diff --git a/.gitattributes b/.gitattributes index bb12744bde6550d2af658461e1fd9e5eb9d61083..555130e311df43346006e1afb9c34549d0c7d539 100644 --- a/.gitattributes +++ b/.gitattributes @@ -3728,3 +3728,50 @@ SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/X_num_val.npy filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/real.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_val.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/train_20260501_053602.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/gen_20260501_054310.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen-c2-1382-20260501_054310.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen_meta.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/train_20260501_054310.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/gen_20260505_025616.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/run_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen-c2-1382-20260505_025616.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen_meta.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/train_20260505_025616.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/gen_20260505_025721.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/run_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/val.csv b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..f778fcd2758e712a195229c6f50504f94f046c8d --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a54d8aab34745836c4d0260009787c8064c2c3e9d99040c5a6856190eb0745e9 +size 24215 diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_test.npy b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..8bfc8f9de7350657cd6411c55d2b9b87bea9c13a --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f8eb0b25043331a30fde5439f063eed59e7a76f45d7d102b9b4fbcd16b551b4 +size 11184 diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_train.npy b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..8bfc8f9de7350657cd6411c55d2b9b87bea9c13a --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f8eb0b25043331a30fde5439f063eed59e7a76f45d7d102b9b4fbcd16b551b4 +size 11184 diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_val.npy b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_val.npy new file mode 100644 index 0000000000000000000000000000000000000000..8bfc8f9de7350657cd6411c55d2b9b87bea9c13a --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2/y_val.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f8eb0b25043331a30fde5439f063eed59e7a76f45d7d102b9b4fbcd16b551b4 +size 11184 diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/train_20260501_053602.log b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/train_20260501_053602.log new file mode 100644 index 0000000000000000000000000000000000000000..6de7164078944facc6e0eb3de930d92356d8d9f9 --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/train_20260501_053602.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c984eb61e2f9cdc4c93c5c141f20a2c4bc968b83806b61b00faa48a7107b0ec7 +size 287391 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/_tabpfgen_generate.py b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/_tabpfgen_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..2e5bce57f95edf1af58f5e2feb9331fdadf5fe8e --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/_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/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/train.csv") +target_col = "class" + +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(1382) + +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/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen-c2-1382-20260501_054310.csv", index=False) +print(f"[TabPFGen] Saved {len(syn_df)} rows -> /work/output-Benchmark-trainonly-v1/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen-c2-1382-20260501_054310.csv") diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/gen_20260501_054310.log b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/gen_20260501_054310.log new file mode 100644 index 0000000000000000000000000000000000000000..5e8eaa6e31f04719374111dcb97f6380827d61c4 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/gen_20260501_054310.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df9c8e7725f68e68c48bbd793583da34cdc8df62d4753f48f5d794b3c2fe2a6e +size 1299 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/input_snapshot.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..65e7b5cff189dd4b0830b9610f3ffe3ce0cc7bfe --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e348e38f04c3c1041d993b37fc998db9f8328874eca78bab60f77644edd5cb1a +size 1344 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..bc291aca72c2ac00d7eb2da74c894bb15ef82aed --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a63ea2091eccf0145444f670415e7201dbdd052bc2ddabdc4241f6f16bdcf0a0 +size 3153 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/public_gate_report.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..7a6c2a269c5cb0cf7e30d07bcc6766f4fd653e51 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdc8c14ffce6055ca726f7949b2900c4ba619b670f8fc63c61328c24e4c46c66 +size 912 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/staged_input_manifest.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..245ae92cb6b8ac89595029ae98aff5a408869c2b --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f818478b10296a56030457484f5ddc47ba351b370e0674a994465a66fdabc08 +size 3969 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/runtime_result.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..40d5208c5b0334f54b67fd1d953059bdc6fb4437 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f07115b045396870ecbfef17da98042b5447955d6b78d2aff5217e5deb2b278 +size 887 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/staged_features.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..96ce2fcc5c1b712d1baabe9a6462bb9c882c30fc --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37511511f1d7cb0e004f9d7305c900644ebefe672c9a1a418c1f29b36786fabd +size 659 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/test.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b48114a7d0bc5bd9a07920f903c8d4aba8bf98bf2a66a050da03588b0245ca73 +size 5273 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/train.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..da4f4d55134eebc0e51157d0d467536371db1484 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4aed00c2c2b3f88a55a7ebff31b2e1b5e0e32fb0a7267e0b9d2779cd23e434dd +size 41565 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/val.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26e90c1170a57a14c05832ac88027722b1f3848f9662c7c09ef7c93dcba4cc01 +size 5176 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/adapter_report.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..22e3c1ffee7a6c194293b78b3cf30411f0c1df53 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0bef0e7b67187e8dc57ca54652e8e192dc7db05dd6b8e972652856606832d55f +size 324 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/adapter_transforms_applied.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/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/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/model_input_manifest.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8f1cb75744089186811b2f3698a036940619fe67 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/staged/tabpfgen/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:984558f0cad38f2931ed81c8907d564187f4bf4bac59fdd0faa53721d024cf0d +size 4169 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen-c2-1382-20260501_054310.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen-c2-1382-20260501_054310.csv new file mode 100644 index 0000000000000000000000000000000000000000..7deaca4f7a6caf6fad2c45c7da3bb3d51f33f543 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen-c2-1382-20260501_054310.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c1b5c3eb2de3884b6fa7c5f7dfec978ca2c4fb9011eb27b75455fdb21cd7e0c4 +size 41880 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen_meta.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..c47b344a0630ef4bb49c7890582915a71c327c0b --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/tabpfgen_meta.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:726f0361d59073ce9882465385428c84ef34067f3c08831531a3daf1dab5f023 +size 444 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/train_20260501_054310.log b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/train_20260501_054310.log new file mode 100644 index 0000000000000000000000000000000000000000..94fdfcacc461196060df1374638916fa0f16eedd --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260501_054310/train_20260501_054310.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:90cbba9f28b2fe9d533d38ca45ee2eb45779177b84e934be49d88ee80150e9e1 +size 595 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/_tabpfgen_generate.py b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/_tabpfgen_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..de2c9f95c0e5382f3aada6551621d085c53b9cb7 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/_tabpfgen_generate.py @@ -0,0 +1,122 @@ +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/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/train.csv") +target_col = "class" + +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 +fit_rows_cap = max(1, int(os.environ.get("TABPFGEN_FIT_MAX_ROWS", "50000"))) +if len(X) > fit_rows_cap: + rng = np.random.default_rng(42) + idx = np.sort(rng.choice(len(X), size=fit_rows_cap, replace=False)) + X = X[idx] + y = y[idx] + print(f"[TabPFGen] Downsampled fit rows -> {len(X)} (cap={fit_rows_cap})") +target_n = int(1382) + +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 + +chunk_rows = max(1, int(os.environ.get("TABPFGEN_GEN_CHUNK_ROWS", "256"))) +device = (os.environ.get("TABPFGEN_DEVICE") or "auto").strip() or "auto" + +# 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=device, +) + +print(f"[TabPFGen] Generating {target_n} rows via generate_classification (chunk_rows={chunk_rows}, device={device})") +x_parts = [] +y_parts = [] +remaining = target_n +while remaining > 0: + take = min(chunk_rows, remaining) + X_part, y_part = gen.generate_classification(X, y, n_samples=take) + x_parts.append(np.asarray(X_part)) + y_parts.append(np.asarray(y_part)) + remaining -= take + print(f"[TabPFGen] chunk done: take={take}, remaining={remaining}") + +X_syn = np.concatenate(x_parts, axis=0) +y_syn = np.concatenate(y_parts, axis=0) + +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/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen-c2-1382-20260505_025616.csv", index=False) +print(f"[TabPFGen] Saved {len(syn_df)} rows -> /work/output-Benchmark-trainonly-v1/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen-c2-1382-20260505_025616.csv") diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/gen_20260505_025616.log b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/gen_20260505_025616.log new file mode 100644 index 0000000000000000000000000000000000000000..506db7827d711baa97aed013f1ba6e59108cd6a6 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/gen_20260505_025616.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f5d458b4b59998c2c42f537e6b26bac862be64d1921b1a4fadee21c85c8f64b +size 5240 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/input_snapshot.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..65e7b5cff189dd4b0830b9610f3ffe3ce0cc7bfe --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e348e38f04c3c1041d993b37fc998db9f8328874eca78bab60f77644edd5cb1a +size 1344 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..bc291aca72c2ac00d7eb2da74c894bb15ef82aed --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a63ea2091eccf0145444f670415e7201dbdd052bc2ddabdc4241f6f16bdcf0a0 +size 3153 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/public_gate_report.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..7a6c2a269c5cb0cf7e30d07bcc6766f4fd653e51 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdc8c14ffce6055ca726f7949b2900c4ba619b670f8fc63c61328c24e4c46c66 +size 912 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/staged_input_manifest.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d56af3629f5ef81aaee671eba7d08a4ba4b1f8ac --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b87d35348d30bd18c5232a074eaa8b24575d25f34bd7d6265ec03945d10a4720 +size 3969 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/run_config.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..dec343883b2b929b86d165ad5ce1c072ff80cbd1 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db45a5a1684061848def6bf382c94608a69f0f3eaa96ac261d896a61f385b293 +size 2085 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/runtime_result.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..2a04502a891ec4b67a7670e868a46bf714339ec0 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:32a23a330be3bd31d73a3b72d4218e3c0418c8661ba8e7e79f9f069654b8308e +size 887 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/staged_features.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..96ce2fcc5c1b712d1baabe9a6462bb9c882c30fc --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37511511f1d7cb0e004f9d7305c900644ebefe672c9a1a418c1f29b36786fabd +size 659 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/test.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b48114a7d0bc5bd9a07920f903c8d4aba8bf98bf2a66a050da03588b0245ca73 +size 5273 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/train.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..da4f4d55134eebc0e51157d0d467536371db1484 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4aed00c2c2b3f88a55a7ebff31b2e1b5e0e32fb0a7267e0b9d2779cd23e434dd +size 41565 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/val.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26e90c1170a57a14c05832ac88027722b1f3848f9662c7c09ef7c93dcba4cc01 +size 5176 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/adapter_report.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..a42f9d99b48b06f523d1527b32119e4d5523255a --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0a52867a3be6a0e53760b19fff04e71af5ede5e7778fbeb8b4b811ffb0796593 +size 324 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/adapter_transforms_applied.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/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/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/model_input_manifest.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7fafaf6741cfb0906cae51ab08313e573b270d5b --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/staged/tabpfgen/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2d450ce6406cb672af106409c75f2db2982cac0991ca39081d9ca1136a652f5 +size 4169 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen-c2-1382-20260505_025616.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen-c2-1382-20260505_025616.csv new file mode 100644 index 0000000000000000000000000000000000000000..12f0063b75045ce6640f0214aa9fdfa268e8b983 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen-c2-1382-20260505_025616.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:70e48c6eab10154c876f2a5b0c57ac997ae9a72ddab6f20b09b2e26b7653f358 +size 41593 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen_meta.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..b68185042e750adbe9a790dd3b6225baf3e256f2 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/tabpfgen_meta.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:50ebf96cefd18fccd16658f3f9ad30448074fd157ac6e01d476c7a46558a9635 +size 444 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/train_20260505_025616.log b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/train_20260505_025616.log new file mode 100644 index 0000000000000000000000000000000000000000..451773e1baef686744c3581b3a7847fb2e511c75 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025616/train_20260505_025616.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9090392c04c0e75d9a7c201bf6f51c126d1bb2a6edb304986c71d6dbaf8ac088 +size 595 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/_tabpfgen_generate.py b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/_tabpfgen_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..d9f0b7d9d50bec01afbb54ac06aeaa79676eedbd --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/_tabpfgen_generate.py @@ -0,0 +1,122 @@ +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/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/train.csv") +target_col = "class" + +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 +fit_rows_cap = max(1, int(os.environ.get("TABPFGEN_FIT_MAX_ROWS", "50000"))) +if len(X) > fit_rows_cap: + rng = np.random.default_rng(42) + idx = np.sort(rng.choice(len(X), size=fit_rows_cap, replace=False)) + X = X[idx] + y = y[idx] + print(f"[TabPFGen] Downsampled fit rows -> {len(X)} (cap={fit_rows_cap})") +target_n = int(1382) + +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 + +chunk_rows = max(1, int(os.environ.get("TABPFGEN_GEN_CHUNK_ROWS", "256"))) +device = (os.environ.get("TABPFGEN_DEVICE") or "auto").strip() or "auto" + +# 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=device, +) + +print(f"[TabPFGen] Generating {target_n} rows via generate_classification (chunk_rows={chunk_rows}, device={device})") +x_parts = [] +y_parts = [] +remaining = target_n +while remaining > 0: + take = min(chunk_rows, remaining) + X_part, y_part = gen.generate_classification(X, y, n_samples=take) + x_parts.append(np.asarray(X_part)) + y_parts.append(np.asarray(y_part)) + remaining -= take + print(f"[TabPFGen] chunk done: take={take}, remaining={remaining}") + +X_syn = np.concatenate(x_parts, axis=0) +y_syn = np.concatenate(y_parts, axis=0) + +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/c2/tabpfgen/tabpfgen-c2-20260505_025721/tabpfgen-c2-1382-20260505_025721.csv", index=False) +print(f"[TabPFGen] Saved {len(syn_df)} rows -> /work/output-Benchmark-trainonly-v1/c2/tabpfgen/tabpfgen-c2-20260505_025721/tabpfgen-c2-1382-20260505_025721.csv") diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/gen_20260505_025721.log b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/gen_20260505_025721.log new file mode 100644 index 0000000000000000000000000000000000000000..7eb61c8ad5c79fecf0fd4d83df6163f786948269 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/gen_20260505_025721.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:73fb3b3c86762383f2e81791adc6ee51511d4cd11ba9211cbfbc399e9f88654b +size 5240 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/input_snapshot.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..65e7b5cff189dd4b0830b9610f3ffe3ce0cc7bfe --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e348e38f04c3c1041d993b37fc998db9f8328874eca78bab60f77644edd5cb1a +size 1344 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..bc291aca72c2ac00d7eb2da74c894bb15ef82aed --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a63ea2091eccf0145444f670415e7201dbdd052bc2ddabdc4241f6f16bdcf0a0 +size 3153 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/public_gate_report.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..7a6c2a269c5cb0cf7e30d07bcc6766f4fd653e51 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdc8c14ffce6055ca726f7949b2900c4ba619b670f8fc63c61328c24e4c46c66 +size 912 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/staged_input_manifest.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cca0259ebc3a89bb9da0528b006bf5af41bc28e9 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:136bd5eabc16f66291a5e0a10b308c7cec02a54441d389ce6c1b119225428dab +size 3969 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/run_config.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..a48a636162e1d2ac23f81a8e272ab2b0e33f35cc --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2f51720012cc0bc5b3ef8097ec44a014276ba1fe55f4a19fb5066f500408f0b3 +size 2086 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/runtime_result.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..cef637f8f704a72a2a82ee027d4247bb4e229f93 --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33489ba5beaf5bfaa829d4bbe0083f5a4ab79b0a6732c06e808406571f11a211 +size 887 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/staged_features.json b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..96ce2fcc5c1b712d1baabe9a6462bb9c882c30fc --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37511511f1d7cb0e004f9d7305c900644ebefe672c9a1a418c1f29b36786fabd +size 659 diff --git a/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/test.csv b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/tabpfgen/tabpfgen-c2-20260505_025721/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b48114a7d0bc5bd9a07920f903c8d4aba8bf98bf2a66a050da03588b0245ca73 +size 5273