feat: add correlation api

src/api/correlation.ts

@@ -0,0 +1,199 @@
+import { http } from "@/utils/http";
+
+// parameter_extraction
+
+// 文件上传结果类型
+export type FileUploadResult = { message: string } | { error: string };
+
+// 读取文件信息结果类型
+export type FileInfoResult =
+  | { column_count: number; column_names: string[]; data_count: number }
+  | { error: string };
+
+// 随机森林训练结果类型
+export type RandomForestResult = { message: string } | { error: string };
+
+// 模型列表结果类型
+export type ModelListResult =
+  | { message: string; objects: string[] }
+  | { error: string };
+
+// 模型下载结果类型
+export type DownloadModelResult =
+  | { message: string; local_path: string }
+  | { error: string };
+
+// 特征重要性结果类型
+export type FeatureImportanceResult =
+  | { message: string; feature_importance_dict: Record<string, number> }
+  | { error: string };
+
+// 排列特征重要性结果类型
+export type PermutationImportanceResult =
+  | { message: string; permutation_importance_dict: Record<string, number> }
+  | { error: string };
+
+// 递归特征消除结果类型
+export type RecursiveFeatureEliminationResult =
+  | { message: string; selected_names: string[] }
+  | { error: string };
+
+/** 上传文件 */
+export const uploadLocalFile = (data: FormData) => {
+  return http.request<FileUploadResult>(
+    "post",
+    "http://127.0.0.1:5005/parameter_extraction/file_upload",
+    {
+      data,
+      headers: {
+        "Content-Type": "multipart/form-data"
+      }
+    }
+  );
+};
+
+/** 获取文件信息 */
+export const getFileInfo = (filename: string) => {
+  return http.request<FileInfoResult>(
+    "get",
+    "http://127.0.0.1:5005/parameter_extraction/file_show",
+    {
+      params: { filename }
+    }
+  );
+};
+
+/** 训练随机森林模型 */
+export const trainRandomForest = (data: {
+  input_file: string;
+  output_file: string;
+  n_estimators?: number;
+}) => {
+  return http.request<RandomForestResult>(
+    "post",
+    "http://127.0.0.1:5005/parameter_extraction/random_forest",
+    { data }
+  );
+};
+
+/** 列出所有模型 */
+export const listModels = () => {
+  return http.request<ModelListResult>(
+    "get",
+    "http://127.0.0.1:5005/parameter_extraction/list_models"
+  );
+};
+
+/** 下载模型 */
+export const downloadModel = (data: { model_name: string }) => {
+  return http.request<DownloadModelResult>(
+    "post",
+    "http://127.0.0.1:5005/parameter_extraction/download_model",
+    { data }
+  );
+};
+
+/** 获取特征重要性 */
+export const getFeatureImportance = (data: {
+  model_name: string;
+  input_file: string;
+  output_file: string;
+  number_key_parameters?: number;
+}) => {
+  return http.request<FeatureImportanceResult>(
+    "post",
+    "http://127.0.0.1:5005/parameter_extraction/feature_importance",
+    { data }
+  );
+};
+
+/** 获取排列特征重要性 */
+export const getPermutationImportance = (data: {
+  model_name: string;
+  input_file: string;
+  output_file: string;
+  number_key_parameters?: number;
+}) => {
+  return http.request<PermutationImportanceResult>(
+    "post",
+    "http://127.0.0.1:5005/parameter_extraction/permutation_importance",
+    { data }
+  );
+};
+
+/** 递归特征消除 */
+export const getRecursiveFeatureElimination = (data: {
+  model_name: string;
+  input_file: string;
+  output_file: string;
+}) => {
+  return http.request<RecursiveFeatureEliminationResult>(
+    "post",
+    "http://127.0.0.1:5005/parameter_extraction/recursive_feature_elimination",
+    { data }
+  );
+};
+
+// --------------------------------------------------------------------------------------------
+//  correlation_analysis
+
+// 列出 Excel 文件结果类型
+export type ListExcelResult =
+  | { message: string; object_list: string[] }
+  | { error: string };
+
+// 下载 Excel 文件结果类型
+export type DownloadExcelResult =
+  | { message: string; download_path: string }
+  | { error: string };
+
+// 灰度关联分析结果类型
+export type GrayCorrelationAnalysisResult =
+  | {
+      message: string;
+      relation_results: { Feature: string; RelationDegree: number }[];
+    }
+  | { error: string };
+
+// 生成图像结果类型
+export type GenerateImageResult = Blob;
+
+// 列出 Excel 文件
+export const listExcel = () => {
+  return http.request<ListExcelResult>(
+    "get",
+    "http://127.0.0.1:5005/correlation_analysis/list_excel"
+  );
+};
+
+/** 下载 Excel 文件 */
+export const downloadExcel = (data: { excel_name: string }) => {
+  return http.request<DownloadExcelResult>(
+    "post",
+    "http://127.0.0.1:5005/correlation_analysis/download_excel",
+    { data }
+  );
+};
+
+/** 灰度关联分析 */
+export const grayCorrelationAnalysis = (data: { file: string }) => {
+  return http.request<GrayCorrelationAnalysisResult>(
+    "post",
+    "http://127.0.0.1:5005/correlation_analysis/gray_correlation_analysis",
+    { data }
+  );
+};
+
+/** 生成图像 */
+export const generateImage = (data: {
+  relation_results: { Feature: string; RelationDegree: number }[];
+}) => {
+  return http.request<GenerateImageResult>(
+    "post",
+    "http://127.0.0.1:5005/correlation_analysis/generate_image",
+    {
+      data,
+      responseType: "blob" // 设置响应类型为blob以处理二进制数据
+    }
+  );
+};