Resume SynthData0523 main/n18 batch 2

.gitattributes

@@ -13312,3 +13312,51 @@ SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/run_config.json fil
 SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/runtime_result.json filter=lfs diff=lfs merge=lfs -text
 SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text
 SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/tabpfgen/adapter_report.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/tabpfgen/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/tabpfgen/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/tabpfgen-n18-60800-20260511_174400.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/tabpfgen_meta.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/train_20260511_174400.log filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_cat_test.npy filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_cat_train.npy filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_num_test.npy filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_num_train.npy filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/info.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/test.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/train.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/y_test.npy filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/y_train.npy filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/gen_20260512_204848.log filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/input_snapshot.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/run_config.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/runtime_result.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/tabsyn/adapter_report.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/tabsyn/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/tabsyn/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/synthetic/tabsyn_n18_tabsyn_n18_20260512_203110/real.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/synthetic/tabsyn_n18_tabsyn_n18_20260512_203110/test.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn-n18-60800-20260512_204848.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/diffusion/tabsyn_n18_tabsyn_n18_20260512_203110/model.pt filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/diffusion/tabsyn_n18_tabsyn_n18_20260512_203110/model_0.pt filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/decoder.pt filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/encoder.pt filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/model.pt filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/train_z.npy filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/train_20260512_203137.log filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/gen_20260424_070106.log filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/models_300epochs/train_20260424_055223.log filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/models_300epochs/tvae_300epochs.pt filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text
+SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/tvae-n18-60800-20260424_070106.csv filter=lfs diff=lfs merge=lfs -text

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/public/train.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4f62d3011246e39610effe2bc2bf195b676554e12e24ba0fb27a112349c1ba6
+size 61780661

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/public/val.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:596e7f65c18adcf2980f5fd952efc2bb45f10d968c1dbb1348839699a52adcf5
+size 7731240

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/tabpfgen/adapter_report.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e807162fac8d3dc278e561b5eb1f965c9d6a8e6dac241b9ef8bc90dd39a559b
+size 326

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/tabpfgen/adapter_transforms_applied.json

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

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/staged/tabpfgen/model_input_manifest.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cadbdd86b40413b6edfdf28aa094de4d5b86e1ec5e31f2caa1df20a07b25867a
+size 84507

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/tabpfgen-n18-60800-20260511_174400.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:54bba1e581e579ef7c17353005c9832af0d57d1ff727b0b2a19ec02530e02397
+size 103088183

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/tabpfgen_meta.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60a7eca2a8d4c08507f10524aa4662965988965d8c21f16486061e0fbae34459
+size 451

SynthData0523/main/n18/tabpfgen/tabpfgen-n18-20260511_174352/train_20260511_174400.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb6d7fa689efae68dd25b332d6c58c3e24bae0856ab3075f6789437fd41aea98
+size 599

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/_tabsyn_sample.py

@@ -0,0 +1,43 @@
+import os, sys, subprocess
+
+work_dir = "/work/output-Benchmark-trainonly-v1/n18/tabsyn/tabsyn-n18-20260512_203110"
+dataname = "tabsyn_n18_tabsyn_n18_20260512_203110"
+output_csv = "/work/output-Benchmark-trainonly-v1/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn-n18-60800-20260512_204848.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 60800 rows")
+env = os.environ.copy()
+env.setdefault("TABSYN_RESUME", "0")
+env.setdefault("TABSYN_VAE_BATCH_SIZE", "32")
+env.setdefault("TABSYN_VAE_EVAL_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
+env.setdefault("TABSYN_VAE_INFER_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
+env.setdefault("TABSYN_VAE_ENCODE_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
+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}")

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/_tabsyn_train.py

@@ -0,0 +1,69 @@
+import os, sys, subprocess
+
+work_dir = "/work/output-Benchmark-trainonly-v1/n18/tabsyn/tabsyn-n18-20260512_203110"
+dataname = "tabsyn_n18_tabsyn_n18_20260512_203110"
+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", "0")
+env.setdefault("TABSYN_VAE_BATCH_SIZE", "32")
+env.setdefault("TABSYN_VAE_NUM_WORKERS", "0")
+env.setdefault("TABSYN_VAE_EVAL_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
+env.setdefault("TABSYN_VAE_INFER_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
+env.setdefault("TABSYN_VAE_ENCODE_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
+# 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)")

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_cat_test.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c56b9a59e22dc3ad28b858f3efaf8ded3ff9e77fe101b1ed0b316c1d72d35948
+size 10214528

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_cat_train.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c56b9a59e22dc3ad28b858f3efaf8ded3ff9e77fe101b1ed0b316c1d72d35948
+size 10214528

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_num_test.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d32634747463d42035d32e25b4c3f15e826f06a24e5b325b1f7c25a73e0facc
+size 36236928

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/X_num_train.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d32634747463d42035d32e25b4c3f15e826f06a24e5b325b1f7c25a73e0facc
+size 36236928

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/info.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:347ce4bda48db4af352ed08bc99b135bf81b10bfbf33cf3f9277fdd00c032df1
+size 28617

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/test.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d58c0a99fb3e58d01a95457f606cc9c630b3415e8a7f9246c1d6d436ddf8551
+size 59443893

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/train.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d58c0a99fb3e58d01a95457f606cc9c630b3415e8a7f9246c1d6d436ddf8551
+size 59443893

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/y_test.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8a4850c10613731f03e0db7fd1517464395b40bb9d130e03fd2a6606fb3e313
+size 486528

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/data/tabsyn_n18_tabsyn_n18_20260512_203110/y_train.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8a4850c10613731f03e0db7fd1517464395b40bb9d130e03fd2a6606fb3e313
+size 486528

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/gen_20260512_204848.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6dacf3c44096bb4498f6954ee49599301eccb7431d74aafc3eb6c272a9136673
+size 951

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/input_snapshot.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45d2cb6db4674d6472ec2efc7401c3e80ed303fdb99b7ad948fc6ca41cae18cc
+size 1364

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/public_gate/normalized_schema_snapshot.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3724e0a85c0eb4c7fa53549f04213ff4a81ff001c20c899b25018c54d7f45b0d
+size 83479

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/public_gate/public_gate_report.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f18843c7d624d4de9d63cd4b11b0c400c33727ad59a065f1a3ff177d5c08c80f
+size 919

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/public_gate/staged_input_manifest.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0bbf0a912a9ddc8461fda3879f80e52c0e4ed101d1606f66b99c7f86fa348086
+size 84285

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/run_config.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47e8099192fd4d539468bf03278e25e992e1341fb91877183b7648734a3cc70e
+size 2334

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/runtime_result.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f3885c3266c08c374dc703a645796892e92cb20d7a3efbc122f593accafde04
+size 884

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/staged_features.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40b500cad8b6291c2dd897cd44f3305672e2caff01544bb597abb3ed059b1ca5
+size 15817

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/test.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3ab5b0f41b5a22ace2c4304bf3b9c8cb3f0ab8d352bdc33f8ff631429bc9c85
+size 7731470

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/train.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4f62d3011246e39610effe2bc2bf195b676554e12e24ba0fb27a112349c1ba6
+size 61780661

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/public/val.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:596e7f65c18adcf2980f5fd952efc2bb45f10d968c1dbb1348839699a52adcf5
+size 7731240

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/tabsyn/adapter_report.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d61876eea32c1d67031517c78602a7116ffd5a4430d4b6b70cfc2cdf0a559e72
+size 320

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/tabsyn/adapter_transforms_applied.json

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

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/staged/tabsyn/model_input_manifest.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:772a925f5eddccb33d5a96de6999c198e5d17d3b0e7f6010afb2673a54093417
+size 84481

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/synthetic/tabsyn_n18_tabsyn_n18_20260512_203110/real.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d58c0a99fb3e58d01a95457f606cc9c630b3415e8a7f9246c1d6d436ddf8551
+size 59443893

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/synthetic/tabsyn_n18_tabsyn_n18_20260512_203110/test.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d58c0a99fb3e58d01a95457f606cc9c630b3415e8a7f9246c1d6d436ddf8551
+size 59443893

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn-n18-60800-20260512_204848.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:79816a9a3bf35a9c332a3b922d959d760c9b95b96f557927d01c16edae40c017
+size 73874258

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/diffusion/tabsyn_n18_tabsyn_n18_20260512_203110/model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2588441a616df3ae1d78e30e3ca22223ced2f3a896b103d55285cb62b142641a
+size 47587281

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/diffusion/tabsyn_n18_tabsyn_n18_20260512_203110/model_0.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ea4adf28deca0d94de5a1b5ff7db9d10d1ef1c04401c878c2592f32b9402ca0
+size 47587577

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/decoder.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:19c88fad7888560184a05d47d8179b9e8f13a6c00d01ae7d6e439448585f28fe
+size 151490

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/encoder.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3aab08510898baae1a3dcac03768cce952747676a93de6e32237c5e55b65d851
+size 118653

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:007c03a50bb8efabf9b1da868069432d47577086cb9d95c44822d61482c17cac
+size 287879

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/tabsyn_ckpt/vae/tabsyn_n18_tabsyn_n18_20260512_203110/train_z.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c665acc9ae4b3da0e0b2c4f831622413e4793c5593ccf84ab2f1070b165d5839
+size 167321728

SynthData0523/main/n18/tabsyn/tabsyn-n18-20260512_203110/train_20260512_203137.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:170c336ed12df23690c5afbab2fc985ed10613a39d4e929f26dc30fc08e4cd84
+size 1152269

SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/_tvae_generate.py

@@ -0,0 +1,21 @@
+import os, sys
+sys.path.insert(0, "/work")
+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-SpecializedModels/n18/tvae/tvae-n18-20260424_055213/models_300epochs/tvae_300epochs.pt")
+total = 60800
+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-SpecializedModels/n18/tvae/tvae-n18-20260424_055213/tvae-n18-60800-20260424_070106.csv", index=False)
+print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-SpecializedModels/n18/tvae/tvae-n18-20260424_055213/tvae-n18-60800-20260424_070106.csv")

SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/_tvae_train.py

@@ -0,0 +1,21 @@
+import json, os, sys
+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")
+
+csv_path = "/work/output-SpecializedModels/n18/tvae/tvae-n18-20260424_055213/staged/public/train.csv"
+meta_path = "/work/output-SpecializedModels/n18/tvae/tvae-n18-20260424_055213/tvae_metadata.json"
+save_path = "/work/output-SpecializedModels/n18/tvae/tvae-n18-20260424_055213/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}")

SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/gen_20260424_070106.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3bfc341de45a2638037605cbb8852e30d5dc7a334cb3c75fd1df3615730e1ac9
+size 142

SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/input_snapshot.json

@@ -0,0 +1,36 @@
+{
+  "dataset_id": "n18",
+  "model": "tvae",
+  "inputs": {
+    "train_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/n18/n18-train.csv",
+      "exists": true,
+      "size": 43546804,
+      "sha256": "9fe631ab9b0a3e358958940bc941091f78d50a4be42dbc27bada9ac381f79a22"
+    },
+    "val_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/n18/n18-val.csv",
+      "exists": true,
+      "size": 5451301,
+      "sha256": "bfa2c19dd55d129999f8bd416d752bd3f27534e96e64e3470db882c46e0bebb3"
+    },
+    "test_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/n18/n18-test.csv",
+      "exists": true,
+      "size": 5456707,
+      "sha256": "f55b07dcf84260883a57d80bad1f14f4ae16c9129048c13ed6816c5ffe7f4176"
+    },
+    "profile_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/n18/n18-dataset_profile.json",
+      "exists": true,
+      "size": 62077,
+      "sha256": "5dfda6a9673ce8e970b607e1c6eb8ba52f2cc61f2baeb4e915d6d3f58a1c3524"
+    },
+    "contract_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/n18/n18-dataset_contract_v1.json",
+      "exists": true,
+      "size": 84071,
+      "sha256": "450559cfe489a1776130310b2afe2fc8e69e57522c5f146a364cb706374bdf32"
+    }
+  }
+}

SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/models_300epochs/train_20260424_055223.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:400be74ea23130d0abe8516ee4ef5457a40e6387ae2b4cd406b31bcfcab9146b
+size 174

SynthData0523/main/n18/tvae/tvae-n18-20260424_055213/models_300epochs/tvae_300epochs.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c15b38cb6b7a2cd8117e7cacfed6c170a17290ae132c0b147166cd4948e9340
+size 10605868