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  1. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/_tabsyn_sample.py +39 -0
  2. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/_tabsyn_train.py +65 -0
  3. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/X_cat_test.npy +3 -0
  4. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/X_cat_train.npy +3 -0
  5. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/X_num_test.npy +3 -0
  6. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/X_num_train.npy +3 -0
  7. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/info.json +3 -0
  8. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/test.csv +3 -0
  9. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/train.csv +3 -0
  10. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/y_test.npy +3 -0
  11. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/y_train.npy +3 -0
  12. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/gen_20260429_061024.log +3 -0
  13. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/input_snapshot.json +3 -0
  14. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/public_gate/normalized_schema_snapshot.json +3 -0
  15. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/public_gate/public_gate_report.json +3 -0
  16. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/public_gate/staged_input_manifest.json +3 -0
  17. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/runtime_result.json +3 -0
  18. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/staged/public/staged_features.json +3 -0
  19. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/staged/public/test.csv +3 -0
  20. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/staged/public/train.csv +3 -0
  21. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/staged/public/val.csv +3 -0
  22. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/staged/tabsyn/adapter_report.json +3 -0
  23. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/staged/tabsyn/adapter_transforms_applied.json +3 -0
  24. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/staged/tabsyn/model_input_manifest.json +3 -0
  25. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/synthetic/tabsyn_m6/real.csv +3 -0
  26. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/synthetic/tabsyn_m6/test.csv +3 -0
  27. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/tabsyn-m6-9864-20260429_061024.csv +3 -0
  28. syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/train_20260429_052236.log +3 -0
syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/_tabsyn_sample.py ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ import os, sys, subprocess
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+
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+ work_dir = "/work/output-Benchmark-trainonly-v1/m6/tabsyn/tabsyn-m6-20260429_052236"
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+ dataname = "tabsyn_m6"
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+ output_csv = "/work/output-Benchmark-trainonly-v1/m6/tabsyn/tabsyn-m6-20260429_052236/tabsyn-m6-9864-20260429_061024.csv"
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+ tabsyn_root = "/workspace/tabsyn"
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+
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+ assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}"
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+
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+ old = os.environ.get("PYTHONPATH", "")
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+ os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "")
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+ sys.path.insert(0, tabsyn_root)
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+
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+ os.chdir(tabsyn_root)
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+
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+ # Ensure data symlink exists
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+ data_link = os.path.join(tabsyn_root, "data", dataname)
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+ data_src = os.path.join(work_dir, "data", dataname)
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+ os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True)
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+ if os.path.exists(data_link):
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+ os.remove(data_link)
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+ os.symlink(data_src, data_link)
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+
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+ print(f"[TabSyn] Sampling 9864 rows")
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+ env = os.environ.copy()
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+ env.setdefault("TABSYN_RESUME", "1")
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+ ret = subprocess.run(
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+ [sys.executable, "main.py",
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+ "--dataname", dataname,
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+ "--mode", "sample",
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+ "--method", "tabsyn",
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+ "--gpu", "0",
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+ "--save_path", output_csv],
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+ cwd=tabsyn_root,
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+ env=env
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+ )
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+ if ret.returncode != 0:
38
+ sys.exit(ret.returncode)
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+ print(f"[TabSyn] Saved -> {output_csv}")
syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/_tabsyn_train.py ADDED
@@ -0,0 +1,65 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os, sys, subprocess
2
+
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+ work_dir = "/work/output-Benchmark-trainonly-v1/m6/tabsyn/tabsyn-m6-20260429_052236"
4
+ dataname = "tabsyn_m6"
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+ tabsyn_root = "/workspace/tabsyn"
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+
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+ assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}"
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+
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+ old = os.environ.get("PYTHONPATH", "")
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+ os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "")
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+ sys.path.insert(0, tabsyn_root)
12
+
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+ os.chdir(tabsyn_root)
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+
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+ # Symlink data dir into TabSyn data/
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+ data_link = os.path.join(tabsyn_root, "data", dataname)
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+ data_src = os.path.join(work_dir, "data", dataname)
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+ os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True)
19
+ if os.path.exists(data_link):
20
+ os.remove(data_link)
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+ os.symlink(data_src, data_link)
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+
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+ env = os.environ.copy()
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+ env.setdefault("TABSYN_RESUME", "1")
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+ env.setdefault("TABSYN_VAE_BATCH_SIZE", "1024")
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+ # Safer defaults for wide tables on Docker: reduce shared-memory pressure in diffusion DataLoader.
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+ env.setdefault("TABSYN_DIFFUSION_NUM_WORKERS", "0")
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+ _te = None
29
+ if _te is not None:
30
+ env["TABSYN_VAE_EPOCHS"] = str(_te)
31
+ env["TABSYN_DIFFUSION_MAX_EPOCHS"] = str(max(_te + 1, 2))
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+
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+ # Data preprocessing is done on the host side (_prepare_data_dir)
34
+ # which creates .npy files, train/test CSVs, and info.json
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+
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+ # Step 1: Train VAE (produces latent embeddings)
37
+ print(f"[TabSyn] Step 1/2: Training VAE in {tabsyn_root}, dataname={dataname}")
38
+ ret = subprocess.run(
39
+ [sys.executable, "main.py",
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+ "--dataname", dataname,
41
+ "--mode", "train",
42
+ "--method", "vae",
43
+ "--gpu", "0"],
44
+ cwd=tabsyn_root,
45
+ env=env
46
+ )
47
+ if ret.returncode != 0:
48
+ print("[TabSyn] VAE training failed")
49
+ sys.exit(ret.returncode)
50
+
51
+ # Step 2: Train diffusion model on latent space
52
+ print(f"[TabSyn] Step 2/2: Training diffusion model")
53
+ ret = subprocess.run(
54
+ [sys.executable, "main.py",
55
+ "--dataname", dataname,
56
+ "--mode", "train",
57
+ "--method", "tabsyn",
58
+ "--gpu", "0"],
59
+ cwd=tabsyn_root,
60
+ env=env
61
+ )
62
+ if ret.returncode != 0:
63
+ print("[TabSyn] Diffusion training failed")
64
+ sys.exit(ret.returncode)
65
+ print("[TabSyn] Training complete (VAE + Diffusion)")
syntheticSuccess/m6/tabsyn/tabsyn-m6-20260429_052236/data/tabsyn_m6/X_cat_test.npy ADDED
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