extract.go 6.5 KB

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  1. package extract
  2. import (
  3. "data_ai/clean"
  4. "data_ai/prompt"
  5. "data_ai/ul"
  6. log "github.com/donnie4w/go-logger/logger"
  7. qu "jygit.jydev.jianyu360.cn/data_processing/common_utils"
  8. "strings"
  9. "sync"
  10. "unicode/utf8"
  11. )
  12. // 识别结构化字段
  13. func ExtractFieldInfo(sid string, eid string) {
  14. q := map[string]interface{}{
  15. "_id": map[string]interface{}{
  16. "$gt": ul.StringTOBsonId(sid),
  17. "$lte": ul.StringTOBsonId(eid),
  18. },
  19. }
  20. //先查询抽取表-确定大模型需要识别到范围
  21. dict := ConfrimExtractInfo(q)
  22. log.Debug("查询语句...", q, "~", len(dict))
  23. if len(dict) >= ul.MaxUdp { //根据数量限制使用具体模型
  24. log.Debug("数量超过限制临时使用:glm-4-flashx")
  25. ul.FlashModel = "glm-4-flashx"
  26. } else {
  27. ul.FlashModel = "glm-4-flash"
  28. }
  29. pool_mgo := make(chan bool, ul.Reading)
  30. wg_mgo := &sync.WaitGroup{}
  31. sess := ul.SourceMgo.GetMgoConn()
  32. defer ul.SourceMgo.DestoryMongoConn(sess)
  33. total, isok := 0, 0
  34. it := sess.DB(ul.SourceMgo.DbName).C(ul.Bid_Name).Find(&q).Sort("_id").Iter()
  35. for tmp := make(map[string]interface{}); it.Next(&tmp); total++ {
  36. if total%200 == 0 {
  37. log.Debug("cur ai index ", total)
  38. }
  39. tmpid := ul.BsonTOStringId(tmp["_id"])
  40. infoformat := qu.IntAll(tmp["infoformat"])
  41. if infoformat > 1 || dict[tmpid] == nil {
  42. tmp = make(map[string]interface{})
  43. continue
  44. }
  45. isok++
  46. pool_mgo <- true
  47. wg_mgo.Add(1)
  48. go func(tmp map[string]interface{}) {
  49. defer func() {
  50. <-pool_mgo
  51. wg_mgo.Done()
  52. }()
  53. u_id := ul.BsonTOStringId(tmp["_id"])
  54. data := ResolveInfo(tmp)
  55. if len(data) > 0 || u_id == "" {
  56. ul.SourceMgo.UpdateById(ul.Ext_Name, u_id, map[string]interface{}{
  57. "$set": map[string]interface{}{"ai_zhipu": data},
  58. })
  59. }
  60. }(tmp)
  61. tmp = make(map[string]interface{})
  62. }
  63. wg_mgo.Wait()
  64. log.Debug("ai is over ...", sid, "~", eid)
  65. }
  66. // 获取处理数据...
  67. func ResolveInfo(v map[string]interface{}) map[string]interface{} {
  68. tmpid := ul.BsonTOStringId(v["_id"])
  69. detail := getDetailText(v, tmpid) //获取正文文本
  70. title := qu.ObjToString(v["title"])
  71. dl := utf8.RuneCountInString(detail) //文本长度
  72. //过滤数据···
  73. if strings.Contains(title, "开标记录") || v["jyfb_data"] != nil || dl < 20 {
  74. return map[string]interface{}{}
  75. }
  76. //识别结构,短文本结构
  77. f_data, shorText := map[string]interface{}{}, false
  78. if dl < 100 {
  79. shorText = true
  80. }
  81. //文本格式转换
  82. detail = ul.HttpConvertToMarkdown(detail)
  83. //获取外围字段数据
  84. f_info := prompt.AcquireExtractFieldInfo(detail, shorText)
  85. //非短文本
  86. if !shorText {
  87. //获取分包信息
  88. if pkg := prompt.AcquireNewMultiplePackageInfo(detail); len(pkg) > 0 {
  89. f_info["s_pkg"] = pkg
  90. }
  91. //获取分类字段数据
  92. s_toptype, s_subtype := prompt.AcquireClassInfo(detail, title, qu.ObjToString(v["toptype"]))
  93. f_info["s_toptype"] = s_toptype
  94. f_info["s_subtype"] = s_subtype
  95. }
  96. //调用标的物识别
  97. if p_list := getPurList(v, detail, f_info); len(p_list) > 0 {
  98. f_info["purchasinglist"] = p_list
  99. }
  100. //字段清洗
  101. fns := getpnsinfo(v) //获取附件名字
  102. f_data = clean.CleanFieldInfo(f_info, fns)
  103. //对于某些字段进行二级校验
  104. if s_buyer := qu.ObjToString(f_data["s_buyer"]); s_buyer != "" {
  105. if zp_buyer := prompt.AcquireBuyerInfo(s_buyer); zp_buyer["实体单位"] != nil {
  106. if ns_buyer := clean.CleanBuyer(qu.ObjToString(zp_buyer["实体单位"])); ns_buyer != "" {
  107. f_data["s_buyer"] = ns_buyer
  108. }
  109. }
  110. }
  111. return f_data
  112. }
  113. func ConfrimExtractInfo(q map[string]interface{}) map[string]interface{} {
  114. dict := map[string]interface{}{}
  115. sess := ul.SourceMgo.GetMgoConn()
  116. defer ul.SourceMgo.DestoryMongoConn(sess)
  117. total := 0
  118. it := sess.DB(ul.SourceMgo.DbName).C(ul.Ext_Name).Find(&q).Select(map[string]interface{}{"_id": 1, "ai_zhipu": 1}).Iter()
  119. for tmp := make(map[string]interface{}); it.Next(&tmp); total++ {
  120. if total%1000 == 0 {
  121. log.Debug("cur index ", total)
  122. }
  123. if tmp["ai_zhipu"] == nil { //已经识别的数据-不再识别
  124. tmpid := ul.BsonTOStringId(tmp["_id"])
  125. dict[tmpid] = tmpid
  126. }
  127. tmp = make(map[string]interface{})
  128. }
  129. return dict
  130. }
  131. // 获取附件名字信息
  132. func getpnsinfo(tmp map[string]interface{}) []string {
  133. arr := []string{}
  134. if projectinfo := qu.ObjToMap(tmp["projectinfo"]); projectinfo != nil {
  135. if attachments := qu.ObjToMap((*projectinfo)["attachments"]); attachments != nil {
  136. for _, v := range *attachments {
  137. if info := qu.ObjToMap(v); info != nil {
  138. if filename := qu.ObjToString((*info)["filename"]); filename != "" {
  139. arr = append(arr, filename)
  140. }
  141. }
  142. }
  143. }
  144. }
  145. return arr
  146. }
  147. func getDetailText(v map[string]interface{}, tmpid string) string {
  148. detail := qu.ObjToString(v["detail"])
  149. if ul.IsTool {
  150. detail = qu.ObjToString(v["details"])
  151. filetext := qu.ObjToString(v["filetext"])
  152. if utf8.RuneCountInString(detail) < 100 && filetext != "" {
  153. detail = filetext
  154. }
  155. } else {
  156. //if bs := ul.OssGetObject(tmpid); bs != "" {
  157. // detail = bs
  158. //}
  159. }
  160. return detail
  161. }
  162. // 获取标的物-过滤产权-拟建
  163. func getPurList(v map[string]interface{}, detail string, f_info map[string]interface{}) []map[string]interface{} {
  164. if qu.ObjToString(v["toptype"]) == "拟建" || qu.ObjToString(v["toptype"]) == "产权" {
  165. return []map[string]interface{}{}
  166. }
  167. p_data := map[string]interface{}{}
  168. p_data["detail"] = detail
  169. p_data["site"] = v["site"]
  170. p_data["attach_text"] = v["attach_text"]
  171. p_data["toptype"] = v["toptype"]
  172. if f_info["s_toptype"] != nil {
  173. p_data["toptype"] = f_info["s_toptype"]
  174. }
  175. if p_info := ul.PostPurchasingList(p_data); len(p_info) > 0 {
  176. if qu.IntAll(p_info["status"]) == 200 {
  177. p_list := ul.IsMarkInterfaceMap(p_info["purchasinglist"])
  178. return p_list
  179. }
  180. }
  181. return []map[string]interface{}{}
  182. }
  183. // 暂时不启用...无限重试
  184. func RunResetUpdateFieldInfo(arr []string, name string, s_name string) {
  185. //log.Debug("开始重置更新...", len(arr))
  186. //reset := []string{}
  187. //for k, v := range arr {
  188. // log.Debug("...", k, "...", v)
  189. // data := ul.SourceMgo.FindById(name, v)
  190. // content := PromptFieldText(qu.ObjToString(data["detail"]))
  191. // zp, ok := map[string]interface{}{}, 0
  192. // for {
  193. // ok++
  194. // if zp = ai.PostZhiPuAI(content); len(zp) > 0 {
  195. // break
  196. // }
  197. // if ok >= 5 {
  198. // log.Debug("请求数据失败...", v)
  199. // reset = append(reset, v)
  200. // break
  201. // }
  202. // }
  203. // ul.SourceMgo.UpdateById(s_name, v, map[string]interface{}{
  204. // "$set": map[string]interface{}{
  205. // "zhipu": zp,
  206. // },
  207. // })
  208. //}
  209. //if len(reset) > 0 { //无限尝试
  210. // RunResetUpdateFieldInfo(reset, name, s_name)
  211. //}
  212. //log.Debug("本轮重置更新结束......")
  213. }