Add syntheticFail c14

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/_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/c14/ctgan/ctgan-c14-20260502_155124/staged/public/train.csv")
+discrete_columns = ['bin_0', 'bin_1', 'bin_2', 'bin_3', 'bin_4', 'nom_0', 'nom_1', 'nom_2', 'nom_3', 'nom_4', 'nom_5', 'nom_6', 'nom_7', 'nom_8', 'nom_9', 'ord_1', 'ord_2', 'ord_3', 'ord_4', 'ord_5', 'target']
+model = CTGAN(
+    embedding_dim=8,
+    generator_dim=(16, 16),
+    discriminator_dim=(16, 16),
+    batch_size=10,
+    pac=1,
+    epochs=300,
+    verbose=True,
+)
+model.fit(data, discrete_columns)
+model.save("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/models_300epochs/ctgan_300epochs.pt")
+print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/models_300epochs/ctgan_300epochs.pt")

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/ctgan_metadata.json

@@ -0,0 +1,104 @@
+{
+  "columns": [
+    {
+      "name": "id",
+      "type": "continuous"
+    },
+    {
+      "name": "bin_0",
+      "type": "categorical"
+    },
+    {
+      "name": "bin_1",
+      "type": "categorical"
+    },
+    {
+      "name": "bin_2",
+      "type": "categorical"
+    },
+    {
+      "name": "bin_3",
+      "type": "categorical"
+    },
+    {
+      "name": "bin_4",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_0",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_1",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_2",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_3",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_4",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_5",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_6",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_7",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_8",
+      "type": "categorical"
+    },
+    {
+      "name": "nom_9",
+      "type": "categorical"
+    },
+    {
+      "name": "ord_0",
+      "type": "continuous"
+    },
+    {
+      "name": "ord_1",
+      "type": "categorical"
+    },
+    {
+      "name": "ord_2",
+      "type": "categorical"
+    },
+    {
+      "name": "ord_3",
+      "type": "categorical"
+    },
+    {
+      "name": "ord_4",
+      "type": "categorical"
+    },
+    {
+      "name": "ord_5",
+      "type": "categorical"
+    },
+    {
+      "name": "day",
+      "type": "continuous"
+    },
+    {
+      "name": "month",
+      "type": "continuous"
+    },
+    {
+      "name": "target",
+      "type": "categorical"
+    }
+  ]
+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/input_snapshot.json

@@ -0,0 +1,36 @@
+{
+  "dataset_id": "c14",
+  "model": "ctgan",
+  "inputs": {
+    "train_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-train.csv",
+      "exists": true,
+      "size": 31957080,
+      "sha256": "4a11abde6a7fae9f8bb1a1d7e31035b9dd61587d2721749a52d78d65441fba5e"
+    },
+    "val_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-val.csv",
+      "exists": true,
+      "size": 3995920,
+      "sha256": "b04d723eeb59d339a356302660463c129141b4213fefbf472ef48f8a4daa50c9"
+    },
+    "test_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-test.csv",
+      "exists": true,
+      "size": 3995840,
+      "sha256": "4780b90e46f6b440983cc9315cad8bca0e86bd26d8877ffae7111258fba0a132"
+    },
+    "profile_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c14/c14-dataset_profile.json",
+      "exists": true,
+      "size": 9505,
+      "sha256": "577cc5830dcb336243555d3d41c06e2e7c0a63df2a9caccb7a0411b9332cde15"
+    },
+    "contract_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c14/c14-dataset_contract_v1.json",
+      "exists": true,
+      "size": 11901,
+      "sha256": "955197dff3346d55aaa999adf98d64c375a7e4ca9bc4bcfe626499c9cfea9a41"
+    }
+  }
+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/models_300epochs/train_20260502_155128.log

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3f3aecb10a88db1965f6cf55946f03303b7c3c9d14cb0910d04e982e90c510b
+size 5461

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/public_gate/normalized_schema_snapshot.json

@@ -0,0 +1,509 @@
+{
+  "dataset_id": "c14",
+  "target_column": "target",
+  "task_type": "classification",
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+      "role": "feature",
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+      "nullable": false,
+      "missing_tokens": [],
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+      "impute_strategy": "median",
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+    {
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+      "role": "target",
+      "semantic_type": "boolean",
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+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/public_gate/public_gate_report.json

@@ -0,0 +1,37 @@
+{
+  "dataset_id": "c14",
+  "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": "target",
+  "task_type": "classification",
+  "input_splits": {
+    "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-train.csv",
+    "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-val.csv",
+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-test.csv"
+  }
+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/public_gate/staged_input_manifest.json

@@ -0,0 +1,514 @@
+{
+  "dataset_id": "c14",
+  "target_column": "target",
+  "task_type": "classification",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/public_gate/public_gate_report.json",
+  "column_schema": [
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+      "impute_strategy": "median",
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syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/runtime_result.json

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+{
+  "dataset_id": "c14",
+  "model": "ctgan",
+  "run_id": "ctgan-c14-20260502_155124",
+  "public_gate_status": "pass",
+  "adapter_ready_status": "pass",
+  "train_status": "fail",
+  "generate_status": "skipped",
+  "reason_code": "adapter_runtime_error",
+  "reason_detail": "Command '['docker', 'run', '--rm', '--init', '--cidfile', '/tmp/bench_docker_ctgan_7rx2bg46/container.cid', '--gpus', 'device=1', '-e', 'OPENBLAS_NUM_THREADS=64', '-e', 'MKL_NUM_THREADS=64', '-e', 'HOME=/tmp', '-e', 'PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True', '-v', '/data/jialinzhang/SynthesizePipeline-server:/work', '-w', '/work', 'benchmark:ctgan-zjl', 'python', '/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/_ctgan_train.py']' returned non-zero exit status 137.",
+  "artifacts": {},
+  "timings": {
+    "train": {
+      "started_at": "2026-05-02T15:51:27",
+      "ended_at": "2026-05-02T20:48:46",
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+    },
+    "generate": {
+      "started_at": null,
+      "ended_at": null,
+      "duration_sec": null
+    }
+  }
+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/staged/ctgan/adapter_report.json

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+{
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+  "adapter_fail_reason_code": null,
+  "adapter_fail_detail": null,
+  "adapter_transforms_applied": [],
+  "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/ctgan/model_input_manifest.json"
+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/staged/ctgan/adapter_transforms_applied.json

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+[]

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/staged/ctgan/model_input_manifest.json

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+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155124/public_gate/public_gate_report.json"
+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/staged/public/staged_features.json

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+[
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syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/staged/public/test.csv

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syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/staged/public/train.csv

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+size 31717079

syntheticFail/c14/ctgan/ctgan-c14-20260502_155124/staged/public/val.csv

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+version https://git-lfs.github.com/spec/v1
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syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/_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/c14/ctgan/ctgan-c14-20260502_155140/staged/public/train.csv")
+discrete_columns = ['bin_0', 'bin_1', 'bin_2', 'bin_3', 'bin_4', 'nom_0', 'nom_1', 'nom_2', 'nom_3', 'nom_4', 'nom_5', 'nom_6', 'nom_7', 'nom_8', 'nom_9', 'ord_1', 'ord_2', 'ord_3', 'ord_4', 'ord_5', 'target']
+model = CTGAN(
+    embedding_dim=8,
+    generator_dim=(16, 16),
+    discriminator_dim=(16, 16),
+    batch_size=10,
+    pac=1,
+    epochs=300,
+    verbose=True,
+)
+model.fit(data, discrete_columns)
+model.save("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155140/models_300epochs/ctgan_300epochs.pt")
+print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260502_155140/models_300epochs/ctgan_300epochs.pt")

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/ctgan_metadata.json

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+    {
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+    }
+  ]
+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/input_snapshot.json

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+{
+  "dataset_id": "c14",
+  "model": "ctgan",
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+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/models_300epochs/train_20260502_155144.log

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syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/public_gate/public_gate_report.json

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+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-test.csv"
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+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/public_gate/staged_input_manifest.json

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syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/runtime_result.json

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+{
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+  "model": "ctgan",
+  "run_id": "ctgan-c14-20260502_155140",
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+  "generate_status": "skipped",
+  "reason_code": "adapter_runtime_error",
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+      "ended_at": null,
+      "duration_sec": null
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+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/staged/ctgan/adapter_report.json

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+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/staged/ctgan/adapter_transforms_applied.json

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syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/staged/ctgan/model_input_manifest.json

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+}

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/staged/public/staged_features.json

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+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "month",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "target",
+    "data_type": "binary",
+    "is_target": true
+  }
+]

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/staged/public/test.csv

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+version https://git-lfs.github.com/spec/v1
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+size 3965839

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/staged/public/train.csv

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+version https://git-lfs.github.com/spec/v1
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+size 31717079

syntheticFail/c14/ctgan/ctgan-c14-20260502_155140/staged/public/val.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f40dbd7bbd9e2783c24d0d12ec35a85581835d45238774eb0676de44a734feda
+size 3965919

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/_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/c14/ctgan/ctgan-c14-20260504_073250/staged/public/train.csv")
+discrete_columns = ['bin_0', 'bin_1', 'bin_2', 'bin_3', 'bin_4', 'nom_0', 'nom_1', 'nom_2', 'nom_3', 'nom_4', 'nom_5', 'nom_6', 'nom_7', 'nom_8', 'nom_9', 'ord_1', 'ord_2', 'ord_3', 'ord_4', 'ord_5', 'target']
+model = CTGAN(
+    embedding_dim=4,
+    generator_dim=(8, 8),
+    discriminator_dim=(8, 8),
+    batch_size=2,
+    pac=1,
+    epochs=50,
+    verbose=True,
+)
+model.fit(data, discrete_columns)
+model.save("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073250/models_50epochs/ctgan_50epochs.pt")
+print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073250/models_50epochs/ctgan_50epochs.pt")

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/ctgan_metadata.json

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+{
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+    {
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+    {
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+      "type": "categorical"
+    },
+    {
+      "name": "bin_3",
+      "type": "categorical"
+    },
+    {
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+      "type": "categorical"
+    },
+    {
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+      "type": "categorical"
+    },
+    {
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+    {
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+      "type": "categorical"
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+    },
+    {
+      "name": "nom_9",
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+    },
+    {
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+      "type": "continuous"
+    },
+    {
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+      "type": "categorical"
+    },
+    {
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+      "type": "categorical"
+    },
+    {
+      "name": "ord_3",
+      "type": "categorical"
+    },
+    {
+      "name": "ord_4",
+      "type": "categorical"
+    },
+    {
+      "name": "ord_5",
+      "type": "categorical"
+    },
+    {
+      "name": "day",
+      "type": "continuous"
+    },
+    {
+      "name": "month",
+      "type": "continuous"
+    },
+    {
+      "name": "target",
+      "type": "categorical"
+    }
+  ]
+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/input_snapshot.json

@@ -0,0 +1,36 @@
+{
+  "dataset_id": "c14",
+  "model": "ctgan",
+  "inputs": {
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+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-train.csv",
+      "exists": true,
+      "size": 31957080,
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+    },
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+      "exists": true,
+      "size": 3995920,
+      "sha256": "b04d723eeb59d339a356302660463c129141b4213fefbf472ef48f8a4daa50c9"
+    },
+    "test_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-test.csv",
+      "exists": true,
+      "size": 3995840,
+      "sha256": "4780b90e46f6b440983cc9315cad8bca0e86bd26d8877ffae7111258fba0a132"
+    },
+    "profile_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c14/c14-dataset_profile.json",
+      "exists": true,
+      "size": 9505,
+      "sha256": "577cc5830dcb336243555d3d41c06e2e7c0a63df2a9caccb7a0411b9332cde15"
+    },
+    "contract_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c14/c14-dataset_contract_v1.json",
+      "exists": true,
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+      "sha256": "955197dff3346d55aaa999adf98d64c375a7e4ca9bc4bcfe626499c9cfea9a41"
+    }
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+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/models_50epochs/train_20260504_073255.log

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+version https://git-lfs.github.com/spec/v1
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+size 5690

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syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/public_gate/public_gate_report.json

@@ -0,0 +1,37 @@
+{
+  "dataset_id": "c14",
+  "status": "pass",
+  "checks": [
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+      "status": "pass"
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+    {
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+      "status": "pass"
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+      "status": "pass"
+    },
+    {
+      "check_id": "PG005_semantic_type_validated",
+      "status": "pass"
+    },
+    {
+      "check_id": "PG006_target_defined_and_valid",
+      "status": "pass"
+    }
+  ],
+  "target_column": "target",
+  "task_type": "classification",
+  "input_splits": {
+    "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-train.csv",
+    "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-val.csv",
+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c14/c14-test.csv"
+  }
+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/public_gate/staged_input_manifest.json

@@ -0,0 +1,514 @@
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syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/runtime_result.json

@@ -0,0 +1,24 @@
+{
+  "dataset_id": "c14",
+  "model": "ctgan",
+  "run_id": "ctgan-c14-20260504_073250",
+  "public_gate_status": "pass",
+  "adapter_ready_status": "pass",
+  "train_status": "fail",
+  "generate_status": "skipped",
+  "reason_code": "adapter_runtime_error",
+  "reason_detail": "Command '['docker', 'run', '--rm', '--init', '--cidfile', '/tmp/bench_docker_ctgan_w1i1kw11/container.cid', '--gpus', 'device=0', '-e', 'OPENBLAS_NUM_THREADS=4', '-e', 'MKL_NUM_THREADS=4', '-e', 'HOME=/tmp', '-e', 'PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True', '-v', '/data/jialinzhang/SynthesizePipeline-server:/work', '-w', '/work', 'benchmark:ctgan-zjl', 'python', '/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073250/_ctgan_train.py']' returned non-zero exit status 137.",
+  "artifacts": {},
+  "timings": {
+    "train": {
+      "started_at": "2026-05-04T07:32:54",
+      "ended_at": "2026-05-04T23:45:25",
+      "duration_sec": 58351.374
+    },
+    "generate": {
+      "started_at": null,
+      "ended_at": null,
+      "duration_sec": null
+    }
+  }
+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/staged/ctgan/adapter_report.json

@@ -0,0 +1,7 @@
+{
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+  "adapter_fail_reason_code": null,
+  "adapter_fail_detail": null,
+  "adapter_transforms_applied": [],
+  "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073250/staged/ctgan/model_input_manifest.json"
+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/staged/ctgan/adapter_transforms_applied.json

@@ -0,0 +1 @@
+[]

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/staged/ctgan/model_input_manifest.json

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+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073250/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073250/public_gate/public_gate_report.json"
+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/staged/public/staged_features.json

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+[
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syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/staged/public/test.csv

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+size 3965839

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/staged/public/train.csv

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+version https://git-lfs.github.com/spec/v1
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+size 31717079

syntheticFail/c14/ctgan/ctgan-c14-20260504_073250/staged/public/val.csv

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+version https://git-lfs.github.com/spec/v1
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+size 3965919

syntheticFail/c14/ctgan/ctgan-c14-20260504_073653/_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/c14/ctgan/ctgan-c14-20260504_073653/staged/public/train.csv")
+discrete_columns = ['bin_0', 'bin_1', 'bin_2', 'bin_3', 'bin_4', 'nom_0', 'nom_1', 'nom_2', 'nom_3', 'nom_4', 'nom_5', 'nom_6', 'nom_7', 'nom_8', 'nom_9', 'ord_1', 'ord_2', 'ord_3', 'ord_4', 'ord_5', 'target']
+model = CTGAN(
+    embedding_dim=4,
+    generator_dim=(8, 8),
+    discriminator_dim=(8, 8),
+    batch_size=2,
+    pac=1,
+    epochs=50,
+    verbose=True,
+)
+model.fit(data, discrete_columns)
+model.save("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073653/models_50epochs/ctgan_50epochs.pt")
+print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260504_073653/models_50epochs/ctgan_50epochs.pt")

syntheticFail/c14/ctgan/ctgan-c14-20260504_073653/ctgan_metadata.json

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+    {
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+    }
+  ]
+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073653/input_snapshot.json

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+{
+  "dataset_id": "c14",
+  "model": "ctgan",
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+    },
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+    }
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+}

syntheticFail/c14/ctgan/ctgan-c14-20260504_073653/models_50epochs/train_20260504_073658.log

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