm_http.HistoryContent{
  117. Content: query,
  118. Role: "user",
  119. })
  120. kbReq := eta_llm_http.CompletionChatRequest{
  121. Mode: KNOWLEDEG_CHAT_MODE,
  122. Messages: ChatHistory,
  123. TopK: 3,
  124. ScoreThreshold: 0.5,
  125. Stream: true,
  126. Model: ds.LlmModel,
  127. Temperature: 0.7,
  128. MaxTokens: 0,
  129. PromptName: DEFALUT_PROMPT_NAME,
  130. ReturnDirect: false,
  131. }
  132. fmt.Printf("%v", kbReq.Messages)
  133. body, err := json.Marshal(kbReq)
  134. if err != nil {
  135. return
  136. }
  137. return ds.DoStreamPost(COMPLETION_CHAT_API, body)
  138. }
  139. func (ds *ETALLMClient) KnowledgeBaseChat(query string, KnowledgeBaseName string, history []json.RawMessage) (llmRes *http.Response, err error) {
  140. ChatHistory := make([]eta_llm_http.HistoryContent, 0)
  141. for _, historyItemStr := range history {
  142. var historyItem eta_llm_http.HistoryContentWeb
  143. parseErr := json.Unmarshal(historyItemStr, &historyItem)
  144. if parseErr != nil {
  145. continue
  146. }
  147. ChatHistory = append(ChatHistory, eta_llm_http.HistoryContent{
  148. Content: historyItem.Content,
  149. Role: historyItem.Role,
  150. })
  151. }
  152. kbReq := eta_llm_http.KbChatRequest{
  153. Query: query,
  154. Mode: KNOWLEDEG_CHAT_MODE,
  155. KbName: KnowledgeBaseName,
  156. History: ChatHistory,
  157. TopK: 3,
  158. ScoreThreshold: 0.5,
  159. Stream: true,
  160. Model: ds.LlmModel,
  161. Temperature: 0.7,
  162. MaxTokens: 0,
  163. PromptName: DEFALUT_PROMPT_NAME,
  164. ReturnDirect: false,
  165. }
  166. fmt.Printf("%v", kbReq.History)
  167. body, err := json.Marshal(kbReq)
  168. if err != nil {
  169. return
  170. }
  171. return ds.DoStreamPost(KNOWLEDGE_BASE_CHAT_API, body)
  172. }
  173. func (ds *ETALLMClient) FileChat(query string, KnowledgeId string, llmModel string, history []json.RawMessage) (resp eta_llm_http.BaseResponse, err error) {
  174. ChatHistory := make([]eta_llm_http.HistoryContent, 0)
  175. for _, historyItemStr := range history {
  176. var historyItem eta_llm_http.HistoryContentWeb
  177. parseErr := json.Unmarshal(historyItemStr, &historyItem)
  178. if parseErr != nil {
  179. continue
  180. }
  181. ChatHistory = append(ChatHistory, eta_llm_http.HistoryContent{
  182. Content: historyItem.Content,
  183. Role: historyItem.Role,
  184. })
  185. }
  186. var model string
  187. if llmModel != "" {
  188. model = llmModel
  189. } else {
  190. model = ds.LlmModel
  191. }
  192. kbReq := eta_llm_http.DocumentChatRequest{
  193. ModelName: model,
  194. Query: query,
  195. KnowledgeId: KnowledgeId,
  196. History: ChatHistory,
  197. TopK: 20,
  198. ScoreThreshold: 2,
  199. Stream: false,
  200. Temperature: 0.01,
  201. MaxTokens: 0,
  202. PromptName: DEFALUT_PROMPT_NAME,
  203. }
  204. body, err := json.Marshal(kbReq)
  205. if err != nil {
  206. utils.FileLog.Error("内容生成失败,序列化请求参数失败,err", err.Error())
  207. err = fmt.Errorf("内容生成失败,序列化请求参数失败,err:%v", err)
  208. return
  209. }
  210. return ds.DoPost(fmt.Sprintf("%s%s", modelRouter[model], DOCUMENT_CHAT_API), body)
  211. }
  212. func (ds *ETALLMClient) UploadFileToTemplate(files []*os.File, param map[string]interface{}) (data interface{}, err error) {
  213. var pervId string
  214. if value, ok := param["PrevId"]; ok {
  215. pervId = value.(string)
  216. }
  217. var model string
  218. if value, ok := param["LLM"]; ok {
  219. model = value.(string)
  220. } else {
  221. model = ds.LlmModel
  222. }
  223. docReq := eta_llm_http.UploadTempDocsRequest{
  224. ChunkOverlap: "150",
  225. ChunkSize: "750",
  226. PrevId: pervId,
  227. ZhTitleEnhance: "false",
  228. }
  229. body, err := json.Marshal(docReq)
  230. if err != nil {
  231. return
  232. }
  233. resp, err := ds.DoFile(fmt.Sprintf("%s%s", modelRouter[model], UPLOAD_TEMP_DOCS_API), body, files)
  234. if !resp.Success {
  235. err = errors.New(resp.Msg)
  236. return
  237. }
  238. if resp.Data != nil {
  239. var uploadDocsRes eta_llm_http.RagBaseResponse
  240. err = json.Unmarshal(resp.Data, &uploadDocsRes)
  241. if err != nil {
  242. err = errors.New("上传临时文件失败,err:" + err.Error())
  243. return
  244. }
  245. if uploadDocsRes.Code != 200 {
  246. err = errors.New("上传临时文件失败,err:" + uploadDocsRes.Msg)
  247. return
  248. }
  249. var uploadResult eta_llm_http.UploadDocsResponse
  250. err = json.Unmarshal(uploadDocsRes.Data, &uploadResult)
  251. if len(uploadResult.FiledFiles) > 0 {
  252. utils.FileLog.Warn("上传临时文件失败:", uploadResult.FiledFiles)
  253. }
  254. data = uploadResult
  255. return
  256. }
  257. return
  258. }
  259. func (ds *ETALLMClient) SearchKbDocs(query string, KnowledgeBaseName string) (content interface{}, err error) {
  260. kbReq := eta_llm_http.KbSearchDocsRequest{
  261. Query: query,
  262. KnowledgeBaseName: KnowledgeBaseName,
  263. TopK: 10,
  264. ScoreThreshold: 0.5,
  265. Metadata: struct{}{},
  266. }
  267. body, err := json.Marshal(kbReq)
  268. if err != nil {
  269. return
  270. }
  271. resp, err := ds.DoPost(KNOWLEDGE_BASE_SEARCH_DOCS_API, body)
  272. if !resp.Success {
  273. err = errors.New(resp.Msg)
  274. return
  275. }
  276. if resp.Data != nil {
  277. var kbSearchRes []eta_llm_http.SearchDocsResponse
  278. err = json.Unmarshal(resp.Data, &kbSearchRes)
  279. if err != nil {
  280. err = errors.New("搜索知识库失败")
  281. return
  282. }
  283. content = kbSearchRes
  284. return
  285. }
  286. err = errors.New("搜索知识库失败")
  287. return
  288. }
  289. func init() {
  290. err := llm.Register(llm.ETA_LLM_CLIENT, GetInstance())
  291. if err != nil {
  292. utils.FileLog.Error("注册eta_llm_server服务失败:", err)
  293. }
  294. }
  295. func (ds *ETALLMClient) DoPost(apiUrl string, body []byte) (baseResp eta_llm_http.BaseResponse, err error) {
  296. requestReader := bytes.NewReader(body)
  297. response, err := ds.HttpClient.Post(ds.BaseURL+apiUrl, CONTENT_TYPE_JSON, requestReader)
  298. if err != nil {
  299. return
  300. }
  301. return parseResponse(response)
  302. }
  303. func (ds *ETALLMClient) DoFile(apiUrl string, body []byte, files []*os.File) (baseResp eta_llm_http.BaseResponse, err error) {
  304. var requestBody bytes.Buffer
  305. writer := multipart.NewWriter(&requestBody)
  306. // 添加文件到请求体
  307. for _, file := range files {
  308. filePath, err := writer.CreateFormFile("files", file.Name())
  309. if err != nil {
  310. return baseResp, fmt.Errorf("创建文件表单字段失败: %w", err)
  311. }
  312. _, err = io.Copy(filePath, file)
  313. if err != nil {
  314. return baseResp, fmt.Errorf("写入文件内容失败: %w", err)
  315. }
  316. }
  317. var params = make(map[string]string)
  318. err = json.Unmarshal(body, &params)
  319. if err != nil {
  320. return
  321. }
  322. // 添加其他参数到请求体
  323. for key, value := range params {
  324. err := writer.WriteField(key, value)
  325. if err != nil {
  326. return baseResp, fmt.Errorf("写入表单字段失败: %w", err)
  327. }
  328. }
  329. // 关闭 writer,完成请求体的构建
  330. err = writer.Close()
  331. if err != nil {
  332. return baseResp, fmt.Errorf("关闭 multipart writer 失败: %w", err)
  333. }
  334. request, err := http.NewRequest("POST", ds.BaseURL+apiUrl, &requestBody)
  335. request.Header.Set("Content-Type", writer.FormDataContentType())
  336. response, err := ds.HttpClient.Do(request)
  337. if err != nil {
  338. return
  339. }
  340. return parseResponse(response)
  341. }
  342. func (ds *ETALLMClient) DoStreamPost(apiUrl string, body []byte) (baseResp *http.Response, err error) {
  343. requestReader := bytes.NewReader(body)
  344. return ds.HttpClient.Post(ds.BaseURL+apiUrl, CONTENT_TYPE_JSON, requestReader)
  345. }
  346. func parseResponse(response *http.Response) (baseResp eta_llm_http.BaseResponse, err error) {
  347. defer func() {
  348. _ = response.Body.Close()
  349. }()
  350. baseResp.Ret = response.StatusCode
  351. if response.StatusCode != http.StatusOK {
  352. baseResp.Msg = fmt.Sprintf("请求失败,状态码:%d, 状态信息:%s", response.StatusCode, http.StatusText(response.StatusCode))
  353. return
  354. }
  355. bodyBytes, err := io.ReadAll(response.Body)
  356. if err != nil {
  357. err = fmt.Errorf("读取响应体失败: %w", err)
  358. return
  359. }
  360. baseResp.Success = true
  361. baseResp.Data = bodyBytes
  362. return
  363. }
  364. func ParseStreamResponse(response *http.Response) (contentChan chan string, errChan chan error, closeChan chan struct{}, closeLlmChan chan bool) {
  365. contentChan = make(chan string, 10)
  366. errChan = make(chan error, 10)
  367. closeChan = make(chan struct{})
  368. closeLlmChan = make(chan bool, 1)
  369. go func() {
  370. defer close(contentChan)
  371. defer close(errChan)
  372. defer close(closeChan)
  373. defer close(closeLlmChan)
  374. scanner := bufio.NewScanner(response.Body)
  375. scanner.Split(bufio.ScanLines)
  376. for scanner.Scan() {
  377. select {
  378. case <-closeLlmChan:
  379. return
  380. default:
  381. line := scanner.Text()
  382. if line == "" {
  383. continue
  384. }
  385. // 忽略 "ping" 行
  386. if strings.HasPrefix(line, ": ping") {
  387. continue
  388. }
  389. // 去除 "data: " 前缀
  390. if strings.HasPrefix(line, "data: ") {
  391. line = strings.TrimPrefix(line, "data: ")
  392. }
  393. var chunk eta_llm_http.ChunkResponse
  394. if err := json.Unmarshal([]byte(line), &chunk); err != nil {
  395. fmt.Println("解析错误的line:" + line)
  396. errChan <- fmt.Errorf("解析 JSON 块失败: %w", err)
  397. return
  398. }
  399. // 处理每个 chunk
  400. if chunk.Choices != nil && len(chunk.Choices) > 0 {
  401. for _, choice := range chunk.Choices {
  402. if choice.Delta.Content != "" {
  403. contentChan <- choice.Delta.Content
  404. }
  405. }
  406. }
  407. }
  408. }
  409. if err := scanner.Err(); err != nil {
  410. errChan <- fmt.Errorf("读取响应体失败: %w", err)
  411. return
  412. }
  413. }()
  414. return
  415. }