Resume SynthData0523 main/c9 batch 5

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+}

SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/runtime_result.json

@@ -0,0 +1,15 @@
+{
+  "dataset_id": "c9",
+  "model": "tabsyn",
+  "run_id": "tabsyn-c9-20260420_233446",
+  "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-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/tabsyn-c9-26215-20260421_005001.csv",
+    "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446"
+  }
+}

SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/staged_features.json

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+[
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+    "is_target": false
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+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "ROLE_ROLLUP_1",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "ROLE_ROLLUP_2",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "ROLE_DEPTNAME",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "ROLE_TITLE",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "ROLE_FAMILY_DESC",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "ROLE_FAMILY",
+    "data_type": "continuous",
+    "is_target": true
+  },
+  {
+    "feature_name": "ROLE_CODE",
+    "data_type": "continuous",
+    "is_target": false
+  }
+]

SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/test.csv

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SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/train.csv

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SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/val.csv

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SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/staged/tabsyn/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-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/staged/tabsyn/model_input_manifest.json"
+}

SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/staged/tabsyn/adapter_transforms_applied.json

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+[]

SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/staged/tabsyn/model_input_manifest.json

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+  "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/public_gate/staged_input_manifest.json",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/tabsyn/tabsyn-c9-20260420_233446/public_gate/public_gate_report.json"
+}

SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/synthetic/tabsyn_c9/real.csv

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SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/synthetic/tabsyn_c9/test.csv

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SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/tabsyn-c9-26215-20260421_005001.csv

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SynthData0523/main/c9/tabsyn/tabsyn-c9-20260420_233446/train_20260420_233447.log

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+version https://git-lfs.github.com/spec/v1
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SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/_tvae_generate.py

@@ -0,0 +1,5 @@
+from ctgan.synthesizers.tvae import TVAE
+model = TVAE.load("/work/output-SpecializedModels/c9/tvae/tvae-c9-20260321_071540/models_300epochs/tvae_300epochs.pt")
+samples = model.sample(26215)
+samples.to_csv("/work/output-SpecializedModels/c9/tvae/tvae-c9-20260321_071540/tvae-c9-26215-20260330_065330.csv", index=False)
+print(f"[TVAE] Generated 26215 rows -> /work/output-SpecializedModels/c9/tvae/tvae-c9-20260321_071540/tvae-c9-26215-20260330_065330.csv")

SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/_tvae_train.py

@@ -0,0 +1,16 @@
+import json, sys
+import pandas as pd
+from ctgan.data import read_csv
+from ctgan.synthesizers.tvae import TVAE
+
+csv_path = "/work/output-SpecializedModels/c9/tvae/tvae-c9-20260321_071540/staged/public/train.csv"
+meta_path = "/work/output-SpecializedModels/c9/tvae/tvae-c9-20260321_071540/tvae_metadata.json"
+save_path = "/work/output-SpecializedModels/c9/tvae/tvae-c9-20260321_071540/models_300epochs/tvae_300epochs.pt"
+epochs = 300
+
+data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None)
+print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}")
+model = TVAE(epochs=epochs, batch_size=500)
+model.fit(data, discrete_columns)
+model.save(save_path)
+print(f"[TVAE] Model saved -> {save_path}")

SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/gen_20260321_072347.log

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+  "dataset_id": "c9",
+  "model": "tvae",
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+      "sha256": "536d3ace5469df116ca00b7544ee8af409fc29edb7e85f365e465a91244a564e"
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+      "sha256": "d63ab9aee52c7f931f14b7ad2c9a601b670ba5cd739494b2c4d2e4005430ea6d"
+    }
+  }
+}

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SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/public_gate/public_gate_report.json

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SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/public_gate/staged_input_manifest.json

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SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/runtime_result.json

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SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/staged/tvae/adapter_report.json

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SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/staged/tvae/adapter_transforms_applied.json

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SynthData0523/main/c9/tvae/tvae-c9-20260321_071540/tvae_metadata.json

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+{
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+      "type": "categorical"
+    },
+    {
+      "name": "RESOURCE",
+      "type": "continuous"
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+      "type": "continuous"
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+      "type": "continuous"
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+    {
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+      "type": "continuous"
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+      "type": "continuous"
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+    {
+      "name": "ROLE_FAMILY",
+      "type": "continuous"
+    },
+    {
+      "name": "ROLE_CODE",
+      "type": "continuous"
+    }
+  ]
+}