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  1. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/_arf_generate.py +6 -0
  2. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/_arf_train.py +19 -0
  3. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/gen_20260325_034828.log +3 -0
  4. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/gen_20260330_065838.log +3 -0
  5. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/input_snapshot.json +36 -0
  6. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/public_gate/normalized_schema_snapshot.json +429 -0
  7. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/public_gate/public_gate_report.json +37 -0
  8. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/public_gate/staged_input_manifest.json +434 -0
  9. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/runtime_result.json +14 -0
  10. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/arf/adapter_report.json +7 -0
  11. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/arf/adapter_transforms_applied.json +1 -0
  12. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/arf/model_input_manifest.json +436 -0
  13. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/public/staged_features.json +107 -0
  14. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/public/test.csv +201 -0
  15. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/public/train.csv +1601 -0
  16. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/public/val.csv +201 -0
  17. SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/train_20260325_034752.log +4 -0
  18. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/_bayesnet_generate.py +43 -0
  19. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/_bayesnet_train.py +62 -0
  20. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/gen_20260321_080356.log +2 -0
  21. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/gen_20260330_065844.log +2 -0
  22. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/input_snapshot.json +36 -0
  23. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/public_gate/normalized_schema_snapshot.json +429 -0
  24. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/public_gate/public_gate_report.json +37 -0
  25. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/public_gate/staged_input_manifest.json +434 -0
  26. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/runtime_result.json +14 -0
  27. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/bayesnet/adapter_report.json +7 -0
  28. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/bayesnet/adapter_transforms_applied.json +1 -0
  29. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/bayesnet/model_input_manifest.json +436 -0
  30. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/public/staged_features.json +107 -0
  31. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/public/test.csv +201 -0
  32. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/public/train.csv +1601 -0
  33. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/public/val.csv +201 -0
  34. SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/train_20260321_080304.log +205 -0
  35. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/ctgan_metadata.json +88 -0
  36. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/gen_20260328_053712.log +0 -0
  37. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/gen_20260330_065819.log +0 -0
  38. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/input_snapshot.json +36 -0
  39. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/models_300epochs/train_20260328_052936.log +2 -0
  40. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/public_gate/normalized_schema_snapshot.json +429 -0
  41. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/public_gate/public_gate_report.json +37 -0
  42. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/public_gate/staged_input_manifest.json +434 -0
  43. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/runtime_result.json +14 -0
  44. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/staged/ctgan/adapter_report.json +7 -0
  45. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/staged/ctgan/adapter_transforms_applied.json +1 -0
  46. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/staged/ctgan/model_input_manifest.json +436 -0
  47. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/staged/public/staged_features.json +107 -0
  48. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/staged/public/test.csv +201 -0
  49. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/staged/public/train.csv +1601 -0
  50. SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/staged/public/val.csv +201 -0
SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/_arf_generate.py ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ import pickle
2
+ with open("/work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf_model.pkl", "rb") as f:
3
+ model = pickle.load(f)
4
+ syn = model.forge(n=1600)
5
+ syn.to_csv("/work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf-m10-1600-20260330_065838.csv", index=False)
6
+ print(f"[ARF] Generated 1600 rows -> /work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf-m10-1600-20260330_065838.csv")
SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/_arf_train.py ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pickle
2
+ import pandas as pd
3
+ from arfpy import arf
4
+
5
+ df = pd.read_csv("/work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/staged/public/train.csv")
6
+ df = df.dropna(axis=1, how="all")
7
+ print(f"[ARF] Training on {len(df)} rows, {len(df.columns)} cols")
8
+
9
+ model = arf.arf(x=df)
10
+ if hasattr(model, "fit"):
11
+ model.fit()
12
+ elif hasattr(model, "forde"):
13
+ model.forde()
14
+ else:
15
+ raise RuntimeError("arfpy API: no fit() / forde()")
16
+
17
+ with open("/work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf_model.pkl", "wb") as f:
18
+ pickle.dump(model, f)
19
+ print(f"[ARF] Model saved -> /work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf_model.pkl")
SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/gen_20260325_034828.log ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ /usr/local/lib/python3.10/site-packages/arfpy/arf.py:329: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
2
+ if self.factor_cols[j]:
3
+ [ARF] Generated 1000 rows -> /work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf-m10-1000-20260325_034828.csv
SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/gen_20260330_065838.log ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ /usr/local/lib/python3.10/site-packages/arfpy/arf.py:329: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
2
+ if self.factor_cols[j]:
3
+ [ARF] Generated 1600 rows -> /work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf-m10-1600-20260330_065838.csv
SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/input_snapshot.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "dataset_id": "m10",
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+ "model": "arf",
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+ "inputs": {
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+ "train_csv": {
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+ "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m10/m10-train.csv",
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+ "exists": true,
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+ "size": 99527,
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+ "sha256": "f5d9190ff0362e5a8802578b8df8ee74b0cf6218cd44191ce0f72c5183967590"
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+ "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m10/m10-val.csv",
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+ "contract_json": {
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+ }
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+ }
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+ }
SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/public_gate/normalized_schema_snapshot.json ADDED
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985
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986
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987
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988
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989
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990
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991
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992
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993
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994
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995
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996
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997
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998
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999
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1000
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1001
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1002
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1003
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1004
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1005
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1006
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1007
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1008
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1009
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1010
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1011
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1012
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1013
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1014
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1015
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1016
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1017
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1018
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1019
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1020
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1021
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1022
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1023
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1024
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1025
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1026
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1027
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1028
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1029
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1030
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1031
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1032
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1033
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1034
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1035
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1036
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1037
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1038
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1039
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1040
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1041
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1042
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1043
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1044
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1045
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1046
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1047
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1048
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1049
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1050
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1051
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1052
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1053
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1054
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1055
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1056
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1057
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1058
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1059
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1060
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1061
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1062
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1063
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1064
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1065
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1066
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1067
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1068
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1069
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1070
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1071
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1072
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1073
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1074
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1075
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1076
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1077
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1078
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1079
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1080
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1081
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1082
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1083
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1084
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1085
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1086
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1087
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1088
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1089
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1090
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1091
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1092
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1093
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1094
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1095
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1096
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1097
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1098
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1099
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1100
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1101
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1102
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1103
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1104
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1105
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1106
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1107
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1108
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1109
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1110
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1111
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1112
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1113
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1114
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1115
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1116
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1117
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1118
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1119
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1120
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1121
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1122
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1123
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1124
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1125
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1126
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1127
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1128
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1129
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1130
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1131
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1132
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1133
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1134
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SynthesizePipeline_Archive/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/train_20260325_034752.log ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ [ARF] Training on 1600 rows, 21 cols
2
+ Initial accuracy is 0.7115625
3
+ Iteration number 1 reached accuracy of 0.4909375.
4
+ [ARF] Model saved -> /work/output-SpecializedModels/m10/arf/arf-m10-20260325_034752/arf_model.pkl
SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/_bayesnet_generate.py ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import subprocess, sys, os
2
+
3
+ pip_libs = "/pip_libs"
4
+ sys.path.insert(0, pip_libs)
5
+ os.environ["PYTHONPATH"] = pip_libs + os.pathsep + os.environ.get("PYTHONPATH", "")
6
+
7
+ def _ensure_deps():
8
+ try:
9
+ import synthcity
10
+ except ModuleNotFoundError:
11
+ print("[BayesNet] synthcity not found - installing to cache...")
12
+ subprocess.run(
13
+ [sys.executable, "-m", "pip", "install",
14
+ "--target", pip_libs, "synthcity==0.2.12", "numpy<2", "-q"],
15
+ check=True
16
+ )
17
+ import shutil, glob
18
+ for pat in ["torch", "torch-*", "torchvision", "torchvision-*",
19
+ "torchvision.libs", "torchgen", "nvidia*", "triton*"]:
20
+ for p in glob.glob(os.path.join(pip_libs, pat)):
21
+ if os.path.isdir(p): shutil.rmtree(p)
22
+ else: os.remove(p)
23
+ if pip_libs not in sys.path:
24
+ sys.path.insert(0, pip_libs)
25
+
26
+ _ensure_deps()
27
+
28
+ import pickle, json as _json
29
+ with open("/work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet_model.pkl", "rb") as f:
30
+ plugin = pickle.load(f)
31
+ syn = plugin.generate(count=1600).dataframe()
32
+
33
+ # Restore zero-variance columns that were dropped during training
34
+ const_path = "/work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json")
35
+ if os.path.exists(const_path):
36
+ with open(const_path) as _f:
37
+ const_cols = _json.load(_f)
38
+ for col, val in const_cols.items():
39
+ syn[col] = val
40
+ print(f"[BayesNet] Restored constant column '{col}' = {val}")
41
+
42
+ syn.to_csv("/work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet-m10-1600-20260330_065844.csv", index=False)
43
+ print(f"[BayesNet] Generated 1600 rows -> /work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet-m10-1600-20260330_065844.csv")
SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/_bayesnet_train.py ADDED
@@ -0,0 +1,62 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import subprocess, sys, os
2
+
3
+ pip_libs = "/pip_libs"
4
+ sys.path.insert(0, pip_libs)
5
+ os.environ["PYTHONPATH"] = pip_libs + os.pathsep + os.environ.get("PYTHONPATH", "")
6
+
7
+ def _ensure_deps():
8
+ try:
9
+ import synthcity
10
+ except ModuleNotFoundError:
11
+ print("[BayesNet] synthcity not found - installing to cache (first run, may take minutes)...")
12
+ # Install synthcity with numpy<2 to avoid conflicts
13
+ subprocess.run(
14
+ [sys.executable, "-m", "pip", "install",
15
+ "--target", pip_libs, "synthcity==0.2.12", "numpy<2", "-q"],
16
+ check=True
17
+ )
18
+ # Remove torch/torchvision from pip_libs to avoid shadowing system versions
19
+ import shutil, glob
20
+ for pat in ["torch", "torch-*", "torchvision", "torchvision-*",
21
+ "torchvision.libs", "torchgen", "nvidia*", "triton*"]:
22
+ for p in glob.glob(os.path.join(pip_libs, pat)):
23
+ if os.path.isdir(p): shutil.rmtree(p)
24
+ else: os.remove(p)
25
+ if pip_libs not in sys.path:
26
+ sys.path.insert(0, pip_libs)
27
+
28
+ _ensure_deps()
29
+
30
+ from synthcity.plugins import Plugins
31
+ import pickle
32
+ import pandas as pd
33
+ from synthcity.plugins.core.dataloader import GenericDataLoader
34
+
35
+ df = pd.read_csv("/work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/staged/public/train.csv")
36
+ df = df.dropna(axis=1, how="all")
37
+
38
+ # Drop zero-variance columns (only 1 unique value) to avoid
39
+ # synthcity encoder KeyError during generation
40
+ import json as _json
41
+ const_cols = {}
42
+ for col in list(df.columns):
43
+ nuniq = df[col].nunique()
44
+ if nuniq <= 1:
45
+ const_cols[col] = df[col].iloc[0] if len(df) > 0 else None
46
+ df = df.drop(columns=[col])
47
+ print(f"[BayesNet] Dropped zero-variance column '{col}' (value={const_cols[col]})")
48
+
49
+ # Save constant columns info so generate can restore them
50
+ const_path = "/work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json")
51
+ with open(const_path, "w") as _f:
52
+ _json.dump({k: str(v) for k, v in const_cols.items()}, _f)
53
+
54
+ print(f"[BayesNet] Training on {len(df)} rows, {len(df.columns)} cols")
55
+
56
+ loader = GenericDataLoader(df)
57
+ plugin = Plugins().get("bayesian_network")
58
+ plugin.fit(loader)
59
+
60
+ with open("/work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet_model.pkl", "wb") as f:
61
+ pickle.dump(plugin, f)
62
+ print(f"[BayesNet] Model saved -> /work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet_model.pkl")
SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/gen_20260321_080356.log ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ [KeOps] Warning : CUDA libraries not found or could not be loaded; Switching to CPU only.
2
+ [BayesNet] Generated 1000 rows -> /work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet-m10-1000-20260321_080356.csv
SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/gen_20260330_065844.log ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ [KeOps] Warning : CUDA libraries not found or could not be loaded; Switching to CPU only.
2
+ [BayesNet] Generated 1600 rows -> /work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet-m10-1600-20260330_065844.csv
SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/input_snapshot.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset_id": "m10",
3
+ "model": "bayesnet",
4
+ "inputs": {
5
+ "train_csv": {
6
+ "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m10/m10-train.csv",
7
+ "exists": true,
8
+ "size": 99527,
9
+ "sha256": "f5d9190ff0362e5a8802578b8df8ee74b0cf6218cd44191ce0f72c5183967590"
10
+ },
11
+ "val_csv": {
12
+ "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m10/m10-val.csv",
13
+ "exists": true,
14
+ "size": 12624,
15
+ "sha256": "5dfea77c318e1b33832c3e2be026e8e3f58dbaf20957b89550096fce0c27b565"
16
+ },
17
+ "test_csv": {
18
+ "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m10/m10-test.csv",
19
+ "exists": true,
20
+ "size": 12593,
21
+ "sha256": "3a0adff58fccbf7f6793d268163bf0cab70337abbba68e60c9a738a6d3fd5fbb"
22
+ },
23
+ "profile_json": {
24
+ "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m10/m10-dataset_profile.json",
25
+ "exists": true,
26
+ "size": 8149,
27
+ "sha256": "7b7c69aaac6285cc80c08a1b9086918b870737a17ea9b696a408903ca42b6a90"
28
+ },
29
+ "contract_json": {
30
+ "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m10/m10-dataset_contract_v1.json",
31
+ "exists": true,
32
+ "size": 9905,
33
+ "sha256": "fa72d3540ca4a1d3748e15e8a714ed9bc9dc9dc015a313c363a03c773b26006f"
34
+ }
35
+ }
36
+ }
SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/public_gate/normalized_schema_snapshot.json ADDED
@@ -0,0 +1,429 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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814
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819
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830
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831
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833
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834
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837
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839
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840
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921
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923
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927
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928
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929
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930
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931
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935
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936
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937
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938
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939
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940
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941
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950
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951
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952
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953
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954
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955
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956
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957
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958
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959
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960
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961
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962
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963
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964
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965
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966
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967
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968
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969
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970
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971
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972
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973
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974
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975
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976
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977
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978
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979
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980
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981
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982
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983
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984
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985
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986
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987
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988
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989
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990
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991
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992
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993
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994
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995
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996
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997
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998
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999
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1000
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1001
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1002
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1003
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1004
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1005
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1006
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1007
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1008
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1009
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1010
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1011
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1012
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1013
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1014
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1015
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1016
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1017
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1018
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1019
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1020
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1021
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1022
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1023
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1024
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1025
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1026
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1027
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1028
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1029
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1030
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1031
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1032
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1033
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1034
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1035
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1036
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1037
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1038
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1039
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1040
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1041
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1042
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1043
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1044
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1045
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1046
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1047
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1048
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1049
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1050
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1051
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1052
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1053
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1054
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1055
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1056
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1057
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1058
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1059
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1060
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1061
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1062
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1063
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1064
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1065
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1066
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1067
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1068
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1069
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1070
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1071
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1072
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1073
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1074
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1075
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1076
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1077
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1078
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1079
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1080
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1081
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1082
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1083
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1084
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1085
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1086
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1087
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1088
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1089
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1090
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1091
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1092
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1093
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1094
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1095
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1096
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1097
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1098
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1099
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1100
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1101
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1102
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1103
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1104
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1105
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1106
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1107
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1108
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1109
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1110
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1111
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1112
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1113
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1114
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1115
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1116
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1117
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1118
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1119
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1120
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1121
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1122
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1123
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1124
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1125
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1126
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1127
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1128
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1129
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1130
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1131
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1132
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1133
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1134
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1135
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1136
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1137
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1138
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1139
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1140
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1141
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1142
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1143
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1144
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1145
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1146
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1147
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1148
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1149
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1150
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1151
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1152
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1153
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1154
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1155
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1156
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1157
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1158
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1159
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1160
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1161
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1164
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1168
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1169
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1170
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1171
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1173
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1174
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1175
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1176
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1177
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1178
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1179
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1180
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1181
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1188
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1189
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1190
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1191
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1193
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1195
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1196
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1197
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1198
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1199
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1200
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1201
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1202
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1206
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1207
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1208
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1209
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1210
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1211
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1212
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1213
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1214
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1215
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1216
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1217
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1218
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1219
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1220
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1221
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1222
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1223
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1224
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1225
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SynthesizePipeline_Archive/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/train_20260321_080304.log ADDED
@@ -0,0 +1,205 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2026-03-21T00:03:31.208909+0000][1][CRITICAL] Error importing TabularGoggle: No module named 'dgl'
2
+ [2026-03-21T00:03:31.220130+0000][1][CRITICAL] module disabled: /pip_libs/synthcity/plugins/generic/plugin_goggle.py
3
+ [KeOps] Warning : CUDA libraries not found or could not be loaded; Switching to CPU only.
4
+ [BayesNet] Training on 1600 rows, 21 cols
5
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
6
+ type_label = type_of_target(labels_true)
7
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
8
+ type_label = type_of_target(labels_true)
9
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
10
+ type_label = type_of_target(labels_true)
11
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
12
+ type_label = type_of_target(labels_true)
13
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
14
+ type_label = type_of_target(labels_true)
15
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
16
+ type_label = type_of_target(labels_true)
17
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received multiclass values for label, and continuous values for target
18
+ warnings.warn(msg, UserWarning)
19
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
20
+ type_label = type_of_target(labels_true)
21
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
22
+ type_label = type_of_target(labels_true)
23
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
24
+ type_label = type_of_target(labels_true)
25
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received binary values for label, and continuous values for target
26
+ warnings.warn(msg, UserWarning)
27
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
28
+ type_label = type_of_target(labels_true)
29
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
30
+ type_label = type_of_target(labels_true)
31
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
32
+ type_label = type_of_target(labels_true)
33
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
34
+ type_label = type_of_target(labels_true)
35
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
36
+ type_pred = type_of_target(labels_pred)
37
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
38
+ warnings.warn(msg, UserWarning)
39
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
40
+ type_pred = type_of_target(labels_pred)
41
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
42
+ warnings.warn(msg, UserWarning)
43
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
44
+ warnings.warn(msg, UserWarning)
45
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
46
+ type_pred = type_of_target(labels_pred)
47
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
48
+ type_pred = type_of_target(labels_pred)
49
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
50
+ warnings.warn(msg, UserWarning)
51
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
52
+ type_label = type_of_target(labels_true)
53
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
54
+ type_label = type_of_target(labels_true)
55
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
56
+ type_label = type_of_target(labels_true)
57
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
58
+ type_pred = type_of_target(labels_pred)
59
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
60
+ type_label = type_of_target(labels_true)
61
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
62
+ type_pred = type_of_target(labels_pred)
63
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
64
+ type_pred = type_of_target(labels_pred)
65
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
66
+ type_label = type_of_target(labels_true)
67
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and binary values for target
68
+ warnings.warn(msg, UserWarning)
69
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
70
+ type_pred = type_of_target(labels_pred)
71
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
72
+ warnings.warn(msg, UserWarning)
73
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
74
+ type_pred = type_of_target(labels_pred)
75
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
76
+ type_label = type_of_target(labels_true)
77
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
78
+ type_pred = type_of_target(labels_pred)
79
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
80
+ type_label = type_of_target(labels_true)
81
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and binary values for target
82
+ warnings.warn(msg, UserWarning)
83
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
84
+ type_pred = type_of_target(labels_pred)
85
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
86
+ type_pred = type_of_target(labels_pred)
87
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
88
+ type_pred = type_of_target(labels_pred)
89
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
90
+ warnings.warn(msg, UserWarning)
91
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
92
+ type_pred = type_of_target(labels_pred)
93
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
94
+ type_pred = type_of_target(labels_pred)
95
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
96
+ type_pred = type_of_target(labels_pred)
97
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
98
+ warnings.warn(msg, UserWarning)
99
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
100
+ warnings.warn(msg, UserWarning)
101
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
102
+ warnings.warn(msg, UserWarning)
103
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
104
+ type_pred = type_of_target(labels_pred)
105
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
106
+ warnings.warn(msg, UserWarning)
107
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and binary values for target
108
+ warnings.warn(msg, UserWarning)
109
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
110
+ type_pred = type_of_target(labels_pred)
111
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
112
+ type_pred = type_of_target(labels_pred)
113
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
114
+ type_label = type_of_target(labels_true)
115
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
116
+ type_pred = type_of_target(labels_pred)
117
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
118
+ type_pred = type_of_target(labels_pred)
119
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
120
+ warnings.warn(msg, UserWarning)
121
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
122
+ type_pred = type_of_target(labels_pred)
123
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and binary values for target
124
+ warnings.warn(msg, UserWarning)
125
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
126
+ type_pred = type_of_target(labels_pred)
127
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
128
+ type_pred = type_of_target(labels_pred)
129
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
130
+ type_pred = type_of_target(labels_pred)
131
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
132
+ type_pred = type_of_target(labels_pred)
133
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
134
+ type_pred = type_of_target(labels_pred)
135
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
136
+ type_label = type_of_target(labels_true)
137
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
138
+ type_pred = type_of_target(labels_pred)
139
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
140
+ type_pred = type_of_target(labels_pred)
141
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
142
+ type_pred = type_of_target(labels_pred)
143
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
144
+ type_label = type_of_target(labels_true)
145
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
146
+ type_pred = type_of_target(labels_pred)
147
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and binary values for target
148
+ warnings.warn(msg, UserWarning)
149
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
150
+ type_label = type_of_target(labels_true)
151
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
152
+ type_pred = type_of_target(labels_pred)
153
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
154
+ warnings.warn(msg, UserWarning)
155
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
156
+ type_label = type_of_target(labels_true)
157
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
158
+ type_pred = type_of_target(labels_pred)
159
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
160
+ type_label = type_of_target(labels_true)
161
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
162
+ type_label = type_of_target(labels_true)
163
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
164
+ type_label = type_of_target(labels_true)
165
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
166
+ type_label = type_of_target(labels_true)
167
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
168
+ type_pred = type_of_target(labels_pred)
169
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
170
+ type_label = type_of_target(labels_true)
171
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
172
+ type_label = type_of_target(labels_true)
173
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
174
+ type_label = type_of_target(labels_true)
175
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
176
+ type_label = type_of_target(labels_true)
177
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
178
+ type_label = type_of_target(labels_true)
179
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
180
+ type_label = type_of_target(labels_true)
181
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
182
+ type_label = type_of_target(labels_true)
183
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
184
+ type_label = type_of_target(labels_true)
185
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
186
+ type_label = type_of_target(labels_true)
187
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
188
+ type_label = type_of_target(labels_true)
189
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
190
+ type_pred = type_of_target(labels_pred)
191
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
192
+ type_label = type_of_target(labels_true)
193
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
194
+ type_label = type_of_target(labels_true)
195
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
196
+ type_label = type_of_target(labels_true)
197
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
198
+ type_label = type_of_target(labels_true)
199
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:50: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
200
+ type_pred = type_of_target(labels_pred)
201
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:58: UserWarning: Clustering metrics expects discrete values but received continuous values for label, and multiclass values for target
202
+ warnings.warn(msg, UserWarning)
203
+ /pip_libs/sklearn/metrics/cluster/_supervised.py:49: UserWarning: The number of unique classes is greater than 50% of the number of samples. `y` could represent a regression problem, not a classification problem.
204
+ type_label = type_of_target(labels_true)
205
+ [BayesNet] Model saved -> /work/output-SpecializedModels/m10/bayesnet/bayesnet-m10-20260321_080304/bayesnet_model.pkl
SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/ctgan_metadata.json ADDED
@@ -0,0 +1,88 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "columns": [
3
+ {
4
+ "name": "battery_power",
5
+ "type": "continuous"
6
+ },
7
+ {
8
+ "name": "blue",
9
+ "type": "categorical"
10
+ },
11
+ {
12
+ "name": "clock_speed",
13
+ "type": "continuous"
14
+ },
15
+ {
16
+ "name": "dual_sim",
17
+ "type": "categorical"
18
+ },
19
+ {
20
+ "name": "fc",
21
+ "type": "continuous"
22
+ },
23
+ {
24
+ "name": "four_g",
25
+ "type": "categorical"
26
+ },
27
+ {
28
+ "name": "int_memory",
29
+ "type": "continuous"
30
+ },
31
+ {
32
+ "name": "m_dep",
33
+ "type": "continuous"
34
+ },
35
+ {
36
+ "name": "mobile_wt",
37
+ "type": "continuous"
38
+ },
39
+ {
40
+ "name": "n_cores",
41
+ "type": "continuous"
42
+ },
43
+ {
44
+ "name": "pc",
45
+ "type": "continuous"
46
+ },
47
+ {
48
+ "name": "px_height",
49
+ "type": "continuous"
50
+ },
51
+ {
52
+ "name": "px_width",
53
+ "type": "continuous"
54
+ },
55
+ {
56
+ "name": "ram",
57
+ "type": "continuous"
58
+ },
59
+ {
60
+ "name": "sc_h",
61
+ "type": "continuous"
62
+ },
63
+ {
64
+ "name": "sc_w",
65
+ "type": "continuous"
66
+ },
67
+ {
68
+ "name": "talk_time",
69
+ "type": "continuous"
70
+ },
71
+ {
72
+ "name": "three_g",
73
+ "type": "categorical"
74
+ },
75
+ {
76
+ "name": "touch_screen",
77
+ "type": "categorical"
78
+ },
79
+ {
80
+ "name": "wifi",
81
+ "type": "categorical"
82
+ },
83
+ {
84
+ "name": "price_range",
85
+ "type": "continuous"
86
+ }
87
+ ]
88
+ }
SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/gen_20260328_053712.log ADDED
File without changes
SynthesizePipeline_Archive/output-SpecializedModels/m10/ctgan/ctgan-m10-20260328_052936/gen_20260330_065819.log ADDED
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730
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731
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732
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733
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734
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735
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736
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737
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738
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739
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740
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741
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742
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743
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744
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745
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746
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747
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748
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749
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750
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751
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752
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753
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754
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755
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756
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757
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758
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759
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760
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761
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762
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763
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764
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765
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766
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767
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768
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769
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770
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771
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772
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773
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774
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775
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776
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777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
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803
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804
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805
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807
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809
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810
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811
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812
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813
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814
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815
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816
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817
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818
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819
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820
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821
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822
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823
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824
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826
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827
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828
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829
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830
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831
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832
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833
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834
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835
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836
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837
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839
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840
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842
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843
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845
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847
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848
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849
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864
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865
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870
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876
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878
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954
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956
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957
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989
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990
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1001
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1002
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1003
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1004
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1005
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1006
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1007
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1008
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1009
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1015
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1016
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1017
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1018
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1020
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1021
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1022
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1023
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1024
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1025
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1026
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1027
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1028
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1029
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1030
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1031
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1032
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1033
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1034
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1035
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1036
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1037
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1038
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1039
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1040
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1041
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1042
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1043
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1044
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1045
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1046
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1047
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1048
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1049
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1050
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1051
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1052
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1053
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1054
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1055
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1056
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1057
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1058
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1059
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1060
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1061
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1062
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1063
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1064
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1065
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1066
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1067
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1068
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1069
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1070
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1071
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1072
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1073
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1074
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1075
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1076
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1077
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1078
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1079
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1080
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1081
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1082
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1083
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1084
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1085
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1086
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1087
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1088
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1089
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1090
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1091
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1092
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1093
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1094
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1095
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1096
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1097
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1098
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1099
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1100
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1101
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1102
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1103
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1104
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1105
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1106
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1107
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1108
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1109
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1110
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1111
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1112
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1113
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1114
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1115
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1116
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1117
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1118
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1119
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1120
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1121
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1122
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1123
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1124
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1125
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1126
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1127
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1128
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1129
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1130
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1131
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1132
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1133
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1134
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1135
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1136
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1137
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1138
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1139
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1140
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1141
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1142
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1143
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1144
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1145
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1146
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1147
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1148
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1149
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1150
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1151
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1152
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1153
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1154
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1155
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1156
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1157
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1158
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1159
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1160
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1161
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1162
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1163
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1164
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1165
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1166
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1167
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1168
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1169
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1170
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1171
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1172
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1173
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1174
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1175
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1176
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1177
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1178
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