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"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_152521/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_152521/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_152521/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_152521/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_152521/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_152521/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/staged/public/staged_features.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..61783861dd5de501592f76acb0469cf3f3b2622a --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/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_152521/staged/public/test.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/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_152521/staged/public/train.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..da4f4d55134eebc0e51157d0d467536371db1484 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/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_152521/staged/public/val.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_152521/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/ctgan/ctgan-c2-20260504_162240/_ctgan_generate.py b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..4a513b6c64f8729a0592980505e361f0ede7a9ea --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/_ctgan_generate.py @@ -0,0 +1,18 @@ +import sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN +model = CTGAN.load("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt") +total = 1382 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +sampled = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +sampled.to_csv("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/ctgan-c2-1382-20260504_162321.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/ctgan-c2-1382-20260504_162321.csv") \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/_ctgan_train.py b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..dd7ddb7bea931b54947b0e3d88527c9ad137178d --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/train.csv") +discrete_columns = ['buying', 'maint', 'doors', 'persons', 'lug_boot', 'safety', 'class'] +model = CTGAN( + embedding_dim=16, + generator_dim=(32, 32), + discriminator_dim=(32, 32), + batch_size=80, + pac=5, + epochs=100, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt") \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/ctgan-c2-1382-20260504_162321.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/ctgan-c2-1382-20260504_162321.csv new file mode 100644 index 0000000000000000000000000000000000000000..4c2bcd6913d6fc848e66bb9fdda340a1e05554b7 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/ctgan-c2-1382-20260504_162321.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:06f4bd2740e2d92884bded619bc47b8652f747c537f543c463da26b4ecc3b2e9 +size 41563 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/ctgan_metadata.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..183d627ebc98e89233655ec98c9dcbc528c4c328 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/ctgan_metadata.json @@ -0,0 +1,32 @@ +{ + "columns": [ + { + "name": "buying", + "type": "categorical" + }, + { + "name": "maint", + "type": "categorical" + }, + { + "name": "doors", + "type": "categorical" + }, + { + "name": "persons", + "type": "categorical" + }, + { + "name": "lug_boot", + "type": "categorical" + }, + { + "name": "safety", + "type": "categorical" + }, + { + "name": "class", + "type": "categorical" + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/gen_20260504_162321.log b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/gen_20260504_162321.log new file mode 100644 index 0000000000000000000000000000000000000000..121e2d02ec34b94bf50346ead1a3d5eb919fd14f --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/gen_20260504_162321.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e9a8bd298558c0d0c5121a8f68fd97cdcf80e5e349de95203e772ebf7d6a0d7 +size 297 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/input_snapshot.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..e70c6b5c1d7c7363c5970bab5156163411d211e7 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c2", + "model": "ctgan", + "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/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..185ce48c7b3861004a1ae943ced45428837221e1 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:89001f5bc9d51b23712eb3bb71f85ef655ff710707b825e7ae6ac1d586cc395b +size 294947 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/train_20260504_162240.log b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/train_20260504_162240.log new file mode 100644 index 0000000000000000000000000000000000000000..296e5914be6b77b0dc29b560dbcc0daa497eab65 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/train_20260504_162240.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a80e86a687df24cbf5cef0f767d6091a7728594215f9fdc8bbf3e4c508252b43 +size 20165 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..689b1d00d96508e44ba40e58dc4560e19afc2b3b --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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/ctgan/ctgan-c2-20260504_162240/public_gate/public_gate_report.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..2e4cdcb2a4e28e40d59b17a83e773f622b7636a5 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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/ctgan/ctgan-c2-20260504_162240/public_gate/staged_input_manifest.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3e04926e55a12a23c91b123f0fdf38caa78c98fe --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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/ctgan/ctgan-c2-20260504_162240/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/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/ctgan/ctgan-c2-20260504_162240/run_config.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..7e77ec9db818a984c777289e51c82c6925a25d92 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/run_config.json @@ -0,0 +1,46 @@ +{ + "schema_version": 1, + "recorded_at": "2026-05-04T16:22:40", + "dataset_id": "c2", + "model": "ctgan", + "work_dir": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240", + "dataset_source_requested": "new", + "dataset_source_resolved": "new", + "cli_args": { + "model": "ctgan", + "dataset": "c2", + "dataset_source": "new", + "train": true, + "generate": true, + "num_rows": 0, + "epochs": null, + "output_dir": null, + "model_dir": null, + "work_dir": null, + "resume": false, + "no_stats": false + }, + "resolved": { + "num_rows": 1382, + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt", + "output_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/ctgan-c2-1382-20260504_162321.csv" + }, + "input_artifacts": { + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/public_gate/public_gate_report.json", + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/public_gate/staged_input_manifest.json", + "model_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/ctgan/model_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/train.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/staged_features.json", + "target_column": "class", + "task_type": "classification" + }, + "env_overrides": { + "BENCHMARK_CTGAN_GPUS": "device=3", + "CTGAN_BATCH_SIZE": "80", + "CTGAN_DEFAULT_EPOCHS": "100", + "CTGAN_DISCRIMINATOR_DIMS": "32,32", + "CTGAN_EMBEDDING_DIM": "16", + "CTGAN_GENERATOR_DIMS": "32,32", + "CTGAN_PAC": "5" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/runtime_result.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..c943130baae43b3a0a41eb9a2f1e7079a453a38e --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/runtime_result.json @@ -0,0 +1,27 @@ +{ + "dataset_id": "c2", + "model": "ctgan", + "run_id": "ctgan-c2-20260504_162240", + "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/ctgan/ctgan-c2-20260504_162240/ctgan-c2-1382-20260504_162321.csv", + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/models_100epochs/ctgan_100epochs.pt" + }, + "timings": { + "train": { + "started_at": "2026-05-04T16:22:40", + "ended_at": "2026-05-04T16:23:21", + "duration_sec": 41.673 + }, + "generate": { + "started_at": "2026-05-04T16:23:21", + "ended_at": "2026-05-04T16:23:27", + "duration_sec": 5.382 + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/ctgan/adapter_report.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..a84ffcef8e6e4db6b0ae03f2de9ce8b993bf33d0 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/ctgan/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/ctgan/ctgan-c2-20260504_162240/staged/ctgan/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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_162240/staged/ctgan/model_input_manifest.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b8bed5508038be911353f57dfc64f5c3fd221056 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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_162240/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162240/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/public/staged_features.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..61783861dd5de501592f76acb0469cf3f3b2622a --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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_162240/staged/public/test.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..392a0d7189a34d8f13ecf20a99d64b03230d517c --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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_162240/staged/public/train.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..da4f4d55134eebc0e51157d0d467536371db1484 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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_162240/staged/public/val.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..af8caf7ee42524188534a3daf32996dc491952d9 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162240/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/ctgan/ctgan-c2-20260504_162339/_ctgan_generate.py b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..ff855eb274e019fb91b6476423543290aaf540c3 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/_ctgan_generate.py @@ -0,0 +1,18 @@ +import sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN +model = CTGAN.load("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt") +total = 1382 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +sampled = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +sampled.to_csv("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_162437.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_162437.csv") \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/_ctgan_train.py b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..e0dd700a1ac2533023d1f50e947dbe32044a8098 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/public/train.csv") +discrete_columns = ['buying', 'maint', 'doors', 'persons', 'lug_boot', 'safety', 'class'] +model = CTGAN( + embedding_dim=32, + generator_dim=(64, 64), + discriminator_dim=(64, 64), + batch_size=100, + pac=10, + epochs=200, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt") \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_162437.csv b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_162437.csv new file mode 100644 index 0000000000000000000000000000000000000000..475fb7eee9738c341bde5529d780b2427ba4b094 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_162437.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dcd29852524ef13d0009da75adaf69c0d09dc640b8fbb13ba387045198c5c725 +size 40940 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/ctgan_metadata.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..183d627ebc98e89233655ec98c9dcbc528c4c328 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/ctgan_metadata.json @@ -0,0 +1,32 @@ +{ + "columns": [ + { + "name": "buying", + "type": "categorical" + }, + { + "name": "maint", + "type": "categorical" + }, + { + "name": "doors", + "type": "categorical" + }, + { + "name": "persons", + "type": "categorical" + }, + { + "name": "lug_boot", + "type": "categorical" + }, + { + "name": "safety", + "type": "categorical" + }, + { + "name": "class", + "type": "categorical" + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/gen_20260504_162437.log b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/gen_20260504_162437.log new file mode 100644 index 0000000000000000000000000000000000000000..fc73a61c7203640af7a492332124986abd5d10c0 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/gen_20260504_162437.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa41d337e65206a8c960582d8745c3fa02cfd860fe74c08c6c3f3d519666af42 +size 297 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/input_snapshot.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..e70c6b5c1d7c7363c5970bab5156163411d211e7 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c2", + "model": "ctgan", + "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/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..c1729bc2cff9e82169bbe4211dae27af200fe92d --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3e731fdc58e37596134fe5bcee815a30e38f087c1aa3dc2944f679c1f1549cdb +size 338275 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/train_20260504_162339.log b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/train_20260504_162339.log new file mode 100644 index 0000000000000000000000000000000000000000..80e17b806b94f465ac519b8881a2409fcf01ee0b --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/train_20260504_162339.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:94b3afa2766398447e2c41d92e271ce3a826d7c72cc942e24d400d387a03beb0 +size 38648 diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..689b1d00d96508e44ba40e58dc4560e19afc2b3b --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/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/ctgan/ctgan-c2-20260504_162339/public_gate/public_gate_report.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..2e4cdcb2a4e28e40d59b17a83e773f622b7636a5 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/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/ctgan/ctgan-c2-20260504_162339/public_gate/staged_input_manifest.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ed2127908350c287e7b5c03a577bcba2ffe54ddb --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/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/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", + "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/ctgan/ctgan-c2-20260504_162339/run_config.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..1c6884477d3f20bea1a3d689207b894b3a522c28 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/run_config.json @@ -0,0 +1,46 @@ +{ + "schema_version": 1, + "recorded_at": "2026-05-04T16:23:39", + "dataset_id": "c2", + "model": "ctgan", + "work_dir": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339", + "dataset_source_requested": "new", + "dataset_source_resolved": "new", + "cli_args": { + "model": "ctgan", + "dataset": "c2", + "dataset_source": "new", + "train": true, + "generate": true, + "num_rows": 0, + "epochs": null, + "output_dir": null, + "model_dir": null, + "work_dir": null, + "resume": false, + "no_stats": false + }, + "resolved": { + "num_rows": 1382, + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt", + "output_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_162437.csv" + }, + "input_artifacts": { + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/public_gate/public_gate_report.json", + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/public_gate/staged_input_manifest.json", + "model_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/model_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/public/train.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/staged/public/staged_features.json", + "target_column": "class", + "task_type": "classification" + }, + "env_overrides": { + "BENCHMARK_CTGAN_GPUS": "device=3", + "CTGAN_BATCH_SIZE": "100", + "CTGAN_DEFAULT_EPOCHS": "200", + "CTGAN_DISCRIMINATOR_DIMS": "64,64", + "CTGAN_EMBEDDING_DIM": "32", + "CTGAN_GENERATOR_DIMS": "64,64", + "CTGAN_PAC": "10" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/runtime_result.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..7b60a25f52ff5134761945aa34333c69f75663d0 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/runtime_result.json @@ -0,0 +1,27 @@ +{ + "dataset_id": "c2", + "model": "ctgan", + "run_id": "ctgan-c2-20260504_162339", + "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/ctgan/ctgan-c2-20260504_162339/ctgan-c2-1382-20260504_162437.csv", + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c2/ctgan/ctgan-c2-20260504_162339/models_200epochs/ctgan_200epochs.pt" + }, + "timings": { + "train": { + "started_at": "2026-05-04T16:23:39", + "ended_at": "2026-05-04T16:24:37", + "duration_sec": 57.631 + }, + "generate": { + "started_at": "2026-05-04T16:24:37", + "ended_at": "2026-05-04T16:24:42", + "duration_sec": 5.235 + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/adapter_report.json b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..4c71e56b64844e27c80124db363f5c163b8af547 --- /dev/null +++ b/SynthData0523/main/c2/ctgan/ctgan-c2-20260504_162339/staged/ctgan/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/ctgan/ctgan-c2-20260504_162339/staged/ctgan/model_input_manifest.json" +} \ No newline at end of file