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"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/c3/realtabformer/rtf-c3-20260328_051045/staged/realtabformer/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c3/realtabformer/rtf-c3-20260328_051045/staged/realtabformer/adapter_transforms_applied.json b/SynthData0523/main/c3/realtabformer/rtf-c3-20260328_051045/staged/realtabformer/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c3/realtabformer/rtf-c3-20260328_051045/staged/realtabformer/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c3/realtabformer/rtf-c3-20260328_051045/staged/realtabformer/model_input_manifest.json 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"profile_stats": { + "missing_rate": 0.0, + "unique_count": 2541, + "unique_ratio": 0.99608, + "example_values": [ + "HUMH19-DONOR-2562", + "HUMMHCD8A-ACCEPTOR-733", + "HUMGCB1-ACCEPTOR-6344", + "HUMNEBB-NEG-241", + "HUMATP1A2-NEG-2101" + ] + } + }, + { + "name": "CCAGCTGCATCACAGGAGGCCAGCGAGCAGGTCTGTTCCAAGGGCCTTCGAGCCAGTCTG", + "role": "id", + "semantic_type": "id", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2426, + "unique_ratio": 0.951, + "example_values": [ + "TCTGGGCTCCCAGAACCCACAACATGAAAGGTGAGGGNCTTCCTGCCACACTTGGGGTGG", + "TTGCTCAGCCTCGCTGCTTGCCTCCTGCAGACGCCGCCAGGCCGAGCCAGTTCCGGGTGT", + "GGGACTCTGACCATCTGTTCCCACATTCAGCAAGTTCATTCCTGAGGGCTCCCAGAGAGT", + "GCCAACTACAGGAACGTGATCCATACCTACAACATGCTTCCTGATGCCATGAGCTTTGAA", + "GGGAGTCCTAGCCTGAGAGGCTGGGGGTCCATTTTGAGGTTAGAGAGGGGCAGTAGAGCA" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c3/realtabformer/rtf-c3-20260328_051045/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c3/realtabformer/rtf-c3-20260328_051045/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c3/realtabformer/rtf-c3-20260328_051045/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c3/realtabformer/rtf-c3-20260328_051045/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c3/realtabformer/rtf-c3-20260328_051045/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c3/realtabformer/rtf-c3-20260328_051045/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c3/realtabformer/rtf-c3-20260328_051045/train_20260328_051045.log b/SynthData0523/main/c3/realtabformer/rtf-c3-20260328_051045/train_20260328_051045.log new file mode 100644 index 0000000000000000000000000000000000000000..1272cb0985783928086463daaf4f407fd61b4b20 --- /dev/null +++ b/SynthData0523/main/c3/realtabformer/rtf-c3-20260328_051045/train_20260328_051045.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96b2519b88a1d7012e08d77635897cd15376f7fcf2a28b5332eb45b51255a373 +size 563092 diff --git a/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/_tabbyflow_gen.py b/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/_tabbyflow_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..81ea89b3436b578770a92a18b3b7de28d5bba7d3 --- /dev/null +++ b/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/_tabbyflow_gen.py @@ -0,0 +1,33 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +name = r"pipeline_ds" +src = r"/work/output-SpecializedModels/c3/tabbyflow/tabbyflow-c3-20260420_051949/tabular_bundle/pipeline_ds" +dst_data = os.path.join(root, "data", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +dst_syn = os.path.join(root, "synthetic", name) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(root) +os.environ["PYTHONPATH"] = root + os.pathsep + os.environ.get("PYTHONPATH", "") +subprocess.check_call([ + sys.executable, "main.py", + "--dataname", name, "--mode", "test", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_efvfm", + "--ckpt_path", r"/workspace/ef-vfm/ef_vfm/ckpt/pipeline_ds/adapter_efvfm/model_500.pt", + "--num_samples_to_generate", str(int(2551)), +]) +base = os.path.join(root, "ef_vfm", "result", name, r"adapter_efvfm") +best = None +best_t = -1.0 +for r, _, files in os.walk(base): + if "samples.csv" in files: + p = os.path.join(r, "samples.csv") + t = os.path.getmtime(p) + if t > best_t: + best_t, best = t, p +if not best: + raise SystemExit("tabbyflow: no samples.csv in " + base) +shutil.copy(best, r"/work/output-SpecializedModels/c3/tabbyflow/tabbyflow-c3-20260420_051949/tabbyflow-c3-2551-20260420_052609.csv") diff --git a/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/_tabbyflow_train.py b/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/_tabbyflow_train.py new file mode 100644 index 0000000000000000000000000000000000000000..4279184cc4b845ac2c6a6a4a51a2a3310dc11ec0 --- /dev/null +++ b/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/_tabbyflow_train.py @@ -0,0 +1,22 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +name = r"pipeline_ds" +src = r"/work/output-SpecializedModels/c3/tabbyflow/tabbyflow-c3-20260420_051949/tabular_bundle/pipeline_ds" +os.makedirs(os.path.join(root, "data", name), exist_ok=True) +dst_data = os.path.join(root, "data", name) +dst_syn = os.path.join(root, "synthetic", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(root) +os.environ["PYTHONPATH"] = root + os.pathsep + os.environ.get("PYTHONPATH", "") +os.environ["EFVFM_SMOKE_STEPS"] = "500" +os.environ["EFVFM_ADAPTER_TRAIN"] = "1" +subprocess.check_call([ + sys.executable, "main.py", + "--dataname", name, "--mode", "train", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_efvfm", +]) diff --git a/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/input_snapshot.json b/SynthData0523/main/c3/tabbyflow/tabbyflow-c3-20260420_051949/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..6f32b2e0685a5baa29559ff36dc15404b1c1beb2 --- /dev/null +++ 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sha256:b22dc2d9da58cbc469e3a5e8559929e53eca602d03174949b41e5dbe68c22a47 +size 283668 diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/_tabddpm_sample.py b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/_tabddpm_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..189baaddb3dd6ddf059d5325cf96684dbb9c21ec --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/_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 2551 rows") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/config_sample_20260422_210249.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/c3/tabddpm/tabddpm-c3-20260422_210001" +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/c3/tabddpm/tabddpm-c3-20260422_210001/tabddpm-c3-2551-20260422_210249.csv", index=False) + print(f"[TabDDPM] Saved {len(df)} rows -> /work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/tabddpm-c3-2551-20260422_210249.csv") +else: + print("[TabDDPM] WARNING: No output .npy files found") + sys.exit(1) diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/_tabddpm_train.py b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/_tabddpm_train.py new file mode 100644 index 0000000000000000000000000000000000000000..290c29491905838b3cbbf606cad90813a6d1e42e --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/_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/c3/tabddpm/tabddpm-c3-20260422_210001/config.toml") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/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/c3/tabddpm/tabddpm-c3-20260422_210001/config.toml b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..74a0b6ede42ec7831e2aaffb850dba63353f47b5 --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/config.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/output" +real_data_path = "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/data" +model_type = "mlp" +num_numerical_features = 0 +device = "cuda:0" + +[model_params] +d_in = 2 +num_classes = 3 +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/c3/tabddpm/tabddpm-c3-20260422_210001/config_sample_20260422_210249.toml b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/config_sample_20260422_210249.toml new file mode 100644 index 0000000000000000000000000000000000000000..48ac51ab5ce1d952edca363df5dbb0655ff7bdc5 --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/config_sample_20260422_210249.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/output" +real_data_path = "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/data" +model_type = "mlp" +num_numerical_features = 0 +device = "cuda:0" + +[model_params] +d_in = 2 +num_classes = 3 +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 = 2551 +batch_size = 1000 +seed = 0 diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/X_cat_train.npy b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..157257bc962a0b41fff12e0b1e465998e2fe342b --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a5557d3f498a0f423d57e86fcde964b13d477ebeb8655dfcdd3e7642c7dd1dce +size 40944 diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/info.json b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/info.json new file mode 100644 index 0000000000000000000000000000000000000000..4674928d17c9adb722bf9202c2c14a87eb0a84d3 --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/info.json @@ -0,0 +1,21 @@ +{ + "name": "benchmark_dataset", + "task_type": "multiclass", + "n_num_features": 0, + "n_cat_features": 2, + "train_size": 2551, + "num_col_idx": [], + "cat_col_idx": [ + 0, + 1 + ], + "target_col_idx": [ + 2 + ], + "column_names": [ + "ATRINS-DONOR-521", + "CCAGCTGCATCACAGGAGGCCAGCGAGCAGGTCTGTTCCAAGGGCCTTCGAGCCAGTCTG", + "EI" + ], + "num_classes": 3 +} \ No newline at end of file diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/y_train.npy b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..d73c1a1064b4b25126c688917606119c86982e27 --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/data/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91e8509a9159974540232e6f76caf1139762fc1c0a6e9795078a4ec5b8830dc3 +size 20536 diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/gen_20260422_210249.log b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/gen_20260422_210249.log new file mode 100644 index 0000000000000000000000000000000000000000..b6a4401194cedd7705aa9e4cccb9ed8df094e5ca --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/gen_20260422_210249.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fa552c84f8347d53ef5b68e40dfe43cb4b5dbc13667e2e2c1de44460f992339 +size 63189 diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/input_snapshot.json b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..16e4774027eb1ec7a2cb8a32c07afe342ca3d6cc --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c3", + "model": "tabddpm", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c3/c3-train.csv", + "exists": true, + "size": 213326, + "sha256": "a1ee97b37e9abc68953c8bb4c99a5f8535c68b121c60de73d3e23fd4beb516f3" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c3/c3-val.csv", + "exists": true, + "size": 26805, + "sha256": "5f384eded9999ef705f6b10ae0d20ce981a1b92339d451e7feb3946e95fdcbd9" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c3/c3-test.csv", + "exists": true, + "size": 26871, + "sha256": "3f0c932764d3321b9bc1ae15932af108b80382f4c89248839c02f48e1d08ffad" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c3/c3-dataset_profile.json", + "exists": true, + "size": 2635, + "sha256": "dfb01e28765bec4ac04cdb273987b23581194b35638d6450dac66f4525614335" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c3/c3-dataset_contract_v1.json", + "exists": true, + "size": 2422, + "sha256": "a408b4f800a67fc20e9bc37e847c54de7ed6f608b93d440c3933dead213acfca" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/X_cat_train.npy b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..ced3d35a60b9400bb03d800c0e4f54aaaf30c636 --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42c1942eee3cd103e08cf5691dc865ca07f5577224a49248bb450f41500a52a5 +size 10499 diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/X_cat_unnorm.npy b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/X_cat_unnorm.npy new file mode 100644 index 0000000000000000000000000000000000000000..d1d4c93f72d93ed84a1eaebd852db6b55302011e --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/X_cat_unnorm.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8850cb281585df40d6cd72398ba1f9d71d5a7be446ae3e3e76c9038cc910617a +size 40944 diff --git a/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/config.toml b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..48ac51ab5ce1d952edca363df5dbb0655ff7bdc5 --- /dev/null +++ b/SynthData0523/main/c3/tabddpm/tabddpm-c3-20260422_210001/output/config.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/output" +real_data_path = "/work/output-SpecializedModels/c3/tabddpm/tabddpm-c3-20260422_210001/data" +model_type = "mlp" +num_numerical_features = 0 +device = "cuda:0" + +[model_params] +d_in = 2 +num_classes = 3 +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 = 2551 +batch_size = 1000 +seed = 0