20260128-175400训练结果

example/results/cdf_P1_PCV02Z.svg

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example/results/cdf_P4_ST_PT01.svg

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example/results/config_used.json

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 {
-  "data_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\dataset\\hai\\hai-21.03\\train1.csv.gz",
-  "data_glob": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\..\\..\\dataset\\hai\\hai-21.03\\train*.csv.gz",
-  "split_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\feature_split.json",
-  "stats_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\results\\cont_stats.json",
-  "vocab_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\results\\disc_vocab.json",
-  "out_dir": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\results",
+  "data_path": "F:\\GAN4CyberDefense\\dataset\\hai\\hai-21.03\\train1.csv.gz",
+  "data_glob": "F:\\GAN4CyberDefense\\mask-ddpm\\example\\..\\..\\dataset\\hai\\hai-21.03\\train*.csv.gz",
+  "split_path": "F:\\GAN4CyberDefense\\mask-ddpm\\example\\feature_split.json",
+  "stats_path": "F:\\GAN4CyberDefense\\mask-ddpm\\example\\results\\cont_stats.json",
+  "vocab_path": "F:\\GAN4CyberDefense\\mask-ddpm\\example\\results\\disc_vocab.json",
+  "out_dir": "F:\\GAN4CyberDefense\\mask-ddpm\\example\\results",
   "device": "cuda",
   "timesteps": 600,
   "batch_size": 16,

example/results/cont_stats.json

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example/results/filtered_metrics.json

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+{
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+  "kept_features": [
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+    "P1_B2016",
+    "P1_B3004",
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+    "P1_B4022",
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+    "P1_FCV03D",
+    "P1_FCV03Z",
+    "P1_FT01",
+    "P1_FT01Z",
+    "P1_FT02",
+    "P1_FT02Z",
+    "P1_FT03",
+    "P1_FT03Z",
+    "P1_LCV01D",
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+    "P1_PCV01D",
+    "P1_PCV01Z",
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+    "P1_PIT02",
+    "P1_TIT01",
+    "P1_TIT02",
+    "P2_24Vdc",
+    "P2_CO_rpm",
+    "P2_HILout",
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+    "P2_SIT02",
+    "P2_VT01",
+    "P2_VXT02",
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+    "P4_ST_TT01"
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+  ],
+  "rules": {
+    "min_std": 0.001,
+    "ks_threshold": 0.95
+  },
+  "original_avg_ks": null
+}

example/results/ks_per_feature.csv

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+P4_ST_GOV,0.004135416666666614,0.001953125,0.001953125,600000,512,12625.0,26927.0
+P4_ST_PO,0.004044791666666714,0.001953125,0.001953125,600000,512,233.56122,498.86066
+P4_ST_LD,0.003954791666666679,0.001953125,0.001953125,600000,512,229.87201,499.62018
+P4_LD,0.00338583333333331,0.001953125,0.001953125,600000,512,231.13788,499.76489

example/results/ks_summary.json

@@ -6,11 +6,11 @@
     "P2_MSD",
     "P1_B4002",
     "P1_PCV02Z",
-    "P1_B4005",
-    "P4_HT_PO",
-    "P1_PIT02",
     "P1_FCV02Z",
+    "P4_HT_PO",
+    "P1_B4005",
     "P4_ST_PT01",
+    "P1_PIT02",
     "P4_HT_LD",
     "P4_HT_FD"
   ]

example/results/metrics_history.csv

@@ -9,3 +9,4 @@ timestamp,avg_ks,avg_jsd,avg_lag1_diff
 2026-01-27T15:51:49.436359,0.9416695165094339,0.019697736706358257,0.4034492291839661
 2026-01-27T16:45:48.759028,0.9356107311320754,0.0150041229476627,0.3628097687091748
 2026-01-27T21:22:34.514698,0.4046341391509435,0.03761331157429302,0.14486773175256126
+2026-01-28T09:50:21.507510,0.4050414504716981,0.04217758555603813,0.16788530065918408