Add files using upload-large-folder tool

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/_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/n3/tvae/tvae-n3-20260501_060320/models_300epochs/tvae_300epochs.pt")
+total = 3918
+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/n3/tvae/tvae-n3-20260501_060320/tvae-n3-3918-20260501_060403.csv", index=False)
+print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n3/tvae/tvae-n3-20260501_060320/tvae-n3-3918-20260501_060403.csv")

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/_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/n3/tvae/tvae-n3-20260501_060320/staged/public/train.csv"
+meta_path = "/work/output-Benchmark-trainonly-v1/n3/tvae/tvae-n3-20260501_060320/tvae_metadata.json"
+save_path = "/work/output-Benchmark-trainonly-v1/n3/tvae/tvae-n3-20260501_060320/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}")

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/gen_20260501_060403.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b805205fe0670464d99d13c058266b9491632b06bd7170e1e7cad7c460d9a47
+size 404

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/input_snapshot.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2a29ef4cbdff3c5c3f19d4f9de3c9c7f38fdfdc2701f2dc5155c231901f0cc8
+size 1343

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/models_300epochs/train_20260501_060321.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc4447f74c016865260f7b641e9546d03111075941663af4f0186f41e0e79191
+size 532

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/models_300epochs/tvae_300epochs.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c811a4991f5380d143ff914ad69c9d59d270b03118cc347469e81e3f55d9e5f5
+size 641004

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/public_gate/normalized_schema_snapshot.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0d6ea2b78489a6f1d2a4546e12404214ae439c9439a9922bea713ec72b4b12a
+size 5698

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/public_gate/public_gate_report.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0ef01a386dd32e531a00a2fe40df2aeed2cbeace8b0beab6956a3accd027a93
+size 914

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/public_gate/staged_input_manifest.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:222d9b0289032acd1aa775904ef151daa6ab2f53030502a91279f8395b2b3e0b
+size 6474

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/runtime_result.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b437db49dfe7f37199d02c3f6dcf9e684f6c742dcd8e35563763c6b98d9fe934
+size 894

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/staged/public/staged_features.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:554e7aee4c0517bcf9d7810fc4a5563b6ed24d721bc267fee16aa28edd889143
+size 1179

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/staged/public/test.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:19e107152a94432e2a37ff045c00cfe35e1be30208b1553080d7dd0ede256d3b
+size 28944

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/staged/public/train.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7813c8cca73ba4bfc6559215257b341c21e459980ad17ae6ddc809306bc9a0b9
+size 229945

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/staged/public/val.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf5979d9675567d9d6642640c9b84fc6c49e492604144723c30f50516c05cee6
+size 28791

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/staged/tvae/adapter_report.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c208d6ef3e2c4e222494be91683f449002dccdb4cfe29c57b36807d891b2a32c
+size 312

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/staged/tvae/adapter_transforms_applied.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
+size 2

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/staged/tvae/model_input_manifest.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f3082ad3c219f7a6451e1ad3027d053f7a4c153fbbba6102c81147f542c2cb6
+size 6662

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/tvae-n3-3918-20260501_060403.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68d4738c0d73ccb5e6e8ff0595a6f0b4b19a83b6696fd24ff768b0090bd0d49c
+size 820086

syntheticSuccess/n3/tvae/tvae-n3-20260501_060320/tvae_metadata.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed0fccab4b7468f519203802e4215d32d4b6dde84f2294dabfe9040e3af45d41
+size 851