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sha256:99ac41d294af4eecd6e8a45863077f58b49456e9d0e055344706824cbb034964 +size 83072 diff --git a/SynthData0523/main/c7/tabbyflow/tabbyflow-c7-20260429_041029/train_20260429_041030.log b/SynthData0523/main/c7/tabbyflow/tabbyflow-c7-20260429_041029/train_20260429_041030.log new file mode 100644 index 0000000000000000000000000000000000000000..572e7a80a24b5d4995f0aede17cc50fca294934b --- /dev/null +++ b/SynthData0523/main/c7/tabbyflow/tabbyflow-c7-20260429_041029/train_20260429_041030.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc98d78a1665a8ecd34fdf05631ab0fb93fd7e961a785cba1ba557d521b9a74f +size 452556 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/_tabddpm_sample.py b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/_tabddpm_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..a5e6a37ca660f5f3e9fb4e51cdf4cb3b00e7c7d1 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/_tabddpm_sample.py @@ -0,0 +1,67 @@ +import os, sys, subprocess, json +import numpy as np +import pandas as pd + +tabddpm_root = "/workspace/tabddpm/code" +assert os.path.isdir(tabddpm_root), f"TabDDPM source not mounted: {tabddpm_root}" +env = os.environ.copy() +env["PYTHONPATH"] = tabddpm_root + (os.pathsep + env.get("PYTHONPATH", "")) + +# Reuse the compat wrapper (patches collections.Sequence for skorch) +wrapper = os.path.join(tabddpm_root, "_compat_run.py") +if not os.path.exists(wrapper): + with open(wrapper, "w") as f: + f.write( + "import collections, collections.abc\n" + "for _a in ('Sequence','MutableSequence','MutableMapping','Mapping'," + "'MutableSet','Set','Callable','Iterable','Iterator'):\n" + " if not hasattr(collections, _a): setattr(collections, _a, getattr(collections.abc, _a, None))\n" + "import sys, runpy\n" + "sys.argv = sys.argv[1:]\n" + "runpy.run_path(sys.argv[0], run_name='__main__')\n" + ) + +print(f"[TabDDPM] Sampling 10368 rows") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/config_sample_20260422_211650.toml", + "--sample"], + cwd=tabddpm_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) + +# 将 .npy 输出转为 CSV +work_dir = "/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246" +info_path = os.path.join(work_dir, "data", "info.json") +with open(info_path) as f: + info = json.load(f) + +output_dir = os.path.join(work_dir, "output") +col_names = info.get("column_names", []) + +parts = [] +x_num_path = os.path.join(output_dir, "X_num_train.npy") +x_cat_path = os.path.join(output_dir, "X_cat_train.npy") +y_path = os.path.join(output_dir, "y_train.npy") + +if os.path.exists(x_num_path): + parts.append(np.load(x_num_path, allow_pickle=True)) +if os.path.exists(x_cat_path): + parts.append(np.load(x_cat_path, allow_pickle=True).astype(float)) +if os.path.exists(y_path): + y = np.load(y_path, allow_pickle=True) + parts.append(y.reshape(-1, 1) if y.ndim == 1 else y) + +if parts: + combined = np.concatenate(parts, axis=1) + if col_names and len(col_names) == combined.shape[1]: + df = pd.DataFrame(combined, columns=col_names) + else: + df = pd.DataFrame(combined) + df.to_csv("/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/tabddpm-c7-10368-20260422_211650.csv", index=False) + print(f"[TabDDPM] Saved {len(df)} rows -> /work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/tabddpm-c7-10368-20260422_211650.csv") +else: + print("[TabDDPM] WARNING: No output .npy files found") + sys.exit(1) diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/_tabddpm_train.py b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/_tabddpm_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ca34e9c5a89803ca4601fa39e091ec5dbc675ff7 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/_tabddpm_train.py @@ -0,0 +1,32 @@ +import os, sys, subprocess + +tabddpm_root = "/workspace/tabddpm/code" +assert os.path.isdir(tabddpm_root), f"TabDDPM source not mounted: {tabddpm_root}" +env = os.environ.copy() +env["PYTHONPATH"] = tabddpm_root + (os.pathsep + env.get("PYTHONPATH", "")) + +# Write a wrapper that patches collections.Sequence (removed in Python 3.10+) +# before running pipeline.py - needed because skorch uses old API +wrapper = os.path.join(tabddpm_root, "_compat_run.py") +with open(wrapper, "w") as f: + f.write( + "import collections, collections.abc\n" + "for _a in ('Sequence','MutableSequence','MutableMapping','Mapping'," + "'MutableSet','Set','Callable','Iterable','Iterator'):\n" + " if not hasattr(collections, _a): setattr(collections, _a, getattr(collections.abc, _a, None))\n" + "import sys, runpy\n" + "sys.argv = sys.argv[1:]\n" + "runpy.run_path(sys.argv[0], run_name='__main__')\n" + ) + +print(f"[TabDDPM] Training, config=/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/config.toml") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/config.toml", + "--train"], + cwd=tabddpm_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) +print("[TabDDPM] Training complete") diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/config.toml b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..fb3507c47c65e585ed553137ac897af3cae2fd41 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/config.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/output" +real_data_path = "/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/data" +model_type = "mlp" +num_numerical_features = 0 +device = "cuda:0" + +[model_params] +d_in = 8 +num_classes = 5 +is_y_cond = true + +[model_params.rtdl_params] +d_layers = [256, 256] +dropout = 0.0 + +[diffusion_params] +num_timesteps = 1000 +gaussian_loss_type = "mse" + +[train.main] +steps = 5000 +lr = 0.001 +weight_decay = 0.0 +batch_size = 256 + +[train.T] +seed = 0 +normalization = "quantile" +num_nan_policy = "__none__" +cat_nan_policy = "__none__" +cat_min_frequency = "__none__" +cat_encoding = "__none__" +y_policy = "default" + +[sample] +num_samples = 1000 +batch_size = 1000 +seed = 0 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/config_sample_20260422_211650.toml b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/config_sample_20260422_211650.toml new file mode 100644 index 0000000000000000000000000000000000000000..8291818e700d28d267bde633242bcdd5dd298a4b --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/config_sample_20260422_211650.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/output" +real_data_path = "/work/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/data" +model_type = "mlp" +num_numerical_features = 0 +device = "cuda:0" + +[model_params] +d_in = 8 +num_classes = 5 +is_y_cond = true + +[model_params.rtdl_params] +d_layers = [256, 256] +dropout = 0.0 + +[diffusion_params] +num_timesteps = 1000 +gaussian_loss_type = "mse" + +[train.main] +steps = 5000 +lr = 0.001 +weight_decay = 0.0 +batch_size = 256 + +[train.T] +seed = 0 +normalization = "quantile" +num_nan_policy = "__none__" +cat_nan_policy = "__none__" +cat_min_frequency = "__none__" +cat_encoding = "__none__" +y_policy = "default" + +[sample] +num_samples = 10368 +batch_size = 1000 +seed = 0 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/data/X_cat_train.npy 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"spec_prior", + "not_recom", + "very_recom", + "recommend" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/runtime_result.json b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..46507a164d9ce010e306aea699a321db8fdc5669 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/runtime_result.json @@ -0,0 +1,15 @@ +{ + "dataset_id": "c7", + "model": "tabddpm", + "run_id": "tabddpm-c7-20260422_211246", + "public_gate_status": "pass", + "adapter_ready_status": "pass", + "train_status": "success", + "generate_status": "success", + "reason_code": null, + "reason_detail": null, + "artifacts": { + "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/tabddpm-c7-10368-20260422_211650.csv", + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/staged_features.json b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..0e23df6bcfb7ecfd44dfefc3d0ca0bf6b6aebc60 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/staged_features.json @@ -0,0 +1,47 @@ +[ + { + "feature_name": "parents", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "has_nurs", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "form", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "children", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "housing", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "finance", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "social", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "health", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "class", + "data_type": "categorical", + "is_target": true + } +] \ No newline at end of file diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/test.csv b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..cb9d7081ca745e9eed28a35168872d450c4a2a44 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2042076337d5c37c6476e6bca2bd33cb5a171450c27894534ef50ac223256058 +size 106030 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/train.csv b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..4c8e5e0c5031fc7e8e25213132c1231950ec29da --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b37f6b2ef5257f40bd826ac956749881f0f474362bdb56e8c5728ad629242e3a +size 847349 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/val.csv b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..55792963756b1ae35b4d79dee11881372962b8d5 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eff6dec27c3740661a1ae84dea391d690dfb60342bfd5d7527b903fdd6009780 +size 106192 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/adapter_report.json b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..47c04f15d2dcdc52872fa585dab0a545b3fb90f6 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/adapter_report.json @@ -0,0 +1,7 @@ +{ + "adapter_ready_status": "pass", + "adapter_fail_reason_code": null, + "adapter_fail_detail": null, + "adapter_transforms_applied": [], + "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/adapter_transforms_applied.json b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/model_input_manifest.json b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7e392a26c0b40aa9b60261ccfc731641c529a0e2 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/staged/tabddpm/model_input_manifest.json @@ -0,0 +1,190 @@ +{ + "dataset_id": "c7", + "model": "tabddpm", + "target_column": "class", + "task_type": "classification", + "column_schema": [ + { + "name": "parents", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 0.000289, + "example_values": [ + "usual", + "pretentious", + "great_pret" + ] + } + }, + { + "name": "has_nurs", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000482, + "example_values": [ + "very_crit", + "critical", + "improper", + "less_proper", + "proper" + ] + } + }, + { + "name": "form", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000386, + "example_values": [ + "complete", + "completed", + "incomplete", + "foster" + ] + } + }, + { + "name": "children", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000386, + "example_values": [ + "1", + "3", + "2", + "more" + ] + } + }, + { + "name": "housing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 0.000289, + "example_values": [ + "less_conv", + "convenient", + "critical" + ] + } + }, + { + "name": "finance", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000193, + "example_values": [ + "convenient", + "inconv" + ] + } + }, + { + "name": "social", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 0.000289, + "example_values": [ + "slightly_prob", + "nonprob", + "problematic" + ] + } + }, + { + "name": "health", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 0.000289, + "example_values": [ + "recommended", + "priority", + "not_recom" + ] + } + }, + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000482, + "example_values": [ + "priority", + "spec_prior", + "not_recom", + "very_recom", + "recommend" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c7/tabddpm/tabddpm-c7-20260422_211246/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/tabddpm-c7-10368-20260422_211650.csv b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/tabddpm-c7-10368-20260422_211650.csv new file mode 100644 index 0000000000000000000000000000000000000000..9af24a30160952a7a37b5d60c89a33ed48d016c8 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/tabddpm-c7-10368-20260422_211650.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a3f834e97b757984797f87b84fb79cc1a333ca7802f16fe63c85f1fb60eae4f +size 846383 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/train_20260422_211247.log b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/train_20260422_211247.log new file mode 100644 index 0000000000000000000000000000000000000000..1131680952d1e73a1b937c0ce5947165913d9aab --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260422_211246/train_20260422_211247.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f028e706e08a19c4a934b82131e1effca68e7b9828a75b6b087059ef0d8381ed +size 807 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/_tabddpm_sample_r0.py b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/_tabddpm_sample_r0.py new file mode 100644 index 0000000000000000000000000000000000000000..6cee16423f22d5273df79a48b8f237db4b9d4d7b --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/_tabddpm_sample_r0.py @@ -0,0 +1,66 @@ +import os, sys, subprocess, json +import numpy as np +import pandas as pd + +tabddpm_root = "/workspace/tabddpm/code" +assert os.path.isdir(tabddpm_root), f"TabDDPM source not mounted: {tabddpm_root}" +env = os.environ.copy() +env["PYTHONPATH"] = tabddpm_root + (os.pathsep + env.get("PYTHONPATH", "")) + +# Reuse the compat wrapper (patches collections.Sequence for skorch) +wrapper = os.path.join(tabddpm_root, "_compat_run.py") +if not os.path.exists(wrapper): + with open(wrapper, "w") as f: + f.write( + "import collections, collections.abc\n" + "for _a in ('Sequence','MutableSequence','MutableMapping','Mapping'," + "'MutableSet','Set','Callable','Iterable','Iterator'):\n" + " if not hasattr(collections, _a): setattr(collections, _a, getattr(collections.abc, _a, None))\n" + "import sys, runpy\n" + "sys.argv = sys.argv[1:]\n" + "runpy.run_path(sys.argv[0], run_name='__main__')\n" + ) + +print(f"[TabDDPM] Sampling 10368 rows") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-Benchmark-trainonly-v1/c7/tabddpm/tabddpm-c7-20260429_052039/config_sample_20260429_052217_r0.toml", + "--sample"], + cwd=tabddpm_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) + +# 将 .npy 输出转为 CSV（npy 在 TabDDPM 的 parent_dir，即 npy_dir） +info_path = "/work/output-Benchmark-trainonly-v1/c7/tabddpm/tabddpm-c7-20260429_052039/data/info.json" +with open(info_path) as f: + info = json.load(f) + +output_dir = "/work/output-Benchmark-trainonly-v1/c7/tabddpm/tabddpm-c7-20260429_052039/output" +col_names = info.get("column_names", []) + +parts = [] +x_num_path = os.path.join(output_dir, "X_num_train.npy") +x_cat_path = os.path.join(output_dir, "X_cat_train.npy") +y_path = os.path.join(output_dir, "y_train.npy") + +if os.path.exists(x_num_path): + parts.append(np.load(x_num_path, allow_pickle=True)) +if os.path.exists(x_cat_path): + parts.append(np.load(x_cat_path, allow_pickle=True).astype(float)) +if os.path.exists(y_path): + y = np.load(y_path, allow_pickle=True) + parts.append(y.reshape(-1, 1) if y.ndim == 1 else y) + +if parts: + combined = np.concatenate(parts, axis=1) + if col_names and len(col_names) == combined.shape[1]: + df = pd.DataFrame(combined, columns=col_names) + else: + df = pd.DataFrame(combined) + df.to_csv("/work/output-Benchmark-trainonly-v1/c7/tabddpm/tabddpm-c7-20260429_052039/tabddpm-c7-10368-20260429_052217.csv", index=False) + print(f"[TabDDPM] Saved {len(df)} rows -> /work/output-Benchmark-trainonly-v1/c7/tabddpm/tabddpm-c7-20260429_052039/tabddpm-c7-10368-20260429_052217.csv") +else: + print("[TabDDPM] WARNING: No output .npy files found") + sys.exit(1) diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/_tabddpm_train.py b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/_tabddpm_train.py new file mode 100644 index 0000000000000000000000000000000000000000..d8e86af9f02664794a8c84227a73652c2b8262e6 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/_tabddpm_train.py @@ -0,0 +1,32 @@ +import os, sys, subprocess + +tabddpm_root = "/workspace/tabddpm/code" +assert os.path.isdir(tabddpm_root), f"TabDDPM source not mounted: {tabddpm_root}" +env = os.environ.copy() +env["PYTHONPATH"] = tabddpm_root + (os.pathsep + env.get("PYTHONPATH", "")) + +# Write a wrapper that patches collections.Sequence (removed in Python 3.10+) +# before running pipeline.py - needed because skorch uses old API +wrapper = os.path.join(tabddpm_root, "_compat_run.py") +with open(wrapper, "w") as f: + f.write( + "import collections, collections.abc\n" + "for _a in ('Sequence','MutableSequence','MutableMapping','Mapping'," + "'MutableSet','Set','Callable','Iterable','Iterator'):\n" + " if not hasattr(collections, _a): setattr(collections, _a, getattr(collections.abc, _a, None))\n" + "import sys, runpy\n" + "sys.argv = sys.argv[1:]\n" + "runpy.run_path(sys.argv[0], run_name='__main__')\n" + ) + +print(f"[TabDDPM] Training, config=/work/output-Benchmark-trainonly-v1/c7/tabddpm/tabddpm-c7-20260429_052039/config.toml") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-Benchmark-trainonly-v1/c7/tabddpm/tabddpm-c7-20260429_052039/config.toml", + "--train"], + cwd=tabddpm_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) +print("[TabDDPM] Training complete") diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/config.toml b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..37152f5497165f0b2cd3a2690600761e8509d232 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/config.toml @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:38e0dd85672fa33a4970b0ea4092e7c012689bf30cece5e40ebd8b6e8e6de7be +size 768 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/config_sample_20260429_052217_r0.toml b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/config_sample_20260429_052217_r0.toml new file mode 100644 index 0000000000000000000000000000000000000000..9c422dcbf9d73ac224936c252b61ba80bda1b3ef --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/config_sample_20260429_052217_r0.toml @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:71b6ed1f4efb6485fabe59a519fe78c4c2800060621e21dedd76cf81a6a47515 +size 769 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/X_cat_train.npy b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..5088dd2f36e0ffeae013fe0c5cdc769d9d88d33b --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe170020f0e97be3d763c4207ff95efc4e981264660ef6397fcf5f6e62d31eec +size 663680 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/info.json b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/info.json new file mode 100644 index 0000000000000000000000000000000000000000..0fd0f75ad6d7cd9b67efcf24ef7932bd59958ef8 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/info.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:960b6c1ebf533b50080c1a84134f73e428959d81c2855d624612b931ff02c08c +size 438 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/y_train.npy b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..91a84420670ea33a588c708837d1c1fff56c64cd --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/data/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:99ac41d294af4eecd6e8a45863077f58b49456e9d0e055344706824cbb034964 +size 83072 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/gen_20260429_052217_r0.log b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/gen_20260429_052217_r0.log new file mode 100644 index 0000000000000000000000000000000000000000..fe08f5b853719148a08e8916a44b9a1f7fbb02b0 --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/gen_20260429_052217_r0.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69eefeccadb18bbb24b45d6445e5a0e9ef0df1dafbb5ac687437c022bb447521 +size 231465 diff --git a/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/input_snapshot.json b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..41c636fddd02a3a86781f0c7d0fa41be5e93537d --- /dev/null +++ b/SynthData0523/main/c7/tabddpm/tabddpm-c7-20260429_052039/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9d056a60ef09690aa2a16b0f7f9017df8959c0ffddb6e355f24ba7ced79ae4d3 +size 1348