修改--修改划分数据集后输出文件的位置

dataset/dataset_processed/breast_cancer_20250218_094848/process_record__breast_cancer_20250218_094848.json

@@ -1,6 +1,6 @@
 {
   "input_file": "dataset/dataset_raw/breast_cancer.csv",
-  "timestamp": "2025-02-18T09:37:29.054083",
+  "timestamp": "2025-02-18T09:48:48.983863",
   "process_methods": [
     {
       "method_name": "SimpleImputer",
@@ -75,8 +75,8 @@
     }
   ],
   "output_files": {
-    "train": "dataset/dataset_processed/breast_cancer/train_breast_cancer_20250218_093729.csv",
-    "validation": "dataset/dataset_processed/breast_cancer/val_breast_cancer_20250218_093729.csv",
-    "test": "dataset/dataset_processed/breast_cancer/test_breast_cancer_20250218_093729.csv"
+    "train": "dataset/dataset_processed/breast_cancer_20250218_094848/train_breast_cancer_20250218_094848.csv",
+    "validation": "dataset/dataset_processed/breast_cancer_20250218_094848/val_breast_cancer_20250218_094848.csv",
+    "test": "dataset/dataset_processed/breast_cancer_20250218_094848/test_breast_cancer_20250218_094848.csv"
   }
 }

dataset/dataset_processed/breast_cancer_20250218_094909/process_record__breast_cancer_20250218_094909.json

@@ -0,0 +1,82 @@
+{
+  "input_file": "dataset/dataset_raw/breast_cancer.csv",
+  "timestamp": "2025-02-18T09:49:09.665087",
+  "process_methods": [
+    {
+      "method_name": "SimpleImputer",
+      "params": {
+        "strategy": "mean",
+        "missing_values": NaN
+      }
+    },
+    {
+      "method_name": "IsolationForest",
+      "params": {
+        "contamination": 0.1,
+        "random_state": 42
+      }
+    },
+    {
+      "method_name": "StandardScaler",
+      "params": {
+        "with_mean": true,
+        "with_std": true
+      }
+    }
+  ],
+  "feature_methods": [],
+  "split_params": {
+    "test_size": 0.2,
+    "val_size": 0.1
+  },
+  "steps": [
+    {
+      "step": "load_data",
+      "shape": [
+        569,
+        31
+      ]
+    },
+    {
+      "step": "cleaning",
+      "method": "SimpleImputer",
+      "params": {
+        "strategy": "mean",
+        "missing_values": NaN
+      },
+      "shape": [
+        569,
+        31
+      ]
+    },
+    {
+      "step": "cleaning",
+      "method": "IsolationForest",
+      "params": {
+        "contamination": 0.1,
+        "random_state": 42
+      },
+      "shape": [
+        512,
+        31
+      ]
+    },
+    {
+      "step": "cleaning",
+      "method": "StandardScaler",
+      "params": {
+        "with_mean": true,
+        "with_std": true
+      },
+      "shape": [
+        512,
+        31
+      ]
+    }
+  ],
+  "output_files": {
+    "train": "dataset/dataset_processed/breast_cancer_20250218_094909/train_breast_cancer_20250218_094909.csv",
+    "validation": "dataset/dataset_processed/breast_cancer_20250218_094909/val_breast_cancer_20250218_094909.csv",
+    "test": "dataset/dataset_processed/breast_cancer_20250218_094909/test_breast_cancer_20250218_094909.csv"
+  }
+}

dataset/dataset_processed/breast_cancer_20250218_094909/test_breast_cancer_20250218_094909.csv

@@ -0,0 +1,104 @@
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function/data_processor_date.py

@@ -107,8 +107,11 @@ class DataProcessor:
             # 数据集名
             file_name = input_path.split("/")[-1].split(".")[0]
 
+            # 生成时间戳
+            timestamp = datetime.datetime.now().strftime('%Y%m%d_%H%M%S')
+
             # 创建输出目录
-            output_path = Path(output_dir+'/'+file_name)
+            output_path = Path(output_dir+'/'+file_name+'_'+timestamp)
             output_path.mkdir(parents=True, exist_ok=True)
             
             # 记录处理过程
@@ -158,8 +161,7 @@ class DataProcessor:
                 val_size=split_params.get('val_size', 0.2)
             )
             
-            # 生成时间戳
-            timestamp = datetime.datetime.now().strftime('%Y%m%d_%H%M%S')
+            
             
             # 保存处理后的数据集
             train_path = output_path / f'train_{file_name}_{timestamp}.csv'

function/get_all_dataset.py

@@ -0,0 +1,4 @@
+import json 
+
+# 查询可用数据集, 处理过后的数据集默认在 dataset/dataset_processed/ 下
+# 各个文件夹下的json文件记录了处理数据