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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/train_20260521_001937.log new file mode 100644 index 0000000000000000000000000000000000000000..b35b7f7716e9da26d942bad26d18d72a640d9418 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/train_20260521_001937.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0dc1af0f83e7aea9692223095a5d073c7c9dba26ab6de115a5d5f6391b5d93ad +size 73415 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..35d55e7ae9ec18f068924c01878af321bce770b8 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_002222" +dataname = "tabsyn_n11_tabsyn_n11_20260521_002222" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_002222/tabsyn-n11-15215-20260521_002324.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ff5689ef3e8f3c548fa07039cac24b85033ff3d2 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_002222" +dataname = "tabsyn_n11_tabsyn_n11_20260521_002222" +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 = 12 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..a085083049ff3d819342219216ce02a113f6d555 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f61f719822128043e56dbf25bc89f361fff04893e56203c8f2c0acb1de2d833 +size 93 diff --git 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sha256:ac8a4ad61f7641fc3ee4f4883c125383e0fb5fc343f7903fb771a5db76e103dc +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/train_20260521_002223.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/train_20260521_002223.log new file mode 100644 index 0000000000000000000000000000000000000000..b5f561858ab57e06e4942229b1ea9fe3c9bc0999 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_002222/train_20260521_002223.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cd8c2742aedf0718b214ceb86cdb9a6486169047303508767c03539d74e40209 +size 96206 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..2ab252f2ee4dbe5ffab11549052962c847459e48 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_034608" +dataname = "tabsyn_n11_tabsyn_n11_20260521_034608" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_034608/tabsyn-n11-15215-20260521_035821.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..3ca64a03fe7ef44fb5e6eef37b1b3b7315b8d4c9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_034608" +dataname = "tabsyn_n11_tabsyn_n11_20260521_034608" +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 = 50 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..90785436ab9875fdd7d6645fa22ed221b5dab292 --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_034608/train_20260521_034609.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f9687fd0227dba8defbd28c48d7928d02a26bf3db4d5ff620022ffab77e23050 +size 499562 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..e5958e283e66516fb4cda142aead8e39f1a9ffea --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_035945" +dataname = "tabsyn_n11_tabsyn_n11_20260521_035945" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_035945/tabsyn-n11-15215-20260521_040942.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..fd1a111da05013d8b4d292f2a7d8df3df3b6dea4 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_035945" +dataname = "tabsyn_n11_tabsyn_n11_20260521_035945" +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 = 40 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..80f05b3385743727ae9469aef25e0b37fed9584c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:60c8862622a1ddb85d2f5035e1c4bb6c56536f90de679e21cfefb5bd1315b1c5 +size 92 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_035945/data/tabsyn_n11_tabsyn_n11_20260521_035945/X_cat_test.npy 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0000000000000000000000000000000000000000..775e97e7295f7a5683ff50a9967a2747a8215be1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041059" +dataname = "tabsyn_n11_tabsyn_n11_20260521_041059" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041059/tabsyn-n11-15215-20260521_041229.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..647d1b3593d79c07accb6c06e2fe8b94418a170b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041059" +dataname = "tabsyn_n11_tabsyn_n11_20260521_041059" +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 = 5 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..e0c1df50590f5d803b5fc3ca1d0b59c003f6b38f --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_041059/train_z.npy new file mode 100644 index 0000000000000000000000000000000000000000..d37cc06c2f18f3894297030d978ebe98a3d47a7d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_041059/train_z.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:177ddea7d510a096cf12aaac25a8803646b9b47ffca151fffd10ba64d6e7c009 +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/train_20260521_041100.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/train_20260521_041100.log new file mode 100644 index 0000000000000000000000000000000000000000..869990c4ffe7749b23157f05e1059afd07662b85 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041059/train_20260521_041100.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6beea3a329230750545c6a784cba27579bda16320d3cad45c8c35637106008b4 +size 105098 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..3183168b8dbeadae039fe5cc0d0499973dd6d2da --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041348" +dataname = "tabsyn_n11_tabsyn_n11_20260521_041348" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041348/tabsyn-n11-15215-20260521_041536.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..65bb6973f44f796b0b26dc60390d0b9700739c88 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041348" +dataname = "tabsyn_n11_tabsyn_n11_20260521_041348" +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 = 50 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..64ce642d8884140fcadf94a7eea745ef79016ce9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7f8ccff68e9ce118201cfcf9df6212bde72021e51521b0a59b21b8114fc7412 +size 93 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041348/data/tabsyn_n11_tabsyn_n11_20260521_041348/X_cat_test.npy 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0000000000000000000000000000000000000000..c4287a4f17804ad99c3600671d8c4ad412baac73 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041652/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041652" +dataname = "tabsyn_n11_tabsyn_n11_20260521_041652" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041652/tabsyn-n11-15215-20260521_041742.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041652/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041652/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..59de066a849879d15178d9418dadac33bd834cb6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041652/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041652" +dataname = "tabsyn_n11_tabsyn_n11_20260521_041652" +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 = 20 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041652/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041652/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..10cda754b21201483fa5d3ea513980f8d3645526 --- /dev/null +++ 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"/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041859/tabsyn-n11-15215-20260521_042643.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..102f30cbd949ef81ef1014ebacd4cf1ebcfce1dc --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_041859" +dataname = "tabsyn_n11_tabsyn_n11_20260521_041859" +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 = 30 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..f99237cec9832dfc253a7fe0913e54b0033acacd --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c4a29a5ca1c67d835e62e8cad173eaea893d3d73528187307c0ddabe17a9985b +size 92 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/data/tabsyn_n11_tabsyn_n11_20260521_041859/X_cat_test.npy 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sha256:79e1e74d1897f8d32da5a01a3542efd0d2f424d681cefaae9eed7a52c6aee4c4 +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/train_20260521_041900.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/train_20260521_041900.log new file mode 100644 index 0000000000000000000000000000000000000000..167af320fb657793bbc70c0994acd57ae7554d5a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_041859/train_20260521_041900.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c178f6abfb70317a5c2497208f0f511e6e8026d20320952c83069e52e02a7cf1 +size 424459 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..b2ed2e5a6efd5afd7236f8cd655e65f2a3071b02 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_042830" +dataname = "tabsyn_n11_tabsyn_n11_20260521_042830" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_042830/tabsyn-n11-15215-20260521_043330.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..e1b80033fb85a3ddb4d1e61e013902a02c64cb8b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_042830" +dataname = "tabsyn_n11_tabsyn_n11_20260521_042830" +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 = 40 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..ae98784f06e66749135ca8458177146c820c8f08 --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_042830/train_20260521_042830.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2027cfd80638bf679e815d6453e5174e2070c1c773febede8c47037d4e493a2a +size 229670 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..3e7d4944a47245214b538dc1a500139e67182d45 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043448" +dataname = "tabsyn_n11_tabsyn_n11_20260521_043448" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043448/tabsyn-n11-15215-20260521_043513.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..093b78f269843af959c860bc312ef45363dab607 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043448" +dataname = "tabsyn_n11_tabsyn_n11_20260521_043448" +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 = 5 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..c15259d76a06098db2fa20cad209b3d4337eb9c4 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0f10360316347c1da81b575e0c28e35910ffc4df1608f4762c88bb4f73bcfe2f +size 92 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043448/data/tabsyn_n11_tabsyn_n11_20260521_043448/X_cat_test.npy 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0000000000000000000000000000000000000000..2280a9220fb33482594a27b482a5dde47d2d50a1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043630" +dataname = "tabsyn_n11_tabsyn_n11_20260521_043630" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043630/tabsyn-n11-15215-20260521_043722.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..1859c01ddd5e28eb245d3a67fc2ec5cb1b9006da --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043630" +dataname = "tabsyn_n11_tabsyn_n11_20260521_043630" +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 = 5 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..4ffbe8ba90f971f129fd4e2c3987e3da541459c0 --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_043630/train_z.npy new file mode 100644 index 0000000000000000000000000000000000000000..3c55512285647b1b1ec686afd98dc76f114db432 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_043630/train_z.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:473f70fa6da5ae034e16eb6367e0546afef82b1e45b60ce85d4e460cf9559149 +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/train_20260521_043631.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/train_20260521_043631.log new file mode 100644 index 0000000000000000000000000000000000000000..66920e9f851c80a89ad98daeea9aff8291671a12 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043630/train_20260521_043631.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e08514f071609f0e9331937d06a696848e89799a9b6fa894b9cf1188ac990842 +size 38887 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..1511dc02b1ed9e50bc70f9b67eff9e8077b4223d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043909" +dataname = "tabsyn_n11_tabsyn_n11_20260521_043909" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043909/tabsyn-n11-15215-20260521_044102.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 15215 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}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..a828c087729674bc7cacd59778f4f69b6ea59396 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_043909" +dataname = "tabsyn_n11_tabsyn_n11_20260521_043909" +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 = 40 +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)") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..00e648a7e28fc9c4d6f127b0e98f47ee132224a5 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c028375b3891d05153998f62873572c3af2d265dc24a490596272f1e6d1836cc +size 93 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_043909/data/tabsyn_n11_tabsyn_n11_20260521_043909/X_cat_test.npy 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