diff --git a/.gitattributes b/.gitattributes index c56227d6fd05cd37b84d836366f3fc5ee1d3581b..c8ec81b437d132624bc83792c8bb932553e102ac 100644 --- a/.gitattributes +++ b/.gitattributes @@ -11516,3 +11516,123 @@ SynthData0523/main/n11/tabpfgen/n11-migrated-20260422_193053/staged/tabpfgen/ada SynthData0523/main/n11/tabpfgen/n11-migrated-20260422_193053/staged/tabpfgen/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text SynthData0523/main/n11/tabpfgen/n11-migrated-20260422_193053/staged/tabpfgen/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text SynthData0523/main/n11/tabpfgen/n11-migrated-20260422_193053/tabpfgen-n11-15215-20260422_191741.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/gen_20260501_000122.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen-n11-15215-20260501_000122.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen_meta.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/train_20260501_000122.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/gen_20260501_041043.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen-n11-15215-20260501_041043.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen_meta.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/train_20260501_041043.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/info.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/gen_20260430_234940.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/real.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/tabsyn-n11-15215-20260430_234940.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/train_20260430_231205.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/info.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/gen_20260501_045031.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/real.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/tabsyn-n11-15215-20260501_045031.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/train_20260501_041134.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260328_101408.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260330_070442.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/train_20260328_053539.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/tvae_300epochs.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-1000-20260328_101408.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-15215-20260330_070442.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae_metadata.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/gen_20260501_060612.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/train_20260501_060415.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/tvae_300epochs.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae-n11-15215-20260501_060612.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae_metadata.json filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/_tabpfgen_generate.py b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/_tabpfgen_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..547bff5a218e2526f1bcbe1c053a66d5272fa0f0 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/_tabpfgen_generate.py @@ -0,0 +1,100 @@ +import os +import numpy as np +import pandas as pd +import json +from tabpfgen import TabPFGen + +df = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/train.csv") +target_col = "g" + +target_missing = df[target_col].isna() +if target_missing.any(): + dropped = int(target_missing.sum()) + df = df.loc[~target_missing].copy() + print( + f"[TabPFGen] Dropped {dropped} rows with missing target '{target_col}'" + ) +if df.empty: + raise ValueError( + f"[TabPFGen] No rows remain after dropping missing target '{target_col}'" + ) + +feature_cols = [c for c in df.columns if c != target_col] + +cat_encodings = {} +for col in feature_cols: + if df[col].dtype == object or str(df[col].dtype) == 'category': + cats = sorted(df[col].dropna().unique().tolist(), key=str) + cat_map = {v: i for i, v in enumerate(cats)} + df[col] = df[col].map(cat_map).astype(float) + cat_encodings[col] = cats + print(f"[TabPFGen] Label-encoded '{col}' ({len(cats)} categories)") + +target_cats = None +if df[target_col].dtype == object or str(df[target_col].dtype) == 'category': + cats = sorted(df[target_col].dropna().unique().tolist(), key=str) + t_map = {v: i for i, v in enumerate(cats)} + df[target_col] = df[target_col].map(t_map).astype(float) + target_cats = cats + print(f"[TabPFGen] Label-encoded target '{target_col}' ({len(cats)} categories)") + +X = df[feature_cols].values.astype(np.float32) +y = df[target_col].values +target_n = int(15215) + +for i in range(X.shape[1]): + col_vals = X[:, i] + mask = np.isnan(col_vals) + if mask.any(): + mean_val = np.nanmean(col_vals) + X[mask, i] = mean_val if not np.isnan(mean_val) else 0.0 + +# TabPFGen v0.1.x API：仅支持 n_sgld_steps / sgld_* / device。 +# （旧版脚本中的 energy_*_chunk 与上游 TabPFGen 不一致，会导致 TypeError。） +gen = TabPFGen( + n_sgld_steps=1000, + sgld_step_size=0.01, + sgld_noise_scale=0.01, + device="auto", +) + +print(f"[TabPFGen] Generating {target_n} rows via generate_classification") +X_syn, y_syn = gen.generate_classification(X, y, n_samples=target_n) + +syn_df = pd.DataFrame(X_syn, columns=feature_cols) +syn_df[target_col] = y_syn + +for col, cats in cat_encodings.items(): + codes = np.round(syn_df[col].values).astype(int) + codes = np.clip(codes, 0, len(cats) - 1) + syn_df[col] = [cats[c] for c in codes] + +if target_cats is not None: + codes = np.round(syn_df[target_col].values).astype(int) + codes = np.clip(codes, 0, len(target_cats) - 1) + syn_df[target_col] = [target_cats[c] for c in codes] + +if len(syn_df) > target_n: + print(f"[TabPFGen] Trimming rows: {len(syn_df)} -> {target_n}") + syn_df = syn_df.iloc[:target_n].copy() +elif len(syn_df) < target_n: + deficit = target_n - len(syn_df) + print(f"[TabPFGen] Padding rows: {len(syn_df)} -> {target_n} (deficit={deficit})") + if len(syn_df) > 0: + extra = syn_df.sample(n=deficit, replace=True, random_state=42) + syn_df = pd.concat( + [syn_df.reset_index(drop=True), extra.reset_index(drop=True)], + ignore_index=True, + ) + else: + syn_df = df[feature_cols + [target_col]].sample( + n=target_n, replace=True, random_state=42 + ).reset_index(drop=True) + +syn_df = syn_df[list(df.columns)] +if len(syn_df) != target_n: + raise RuntimeError( + f"[TabPFGen] Row alignment failed: got {len(syn_df)}, expected {target_n}" + ) +syn_df.to_csv("/work/output-Benchmark-trainonly-v1/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen-n11-15215-20260501_000122.csv", index=False) +print(f"[TabPFGen] Saved {len(syn_df)} rows -> /work/output-Benchmark-trainonly-v1/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen-n11-15215-20260501_000122.csv") diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/gen_20260501_000122.log b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/gen_20260501_000122.log new file mode 100644 index 0000000000000000000000000000000000000000..165ed8b6854aac93b933848cec2c7c127121d5bc --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/gen_20260501_000122.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27777c291bf5dac57e10075da33af38ecec3ee82a9d4e47d0ff263e187927d3e +size 1008 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/input_snapshot.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..af58c7e5c889e4b3e22b30d342580b15dc4039f3 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:296f351f882d9b53f46d1db40acfce50e043aeb43ec06523caa71f993fe430da +size 1361 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/public_gate_report.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/staged_input_manifest.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1c29c924d81d18e907c21a937842cfe35d36f9f4 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca61d0e40b302eb25bf100e8dc4c6e565a4a088dbe5f6936994c33b9e12dcb1f +size 6109 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/runtime_result.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..b1b2ba80d6ee958715d5a99b4d6c5266c559d4c1 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f775f8542a88d398e0f2b23a12862627efe7cb9d97b10dcbe227c67d9f25f3b +size 893 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/staged_features.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/test.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/train.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/val.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_report.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..57409ce30fa3e147028111e7250865ed57d58cfb --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ee95b682074658ac896055bbcdad7b60c699c6c740c739767382ccf5578ea95e +size 326 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_transforms_applied.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/model_input_manifest.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9ab116df99bd6e0d74407bf68249cda1e5932f75 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/staged/tabpfgen/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a781d9533eff3836c67d4decb625a3507ab1b5f8c809a15a2fbed9e9d10bcb63 +size 6311 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen-n11-15215-20260501_000122.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen-n11-15215-20260501_000122.csv new file mode 100644 index 0000000000000000000000000000000000000000..602ebcb9b0d1e413ac71e097e52d33311bf8a4a3 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen-n11-15215-20260501_000122.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d58653b10fd48e6cfebf5644c0c13d9bbaa786a6d84cb13059d982e505f70324 +size 1556650 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen_meta.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..97e0a1fc8cf429b5825b3bc38a291965346fd352 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/tabpfgen_meta.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3907722f2440b649c72064daaa77c10a3ab5efd392f9b9c79f7b4474424b5bc2 +size 446 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/train_20260501_000122.log b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/train_20260501_000122.log new file mode 100644 index 0000000000000000000000000000000000000000..5a709c70f30aa2dfba3e7a938cf1e39c90e09434 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_000122/train_20260501_000122.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:371b80dd98fe9ee647fb1e7c10674a7d43cf70542fa5ac03fd864e97f32ddf02 +size 599 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/_tabpfgen_generate.py b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/_tabpfgen_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..b7ce6f849942260b7433bee678c13f122411f1fc --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/_tabpfgen_generate.py @@ -0,0 +1,100 @@ +import os +import numpy as np +import pandas as pd +import json +from tabpfgen import TabPFGen + +df = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/train.csv") +target_col = "g" + +target_missing = df[target_col].isna() +if target_missing.any(): + dropped = int(target_missing.sum()) + df = df.loc[~target_missing].copy() + print( + f"[TabPFGen] Dropped {dropped} rows with missing target '{target_col}'" + ) +if df.empty: + raise ValueError( + f"[TabPFGen] No rows remain after dropping missing target '{target_col}'" + ) + +feature_cols = [c for c in df.columns if c != target_col] + +cat_encodings = {} +for col in feature_cols: + if df[col].dtype == object or str(df[col].dtype) == 'category': + cats = sorted(df[col].dropna().unique().tolist(), key=str) + cat_map = {v: i for i, v in enumerate(cats)} + df[col] = df[col].map(cat_map).astype(float) + cat_encodings[col] = cats + print(f"[TabPFGen] Label-encoded '{col}' ({len(cats)} categories)") + +target_cats = None +if df[target_col].dtype == object or str(df[target_col].dtype) == 'category': + cats = sorted(df[target_col].dropna().unique().tolist(), key=str) + t_map = {v: i for i, v in enumerate(cats)} + df[target_col] = df[target_col].map(t_map).astype(float) + target_cats = cats + print(f"[TabPFGen] Label-encoded target '{target_col}' ({len(cats)} categories)") + +X = df[feature_cols].values.astype(np.float32) +y = df[target_col].values +target_n = int(15215) + +for i in range(X.shape[1]): + col_vals = X[:, i] + mask = np.isnan(col_vals) + if mask.any(): + mean_val = np.nanmean(col_vals) + X[mask, i] = mean_val if not np.isnan(mean_val) else 0.0 + +# TabPFGen v0.1.x API：仅支持 n_sgld_steps / sgld_* / device。 +# （旧版脚本中的 energy_*_chunk 与上游 TabPFGen 不一致，会导致 TypeError。） +gen = TabPFGen( + n_sgld_steps=1000, + sgld_step_size=0.01, + sgld_noise_scale=0.01, + device="auto", +) + +print(f"[TabPFGen] Generating {target_n} rows via generate_classification") +X_syn, y_syn = gen.generate_classification(X, y, n_samples=target_n) + +syn_df = pd.DataFrame(X_syn, columns=feature_cols) +syn_df[target_col] = y_syn + +for col, cats in cat_encodings.items(): + codes = np.round(syn_df[col].values).astype(int) + codes = np.clip(codes, 0, len(cats) - 1) + syn_df[col] = [cats[c] for c in codes] + +if target_cats is not None: + codes = np.round(syn_df[target_col].values).astype(int) + codes = np.clip(codes, 0, len(target_cats) - 1) + syn_df[target_col] = [target_cats[c] for c in codes] + +if len(syn_df) > target_n: + print(f"[TabPFGen] Trimming rows: {len(syn_df)} -> {target_n}") + syn_df = syn_df.iloc[:target_n].copy() +elif len(syn_df) < target_n: + deficit = target_n - len(syn_df) + print(f"[TabPFGen] Padding rows: {len(syn_df)} -> {target_n} (deficit={deficit})") + if len(syn_df) > 0: + extra = syn_df.sample(n=deficit, replace=True, random_state=42) + syn_df = pd.concat( + [syn_df.reset_index(drop=True), extra.reset_index(drop=True)], + ignore_index=True, + ) + else: + syn_df = df[feature_cols + [target_col]].sample( + n=target_n, replace=True, random_state=42 + ).reset_index(drop=True) + +syn_df = syn_df[list(df.columns)] +if len(syn_df) != target_n: + raise RuntimeError( + f"[TabPFGen] Row alignment failed: got {len(syn_df)}, expected {target_n}" + ) +syn_df.to_csv("/work/output-Benchmark-trainonly-v1/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen-n11-15215-20260501_041043.csv", index=False) +print(f"[TabPFGen] Saved {len(syn_df)} rows -> /work/output-Benchmark-trainonly-v1/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen-n11-15215-20260501_041043.csv") diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/gen_20260501_041043.log b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/gen_20260501_041043.log new file mode 100644 index 0000000000000000000000000000000000000000..ef68c0952c2760370abab46fb643a8c5c9cd5758 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/gen_20260501_041043.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4f771526ea006cf726f39ca24d68dd48a8ee5d854a1e0c9fda4cf5a58a18d6e +size 1008 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/input_snapshot.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..af58c7e5c889e4b3e22b30d342580b15dc4039f3 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:296f351f882d9b53f46d1db40acfce50e043aeb43ec06523caa71f993fe430da +size 1361 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/public_gate_report.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/staged_input_manifest.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c32fbd6db50459afaa79303d301569ffa147a670 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:409f563a414d12339dd60a307b52d752cab5f1ff02e3151f8f7d899d30830440 +size 6109 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/runtime_result.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..0c9e6ffc7c3d1f92c05e87c34f9ba14d4ec54757 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:606bb2e0a400d06d73e66b8b2378952eb278e37c077739e4e3100880bef50349 +size 895 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/staged_features.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/test.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/train.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/val.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_report.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..830ff44afd13c188ec04185d2a854aa2b268179c --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a58434a7088afa5290180b08c29e5f083f5696cc3d5defc2c6990a81326d91a +size 326 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_transforms_applied.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/model_input_manifest.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2814fba79c9030f70e046b8c7cafc9cb9a45e759 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/staged/tabpfgen/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b90500197062b9fbd9e96bdbd49edab9e9690bd46fdbd235e1bda309657b5c3 +size 6311 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen-n11-15215-20260501_041043.csv b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen-n11-15215-20260501_041043.csv new file mode 100644 index 0000000000000000000000000000000000000000..b3c79fb58de208de7aea6fce5915333ac9f4464c --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen-n11-15215-20260501_041043.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d1c321c09b6983276ef5c418e490a2bd3c5df39d9b5a3ce96baecfc0ca10f862 +size 1556864 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen_meta.json b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..5d9fa53e2dd45dd689f196e62e495b738e068ed8 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/tabpfgen_meta.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a31e9a5b41df8a958a237f5acc1136cc545b9c4f7711e1b0c2e286be791c9602 +size 446 diff --git a/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/train_20260501_041043.log b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/train_20260501_041043.log new file mode 100644 index 0000000000000000000000000000000000000000..b9488d95e12ca00f0a0af5224c15bc10602ed391 --- /dev/null +++ b/SynthData0523/main/n11/tabpfgen/tabpfgen-n11-20260501_041043/train_20260501_041043.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:44e0b37f3bc90344efa38e7e431ff51921f5feade218f90087aeb795839a92a2 +size 599 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/_tabsyn_sample.py b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..35f02f29ab2ec2ef0f12102be57d6fbaeebe2697 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/_tabsyn_sample.py @@ -0,0 +1,39 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260430_231204" +dataname = "tabsyn_n11" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260430_231204/tabsyn-n11-15215-20260430_234940.csv" +tabsyn_root = "/workspace/tabsyn" + +assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}" + +old = os.environ.get("PYTHONPATH", "") +os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "") +sys.path.insert(0, tabsyn_root) + +os.chdir(tabsyn_root) + +# Ensure data symlink exists +data_link = os.path.join(tabsyn_root, "data", dataname) +data_src = os.path.join(work_dir, "data", dataname) +os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True) +if os.path.exists(data_link): + os.remove(data_link) +os.symlink(data_src, data_link) + +print(f"[TabSyn] Sampling 15215 rows") +env = os.environ.copy() +env.setdefault("TABSYN_RESUME", "1") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "sample", + "--method", "tabsyn", + "--gpu", "0", + "--save_path", output_csv], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) +print(f"[TabSyn] Saved -> {output_csv}") diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/_tabsyn_train.py b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..579340f05078b12cf6884c840409796d8fe3c273 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/_tabsyn_train.py @@ -0,0 +1,65 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260430_231204" +dataname = "tabsyn_n11" +tabsyn_root = "/workspace/tabsyn" + +assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}" + +old = os.environ.get("PYTHONPATH", "") +os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "") +sys.path.insert(0, tabsyn_root) + +os.chdir(tabsyn_root) + +# Symlink data dir into TabSyn data/ +data_link = os.path.join(tabsyn_root, "data", dataname) +data_src = os.path.join(work_dir, "data", dataname) +os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True) +if os.path.exists(data_link): + os.remove(data_link) +os.symlink(data_src, data_link) + +env = os.environ.copy() +env.setdefault("TABSYN_RESUME", "1") +env.setdefault("TABSYN_VAE_BATCH_SIZE", "1024") +# Safer defaults for wide tables on Docker: reduce shared-memory pressure in diffusion DataLoader. +env.setdefault("TABSYN_DIFFUSION_NUM_WORKERS", "0") +_te = None +if _te is not None: + env["TABSYN_VAE_EPOCHS"] = str(_te) + env["TABSYN_DIFFUSION_MAX_EPOCHS"] = str(max(_te + 1, 2)) + +# Data preprocessing is done on the host side (_prepare_data_dir) +# which creates .npy files, train/test CSVs, and info.json + +# Step 1: Train VAE (produces latent embeddings) +print(f"[TabSyn] Step 1/2: Training VAE in {tabsyn_root}, dataname={dataname}") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "train", + "--method", "vae", + "--gpu", "0"], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + print("[TabSyn] VAE training failed") + sys.exit(ret.returncode) + +# Step 2: Train diffusion model on latent space +print(f"[TabSyn] Step 2/2: Training diffusion model") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "train", + "--method", "tabsyn", + "--gpu", "0"], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + print("[TabSyn] Diffusion training failed") + sys.exit(ret.returncode) +print("[TabSyn] Training complete (VAE + Diffusion)") diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_test.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..65f01f4aaf9b5e6ac281ddfd05f178b82dc24ba9 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab6735c7290e805ffeb57d96cdb652930cd19766131eb333e144f301ca5c5d90 +size 128 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_train.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..65f01f4aaf9b5e6ac281ddfd05f178b82dc24ba9 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab6735c7290e805ffeb57d96cdb652930cd19766131eb333e144f301ca5c5d90 +size 128 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_test.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..cda65645f7509c4b59dba4a620ca6db54dcdbe84 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:013e32900eef106da63d972b40b61296d91c04d1ce8196fd0cb8d54081f58c59 +size 608728 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_train.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..cda65645f7509c4b59dba4a620ca6db54dcdbe84 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/X_num_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:013e32900eef106da63d972b40b61296d91c04d1ce8196fd0cb8d54081f58c59 +size 608728 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/info.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/info.json new file mode 100644 index 0000000000000000000000000000000000000000..1b941d397b274e9002b8e7fa2af1027ca2211342 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/info.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:66f56d6dc5894de4506c69e54d102b4c1e8c7078ab9a68c25cb1a33f015ee4f4 +size 2232 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/test.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/train.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_test.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..b9daa4049b7c19eb916f95443c35c7cfbf34726e --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed032a868b2263b0d8eb889ebf4ea480e38bcbbc5c51dedc15645d235005d2f9 +size 121848 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_train.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..b9daa4049b7c19eb916f95443c35c7cfbf34726e --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/data/tabsyn_n11/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed032a868b2263b0d8eb889ebf4ea480e38bcbbc5c51dedc15645d235005d2f9 +size 121848 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/gen_20260430_234940.log b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/gen_20260430_234940.log new file mode 100644 index 0000000000000000000000000000000000000000..3799921cb792501ea79a369d0ae1b511ff2cb726 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/gen_20260430_234940.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c8ae5bea9f2d874b75c580bfa02b84365ca9c129ea429bde8ec8984bd035441f +size 950 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/input_snapshot.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..a5a0ea2be41f2d4e3c19baf33a693e51d842c71b --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5079ada73320e6a27fe472104e990fdf996a6bbccaa9cfdf3c72c6f00bafe2e +size 1359 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/public_gate_report.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/staged_input_manifest.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..96c3264c2351c84b9ce535e6f8e56eee4bbf5b16 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a1bc8e9ce8cb47928a721a99d36305d9e8bfecd0a6fa3b2255960eee6cd3613 +size 6089 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/runtime_result.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..fedb318f41171cd5fd796c8a35aa86923d0ce6b5 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b606bed64fe7c0848bc1214674f312d7c412575ee1f7487d8612cb8370086260 +size 883 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/staged_features.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/test.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/train.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/val.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_report.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..4074102d9dcea936099c78b9c597a3eb6b8880a4 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:71c0d5be52f670c30e539c942e1065d48f5725230bf547c85849d7fc7f0abf88 +size 320 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_transforms_applied.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/model_input_manifest.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5e631a628650806a5f6806f1677ca3acb4a738c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/staged/tabsyn/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8df3301b363548406eaf9d6dc4b6c5d975ac771533878195e2ec8f41505a7095 +size 6285 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/real.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/real.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/real.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/test.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/synthetic/tabsyn_n11/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/tabsyn-n11-15215-20260430_234940.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/tabsyn-n11-15215-20260430_234940.csv new file mode 100644 index 0000000000000000000000000000000000000000..5940ca66d56ad4ef199b05351f6cf486e27324f8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/tabsyn-n11-15215-20260430_234940.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe857d82b0be4e8773afaa6341648746352bb224abac982e1b37da1ff4c6f93c +size 1556177 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/train_20260430_231205.log b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/train_20260430_231205.log new file mode 100644 index 0000000000000000000000000000000000000000..474e653fe9bb1d9e28425527af1770b6f465ad9d --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260430_231204/train_20260430_231205.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a9ac15bd4a29bd386ef81a56c59c1716a15c5b1bd6a34a8b6ad187728296b25 +size 2849183 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/_tabsyn_sample.py b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..833f8b9b75be20c607c8351161f240283001d8a7 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/_tabsyn_sample.py @@ -0,0 +1,39 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260501_041133" +dataname = "tabsyn_n11" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260501_041133/tabsyn-n11-15215-20260501_045031.csv" +tabsyn_root = "/workspace/tabsyn" + +assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}" + +old = os.environ.get("PYTHONPATH", "") +os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "") +sys.path.insert(0, tabsyn_root) + +os.chdir(tabsyn_root) + +# Ensure data symlink exists +data_link = os.path.join(tabsyn_root, "data", dataname) +data_src = os.path.join(work_dir, "data", dataname) +os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True) +if os.path.exists(data_link): + os.remove(data_link) +os.symlink(data_src, data_link) + +print(f"[TabSyn] Sampling 15215 rows") +env = os.environ.copy() +env.setdefault("TABSYN_RESUME", "1") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "sample", + "--method", "tabsyn", + "--gpu", "0", + "--save_path", output_csv], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) +print(f"[TabSyn] Saved -> {output_csv}") diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/_tabsyn_train.py b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..b4e9d4b9bd3fa23cd3d4f9989e70587f9979798e --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/_tabsyn_train.py @@ -0,0 +1,65 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260501_041133" +dataname = "tabsyn_n11" +tabsyn_root = "/workspace/tabsyn" + +assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}" + +old = os.environ.get("PYTHONPATH", "") +os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "") +sys.path.insert(0, tabsyn_root) + +os.chdir(tabsyn_root) + +# Symlink data dir into TabSyn data/ +data_link = os.path.join(tabsyn_root, "data", dataname) +data_src = os.path.join(work_dir, "data", dataname) +os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True) +if os.path.exists(data_link): + os.remove(data_link) +os.symlink(data_src, data_link) + +env = os.environ.copy() +env.setdefault("TABSYN_RESUME", "1") +env.setdefault("TABSYN_VAE_BATCH_SIZE", "1024") +# Safer defaults for wide tables on Docker: reduce shared-memory pressure in diffusion DataLoader. +env.setdefault("TABSYN_DIFFUSION_NUM_WORKERS", "0") +_te = None +if _te is not None: + env["TABSYN_VAE_EPOCHS"] = str(_te) + env["TABSYN_DIFFUSION_MAX_EPOCHS"] = str(max(_te + 1, 2)) + +# Data preprocessing is done on the host side (_prepare_data_dir) +# which creates .npy files, train/test CSVs, and info.json + +# Step 1: Train VAE (produces latent embeddings) +print(f"[TabSyn] Step 1/2: Training VAE in {tabsyn_root}, dataname={dataname}") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "train", + "--method", "vae", + "--gpu", "0"], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + print("[TabSyn] VAE training failed") + sys.exit(ret.returncode) + +# Step 2: Train diffusion model on latent space +print(f"[TabSyn] Step 2/2: Training diffusion model") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "train", + "--method", "tabsyn", + "--gpu", "0"], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + print("[TabSyn] Diffusion training failed") + sys.exit(ret.returncode) +print("[TabSyn] Training complete (VAE + Diffusion)") diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_test.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..65f01f4aaf9b5e6ac281ddfd05f178b82dc24ba9 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab6735c7290e805ffeb57d96cdb652930cd19766131eb333e144f301ca5c5d90 +size 128 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_train.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..65f01f4aaf9b5e6ac281ddfd05f178b82dc24ba9 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab6735c7290e805ffeb57d96cdb652930cd19766131eb333e144f301ca5c5d90 +size 128 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_test.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..cda65645f7509c4b59dba4a620ca6db54dcdbe84 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:013e32900eef106da63d972b40b61296d91c04d1ce8196fd0cb8d54081f58c59 +size 608728 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_train.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..cda65645f7509c4b59dba4a620ca6db54dcdbe84 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/X_num_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:013e32900eef106da63d972b40b61296d91c04d1ce8196fd0cb8d54081f58c59 +size 608728 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/info.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/info.json new file mode 100644 index 0000000000000000000000000000000000000000..1b941d397b274e9002b8e7fa2af1027ca2211342 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/info.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:66f56d6dc5894de4506c69e54d102b4c1e8c7078ab9a68c25cb1a33f015ee4f4 +size 2232 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/test.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/train.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_test.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..b9daa4049b7c19eb916f95443c35c7cfbf34726e --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed032a868b2263b0d8eb889ebf4ea480e38bcbbc5c51dedc15645d235005d2f9 +size 121848 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_train.npy b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..b9daa4049b7c19eb916f95443c35c7cfbf34726e --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/data/tabsyn_n11/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed032a868b2263b0d8eb889ebf4ea480e38bcbbc5c51dedc15645d235005d2f9 +size 121848 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/gen_20260501_045031.log b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/gen_20260501_045031.log new file mode 100644 index 0000000000000000000000000000000000000000..d74f1224ca566bd29d8cf2a51cc630088e037152 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/gen_20260501_045031.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ed20a953d543f7e4ffafb9e847065b44c9085cda447025eec8ca4e937f51e55 +size 950 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/input_snapshot.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..a5a0ea2be41f2d4e3c19baf33a693e51d842c71b --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5079ada73320e6a27fe472104e990fdf996a6bbccaa9cfdf3c72c6f00bafe2e +size 1359 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/public_gate_report.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/staged_input_manifest.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e5a1c9c84efb1c30621436174dc597ea339a7f00 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:841cd561f071f97f549f6d8eb6639aaa986e1711d1e3765983a32d737746e14a +size 6089 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/runtime_result.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..f84af09ecf79995308a9bef7cadb0ac7cfb97b52 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b7c271d6a276f13b239b2b53a5d5f7e2626e3784f7e14489ca5a6f7cc6d8e803 +size 883 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/staged_features.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/test.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/train.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/val.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_report.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..b119969adf9d57c6be53699a610e51287acb3556 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4568f4256431b95754df73452641242d70b2380c395a43ad9dfdd559d1d75a35 +size 320 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_transforms_applied.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/model_input_manifest.json b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d1fdc8998a3b55f06cde98b8566cbba83a103e6e --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/staged/tabsyn/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41836ad6e5384833f8fe5f325e44a3b06ddaf25aaba74ed880121162a9e746b8 +size 6285 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/real.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/real.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/real.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/test.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..adb2da2a9734fb5b3bb2e0fa1cd5b5815b1416c8 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/synthetic/tabsyn_n11/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bc9e44218596dd6aaa5480a6b4a586c49f9d705a939a7c3089af9bd29cf68 +size 1182326 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/tabsyn-n11-15215-20260501_045031.csv b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/tabsyn-n11-15215-20260501_045031.csv new file mode 100644 index 0000000000000000000000000000000000000000..143240dc5d17016a56e0d75dbe781b1b02186b60 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/tabsyn-n11-15215-20260501_045031.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3469078d60cc784cfccd268ed9ba2b6d8fbe07e71684cbbc2e3fc72af67d9041 +size 1557239 diff --git a/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/train_20260501_041134.log b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/train_20260501_041134.log new file mode 100644 index 0000000000000000000000000000000000000000..d96540f3d0ae957de8cf08c88b7bd560906e9a52 --- /dev/null +++ b/SynthData0523/main/n11/tabsyn/tabsyn-n11-20260501_041133/train_20260501_041134.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6dc4cf58eb9a35a8ac37d2782b0b1bdca13c182d2ec53daaf38ca4b1dccd88e9 +size 2885479 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/_tvae_generate.py b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..1e9960d2e8bee2e751187acef9cd71c097537f6c --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/_tvae_generate.py @@ -0,0 +1,5 @@ +from ctgan.synthesizers.tvae import TVAE +model = TVAE.load("/work/output-SpecializedModels/n11/tvae/tvae-n11-20260328_053538/models_300epochs/tvae_300epochs.pt") +samples = model.sample(15215) +samples.to_csv("/work/output-SpecializedModels/n11/tvae/tvae-n11-20260328_053538/tvae-n11-15215-20260330_070442.csv", index=False) +print(f"[TVAE] Generated 15215 rows -> /work/output-SpecializedModels/n11/tvae/tvae-n11-20260328_053538/tvae-n11-15215-20260330_070442.csv") diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/_tvae_train.py b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..31d4fecc2c997ee98d6d77f01d73dcbe09841cd9 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/_tvae_train.py @@ -0,0 +1,16 @@ +import json, sys +import pandas as pd +from ctgan.data import read_csv +from ctgan.synthesizers.tvae import TVAE + +csv_path = "/work/output-SpecializedModels/n11/tvae/tvae-n11-20260328_053538/staged/public/train.csv" +meta_path = "/work/output-SpecializedModels/n11/tvae/tvae-n11-20260328_053538/tvae_metadata.json" +save_path = "/work/output-SpecializedModels/n11/tvae/tvae-n11-20260328_053538/models_300epochs/tvae_300epochs.pt" +epochs = 300 + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}") +model = TVAE(epochs=epochs, batch_size=500) +model.fit(data, discrete_columns) +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260328_101408.log b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260328_101408.log new file mode 100644 index 0000000000000000000000000000000000000000..32807855e5b62ef5b6eed69d59fb03428fa0cb2b --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260328_101408.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f7298e9326ea5abdb61f76fbd2d3b5cb77eb7e27e0b4cd71134e5707d818da51 +size 129 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260330_070442.log b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260330_070442.log new file mode 100644 index 0000000000000000000000000000000000000000..be126cf09f0fbbe0777d01539f4fdcc7d3afbb53 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/gen_20260330_070442.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aaf1d2ace0d7834df993c5bed225a3723247663f33cf850dd9526ed33f11aabb +size 131 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/input_snapshot.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..06e6c5fd80c3dcb18bc9156e51c573bdee081242 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:608e48ec09d1ed64b35c42a4317e8e79cd812bd576b810d0e45a122bb7beb4cc +size 1357 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/train_20260328_053539.log b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/train_20260328_053539.log new file mode 100644 index 0000000000000000000000000000000000000000..3ce865232876978b433beca016b87b8eb3ebbe43 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/train_20260328_053539.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2bb8769a35799ee7cff59243f169b0db323e87d1353c58de95abb34316d2391 +size 173 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/tvae_300epochs.pt b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/tvae_300epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..1ba53036008d1271cf03c94479ae8c762d5091d3 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/models_300epochs/tvae_300epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf24e2fe2fab70a63c50c0796e3cd462f91e8779a19b9e245095f8d0962a5934 +size 790828 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/public_gate_report.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/staged_input_manifest.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6d1fd0bd710df80177469aa03d474549a3b7230d --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3d67a297491dc847cdeba08fd788fbf9d29a55aad867df60a3eabb7c248a48d8 +size 6044 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/runtime_result.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..b5e6c7549d63a02c07335731c3dc3cd1d5d6c556 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1c1a616d66af660be6493be93b74d9d5ee70e138a9ce213450f9a47693db231c +size 442 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/staged_features.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/test.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/train.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/val.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_report.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..d60bb00a84727e3b1d4190f382681eba6bfb2882 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:11f4a23fd749db7b47b0d8f429658029030e4baf0184fcc39c15eb7855fe49e8 +size 309 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_transforms_applied.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/model_input_manifest.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a032a0231f3bb117d5ecc84bfb8e998325fd1106 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/staged/tvae/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd4136038ec7d6d45426a03a4f26664d8b6ba9707b34437036387ce35e508597 +size 6229 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-1000-20260328_101408.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-1000-20260328_101408.csv new file mode 100644 index 0000000000000000000000000000000000000000..37337d0925bad0dca93de59d8a2edcadb40a6830 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-1000-20260328_101408.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a5772691cb8206165123f306e7754ea74b3541f9111d27b5330945522eb61c9 +size 189461 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-15215-20260330_070442.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-15215-20260330_070442.csv new file mode 100644 index 0000000000000000000000000000000000000000..d8896212136393739795a3e9068a034f0ba0e4e9 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae-n11-15215-20260330_070442.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:207755d0ff1dd64e3b218afb9dab0afc7f6bb249b5a8243377f22128f937f788 +size 2882204 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae_metadata.json b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260328_053538/tvae_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/_tvae_generate.py b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..9e4b856dcbc0c03be55a28643e593faa566fb676 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/_tvae_generate.py @@ -0,0 +1,23 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260501_060415/models_300epochs/tvae_300epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260501_060415/tvae-n11-15215-20260501_060612.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260501_060415/tvae-n11-15215-20260501_060612.csv") diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/_tvae_train.py b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..80f11947200160a432862709610101f0a5f04466 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/_tvae_train.py @@ -0,0 +1,30 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +from ctgan.data import read_csv +from ctgan.synthesizers.tvae import TVAE + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260501_060415/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260501_060415/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260501_060415/models_300epochs/tvae_300epochs.pt" +epochs = 300 + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}") +model = TVAE(epochs=epochs, batch_size=500) +model.fit(data, discrete_columns) +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/gen_20260501_060612.log b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/gen_20260501_060612.log new file mode 100644 index 0000000000000000000000000000000000000000..12aa98b94c87a148a484f0751fd48a794ec97c31 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/gen_20260501_060612.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:39be73284f50e7af2999301a8aeef40dc550f913864a42f3845bdf385c803bb2 +size 409 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/input_snapshot.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..06e6c5fd80c3dcb18bc9156e51c573bdee081242 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:608e48ec09d1ed64b35c42a4317e8e79cd812bd576b810d0e45a122bb7beb4cc +size 1357 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/train_20260501_060415.log b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/train_20260501_060415.log new file mode 100644 index 0000000000000000000000000000000000000000..f7984fef54c617064f323ba63bb0d0ceb8ad67c1 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/train_20260501_060415.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:752e0addc424b91ff97b538ca072de64d2a36b12afcb0a464224a7ad3183cedf +size 536 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/tvae_300epochs.pt b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/tvae_300epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..46d2c7c549447cb3f8b5dd9c1ad52d7e076877f5 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/models_300epochs/tvae_300epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22ef9339d6a73c9caf0be5e43765d74a4da2901637f0a64b743ff93f376cd814 +size 790828 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/public_gate_report.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/staged_input_manifest.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3ce6e18a6d18eae7f311827b4e0d1e3f509dc6cf --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f3902f38eaef20f755c66d9f4bd60c2ae6a4318583596ecf807e69044c77801 +size 6069 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/runtime_result.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..46eb68ba323eac129c20ba31ec445952c4916622 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:97d3aea7d95fa54a4182fa98dc27187f9d8ccd218d14f72af3807eba4075cb6f +size 903 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/staged_features.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/test.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/train.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/val.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_report.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..40583eefc61c9849689b764c53c14901bc7d1906 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df25b2efc5eb42b30e9a8c4a6e70fe92a249c861d7479aaf28f71b999b1ef49a +size 314 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_transforms_applied.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/model_input_manifest.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ec75c7abcbcf6671208129dc40bf6972e5179c15 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/staged/tvae/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5aec8dedee10357f7bbed62f8392532ec579bee574a273f15207ce2b833c2e9f +size 6259 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae-n11-15215-20260501_060612.csv b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae-n11-15215-20260501_060612.csv new file mode 100644 index 0000000000000000000000000000000000000000..8882c4f61e9a4b87850220f407fd91f40acc7de4 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae-n11-15215-20260501_060612.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b16c71741840bc635f0e86a02736b1e041e81c258f32848e9f0329becbcda31 +size 2883511 diff --git a/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae_metadata.json b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/main/n11/tvae/tvae-n11-20260501_060415/tvae_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726