310 lines
8.1 KiB
Go
310 lines
8.1 KiB
Go
package api
|
||
|
||
import (
|
||
"encoding/json"
|
||
"fmt"
|
||
"io"
|
||
"net/http"
|
||
"net/url"
|
||
"strings"
|
||
"time"
|
||
)
|
||
|
||
// CompanyIndustryClassifier 企业行业分类器
|
||
type CompanyIndustryClassifier struct {
|
||
httpClient *http.Client
|
||
llmClient *LLMClient
|
||
}
|
||
|
||
// CompanyData 企业数据
|
||
type CompanyData struct {
|
||
Description string `json:"description"`
|
||
Business string `json:"business"`
|
||
BiddingTitles []string `json:"bidding_titles"`
|
||
}
|
||
|
||
// IndustryClassification 行业分类结果
|
||
type IndustryClassification struct {
|
||
CompanyName string `json:"company_name"`
|
||
Primary PrimaryInfo `json:"primary"`
|
||
Secondary []Secondary `json:"secondary"`
|
||
}
|
||
|
||
// PrimaryInfo 主要行业信息
|
||
type PrimaryInfo struct {
|
||
Code string `json:"code"`
|
||
Name string `json:"name"`
|
||
Reason string `json:"reason"`
|
||
}
|
||
|
||
// Secondary 次要行业信息
|
||
type Secondary struct {
|
||
Code string `json:"code"`
|
||
Name string `json:"name"`
|
||
Reason string `json:"reason"`
|
||
}
|
||
|
||
// NewCompanyIndustryClassifier 创建企业行业分类器
|
||
func NewCompanyIndustryClassifier(llmClient *LLMClient) *CompanyIndustryClassifier {
|
||
client := &http.Client{
|
||
Timeout: 30 * time.Second,
|
||
}
|
||
|
||
return &CompanyIndustryClassifier{
|
||
httpClient: client,
|
||
llmClient: llmClient,
|
||
}
|
||
}
|
||
|
||
// getDescriptionText 获取简介文本
|
||
func getDescriptionText(description string) string {
|
||
if description == "" {
|
||
return "(无简介)"
|
||
}
|
||
return description
|
||
}
|
||
|
||
// getBusinessText 获取经营范围文本
|
||
func getBusinessText(business string) string {
|
||
if business == "" {
|
||
return "(无经营范围)"
|
||
}
|
||
return business
|
||
}
|
||
|
||
// FetchCompanyData 从cmdp API获取企业工商和招投标数据
|
||
func (c *CompanyIndustryClassifier) FetchCompanyData(companyName string) (map[string]interface{}, error) {
|
||
apiURL := "https://a.cmdp.cn/cmds/v1/company/info-rest/custom"
|
||
|
||
params := url.Values{}
|
||
params.Set("name", companyName)
|
||
params.Set("api", "p_info,p_biddings_all")
|
||
|
||
fullURL := apiURL + "?" + params.Encode()
|
||
|
||
req, err := http.NewRequest("GET", fullURL, nil)
|
||
if err != nil {
|
||
return nil, fmt.Errorf("创建请求失败: %v", err)
|
||
}
|
||
|
||
resp, err := c.httpClient.Do(req)
|
||
if err != nil {
|
||
return nil, fmt.Errorf("发送请求失败: %v", err)
|
||
}
|
||
defer resp.Body.Close()
|
||
|
||
body, err := io.ReadAll(resp.Body)
|
||
if err != nil {
|
||
return nil, fmt.Errorf("读取响应失败: %v", err)
|
||
}
|
||
|
||
if resp.StatusCode != http.StatusOK {
|
||
return nil, fmt.Errorf("API请求失败,状态码: %d, 响应: %s", resp.StatusCode, string(body))
|
||
}
|
||
|
||
var result map[string]interface{}
|
||
err = json.Unmarshal(body, &result)
|
||
if err != nil {
|
||
return nil, fmt.Errorf("解析响应JSON失败: %v", err)
|
||
}
|
||
|
||
return result, nil
|
||
}
|
||
|
||
// ExtractFields 从API响应中提取关键字段
|
||
func (c *CompanyIndustryClassifier) ExtractFields(data map[string]interface{}) (string, string, []string) {
|
||
description := ""
|
||
business := ""
|
||
var biddingTitles []string
|
||
|
||
// 兼容不同的响应结构
|
||
payload := data
|
||
if data["data"] != nil {
|
||
if payloadData, ok := data["data"].(map[string]interface{}); ok {
|
||
payload = payloadData
|
||
}
|
||
}
|
||
|
||
// p_info -> description, business
|
||
if pInfo := payload["p_info"]; pInfo != nil {
|
||
var pInfoObj map[string]interface{}
|
||
|
||
switch v := pInfo.(type) {
|
||
case []interface{}:
|
||
if len(v) > 0 {
|
||
if item, ok := v[0].(map[string]interface{}); ok {
|
||
pInfoObj = item
|
||
}
|
||
}
|
||
case map[string]interface{}:
|
||
pInfoObj = v
|
||
}
|
||
|
||
if pInfoObj != nil {
|
||
if desc, ok := pInfoObj["description"].(string); ok {
|
||
description = desc
|
||
}
|
||
if bus, ok := pInfoObj["business"].(string); ok {
|
||
business = bus
|
||
}
|
||
}
|
||
}
|
||
|
||
// p_biddings_all -> title list
|
||
if biddingsRaw := payload["p_biddings_all"]; biddingsRaw != nil {
|
||
var biddingsList []interface{}
|
||
|
||
switch v := biddingsRaw.(type) {
|
||
case []interface{}:
|
||
biddingsList = v
|
||
case map[string]interface{}:
|
||
// 尝试从data或list字段获取
|
||
if dataField, ok := v["data"].([]interface{}); ok {
|
||
biddingsList = dataField
|
||
} else if listField, ok := v["list"].([]interface{}); ok {
|
||
biddingsList = listField
|
||
}
|
||
}
|
||
|
||
for _, item := range biddingsList {
|
||
if itemMap, ok := item.(map[string]interface{}); ok {
|
||
if title, ok := itemMap["title"].(string); ok && strings.TrimSpace(title) != "" {
|
||
biddingTitles = append(biddingTitles, strings.TrimSpace(title))
|
||
}
|
||
}
|
||
}
|
||
}
|
||
|
||
return description, business, biddingTitles
|
||
}
|
||
|
||
// BuildPrompt 构建提示词
|
||
func (c *CompanyIndustryClassifier) BuildPrompt(companyName, description, business string, biddingTitles []string) string {
|
||
titlesText := "(无招投标记录)"
|
||
if len(biddingTitles) > 0 {
|
||
var sb strings.Builder
|
||
for i, title := range biddingTitles {
|
||
sb.WriteString(fmt.Sprintf("%d. %s\n", i+1, title))
|
||
}
|
||
titlesText = sb.String()
|
||
}
|
||
|
||
prompt := fmt.Sprintf(`你是国民经济行业分类专家,请根据以下企业信息,依据《国民经济行业分类》(GB/T 4754-2017)进行行业大类判断。
|
||
|
||
## 企业名称
|
||
%s
|
||
|
||
## 企业简介(description)
|
||
%s
|
||
|
||
## 经营范围(business)
|
||
%s
|
||
|
||
## 招投标项目标题(bidding titles)
|
||
%s
|
||
|
||
## 任务要求
|
||
1. 判断该企业**主要**所属的行业大类(两位数字编号 + 名称)
|
||
2. 如有次要业务涉及其他大类,也一并列出(最多2个)
|
||
3. 给出简要判断依据(不超过100字)
|
||
|
||
## 输出格式(严格 JSON,不要 Markdown 代码块)
|
||
{
|
||
"company_name": "%s",
|
||
"primary": {
|
||
"code": "65",
|
||
"name": "软件和信息技术服务业",
|
||
"reason": "判断依据..."
|
||
},
|
||
"secondary": [
|
||
{
|
||
"code": "72",
|
||
"name": "商务服务业",
|
||
"reason": "轻微涉及原因..."
|
||
}
|
||
]
|
||
}
|
||
|
||
注意:secondary 可以为空列表 [];只输出 JSON,不要任何额外说明。`,
|
||
companyName,
|
||
getDescriptionText(description),
|
||
getBusinessText(business),
|
||
titlesText,
|
||
companyName)
|
||
|
||
return prompt
|
||
}
|
||
|
||
// ClassifyCompany 完整流程:获取数据 → 提取字段 → 构建提示词 → 调用 LLM → 返回 JSON
|
||
func (c *CompanyIndustryClassifier) ClassifyCompany(companyName string) (*IndustryClassification, error) {
|
||
// 1. 获取企业数据
|
||
rawData, err := c.FetchCompanyData(companyName)
|
||
if err != nil {
|
||
return nil, fmt.Errorf("获取企业数据失败: %v", err)
|
||
}
|
||
|
||
// 2. 提取关键字段
|
||
description, business, biddingTitles := c.ExtractFields(rawData)
|
||
|
||
// 3. 构建提示词
|
||
prompt := c.BuildPrompt(companyName, description, business, biddingTitles)
|
||
// 4. 调用LLM并解析JSON
|
||
response, err := c.llmClient.Chat([]ChatMessage{
|
||
{Role: "user", Content: prompt},
|
||
})
|
||
if err != nil {
|
||
return nil, fmt.Errorf("调用LLM失败: %v", err)
|
||
}
|
||
|
||
// 提取JSON部分(如果LLM返回了markdown代码块)
|
||
jsonStr := extractJSONFromResponse(response.Choices[0].Message.Content)
|
||
|
||
var result IndustryClassification
|
||
err = json.Unmarshal([]byte(jsonStr), &result)
|
||
if err != nil {
|
||
return nil, fmt.Errorf("解析LLM返回的JSON失败: %v", err)
|
||
}
|
||
|
||
return &result, nil
|
||
}
|
||
|
||
// extractJSONFromResponse 从LLM响应中提取JSON内容
|
||
// 查找并提取 ```json {...} ``` 或 ``` {...} ``` 中的内容
|
||
func extractJSONFromResponse(response string) string {
|
||
// 首先尝试匹配 ```json 开头的代码块
|
||
start := strings.Index(response, "```json")
|
||
if start != -1 {
|
||
start += 7 // 跳过 "```json"
|
||
end := strings.Index(response[start:], "```")
|
||
if end != -1 {
|
||
jsonContent := strings.TrimSpace(response[start : start+end])
|
||
return jsonContent
|
||
}
|
||
}
|
||
|
||
// 然后尝试匹配 ``` 开头的代码块(假设是JSON)
|
||
start = strings.Index(response, "```")
|
||
if start != -1 {
|
||
start += 3 // 跳过 "```"
|
||
end := strings.Index(response[start:], "```")
|
||
if end != -1 {
|
||
jsonContent := strings.TrimSpace(response[start : start+end])
|
||
// 检查是否看起来像JSON
|
||
jsonContent = strings.TrimSpace(jsonContent)
|
||
if strings.HasPrefix(jsonContent, "{") || strings.HasPrefix(jsonContent, "[") {
|
||
return jsonContent
|
||
}
|
||
}
|
||
}
|
||
|
||
// 如果没有找到代码块,尝试直接解析整个响应是否为JSON
|
||
response = strings.TrimSpace(response)
|
||
if strings.HasPrefix(response, "{") && strings.HasSuffix(response, "}") ||
|
||
strings.HasPrefix(response, "[") && strings.HasSuffix(response, "]") {
|
||
return response
|
||
}
|
||
|
||
// 如果以上都失败,返回原内容
|
||
return response
|
||
}
|