diff --git a/.gitattributes b/.gitattributes index 30d4673e4ac8b1a14407acc1a02b50acc101be5a..d2b98a787a66d7e7077133e8736fb22805b448b5 100644 --- a/.gitattributes +++ b/.gitattributes @@ -3046,3 +3046,34 @@ SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_1624 SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/gen_20260504_162437.log filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/train_20260504_162339.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_X_host.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forest-c2-1382-20260501_180507.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forestdiffusion_model.joblib filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/gen_20260501_180507.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/models_fd/model.joblib filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/train_20260501_180312.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_meta.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle-c2-200-20260414_034520.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/models_goggle/weights.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/train_20260414_034344.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/gen_20260501_034209.log filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/model_input_manifest.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..578cbcb2eaf976baa0f04ce2aaf4ef92ca0996d1 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/model_input_manifest.json @@ -0,0 +1,151 @@ +{ + "dataset_id": "c2", + "model": "ctgan", + "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/ctgan/ctgan-c2-20260504_162339/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/staged_features.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..61783861dd5de501592f76acb0469cf3f3b2622a --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/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/ctgan/ctgan-c2-20260504_162339/staged/public/test.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b48114a7d0bc5bd9a07920f903c8d4aba8bf98bf2a66a050da03588b0245ca73 +size 5273 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/train.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..da4f4d55134eebc0e51157d0d467536371db1484 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4aed00c2c2b3f88a55a7ebff31b2e1b5e0e32fb0a7267e0b9d2779cd23e434dd +size 41565 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/val.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/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/forestdiffusion/forest-c2-20260501_180312/_fd_X_host.npy b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..2c631eb05814d7aa116816e9799b9c52f8c0e566 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:260745c93bbaaa167bd761bd653a194f7b25b477b3929a24e343741a3c4fa280 +size 38824 diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_gen.py b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..d2b42922010bc7ec07265645dfb0e1d6cf86fca4 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(1382)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/forest-c2-1382-20260501_180507.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_meta_host.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..be467ac019d08a03e8ba5c0d436f59170db78786 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_meta_host.json @@ -0,0 +1 @@ +{"column_names": ["buying", "maint", "doors", "persons", "lug_boot", "safety", "class"], "cat_indexes": [0, 1, 2, 3, 4, 5]} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_train.py b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..c5db79a6adac10e5443c38df7e27a35dfe629363 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/_fd_train.py @@ -0,0 +1,28 @@ + +import shutil, json +shutil.copy(r'/work/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/_fd_meta_host.json') as f: + open('/tmp/fd_meta.json','w').write(f.read()) + +import numpy as np, joblib, json, os +from ForestDiffusion import ForestDiffusionModel +X = np.load("/tmp/fd_X.npy") +with open("/tmp/fd_meta.json") as f: + meta = json.load(f) +cat_indexes = meta["cat_indexes"] +print( + "[ForestDiffusion] train config: " + f"rows={X.shape[0]} cols={X.shape[1]} n_t=20 " + f"n_estimators=100 duplicate_K=20 n_jobs=2 " + f"xgb_verbosity=1", + flush=True, +) +m = ForestDiffusionModel( + X, n_t=20, n_estimators=100, duplicate_K=20, n_jobs=2, + model="xgboost", max_depth=6, tree_method="hist", cat_indexes=cat_indexes, + verbosity=1, +) +joblib.dump((m, meta), "/tmp/fd_model.joblib") +print("ForestDiffusion train OK") + +shutil.copy('/tmp/fd_model.joblib', r'/work/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/forestdiffusion_model.joblib') diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forest-c2-1382-20260501_180507.csv b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forest-c2-1382-20260501_180507.csv new file mode 100644 index 0000000000000000000000000000000000000000..9ddb3256aa4eddec1b91a69f22a88db0aff1478d --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forest-c2-1382-20260501_180507.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:45de430c958ac2b13eb1a34d98022d7d07806cbd2489f648ca826faa79e73003 +size 41562 diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forestdiffusion_model.joblib b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forestdiffusion_model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..91b82d488e3ca149c88205a6b539417bae30b551 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/forestdiffusion_model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:29b1a2d549cebbb41f05e432a66310bee854f4001499e662ced2d5638d6a1a69 +size 144873431 diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/gen_20260501_180507.log b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/gen_20260501_180507.log new file mode 100644 index 0000000000000000000000000000000000000000..468dd563bf18965e5a15365cfbb1fbb8ecf3ca12 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/gen_20260501_180507.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0d15ba478b2b03e234e7ef665cd4a0179699fde3851b7149a2ec1bc47f81519 +size 294 diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/input_snapshot.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..24ba74f272fb2c967af52a4ad4947955f45646ea --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c2", + "model": "forestdiffusion", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-train.csv", + "exists": true, + "size": 42948, + "sha256": "17bc560fa96bd00fb3b526e1e65bc91210b701d0d0a4e8bb9b4c5196cab56def" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-val.csv", + "exists": true, + "size": 5349, + "sha256": "61e565eca62e65a7dccd9d51039a3170413379e10fc494e25870e7c4294863c9" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-test.csv", + "exists": true, + "size": 5448, + "sha256": "cbcbb062a1faf5fa44b66c80532baa229e05b94fc42137269761e6c6d84af20a" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c2/c2-dataset_profile.json", + "exists": true, + "size": 3240, + "sha256": "526b7163b2076c93c0bf4638438081ee8a6907065d5b608faa40d1a3dbc2a27b" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c2/c2-dataset_contract_v1.json", + "exists": true, + "size": 3731, + "sha256": "fb595a876054c2ee9b4e10cfe83a5691588de1d25466cbb9d473c18ad3604009" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/models_fd/model.joblib b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/models_fd/model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..91b82d488e3ca149c88205a6b539417bae30b551 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/models_fd/model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:29b1a2d549cebbb41f05e432a66310bee854f4001499e662ced2d5638d6a1a69 +size 144873431 diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..689b1d00d96508e44ba40e58dc4560e19afc2b3b --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,144 @@ +{ + "dataset_id": "c2", + "target_column": "class", + "task_type": "classification", + "columns": [ + { + "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" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/public_gate_report.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..2e4cdcb2a4e28e40d59b17a83e773f622b7636a5 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c2", + "status": "pass", + "checks": [ + { + "check_id": "PG001_csv_parse_ok", + "status": "pass" + }, + { + "check_id": "PG002_split_header_consistent", + "status": "pass" + }, + { + "check_id": "PG003_profile_header_match", + "status": "pass" + }, + { + "check_id": "PG004_missing_token_normalized", + "status": "pass" + }, + { + "check_id": "PG005_semantic_type_validated", + "status": "pass" + }, + { + "check_id": "PG006_target_defined_and_valid", + "status": "pass" + } + ], + "target_column": "class", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/staged_input_manifest.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..40f47ecbbad7297b9fcd90dfedc1405053e4ced0 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/staged_input_manifest.json @@ -0,0 +1,149 @@ +{ + "dataset_id": "c2", + "target_column": "class", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/public_gate_report.json", + "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" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/runtime_result.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..9f9aca5fb1e17470b7901b0431f423d151468e76 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/runtime_result.json @@ -0,0 +1,27 @@ +{ + "dataset_id": "c2", + "model": "forestdiffusion", + "run_id": "forest-c2-20260501_180312", + "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/forestdiffusion/forest-c2-20260501_180312/forest-c2-1382-20260501_180507.csv", + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/models_fd/model.joblib" + }, + "timings": { + "train": { + "started_at": "2026-05-01T18:03:12", + "ended_at": "2026-05-01T18:05:07", + "duration_sec": 115.491 + }, + "generate": { + "started_at": "2026-05-01T18:05:07", + "ended_at": "2026-05-01T18:05:11", + "duration_sec": 3.318 + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/adapter_report.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..ec7aeeae55708b18f1d1c562035d44d71bb20fdd --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/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/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/adapter_transforms_applied.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/model_input_manifest.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4b30987e72958757fbeada7685be33f1f997b068 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/forestdiffusion/model_input_manifest.json @@ -0,0 +1,151 @@ +{ + "dataset_id": "c2", + "model": "forestdiffusion", + "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/forestdiffusion/forest-c2-20260501_180312/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/forestdiffusion/forest-c2-20260501_180312/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/staged_features.json b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..61783861dd5de501592f76acb0469cf3f3b2622a --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/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/forestdiffusion/forest-c2-20260501_180312/staged/public/test.csv b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b48114a7d0bc5bd9a07920f903c8d4aba8bf98bf2a66a050da03588b0245ca73 +size 5273 diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/train.csv b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..da4f4d55134eebc0e51157d0d467536371db1484 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4aed00c2c2b3f88a55a7ebff31b2e1b5e0e32fb0a7267e0b9d2779cd23e434dd +size 41565 diff --git a/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/val.csv b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/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/forestdiffusion/forest-c2-20260501_180312/train_20260501_180312.log b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/train_20260501_180312.log new file mode 100644 index 0000000000000000000000000000000000000000..b0837f580d1e116882089fa4c0c6572a8ad0eeab --- /dev/null +++ b/SynthData0523/main/c2/forestdiffusion/forest-c2-20260501_180312/train_20260501_180312.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62a0bd6a2992b6ddc23566ab5374d6c1e1c225e6fcd605d9d25c303d7fe9ca8f +size 423 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_gen.py b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..faab8169a8871e926c719bf066c9c36a852d0805 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_gen.py @@ -0,0 +1,16 @@ + +import os, torch, pandas as pd +from goggle.model.Goggle import Goggle +os.environ["PYTHONPATH"] = "/workspace/GOGGLE/src:" + os.environ.get("PYTHONPATH", "") +d = torch.load(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt", map_location="cuda") +meta = d["meta"] +g = Goggle( + meta["input_dim"], 64, 2, True, 64, 2, 0.1, "gcn", + None, None, "cuda", +).cuda() +g.load_state_dict(d["state_dict"], strict=False) +g.eval() +with torch.no_grad(): + z = g.sample(int(200)).cpu().numpy() +df = pd.DataFrame(z, columns=meta["columns"]) +df.to_csv(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/goggle-c2-200-20260414_034520.csv", index=False) diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_meta.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..62bdff39b38c80e05d0086b696b53af194b05817 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_meta.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0cb515d49318348c09d9b5c299f41be2ca67834a887039872226dd22ad1621c0 +size 99 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_train.csv b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_train.csv new file mode 100644 index 0000000000000000000000000000000000000000..e46411bd30576ac83d2208aaeb7010e5b8f6a4b1 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:899fed64bf5d66443b93cf0ff7bc6f63e15f8fb1ec2d7060dc21d50d52d1f2af +size 38745 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_train.py b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_train.py new file mode 100644 index 0000000000000000000000000000000000000000..e107f4f7688bcb0035c2197509c0a0f94d19ab4f --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/_goggle_train.py @@ -0,0 +1,16 @@ + +import json, os, torch, pandas as pd +os.environ["PYTHONPATH"] = "/workspace/GOGGLE/src:" + os.environ.get("PYTHONPATH", "") +os.chdir("/work") +from goggle.GoggleModel import GoggleModel +with open(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/_goggle_meta.json") as f: + meta = json.load(f) +df = pd.read_csv(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/_goggle_train.csv") +m = GoggleModel( + "pipe", input_dim=meta["input_dim"], encoder_dim=64, decoder_dim=64, + encoder_l=2, decoder_l=2, decoder_arch="gcn", device="cuda", + epochs=2, batch_size=128, patience=min(20, 2), logging_epoch=max(1, 2//5), +) +m.fit(df) +torch.save({"state_dict": m.model.state_dict(), "meta": meta}, r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt") +print("GOGGLE train OK") diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle-c2-200-20260414_034520.csv b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle-c2-200-20260414_034520.csv new file mode 100644 index 0000000000000000000000000000000000000000..634dac06fc055b2a13e9c87bb6859a07d7e7a005 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle-c2-200-20260414_034520.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0de35fe084e5634149df5ca68a7ab6c43eed5c36be8ba6fe6f63deee40748e8 +size 15029 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt new file mode 100644 index 0000000000000000000000000000000000000000..25584814bb1ae7ffe047f783dabca79dcef61259 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09e5b9d3a20eff8194f96b7baefe35c5a68df2a836ffbfebcb92cfc5de28a227 +size 19479 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/input_snapshot.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..2555f5b750d67903dfddf056079ec6b5ef5d7664 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:11c79c8f0cff0250996fe8c7f0d087d4de8a2cb7362775c3bd9a879b5831e763 +size 1342 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/models_goggle/weights.pt b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/models_goggle/weights.pt new file mode 100644 index 0000000000000000000000000000000000000000..25584814bb1ae7ffe047f783dabca79dcef61259 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/models_goggle/weights.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09e5b9d3a20eff8194f96b7baefe35c5a68df2a836ffbfebcb92cfc5de28a227 +size 19479 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..bc291aca72c2ac00d7eb2da74c894bb15ef82aed --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a63ea2091eccf0145444f670415e7201dbdd052bc2ddabdc4241f6f16bdcf0a0 +size 3153 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/public_gate_report.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..7a6c2a269c5cb0cf7e30d07bcc6766f4fd653e51 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdc8c14ffce6055ca726f7949b2900c4ba619b670f8fc63c61328c24e4c46c66 +size 912 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/staged_input_manifest.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8a9cfcb369add27350c8d995844c4767956a90bf --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b90942c0c0addabb472d56c39ad713bfa67dd4f81a38444411bb07ed664060a7 +size 3924 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/runtime_result.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..325219deb0052ebd5be6e6d1bda4a8b52b909535 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:78cb143459c38a209241c0e1e31b6fa6c6d3ed3ee0ba225b5c61d93dcb7ded58 +size 596 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_report.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..9c2ae99c4e41c896744d9c01bf8d6fa051f7c9e2 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c0f021cb4de053578fa79130d7e77db71a9f3718c162b33fe0abf0fc92592622 +size 313 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_transforms_applied.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/model_input_manifest.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0e719c70ad0b53ff3e88056b68c784eae9eba3f4 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/goggle/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:82b2ccd682f4a81dc9b50f682fd16f393366f1b2270ec57d9f784ef6e924b3f2 +size 4113 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/staged_features.json b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..96ce2fcc5c1b712d1baabe9a6462bb9c882c30fc --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37511511f1d7cb0e004f9d7305c900644ebefe672c9a1a418c1f29b36786fabd +size 659 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/test.csv b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b48114a7d0bc5bd9a07920f903c8d4aba8bf98bf2a66a050da03588b0245ca73 +size 5273 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/train.csv b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..da4f4d55134eebc0e51157d0d467536371db1484 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4aed00c2c2b3f88a55a7ebff31b2e1b5e0e32fb0a7267e0b9d2779cd23e434dd +size 41565 diff --git a/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/val.csv b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/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/goggle/goggle-c2-20260414_034344/train_20260414_034344.log b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/train_20260414_034344.log new file mode 100644 index 0000000000000000000000000000000000000000..d8f498f45512c6e2bf1cfdba002bedf43b17cbca --- /dev/null +++ b/SynthData0523/main/c2/goggle/goggle-c2-20260414_034344/train_20260414_034344.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ec60e12c75d88ce0edb5f498364e33338e3be7d47c316ab415a8f0d029dab040 +size 570 diff --git a/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/gen_20260501_034209.log b/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/gen_20260501_034209.log new file mode 100644 index 0000000000000000000000000000000000000000..3bd9020c5fdabf94c9ceb6d60a05d2d4d7e4b7aa --- /dev/null +++ b/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/gen_20260501_034209.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d9cd78510d0e934b4687ac24af837ad5559644c5e82d47a96ff358807af9d4a +size 962 diff --git a/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/input_snapshot.json b/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..16a47f24a14783056963c7c31b54a93442c4e573 --- /dev/null +++ b/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c2", + "model": "realtabformer", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-train.csv", + "exists": true, + "size": 42948, + "sha256": "17bc560fa96bd00fb3b526e1e65bc91210b701d0d0a4e8bb9b4c5196cab56def" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-val.csv", + "exists": true, + "size": 5349, + "sha256": "61e565eca62e65a7dccd9d51039a3170413379e10fc494e25870e7c4294863c9" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c2/c2-test.csv", + "exists": true, + "size": 5448, + "sha256": "cbcbb062a1faf5fa44b66c80532baa229e05b94fc42137269761e6c6d84af20a" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c2/c2-dataset_profile.json", + "exists": true, + "size": 3240, + "sha256": "526b7163b2076c93c0bf4638438081ee8a6907065d5b608faa40d1a3dbc2a27b" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c2/c2-dataset_contract_v1.json", + "exists": true, + "size": 3731, + "sha256": "fb595a876054c2ee9b4e10cfe83a5691588de1d25466cbb9d473c18ad3604009" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/models_100epochs/id000017775781275641421824/rtf_config.json b/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/models_100epochs/id000017775781275641421824/rtf_config.json new file mode 100644 index 0000000000000000000000000000000000000000..8c2b372de02a8cce4bc278762beae14c015db566 --- /dev/null +++ b/SynthData0523/main/c2/realtabformer/rtf-c2-20260501_033610/models_100epochs/id000017775781275641421824/rtf_config.json @@ -0,0 +1 @@ +{"model_type": "tabular", "tabular_config": {"transformers_version": "5.5.3", "architectures": ["GPT2LMHeadModel"], "output_hidden_states": false, "return_dict": true, "dtype": "float32", "chunk_size_feed_forward": 0, "is_encoder_decoder": false, "id2label": {"0": "LABEL_0", "1": "LABEL_1"}, "label2id": {"LABEL_0": 0, "LABEL_1": 1}, "problem_type": null, "vocab_size": 36, "n_positions": 1024, "n_embd": 768, "n_layer": 6, "n_head": 12, "n_inner": null, "activation_function": "gelu_new", "resid_pdrop": 0.1, "embd_pdrop": 0.1, "attn_pdrop": 0.1, "layer_norm_epsilon": 1e-05, "initializer_range": 0.02, "summary_type": "cls_index", "summary_use_proj": true, "summary_activation": null, "summary_proj_to_labels": true, "summary_first_dropout": 0.1, "scale_attn_weights": true, "use_cache": false, "bos_token_id": 5, "eos_token_id": 6, "pad_token_id": null, "scale_attn_by_inverse_layer_idx": false, "reorder_and_upcast_attn": false, "add_cross_attention": false, "tie_word_embeddings": true, "_name_or_path": "", "model_type": "gpt2", "output_attentions": false}, "checkpoints_dir": "rtf_checkpoints", "samples_save_dir": "rtf_samples", "full_save_dir": "rtf_full_save", "epochs": 100, "batch_size": 8, "early_stopping_patience": 5, "early_stopping_threshold": 0, "training_args_kwargs": {"eval_strategy": "no", "output_dir": "rtf_checkpoints", "metric_for_best_model": "loss", "num_train_epochs": 100, "per_device_train_batch_size": 8, "per_device_eval_batch_size": 8, "gradient_accumulation_steps": 4, "remove_unused_columns": true, "logging_steps": 100, "save_steps": 100, "eval_steps": 100, "load_best_model_at_end": false, "save_total_limit": 6, "optim": "adamw_torch"}, "train_size": 1, "mask_rate": 0, "columns": ["buying", "maint", "doors", "persons", "lug_boot", "safety", "class"], "column_dtypes": {"buying": "object", "maint": "object", "doors": "object", "persons": "object", "lug_boot": "object", "safety": "object", "class": "object"}, "column_has_missing": {"buying": false, "maint": false, "doors": false, "persons": false, "lug_boot": false, "safety": false, "class": false}, "drop_na_cols": ["buying", "maint", "doors", "persons", "lug_boot", "safety", "class"], "processed_columns": ["0___CATEGORICAL___buying", "1___CATEGORICAL___maint", "2___CATEGORICAL___doors", "3___CATEGORICAL___persons", "4___CATEGORICAL___lug_boot", "5___CATEGORICAL___safety", "6___CATEGORICAL___class"], "numeric_columns": [], "datetime_columns": [], "vocab": {"id2token": {"0": "[UNK]", "1": "[SEP]", "2": "[PAD]", "3": "[CLS]", "4": "[MASK]", "5": "[BOS]", "6": "[EOS]", "7": "[BMEM]", "8": "[EMEM]", "9": "[RMASK]", "10": "[SPTYPE]", "11": "0___CATEGORICAL___buying___high", "12": "0___CATEGORICAL___buying___low", "13": "0___CATEGORICAL___buying___med", "14": "0___CATEGORICAL___buying___vhigh", "15": "1___CATEGORICAL___maint___high", "16": "1___CATEGORICAL___maint___low", "17": "1___CATEGORICAL___maint___med", "18": "1___CATEGORICAL___maint___vhigh", "19": "2___CATEGORICAL___doors___2", "20": "2___CATEGORICAL___doors___3", "21": "2___CATEGORICAL___doors___4", "22": "2___CATEGORICAL___doors___5more", "23": "3___CATEGORICAL___persons___2", "24": "3___CATEGORICAL___persons___4", "25": "3___CATEGORICAL___persons___more", "26": "4___CATEGORICAL___lug_boot___big", "27": "4___CATEGORICAL___lug_boot___med", "28": "4___CATEGORICAL___lug_boot___small", "29": "5___CATEGORICAL___safety___high", "30": "5___CATEGORICAL___safety___low", "31": "5___CATEGORICAL___safety___med", "32": "6___CATEGORICAL___class___acc", "33": "6___CATEGORICAL___class___good", "34": "6___CATEGORICAL___class___unacc", "35": "6___CATEGORICAL___class___vgood"}, "token2id": {"[UNK]": 0, "[SEP]": 1, "[PAD]": 2, "[CLS]": 3, "[MASK]": 4, "[BOS]": 5, "[EOS]": 6, "[BMEM]": 7, "[EMEM]": 8, "[RMASK]": 9, "[SPTYPE]": 10, "0___CATEGORICAL___buying___high": 11, "0___CATEGORICAL___buying___low": 12, "0___CATEGORICAL___buying___med": 13, "0___CATEGORICAL___buying___vhigh": 14, "1___CATEGORICAL___maint___high": 15, "1___CATEGORICAL___maint___low": 16, "1___CATEGORICAL___maint___med": 17, "1___CATEGORICAL___maint___vhigh": 18, "2___CATEGORICAL___doors___2": 19, "2___CATEGORICAL___doors___3": 20, "2___CATEGORICAL___doors___4": 21, "2___CATEGORICAL___doors___5more": 22, "3___CATEGORICAL___persons___2": 23, "3___CATEGORICAL___persons___4": 24, "3___CATEGORICAL___persons___more": 25, "4___CATEGORICAL___lug_boot___big": 26, "4___CATEGORICAL___lug_boot___med": 27, "4___CATEGORICAL___lug_boot___small": 28, "5___CATEGORICAL___safety___high": 29, "5___CATEGORICAL___safety___low": 30, "5___CATEGORICAL___safety___med": 31, "6___CATEGORICAL___class___acc": 32, "6___CATEGORICAL___class___good": 33, "6___CATEGORICAL___class___unacc": 34, "6___CATEGORICAL___class___vgood": 35}, "column_token_ids": {"0___CATEGORICAL___buying": [11, 12, 13, 14], "1___CATEGORICAL___maint": [15, 16, 17, 18], "2___CATEGORICAL___doors": [19, 20, 21, 22], "3___CATEGORICAL___persons": [23, 24, 25], "4___CATEGORICAL___lug_boot": [26, 27, 28], "5___CATEGORICAL___safety": [29, 30, 31], "6___CATEGORICAL___class": [32, 33, 34, 35]}}, "tabular_max_length": 9, "relational_max_length": null, "tabular_col_size": 1382, "relational_col_size": null, "col_transform_data": {}, "in_col_transform_data": null, "col_idx_ids": {"0": [11, 12, 13, 14], "1": [15, 16, 17, 18], "2": [19, 20, 21, 22], "3": [23, 24, 25], "4": [26, 27, 28], "5": [29, 30, 31], "6": [32, 33, 34, 35]}, "random_state": 1029, "numeric_nparts": 1, "numeric_precision": 4, "numeric_max_len": 10, "experiment_id": "id000017775781275641421824", "trainer_state": null, "target_col": null, "realtabformer_version": "0.2.4"} \ No newline at end of file