Add files using upload-large-folder tool

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/_arf_generate.py

@@ -0,0 +1,6 @@
+import pickle
+with open("/work/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/arf_model.pkl", "rb") as f:
+    model = pickle.load(f)
+syn = model.forge(n=6732)
+syn.to_csv("/work/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/arf-c5-6732-20260318_033228.csv", index=False)
+print(f"[ARF] Generated 6732 rows -> /work/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/arf-c5-6732-20260318_033228.csv")

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/_arf_train.py

@@ -0,0 +1,19 @@
+import pickle
+import pandas as pd
+from arfpy import arf
+
+df = pd.read_csv("/work/DatasetNew/c5/c5-train.csv")
+df = df.dropna(axis=1, how="all")
+print(f"[ARF] Training on {len(df)} rows, {len(df.columns)} cols")
+
+model = arf.arf(x=df)
+if hasattr(model, "fit"):
+    model.fit()
+elif hasattr(model, "forde"):
+    model.forde()
+else:
+    raise RuntimeError("arfpy API: no fit() / forde()")
+
+with open("/work/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/arf_model.pkl", "wb") as f:
+    pickle.dump(model, f)
+print(f"[ARF] Model saved -> /work/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/arf_model.pkl")

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/gen_20260318_033228.log

@@ -0,0 +1,47 @@
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+[ARF] Generated 6732 rows -> /work/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/arf-c5-6732-20260318_033228.csv

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/train_20260318_033129.log

@@ -0,0 +1,4 @@
+[ARF] Training on 6732 rows, 23 cols
+Initial accuracy is 0.9986631016042781
+Iteration number 1 reached accuracy of 0.4215686274509804.
+[ARF] Model saved -> /work/output-SpecializedModels/c5/arf/arf-c5-20260318_033129/arf_model.pkl

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/_arf_generate.py

@@ -0,0 +1,6 @@
+import pickle
+with open("/work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf_model.pkl", "rb") as f:
+    model = pickle.load(f)
+syn = model.forge(n=6732)
+syn.to_csv("/work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv", index=False)
+print(f"[ARF] Generated 6732 rows -> /work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv")

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/_arf_train.py

@@ -0,0 +1,19 @@
+import pickle
+import pandas as pd
+from arfpy import arf
+
+df = pd.read_csv("/work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/train.csv")
+df = df.dropna(axis=1, how="all")
+print(f"[ARF] Training on {len(df)} rows, {len(df.columns)} cols")
+
+model = arf.arf(x=df)
+if hasattr(model, "fit"):
+    model.fit()
+elif hasattr(model, "forde"):
+    model.forde()
+else:
+    raise RuntimeError("arfpy API: no fit() / forde()")
+
+with open("/work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf_model.pkl", "wb") as f:
+    pickle.dump(model, f)
+print(f"[ARF] Model saved -> /work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf_model.pkl")

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/gen_20260321_064510.log

@@ -0,0 +1,47 @@
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+[ARF] Generated 1000 rows -> /work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf-c5-1000-20260321_064510.csv

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/gen_20260330_065300.log

@@ -0,0 +1,47 @@
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+/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]`
+  if self.factor_cols[j]:
+[ARF] Generated 6732 rows -> /work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/input_snapshot.json

@@ -0,0 +1,36 @@
+{
+  "dataset_id": "c5",
+  "model": "arf",
+  "inputs": {
+    "train_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-train.csv",
+      "exists": true,
+      "size": 1004346,
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SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/public_gate/normalized_schema_snapshot.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/public_gate/public_gate_report.json

@@ -0,0 +1,37 @@
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+}

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/public_gate/staged_input_manifest.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/runtime_result.json

@@ -0,0 +1,14 @@
+{
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+}

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_report.json

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+}

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_transforms_applied.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/arf/model_input_manifest.json

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+}

SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/staged_features.json

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+    "data_type": "categorical",
+    "is_target": false
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+  {
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+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "gill-size",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "gill-color",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "stalk-shape",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "stalk-root",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "stalk-surface-above-ring",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "stalk-surface-below-ring",
+    "data_type": "categorical",
+    "is_target": false
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+  {
+    "feature_name": "stalk-color-above-ring",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "stalk-color-below-ring",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "veil-type",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "veil-color",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "ring-number",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "ring-type",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "spore-print-color",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "population",
+    "data_type": "categorical",
+    "is_target": false
+  },
+  {
+    "feature_name": "habitat",
+    "data_type": "categorical",
+    "is_target": false
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SynthesizePipeline_Archive/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/train_20260321_064412.log

@@ -0,0 +1,4 @@
+[ARF] Training on 6732 rows, 23 cols
+Initial accuracy is 0.9982917409387998
+Iteration number 1 reached accuracy of 0.43122400475341655.
+[ARF] Model saved -> /work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf_model.pkl

SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260318_033041/ctgan_metadata.json

@@ -0,0 +1,96 @@
+{
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+    {
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+    {
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+    },
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+    {
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+    {
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+    {
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+      "type": "categorical"
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+      "type": "categorical"
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+    {
+      "name": "stalk-shape",
+      "type": "categorical"
+    },
+    {
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+    {
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+    {
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+      "type": "categorical"
+    },
+    {
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+      "type": "categorical"
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+    },
+    {
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+    },
+    {
+      "name": "spore-print-color",
+      "type": "categorical"
+    },
+    {
+      "name": "population",
+      "type": "categorical"
+    },
+    {
+      "name": "habitat",
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+}

SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260318_033041/models_300epochs/train_20260318_033041.log

@@ -0,0 +1,2 @@
+/opt/conda/lib/python3.10/site-packages/torch/autograd/graph.py:841: UserWarning: Attempting to run cuBLAS, but there was no current CUDA context! Attempting to set the primary context... (Triggered internally at /pytorch/aten/src/ATen/cuda/CublasHandlePool.cpp:270.)
+  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass

SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/ctgan_metadata.json

@@ -0,0 +1,96 @@
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SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/input_snapshot.json

@@ -0,0 +1,36 @@
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SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/public_gate/normalized_schema_snapshot.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/public_gate/public_gate_report.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/public_gate/staged_input_manifest.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/runtime_result.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/ctgan/adapter_report.json

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SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/ctgan/adapter_transforms_applied.json

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+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/public_gate/public_gate_report.json"
+}

SynthesizePipeline_Archive/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/staged_features.json

@@ -0,0 +1,117 @@
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SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/input_snapshot.json

@@ -0,0 +1,36 @@
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SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/public_gate/normalized_schema_snapshot.json

@@ -0,0 +1,467 @@
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SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/public_gate/public_gate_report.json

@@ -0,0 +1,37 @@
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+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-test.csv"
+  }
+}

SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/public_gate/staged_input_manifest.json

@@ -0,0 +1,472 @@
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SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/rtf-c5-20260318_043736/realtabformer_features.json

@@ -0,0 +1,140 @@
+[
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SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/rtf-c5-20260319_065651/gen_20260319_075928.log

@@ -0,0 +1,13 @@
+
+  0%|          | 0/1000 [00:00<?, ?it/s]
+ 13%|█▎        | 128/1000 [00:02<00:15, 54.62it/s]
+ 26%|██▌       | 256/1000 [00:02<00:07, 95.10it/s]
+ 38%|███▊      | 384/1000 [00:03<00:04, 124.69it/s]
+ 51%|█████     | 512/1000 [00:04<00:03, 145.81it/s]
+ 64%|██████▍   | 640/1000 [00:04<00:02, 159.87it/s]
+ 77%|███████▋  | 768/1000 [00:05<00:01, 170.81it/s]
+ 90%|████████▉ | 896/1000 [00:06<00:00, 178.61it/s]
+1024it [00:06, 184.14it/s]                         
+1024it [00:06, 148.40it/s]
+Generated 0 invalid samples out of total 1024 samples generated. Sampling efficiency is: 100.0000%
+[benchmark_cli] Generated 1000 rows -> /work/output-SpecializedModels/c5/realtabformer/rtf-c5-20260319_065651/rtf-c5-1000-20260319_075928.csv

SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/rtf-c5-20260319_065651/realtabformer_features.json

@@ -0,0 +1,140 @@
+[
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+]

SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/rtf-c5-20260321_191627/gen_20260321_203307.log

@@ -0,0 +1,13 @@
+
+  0%|          | 0/1000 [00:00<?, ?it/s]
+ 13%|█▎        | 128/1000 [00:07<00:48, 17.96it/s]
+ 26%|██▌       | 256/1000 [00:11<00:31, 23.62it/s]
+ 38%|███▊      | 384/1000 [00:16<00:24, 25.14it/s]
+ 51%|█████     | 512/1000 [00:20<00:19, 25.51it/s]
+ 64%|██████▍   | 640/1000 [00:25<00:13, 27.32it/s]
+ 77%|███████▋  | 768/1000 [00:27<00:07, 32.59it/s]
+ 90%|████████▉ | 896/1000 [00:32<00:03, 30.13it/s]
+1024it [00:36, 30.34it/s]                         
+1024it [00:36, 28.00it/s]
+Generated 0 invalid samples out of total 1024 samples generated. Sampling efficiency is: 100.0000%
+[benchmark_cli] Generated 1000 rows -> /work/output-SpecializedModels/c5/realtabformer/rtf-c5-20260321_191627/rtf-c5-1000-20260321_203307.csv

SynthesizePipeline_Archive/output-SpecializedModels/c5/realtabformer/rtf-c5-20260321_191627/input_snapshot.json

@@ -0,0 +1,36 @@
+{
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