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"features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/staged_features.json", + "target_column": "class", + "task_type": "classification" + }, + "env_overrides": { + "BENCHMARK_TABDDPM_GPUS": "device=3", + "TABDDPM_NUM_TIMESTEPS": "1000", + "TABDDPM_SAMPLE_BATCH_SIZE": "256", + "TABDDPM_STEPS_PER_EPOCH": "100", + "TABDDPM_TRAIN_BATCH_SIZE": "256", + "TABDDPM_TRAIN_LR": "0.001" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/runtime_result.json b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..700458f9cff846eff69a5a3a7fcfd418fc79b27c --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/runtime_result.json @@ -0,0 +1,27 @@ +{ + "dataset_id": "c2", + "model": "tabddpm", + "run_id": "tabddpm-c2-20260504_181207", + "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-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/tabddpm-c2-1382-20260504_181327.csv", + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207" + }, + "timings": { + "train": { + "started_at": "2026-05-04T18:12:07", + "ended_at": "2026-05-04T18:13:27", + "duration_sec": 80.183 + }, + "generate": { + "started_at": "2026-05-04T18:13:27", + "ended_at": "2026-05-04T18:14:13", + "duration_sec": 45.511 + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/staged_features.json b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..61783861dd5de501592f76acb0469cf3f3b2622a --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/staged_features.json @@ -0,0 +1,37 @@ +[ + { + "feature_name": "buying", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "maint", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "doors", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "persons", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "lug_boot", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "safety", + "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/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/test.csv 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a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/val.csv b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26e90c1170a57a14c05832ac88027722b1f3848f9662c7c09ef7c93dcba4cc01 +size 5176 diff --git a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/adapter_report.json b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..39ceea716a5a35040872974d2eb66c6003d74991 --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/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-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/adapter_transforms_applied.json b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/model_input_manifest.json b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d57fd598a635f3eeb37458528e10312eaea20fc9 --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/staged/tabddpm/model_input_manifest.json @@ -0,0 +1,151 @@ +{ + "dataset_id": "c2", + "model": "tabddpm", + "target_column": "class", + "task_type": "classification", + "column_schema": [ + { + "name": "buying", + "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": 0.002894, + "example_values": [ + "vhigh", + "med", + "high", + "low" + ] + } + }, + { + "name": "maint", + "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": 0.002894, + "example_values": [ + "vhigh", + "low", + "med", + "high" + ] + } + }, + { + "name": "doors", + "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": 0.002894, + "example_values": [ + "2", + "5more", + "3", + "4" + ] + } + }, + { + "name": "persons", + "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": 0.002171, + "example_values": [ + "2", + "4", + "more" + ] + } + }, + { + "name": "lug_boot", + "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": 0.002171, + "example_values": [ + "small", + "big", + "med" + ] + } + }, + { + "name": "safety", + "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": 0.002171, + "example_values": [ + "low", + "high", + "med" + ] + } + }, + { + "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": 4, + "unique_ratio": 0.002894, + "example_values": [ + "unacc", + "good", + "acc", + "vgood" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/tabddpm/tabddpm-c2-20260504_181207/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/tabddpm-c2-1382-20260504_181327.csv b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/tabddpm-c2-1382-20260504_181327.csv new file mode 100644 index 0000000000000000000000000000000000000000..3cda23fbccf312ef29595c568d5469568ba22760 --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/tabddpm-c2-1382-20260504_181327.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ad0c8184a1206eba8e7b14365233be69193829877fef955e9687ba807e78df4 +size 41519 diff --git a/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/train_20260504_181207.log b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/train_20260504_181207.log new file mode 100644 index 0000000000000000000000000000000000000000..1a69546b543fcdb5aad504909aefe195ec2cdd07 --- /dev/null +++ b/SynthData0523/main/c2/tabddpm/tabddpm-c2-20260504_181207/train_20260504_181207.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c43a64728eefff6ad798ad80865649a2403c1ec2aeda34c198141392ff04fb7a +size 1078 diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/_tabdiff_gen.py b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/_tabdiff_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..6ad02cde0ebb7085c857c9467656a0c3dc2b36e6 --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/_tabdiff_gen.py @@ -0,0 +1,36 @@ + +import os, shutil, subprocess, sys +td = r"/workspace/TabDiff" +name = r"pipeline_c2" +src = r"/work/output-Benchmark-trainonly-v1/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2" +dst_data = os.path.join(td, "data", name) +dst_syn = os.path.join(td, "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(td) +os.environ["PYTHONPATH"] = td + os.pathsep + os.environ.get("PYTHONPATH", "") +subprocess.check_call([ + sys.executable, "-m", "tabdiff.main", + "--dataname", name, "--mode", "test", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_learnable", + "--ckpt_path", r"/workspace/TabDiff/tabdiff/ckpt/pipeline_c2/adapter_learnable/model_500.pt", + "--num_samples_to_generate", str(int(1382)), +]) +# test() 写入 tabdiff/result////samples.csv +import glob as g +base = os.path.join(td, "tabdiff", "result", name, r"adapter_learnable") +best = None +best_t = -1.0 +for root, _, files in os.walk(base): + if "samples.csv" in files: + p = os.path.join(root, "samples.csv") + t = os.path.getmtime(p) + if t > best_t: + best_t = t + best = p +if not best: + raise SystemExit("tabdiff: no samples.csv under " + base) +shutil.copy(best, r"/work/output-Benchmark-trainonly-v1/c2/tabdiff/tabdiff-c2-20260501_053602/tabdiff-c2-1382-20260501_054253.csv") diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/_tabdiff_train.py b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/_tabdiff_train.py new file mode 100644 index 0000000000000000000000000000000000000000..c639c32804feee4ba0d67da24759d1db2a17f4f6 --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/_tabdiff_train.py @@ -0,0 +1,21 @@ + +import os, shutil, subprocess, sys +td = r"/workspace/TabDiff" +name = r"pipeline_c2" +src = r"/work/output-Benchmark-trainonly-v1/c2/tabdiff/tabdiff-c2-20260501_053602/tabular_bundle/pipeline_c2" +dst_data = os.path.join(td, "data", name) +dst_syn = os.path.join(td, "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(td) +os.environ["PYTHONPATH"] = td + os.pathsep + os.environ.get("PYTHONPATH", "") +os.environ["TABDIFF_SMOKE_STEPS"] = "500" +os.environ["TABDIFF_ADAPTER_TRAIN"] = "1" +subprocess.check_call([ + sys.executable, "-m", "tabdiff.main", + "--dataname", name, "--mode", "train", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_learnable", +]) diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/gen_20260501_054253.log b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/gen_20260501_054253.log new file mode 100644 index 0000000000000000000000000000000000000000..aca2c90c10233d71f8aef41d6b51dd4950215416 --- /dev/null +++ b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/gen_20260501_054253.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3de292e34bb26dafd4263e6580a3a73883941a9f22ab42d402500eb32b7de440 +size 4472 diff --git a/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/input_snapshot.json b/SynthData0523/main/c2/tabdiff/tabdiff-c2-20260501_053602/input_snapshot.json new file mode 100644 index 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