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Resume SynthData0523 hyper_parameter_tuning/n11/tabsyn batch 1

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  1. .gitattributes +378 -0
  2. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/final_recommendation.json +3 -0
  3. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase1_manifest.json +3 -0
  4. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase1_scores.csv +3 -0
  5. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase1_summary.json +3 -0
  6. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_manifest.json +3 -0
  7. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.csv +3 -0
  8. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.json +3 -0
  9. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_scores.csv +3 -0
  10. SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/sample_manifest.json +3 -0
  11. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_sample.py +43 -0
  12. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_train.py +69 -0
  13. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/bo_combo.json +3 -0
  14. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/X_cat_test.npy +3 -0
  15. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/X_cat_train.npy +3 -0
  16. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/X_num_test.npy +3 -0
  17. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/X_num_train.npy +3 -0
  18. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/info.json +3 -0
  19. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/test.csv +3 -0
  20. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/train.csv +3 -0
  21. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/y_test.npy +3 -0
  22. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/data/tabsyn_n11_tabsyn_n11_20260520_234105/y_train.npy +3 -0
  23. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/gen_20260520_234157.log +3 -0
  24. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/input_snapshot.json +3 -0
  25. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/public_gate/normalized_schema_snapshot.json +3 -0
  26. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/public_gate/public_gate_report.json +3 -0
  27. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/public_gate/staged_input_manifest.json +3 -0
  28. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/run_config.json +3 -0
  29. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/runtime_result.json +3 -0
  30. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/staged/public/staged_features.json +3 -0
  31. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/staged/public/test.csv +3 -0
  32. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/staged/public/train.csv +3 -0
  33. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/staged/public/val.csv +3 -0
  34. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/staged/tabsyn/adapter_report.json +3 -0
  35. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/staged/tabsyn/adapter_transforms_applied.json +3 -0
  36. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/staged/tabsyn/model_input_manifest.json +3 -0
  37. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/synthetic/tabsyn_n11_tabsyn_n11_20260520_234105/real.csv +3 -0
  38. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/synthetic/tabsyn_n11_tabsyn_n11_20260520_234105/test.csv +3 -0
  39. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn-n11-15215-20260520_234157.csv +3 -0
  40. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn_ckpt/diffusion/tabsyn_n11_tabsyn_n11_20260520_234105/model.pt +3 -0
  41. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn_ckpt/diffusion/tabsyn_n11_tabsyn_n11_20260520_234105/model_0.pt +3 -0
  42. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260520_234105/decoder.pt +3 -0
  43. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260520_234105/encoder.pt +3 -0
  44. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260520_234105/model.pt +3 -0
  45. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260520_234105/train_z.npy +3 -0
  46. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/train_20260520_234106.log +3 -0
  47. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_sample.py +43 -0
  48. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_train.py +69 -0
  49. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/bo_combo.json +3 -0
  50. SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/data/tabsyn_n11_tabsyn_n11_20260520_234313/X_cat_test.npy +3 -0
.gitattributes CHANGED
@@ -18131,3 +18131,381 @@ SynthData0523/hyper_parameter_tuning/n11/tabdiff/runs/tabdiff-n11-20260521_05334
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SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/sample_manifest.json ADDED
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SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_sample.py ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os, sys, subprocess
2
+
3
+ work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234105"
4
+ dataname = "tabsyn_n11_tabsyn_n11_20260520_234105"
5
+ output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234105/tabsyn-n11-15215-20260520_234157.csv"
6
+ tabsyn_root = "/workspace/tabsyn"
7
+
8
+ assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}"
9
+
10
+ old = os.environ.get("PYTHONPATH", "")
11
+ os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "")
12
+ sys.path.insert(0, tabsyn_root)
13
+
14
+ os.chdir(tabsyn_root)
15
+
16
+ # Ensure data symlink exists
17
+ data_link = os.path.join(tabsyn_root, "data", dataname)
18
+ data_src = os.path.join(work_dir, "data", dataname)
19
+ os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True)
20
+ if os.path.exists(data_link):
21
+ os.remove(data_link)
22
+ os.symlink(data_src, data_link)
23
+
24
+ print(f"[TabSyn] Sampling 15215 rows")
25
+ env = os.environ.copy()
26
+ env.setdefault("TABSYN_RESUME", "0")
27
+ env.setdefault("TABSYN_VAE_BATCH_SIZE", "32")
28
+ env.setdefault("TABSYN_VAE_EVAL_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
29
+ env.setdefault("TABSYN_VAE_INFER_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
30
+ env.setdefault("TABSYN_VAE_ENCODE_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
31
+ ret = subprocess.run(
32
+ [sys.executable, "main.py",
33
+ "--dataname", dataname,
34
+ "--mode", "sample",
35
+ "--method", "tabsyn",
36
+ "--gpu", "0",
37
+ "--save_path", output_csv],
38
+ cwd=tabsyn_root,
39
+ env=env
40
+ )
41
+ if ret.returncode != 0:
42
+ sys.exit(ret.returncode)
43
+ print(f"[TabSyn] Saved -> {output_csv}")
SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_train.py ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os, sys, subprocess
2
+
3
+ work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234105"
4
+ dataname = "tabsyn_n11_tabsyn_n11_20260520_234105"
5
+ tabsyn_root = "/workspace/tabsyn"
6
+
7
+ assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}"
8
+
9
+ old = os.environ.get("PYTHONPATH", "")
10
+ os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "")
11
+ sys.path.insert(0, tabsyn_root)
12
+
13
+ os.chdir(tabsyn_root)
14
+
15
+ # Symlink data dir into TabSyn data/
16
+ data_link = os.path.join(tabsyn_root, "data", dataname)
17
+ data_src = os.path.join(work_dir, "data", dataname)
18
+ os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True)
19
+ if os.path.exists(data_link):
20
+ os.remove(data_link)
21
+ os.symlink(data_src, data_link)
22
+
23
+ env = os.environ.copy()
24
+ env.setdefault("TABSYN_RESUME", "0")
25
+ env.setdefault("TABSYN_VAE_BATCH_SIZE", "32")
26
+ env.setdefault("TABSYN_VAE_NUM_WORKERS", "0")
27
+ env.setdefault("TABSYN_VAE_EVAL_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
28
+ env.setdefault("TABSYN_VAE_INFER_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
29
+ env.setdefault("TABSYN_VAE_ENCODE_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
30
+ # Safer defaults for wide tables on Docker: reduce shared-memory pressure in diffusion DataLoader.
31
+ env.setdefault("TABSYN_DIFFUSION_NUM_WORKERS", "0")
32
+ _te = 10
33
+ if _te is not None:
34
+ env["TABSYN_VAE_EPOCHS"] = str(_te)
35
+ env["TABSYN_DIFFUSION_MAX_EPOCHS"] = str(max(_te + 1, 2))
36
+
37
+ # Data preprocessing is done on the host side (_prepare_data_dir)
38
+ # which creates .npy files, train/test CSVs, and info.json
39
+
40
+ # Step 1: Train VAE (produces latent embeddings)
41
+ print(f"[TabSyn] Step 1/2: Training VAE in {tabsyn_root}, dataname={dataname}")
42
+ ret = subprocess.run(
43
+ [sys.executable, "main.py",
44
+ "--dataname", dataname,
45
+ "--mode", "train",
46
+ "--method", "vae",
47
+ "--gpu", "0"],
48
+ cwd=tabsyn_root,
49
+ env=env
50
+ )
51
+ if ret.returncode != 0:
52
+ print("[TabSyn] VAE training failed")
53
+ sys.exit(ret.returncode)
54
+
55
+ # Step 2: Train diffusion model on latent space
56
+ print(f"[TabSyn] Step 2/2: Training diffusion model")
57
+ ret = subprocess.run(
58
+ [sys.executable, "main.py",
59
+ "--dataname", dataname,
60
+ "--mode", "train",
61
+ "--method", "tabsyn",
62
+ "--gpu", "0"],
63
+ cwd=tabsyn_root,
64
+ env=env
65
+ )
66
+ if ret.returncode != 0:
67
+ print("[TabSyn] Diffusion training failed")
68
+ sys.exit(ret.returncode)
69
+ print("[TabSyn] Training complete (VAE + Diffusion)")
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SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260520_234105/train_z.npy ADDED
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SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/train_20260520_234106.log ADDED
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+ version https://git-lfs.github.com/spec/v1
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SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_sample.py ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os, sys, subprocess
2
+
3
+ work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234313"
4
+ dataname = "tabsyn_n11_tabsyn_n11_20260520_234313"
5
+ output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234313/tabsyn-n11-15215-20260520_234708.csv"
6
+ tabsyn_root = "/workspace/tabsyn"
7
+
8
+ assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}"
9
+
10
+ old = os.environ.get("PYTHONPATH", "")
11
+ os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "")
12
+ sys.path.insert(0, tabsyn_root)
13
+
14
+ os.chdir(tabsyn_root)
15
+
16
+ # Ensure data symlink exists
17
+ data_link = os.path.join(tabsyn_root, "data", dataname)
18
+ data_src = os.path.join(work_dir, "data", dataname)
19
+ os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True)
20
+ if os.path.exists(data_link):
21
+ os.remove(data_link)
22
+ os.symlink(data_src, data_link)
23
+
24
+ print(f"[TabSyn] Sampling 15215 rows")
25
+ env = os.environ.copy()
26
+ env.setdefault("TABSYN_RESUME", "0")
27
+ env.setdefault("TABSYN_VAE_BATCH_SIZE", "32")
28
+ env.setdefault("TABSYN_VAE_EVAL_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
29
+ env.setdefault("TABSYN_VAE_INFER_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
30
+ env.setdefault("TABSYN_VAE_ENCODE_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
31
+ ret = subprocess.run(
32
+ [sys.executable, "main.py",
33
+ "--dataname", dataname,
34
+ "--mode", "sample",
35
+ "--method", "tabsyn",
36
+ "--gpu", "0",
37
+ "--save_path", output_csv],
38
+ cwd=tabsyn_root,
39
+ env=env
40
+ )
41
+ if ret.returncode != 0:
42
+ sys.exit(ret.returncode)
43
+ print(f"[TabSyn] Saved -> {output_csv}")
SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_train.py ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os, sys, subprocess
2
+
3
+ work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234313"
4
+ dataname = "tabsyn_n11_tabsyn_n11_20260520_234313"
5
+ tabsyn_root = "/workspace/tabsyn"
6
+
7
+ assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}"
8
+
9
+ old = os.environ.get("PYTHONPATH", "")
10
+ os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "")
11
+ sys.path.insert(0, tabsyn_root)
12
+
13
+ os.chdir(tabsyn_root)
14
+
15
+ # Symlink data dir into TabSyn data/
16
+ data_link = os.path.join(tabsyn_root, "data", dataname)
17
+ data_src = os.path.join(work_dir, "data", dataname)
18
+ os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True)
19
+ if os.path.exists(data_link):
20
+ os.remove(data_link)
21
+ os.symlink(data_src, data_link)
22
+
23
+ env = os.environ.copy()
24
+ env.setdefault("TABSYN_RESUME", "0")
25
+ env.setdefault("TABSYN_VAE_BATCH_SIZE", "32")
26
+ env.setdefault("TABSYN_VAE_NUM_WORKERS", "0")
27
+ env.setdefault("TABSYN_VAE_EVAL_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
28
+ env.setdefault("TABSYN_VAE_INFER_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
29
+ env.setdefault("TABSYN_VAE_ENCODE_BATCH_SIZE", env["TABSYN_VAE_BATCH_SIZE"])
30
+ # Safer defaults for wide tables on Docker: reduce shared-memory pressure in diffusion DataLoader.
31
+ env.setdefault("TABSYN_DIFFUSION_NUM_WORKERS", "0")
32
+ _te = 30
33
+ if _te is not None:
34
+ env["TABSYN_VAE_EPOCHS"] = str(_te)
35
+ env["TABSYN_DIFFUSION_MAX_EPOCHS"] = str(max(_te + 1, 2))
36
+
37
+ # Data preprocessing is done on the host side (_prepare_data_dir)
38
+ # which creates .npy files, train/test CSVs, and info.json
39
+
40
+ # Step 1: Train VAE (produces latent embeddings)
41
+ print(f"[TabSyn] Step 1/2: Training VAE in {tabsyn_root}, dataname={dataname}")
42
+ ret = subprocess.run(
43
+ [sys.executable, "main.py",
44
+ "--dataname", dataname,
45
+ "--mode", "train",
46
+ "--method", "vae",
47
+ "--gpu", "0"],
48
+ cwd=tabsyn_root,
49
+ env=env
50
+ )
51
+ if ret.returncode != 0:
52
+ print("[TabSyn] VAE training failed")
53
+ sys.exit(ret.returncode)
54
+
55
+ # Step 2: Train diffusion model on latent space
56
+ print(f"[TabSyn] Step 2/2: Training diffusion model")
57
+ ret = subprocess.run(
58
+ [sys.executable, "main.py",
59
+ "--dataname", dataname,
60
+ "--mode", "train",
61
+ "--method", "tabsyn",
62
+ "--gpu", "0"],
63
+ cwd=tabsyn_root,
64
+ env=env
65
+ )
66
+ if ret.returncode != 0:
67
+ print("[TabSyn] Diffusion training failed")
68
+ sys.exit(ret.returncode)
69
+ print("[TabSyn] Training complete (VAE + Diffusion)")
SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/bo_combo.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ size 92
SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/data/tabsyn_n11_tabsyn_n11_20260520_234313/X_cat_test.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ size 128