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"/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/realtabformer/rtf-c20-20260329_231509/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/realtabformer/rtf-c20-20260329_231509/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c20/realtabformer/rtf-c20-20260329_231509/train_20260329_231510.log b/SynthData0523/main/c20/realtabformer/rtf-c20-20260329_231509/train_20260329_231510.log new file mode 100644 index 0000000000000000000000000000000000000000..7839f2ce456fd2aa7d9b33de7ff8e111bc887745 --- /dev/null +++ b/SynthData0523/main/c20/realtabformer/rtf-c20-20260329_231509/train_20260329_231510.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5cb06f777e41f44778b5f54ec3337eac3fdad1dd602ad4974a7a3be357915893 +size 8315518 diff --git a/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/_tabbyflow_gen.py b/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/_tabbyflow_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..e756fd3719538abbca5fe94a5a77b2319b68d59b --- /dev/null +++ b/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/_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/c20/tabbyflow/tabbyflow-c20-20260423_221729/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_tabbyflow-c20-20260423_221729", + "--ckpt_path", r"/workspace/ef-vfm/ef_vfm/ckpt/pipeline_ds/adapter_tabbyflow-c20-20260423_221729/model_500.pt", + "--num_samples_to_generate", str(int(35855)), +]) +base = os.path.join(root, "ef_vfm", "result", name, r"adapter_tabbyflow-c20-20260423_221729") +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/c20/tabbyflow/tabbyflow-c20-20260423_221729/tabbyflow-c20-35855-20260423_222304.csv") diff --git a/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/_tabbyflow_train.py b/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/_tabbyflow_train.py new file mode 100644 index 0000000000000000000000000000000000000000..d8ef125112885761b7ec3b9938e6ad7bcf79d3fd --- /dev/null +++ b/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/_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/c20/tabbyflow/tabbyflow-c20-20260423_221729/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_tabbyflow-c20-20260423_221729", +]) diff --git a/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/input_snapshot.json b/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d30f51803a7ee91b977c2cc52f2dd2114e884e05 --- /dev/null +++ b/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ada2903cddecb9facf361817f61143ef1f647100aa4192690f88b9e0c6885444 +size 1359 diff --git a/SynthData0523/main/c20/tabbyflow/tabbyflow-c20-20260423_221729/models_tabbyflow/trained.pt 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b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/_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 35855 rows") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/config_sample_20260424_033931.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/c20/tabddpm/tabddpm-c20-20260424_033725" +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/c20/tabddpm/tabddpm-c20-20260424_033725/tabddpm-c20-35855-20260424_033931.csv", index=False) + print(f"[TabDDPM] Saved {len(df)} rows -> /work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/tabddpm-c20-35855-20260424_033931.csv") +else: + print("[TabDDPM] WARNING: No output .npy files found") + sys.exit(1) diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/_tabddpm_train.py b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/_tabddpm_train.py new file mode 100644 index 0000000000000000000000000000000000000000..d1c0f1d905b999709916b652045a91363c1e7410 --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/_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/c20/tabddpm/tabddpm-c20-20260424_033725/config.toml") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/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/c20/tabddpm/tabddpm-c20-20260424_033725/config.toml b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..3e24687ca7ebe2b0c7622b8bf59de9845868849a --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/config.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/output" +real_data_path = "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/data" +model_type = "mlp" +num_numerical_features = 6 +device = "cuda:0" + +[model_params] +d_in = 6 +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/c20/tabddpm/tabddpm-c20-20260424_033725/config_sample_20260424_033931.toml b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/config_sample_20260424_033931.toml new file mode 100644 index 0000000000000000000000000000000000000000..8c3bd9623f95b39bf451ce6c0eb01d0ce0066a9f --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/config_sample_20260424_033931.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/output" +real_data_path = "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/data" +model_type = "mlp" +num_numerical_features = 6 +device = "cuda:0" + +[model_params] +d_in = 6 +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 = 35855 +batch_size = 1000 +seed = 0 diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/X_num_train.npy b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/X_num_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..67485ba0c278bb0a47950ff5fcb2daa78a988f6f --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/X_num_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd166aa301ba439b2918313e8ab13fd22e49f7bc40bb42326452863f3e2fb7fc +size 860648 diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/info.json b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/info.json new file mode 100644 index 0000000000000000000000000000000000000000..1e3722aa2a09d6a7bfdff97b71ac3a85667d1d45 --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/info.json @@ -0,0 +1,29 @@ +{ + "name": "benchmark_dataset", + "task_type": "multiclass", + "n_num_features": 6, + "n_cat_features": 0, + "train_size": 35855, + "num_col_idx": [ + 0, + 1, + 2, + 3, + 4, + 5 + ], + "cat_col_idx": [], + "target_col_idx": [ + 6 + ], + "column_names": [ + "white_piece0_strength", + "white_piece0_file", + "white_piece0_rank", + "black_piece0_strength", + "black_piece0_file", + "black_piece0_rank", + "class" + ], + "num_classes": 3 +} \ No newline at end of file diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/y_train.npy b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..ec1e8a5004e259f31fb09d74105c3cae9d271e28 --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/data/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf305b376649a86377fac1640c5f151cca5891867fd09b1259e7de016502ebf2 +size 286968 diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/gen_20260424_033931.log b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/gen_20260424_033931.log new file mode 100644 index 0000000000000000000000000000000000000000..5ceddd3299b9581b3598243a36b7109c11c7be14 --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/gen_20260424_033931.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d939b02aab7dd7ab8abc6fdf9c1a95f53ebf65e1dc3df3288f95860dbf68f0d +size 756252 diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/input_snapshot.json b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d9b170e1de3486ebeaf215f5e9967caec8638693 --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c20", + "model": "tabddpm", + "inputs": { + 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file mode 100644 index 0000000000000000000000000000000000000000..2e08f237e9c39ab742c2cae7ed0effa580468389 --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/output/X_num_unnorm.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c26c811d8df52999b0c84ad9a8cc743259f0a6e596569844578284499563a6e4 +size 1721168 diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/output/config.toml b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/output/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..8c3bd9623f95b39bf451ce6c0eb01d0ce0066a9f --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/output/config.toml @@ -0,0 +1,39 @@ +seed = 0 +parent_dir = "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/output" +real_data_path = "/work/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/data" +model_type = "mlp" +num_numerical_features = 6 +device = "cuda:0" + +[model_params] +d_in = 6 +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 = 35855 +batch_size = 1000 +seed = 0 diff --git a/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/output/info.json b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/output/info.json new file mode 100644 index 0000000000000000000000000000000000000000..1e3722aa2a09d6a7bfdff97b71ac3a85667d1d45 --- /dev/null +++ b/SynthData0523/main/c20/tabddpm/tabddpm-c20-20260424_033725/output/info.json @@ -0,0 +1,29 @@ +{ + "name": "benchmark_dataset", + "task_type": 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