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a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.csv b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.csv new file mode 100644 index 0000000000000000000000000000000000000000..9e5ee6f79f8bbc78f87d64126350ac7cbae8fcc7 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:94b540139d3096dab61156040e187fcada0523f3afce0aedee26dd0d5de988ba +size 846 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.json new file mode 100644 index 0000000000000000000000000000000000000000..f10b81485f16999a808342f9aa117d0cb26d87a0 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:912eeef28fe96cb753863f63345a00a7cac9f13a95dc43a9d8b38e67712e44ff +size 2836 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_scores.csv b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_scores.csv new file mode 100644 index 0000000000000000000000000000000000000000..d652822f422f5ab5469dfd240eeacee0a8a2e21b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/phase2_scores.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6a68748e62e361e5164bb662969602b8ca1f4b57369af3209407be60d63aef63 +size 2523 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/sample_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/sample_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dd594961832e37140d1d8afd66fa2643ace3f7b7 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/_rf_tuning/sample_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cd6f3afab8ac6c1a092fbab096c091d56f5085ba7624e4cd2441f161e6a06d2b +size 635 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..f987ceb28cfefc93355cbaf59a45d6ba3b0ad1f6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234105" +dataname = "tabsyn_n11_tabsyn_n11_20260520_234105" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234105/tabsyn-n11-15215-20260520_234157.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-n11-20260520_234105/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..5de70a50389fd3cff7f9cc8a52edf05e8f7a29d8 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234105" +dataname = "tabsyn_n11_tabsyn_n11_20260520_234105" +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 = 10 +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 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sha256:32edbf974faba760477b3e2f31b3d69d6733a83cc830653dc804cb67740160bd +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/train_20260520_234106.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/train_20260520_234106.log new file mode 100644 index 0000000000000000000000000000000000000000..e245cb29ceae8709ac43377eadda5c587b2697a2 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234105/train_20260520_234106.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f81e406eff46f79233dcb362e41cbcb5456633593eb25df883aafb2083466cc2 +size 37809 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..755dcaa2653cae770c44a617a177f6cb2bdbc3a1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234313" +dataname = "tabsyn_n11_tabsyn_n11_20260520_234313" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234313/tabsyn-n11-15215-20260520_234708.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-n11-20260520_234313/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..935e9294a86ff920b99a617138ba1cdbbee60ee3 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234313" +dataname = "tabsyn_n11_tabsyn_n11_20260520_234313" +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-n11-20260520_234313/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..401494c19f6df82743f4f17019d484c49e7b6b3e --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234313/train_20260520_234314.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c2efed04c846d540c1ed6986de19f06703d8d2235e2d7afe5a6b54770617b5ef +size 292512 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..f57e1c71b723a7d838571e1f7e54d5ee8bd0fb83 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234826" +dataname = "tabsyn_n11_tabsyn_n11_20260520_234826" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234826/tabsyn-n11-15215-20260520_234920.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-n11-20260520_234826/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..fdbecbb81ac19884d92ffb70ef898c40fe9a170b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_234826" +dataname = "tabsyn_n11_tabsyn_n11_20260520_234826" +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-n11-20260520_234826/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..6d52b4bbfd4c70f6b3f66c7cc427b00b63e415c3 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7626a856864f11bc07cfa27043b3ef5ff166c34bab7fcff9f171539a6b22aa39 +size 93 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/data/tabsyn_n11_tabsyn_n11_20260520_234826/X_cat_test.npy 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sha256:6ae956162ed171a514632bcc82baecb865389dac64d807352beea41f335cfc7b +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/train_20260520_234827.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/train_20260520_234827.log new file mode 100644 index 0000000000000000000000000000000000000000..13de3059b704a49cda1fb15c8a7f60bd41f00fa4 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_234826/train_20260520_234827.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f463854897d53f275b59c3dcb25ae2351a8ff41a5425d57765a8cde52bb94ec +size 78769 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_235038/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_235038/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..7363283d50d943a5684f136e2824fa9535d4ce3f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_235038/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_235038" +dataname = "tabsyn_n11_tabsyn_n11_20260520_235038" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_235038/tabsyn-n11-15215-20260521_000028.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-n11-20260520_235038/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_235038/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..7b71b5b58e9a839263384b14f3df86471cf2d00d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_235038/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260520_235038" +dataname = "tabsyn_n11_tabsyn_n11_20260520_235038" +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-n11-20260520_235038/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_235038/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..419696ac1e79930b45724dbf049de748da347918 --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260520_235038/train_20260520_235039.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a39dd3280b3144b4474b8602c61af2134b61a13287c58aa9fd5e73bc769fc462 +size 551193 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..c528034c2be7c01e3883f9391208abf8596e3e94 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000146" +dataname = "tabsyn_n11_tabsyn_n11_20260521_000146" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000146/tabsyn-n11-15215-20260521_000536.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_000146/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..9ab14f10fda7778d85987786515adf5ba4fe84d2 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000146" +dataname = "tabsyn_n11_tabsyn_n11_20260521_000146" +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 = 15 +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_000146/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..3514da489316d37fba8fa0473a2906083b55e225 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1809daf746cf1fdae2054219bae447b83a76f773b202c9e17293ac872d1f89ca +size 93 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/data/tabsyn_n11_tabsyn_n11_20260521_000146/X_cat_test.npy 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sha256:57da0ef9bd878b8853566d8d972cb43e3d049b7bae9378099cb9222ed2d7c39e +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/train_20260521_000147.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/train_20260521_000147.log new file mode 100644 index 0000000000000000000000000000000000000000..a1c94b8a07197c7e8ad6fb0155c7df3587a1da67 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000146/train_20260521_000147.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e00783d551ecb934d8bb04c50e073d0b64c3dd9230ecd488029bce4a38dda689 +size 149386 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000654/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000654/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..fa108c60d1d7c72c25f0b0a45fc175c85e682927 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000654/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000654" +dataname = "tabsyn_n11_tabsyn_n11_20260521_000654" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000654/tabsyn-n11-15215-20260521_000719.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_000654/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000654/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..dd628a669d945afdcb60d55e10a2651e20091ffb --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000654/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000654" +dataname = "tabsyn_n11_tabsyn_n11_20260521_000654" +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_000654/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000654/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..dae584c58e4d893e56e48b5a31cdb97ed858567a --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000654/train_20260521_000654.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b3f1efe104468a6e0d6441611d137c61287e28687ede7d65a679fe250ff8f4e +size 68732 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..b0ad34d551b8b4eec25b1aa8d172f7fc5b622917 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000837" +dataname = "tabsyn_n11_tabsyn_n11_20260521_000837" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000837/tabsyn-n11-15215-20260521_000923.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_000837/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..226e11a28a0f3d0d8d5c29bcabcd93ef54f37f70 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_000837" +dataname = "tabsyn_n11_tabsyn_n11_20260521_000837" +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 = 8 +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_000837/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..7106d247230a91374f75cefe067461771f78885d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68beb2aef21200fc08e1f79fe9e100def30beeff30cf26cdfc7797805afc3d85 +size 92 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/data/tabsyn_n11_tabsyn_n11_20260521_000837/X_cat_test.npy 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sha256:ea19b23b8aa143fc88772c73a3245e05dde8629f6ff8795a52ae136f2b8234a4 +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/train_20260521_000838.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/train_20260521_000838.log new file mode 100644 index 0000000000000000000000000000000000000000..1512e56590252719d58b85b666080b4ece4a8160 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_000837/train_20260521_000838.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5da60bb7700c265248f20237a27ad4f509a1136607227c41b7a67140de154a21 +size 110392 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..9e98dec353a1cd389ab182915444e179a6210b39 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001042" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001042" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001042/tabsyn-n11-15215-20260521_001211.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_001042/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..3aab061e8df5900976835685768b89b9e6b8d35e --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001042" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001042" +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_001042/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..458ddf4177c9a033922f2b19537b9fe55dd1c6e4 --- /dev/null +++ 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sha256:7d7d6c81f2c746780b57bf449c5df249f4a95a42c989df9d0486cd02365e4183 +size 22525 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_001042/model.pt b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_001042/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8970664124032c8c72f98149008282a404a77be6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_001042/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d75ae05617c547bf01c5716d398fa45cccff4e7c05aa53469b00f3ca3a0cbdd +size 62706 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/tabsyn_ckpt/vae/tabsyn_n11_tabsyn_n11_20260521_001042/train_z.npy 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001042/train_20260521_001042.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:83cdda4aaa82544153066deae853237740de18655b20984aaaa4cd7a8884c3e1 +size 103303 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..8f6b1bb7f348a1f9e716b72840f232312bf9736c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001328" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001328" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001328/tabsyn-n11-15215-20260521_001613.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_001328/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ef51133009debe80b72189a7bda39c794b0dde6f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001328" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001328" +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_001328/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..c83395389175134ea752c185caf434576daa4652 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c33bb0e37b1a5fc4ee988a4cf8754e833b3d6794472b5afaca855f89ca4cfabf +size 93 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/data/tabsyn_n11_tabsyn_n11_20260521_001328/X_cat_test.npy 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sha256:4ab5c10c369e783960c141ba51928cb9a5fb13c8fcad6d048f5e34afdfa11bf0 +size 2921408 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/train_20260521_001329.log b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/train_20260521_001329.log new file mode 100644 index 0000000000000000000000000000000000000000..576efed1255fb5046b5d1d040e7ae28304140e45 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001328/train_20260521_001329.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7444117719d87c1eee5e4b5cfa74c6224e0319612e6d51e0ecfc4c8ad9e2a7cc +size 298166 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001730/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001730/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..47213dfe7d3f19dce2fb546d4a281bf78567612f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001730/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001730" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001730" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001730/tabsyn-n11-15215-20260521_001818.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_001730/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001730/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..affa0ee3f6d917408214578b06dc248cbeac7aa6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001730/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001730" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001730" +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 = 15 +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_001730/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001730/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..1ddda0ebb2708be02d0f212e357785e4fd362eee --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001730/train_20260521_001730.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:637fdd48b9962bd7cfb86b412fc03196041ed35f6ab78c88fed5754ea07e1847 +size 184955 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/_tabsyn_sample.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..d622d73e4ea8ff2a4d9caa649e348d9aaf83d934 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/_tabsyn_sample.py @@ -0,0 +1,43 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001937" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001937" +output_csv = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001937/tabsyn-n11-15215-20260521_002102.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_001937/_tabsyn_train.py b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..618ce35aa050ec416d0ffb2bd62e321b957e6486 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/_tabsyn_train.py @@ -0,0 +1,69 @@ +import os, sys, subprocess + +work_dir = "/work/output-Benchmark-trainonly-v1/n11/tabsyn/tabsyn-n11-20260521_001937" +dataname = "tabsyn_n11_tabsyn_n11_20260521_001937" +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_001937/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..001d57a6d122ae690ec69adf03fc6d74d2f7f20a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d9274f40a4f125eb8b282d4ff6690b7aaeb6931c07307ca3eafcd5ebea434a4 +size 91 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tabsyn/runs/tabsyn-n11-20260521_001937/data/tabsyn_n11_tabsyn_n11_20260521_001937/X_cat_test.npy 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