diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/_arf_generate.py b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/_arf_generate.py
new file mode 100644
index 0000000000000000000000000000000000000000..6f1b9208828db165d769f34591be286abae6a0bf
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/_arf_generate.py
@@ -0,0 +1,6 @@
+import pickle
+with open("/work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf_model.pkl", "rb") as f:
+    model = pickle.load(f)
+syn = model.forge(n=35855)
+syn.to_csv("/work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv", index=False)
+print(f"[ARF] Generated 35855 rows -> /work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv")
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/_arf_train.py b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/_arf_train.py
new file mode 100644
index 0000000000000000000000000000000000000000..f771a22ad59bd67f2029cd3eaddda751212c1bfd
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/_arf_train.py
@@ -0,0 +1,19 @@
+import pickle
+import pandas as pd
+from arfpy import arf
+
+df = pd.read_csv("/work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv")
+df = df.dropna(axis=1, how="all")
+print(f"[ARF] Training on {len(df)} rows, {len(df.columns)} cols")
+
+model = arf.arf(x=df)
+if hasattr(model, "fit"):
+    model.fit()
+elif hasattr(model, "forde"):
+    model.forde()
+else:
+    raise RuntimeError("arfpy API: no fit() / forde()")
+
+with open("/work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf_model.pkl", "wb") as f:
+    pickle.dump(model, f)
+print(f"[ARF] Model saved -> /work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf_model.pkl")
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/gen_20260324_073801.log b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/gen_20260324_073801.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef8f928582557071948d8334f49c10170bf6a6c3
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/gen_20260324_073801.log
@@ -0,0 +1,3 @@
+/usr/local/lib/python3.10/site-packages/arfpy/arf.py:329: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
+  if self.factor_cols[j]:
+[ARF] Generated 1000 rows -> /work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf-c20-1000-20260324_073801.csv
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/gen_20260330_065506.log b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/gen_20260330_065506.log
new file mode 100644
index 0000000000000000000000000000000000000000..f38cf73375b49278892485de0a6e8766c73cb85a
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/gen_20260330_065506.log
@@ -0,0 +1,3 @@
+/usr/local/lib/python3.10/site-packages/arfpy/arf.py:329: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
+  if self.factor_cols[j]:
+[ARF] Generated 35855 rows -> /work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/normalized_schema_snapshot.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/normalized_schema_snapshot.json
new file mode 100644
index 0000000000000000000000000000000000000000..cec2d0784b7af841ccc2f6c9ebae396d125b6b16
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/normalized_schema_snapshot.json
@@ -0,0 +1,152 @@
+{
+  "dataset_id": "c20",
+  "target_column": "class",
+  "task_type": "classification",
+  "columns": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c6872c0280d7e7ef8d16e613861f880d01ca1ba
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json
@@ -0,0 +1,37 @@
+{
+  "dataset_id": "c20",
+  "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/c20/c20-train.csv",
+    "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv",
+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv"
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..73b2b38a361e20e15ac34b558d6d11de920cba79
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json
@@ -0,0 +1,157 @@
+{
+  "dataset_id": "c20",
+  "target_column": "class",
+  "task_type": "classification",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json",
+  "column_schema": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/runtime_result.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/runtime_result.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ed1b9e2c88edf77f8f2a2c09c863917021577bf
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/runtime_result.json
@@ -0,0 +1,14 @@
+{
+  "dataset_id": "c20",
+  "model": "arf",
+  "run_id": "arf-c20-20260324_073259",
+  "public_gate_status": "pass",
+  "adapter_ready_status": "pass",
+  "train_status": "skipped",
+  "generate_status": "success",
+  "reason_code": null,
+  "reason_detail": null,
+  "artifacts": {
+    "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv"
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..b99c277528a6e07ec12cbd667a9b69fc963ac1b0
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/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-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_transforms_applied.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_transforms_applied.json
new file mode 100644
index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_transforms_applied.json
@@ -0,0 +1 @@
+[]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..9585975aa650b846c472a08e9fb98269eb5d55f2
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json
@@ -0,0 +1,159 @@
+{
+  "dataset_id": "c20",
+  "model": "arf",
+  "target_column": "class",
+  "task_type": "classification",
+  "column_schema": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ],
+  "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bfaf356cdd18982cf935867692dd592258079ce
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json
@@ -0,0 +1,37 @@
+[
+  {
+    "feature_name": "white_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "class",
+    "data_type": "categorical",
+    "is_target": true
+  }
+]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/test.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16155ab429bf343dd53395a591530f7ed75e6f3d
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/test.csv
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff1d6c45adabbcfc2073a4e8ffcf5f3cb6dce40b
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv
@@ -0,0 +1,35856 @@
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/val.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52fbe5eefe17f1a2eec6b31636950952bafdab26
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/val.csv
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/train_20260324_073300.log b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/train_20260324_073300.log
new file mode 100644
index 0000000000000000000000000000000000000000..c53f49c4928ea247adbcd8884d56dac40f605656
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/train_20260324_073300.log
@@ -0,0 +1,4 @@
+[ARF] Training on 35855 rows, 7 cols
+Initial accuracy is 0.7457816204155627
+Iteration number 1 reached accuracy of 0.38988983405382793.
+[ARF] Model saved -> /work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf_model.pkl
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052033/ctgan_metadata.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052033/ctgan_metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5d4af2f1270b6d9c47e16c400cfcf8ebc20b7b8
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052033/ctgan_metadata.json
@@ -0,0 +1,32 @@
+{
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+      "type": "continuous"
+    },
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+      "type": "continuous"
+    },
+    {
+      "name": "white_piece0_rank",
+      "type": "continuous"
+    },
+    {
+      "name": "black_piece0_strength",
+      "type": "continuous"
+    },
+    {
+      "name": "black_piece0_file",
+      "type": "continuous"
+    },
+    {
+      "name": "black_piece0_rank",
+      "type": "continuous"
+    },
+    {
+      "name": "class",
+      "type": "categorical"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052033/input_snapshot.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052033/input_snapshot.json
new file mode 100644
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+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052033/input_snapshot.json
@@ -0,0 +1,36 @@
+{
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+    },
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+      "size": 67368,
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+      "size": 3867,
+      "sha256": "78c743a19951022e3cbae86814578ff8723146c3d216423edc4b94e1b233ad27"
+    }
+  }
+}
\ No newline at end of file
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new file mode 100644
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+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052613/input_snapshot.json
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+{
+  "dataset_id": "c20",
+  "model": "ctgan",
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+      "sha256": "82d69efb2fbd8ddf6e8d77d9070b3d299f619fded74e2956d3af4b34a9c95a75"
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+      "size": 67368,
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+    },
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+    }
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052613/runtime_result.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052613/runtime_result.json
new file mode 100644
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--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/ctgan/ctgan-c20-20260328_052613/runtime_result.json
@@ -0,0 +1,14 @@
+{
+  "dataset_id": "c20",
+  "model": "ctgan",
+  "run_id": "ctgan-c20-20260328_052613",
+  "public_gate_status": "pass",
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+  "train_status": "skipped",
+  "generate_status": "success",
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+  "reason_detail": null,
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+  }
+}
\ No newline at end of file
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260319_224926/data/info.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260319_224926/data/info.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e3722aa2a09d6a7bfdff97b71ac3a85667d1d45
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+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260319_224926/data/info.json
@@ -0,0 +1,29 @@
+{
+  "name": "benchmark_dataset",
+  "task_type": "multiclass",
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+  "n_cat_features": 0,
+  "train_size": 35855,
+  "num_col_idx": [
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+    "white_piece0_file",
+    "white_piece0_rank",
+    "black_piece0_strength",
+    "black_piece0_file",
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+  "num_classes": 3
+}
\ No newline at end of file
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+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/data/info.json
@@ -0,0 +1,29 @@
+{
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+  "task_type": "multiclass",
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+  "n_cat_features": 0,
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+  ],
+  "column_names": [
+    "white_piece0_strength",
+    "white_piece0_file",
+    "white_piece0_rank",
+    "black_piece0_strength",
+    "black_piece0_file",
+    "black_piece0_rank",
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+  ],
+  "num_classes": 3
+}
\ No newline at end of file
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/normalized_schema_snapshot.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/normalized_schema_snapshot.json
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@@ -0,0 +1,152 @@
+{
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+  "target_column": "class",
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+    {
+      "name": "class",
+      "role": "target",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
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+      "impute_strategy": "mode",
+      "profile_stats": {
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+        "unique_ratio": 8.4e-05,
+        "example_values": [
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+          "d"
+        ]
+      }
+    }
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+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/public_gate_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/public_gate_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c6872c0280d7e7ef8d16e613861f880d01ca1ba
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/public_gate_report.json
@@ -0,0 +1,37 @@
+{
+  "dataset_id": "c20",
+  "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/c20/c20-train.csv",
+    "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv",
+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv"
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/staged_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/staged_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..5710a5a32372bfcabb192cad57c5fcc582d14a88
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/staged_input_manifest.json
@@ -0,0 +1,157 @@
+{
+  "dataset_id": "c20",
+  "target_column": "class",
+  "task_type": "classification",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/public_gate_report.json",
+  "column_schema": [
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+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
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+        ]
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+        ]
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+    },
+    {
+      "name": "class",
+      "role": "target",
+      "semantic_type": "categorical",
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+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
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+        "example_values": [
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+          "b",
+          "d"
+        ]
+      }
+    }
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+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/staged_features.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/staged_features.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bfaf356cdd18982cf935867692dd592258079ce
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/staged_features.json
@@ -0,0 +1,37 @@
+[
+  {
+    "feature_name": "white_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "class",
+    "data_type": "categorical",
+    "is_target": true
+  }
+]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/test.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16155ab429bf343dd53395a591530f7ed75e6f3d
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/test.csv
@@ -0,0 +1,4484 @@
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/train.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff1d6c45adabbcfc2073a4e8ffcf5f3cb6dce40b
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/train.csv
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/val.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52fbe5eefe17f1a2eec6b31636950952bafdab26
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/val.csv
@@ -0,0 +1,4482 @@
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/adapter_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/adapter_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa73548eabe2bda3cf93fbb98c4410081d9496e0
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/adapter_report.json
@@ -0,0 +1,7 @@
+{
+  "adapter_ready_status": "pass",
+  "adapter_fail_reason_code": null,
+  "adapter_fail_detail": null,
+  "adapter_transforms_applied": [],
+  "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/model_input_manifest.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/adapter_transforms_applied.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/adapter_transforms_applied.json
new file mode 100644
index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/adapter_transforms_applied.json
@@ -0,0 +1 @@
+[]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/model_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/model_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..077029483ad376e08a27503b1f00e24674a4bd0e
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/tabddpm/model_input_manifest.json
@@ -0,0 +1,159 @@
+{
+  "dataset_id": "c20",
+  "model": "tabddpm",
+  "target_column": "class",
+  "task_type": "classification",
+  "column_schema": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
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+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
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+        ]
+      }
+    },
+    {
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+      "impute_strategy": "median",
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+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
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+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
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+        "unique_ratio": 0.000251,
+        "example_values": [
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+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ],
+  "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/staged_input_manifest.json",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260321_150520/public_gate/public_gate_report.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/data/info.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/data/info.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e3722aa2a09d6a7bfdff97b71ac3a85667d1d45
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/data/info.json
@@ -0,0 +1,29 @@
+{
+  "name": "benchmark_dataset",
+  "task_type": "multiclass",
+  "n_num_features": 6,
+  "n_cat_features": 0,
+  "train_size": 35855,
+  "num_col_idx": [
+    0,
+    1,
+    2,
+    3,
+    4,
+    5
+  ],
+  "cat_col_idx": [],
+  "target_col_idx": [
+    6
+  ],
+  "column_names": [
+    "white_piece0_strength",
+    "white_piece0_file",
+    "white_piece0_rank",
+    "black_piece0_strength",
+    "black_piece0_file",
+    "black_piece0_rank",
+    "class"
+  ],
+  "num_classes": 3
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/normalized_schema_snapshot.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/normalized_schema_snapshot.json
new file mode 100644
index 0000000000000000000000000000000000000000..cec2d0784b7af841ccc2f6c9ebae396d125b6b16
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/normalized_schema_snapshot.json
@@ -0,0 +1,152 @@
+{
+  "dataset_id": "c20",
+  "target_column": "class",
+  "task_type": "classification",
+  "columns": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
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+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
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+        "unique_ratio": 0.000139,
+        "example_values": [
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+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
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+        "example_values": [
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+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
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+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
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+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/public_gate_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/public_gate_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c6872c0280d7e7ef8d16e613861f880d01ca1ba
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/public_gate_report.json
@@ -0,0 +1,37 @@
+{
+  "dataset_id": "c20",
+  "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/c20/c20-train.csv",
+    "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv",
+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv"
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/staged_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/staged_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..85020f45315805302ee9b60197f3e4a97fa24e68
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/staged_input_manifest.json
@@ -0,0 +1,157 @@
+{
+  "dataset_id": "c20",
+  "target_column": "class",
+  "task_type": "classification",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/public_gate_report.json",
+  "column_schema": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.000251,
+        "example_values": [
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+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/staged_features.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/staged_features.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bfaf356cdd18982cf935867692dd592258079ce
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/staged_features.json
@@ -0,0 +1,37 @@
+[
+  {
+    "feature_name": "white_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "class",
+    "data_type": "categorical",
+    "is_target": true
+  }
+]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/test.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16155ab429bf343dd53395a591530f7ed75e6f3d
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/test.csv
@@ -0,0 +1,4484 @@
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/val.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52fbe5eefe17f1a2eec6b31636950952bafdab26
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/val.csv
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/adapter_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/adapter_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b442d1c3b3a5a36f5021a0f983fd01dbe1cd0fb
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/adapter_report.json
@@ -0,0 +1,7 @@
+{
+  "adapter_ready_status": "pass",
+  "adapter_fail_reason_code": null,
+  "adapter_fail_detail": null,
+  "adapter_transforms_applied": [],
+  "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/model_input_manifest.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/adapter_transforms_applied.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/adapter_transforms_applied.json
new file mode 100644
index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/adapter_transforms_applied.json
@@ -0,0 +1 @@
+[]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/model_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/model_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..39705bfa645748603086f31881f6d65da25791a7
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/tabddpm/model_input_manifest.json
@@ -0,0 +1,159 @@
+{
+  "dataset_id": "c20",
+  "model": "tabddpm",
+  "target_column": "class",
+  "task_type": "classification",
+  "column_schema": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
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+      "semantic_type": "numeric",
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+      "missing_tokens": [],
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+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
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+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
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+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ],
+  "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/staged_input_manifest.json",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabddpm/tabddpm-c20-20260424_033725/public_gate/public_gate_report.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/_tabpfgen_generate.py b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/_tabpfgen_generate.py
new file mode 100644
index 0000000000000000000000000000000000000000..6d7718697619d5e3bae597f07111c515a2eb85ac
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/_tabpfgen_generate.py
@@ -0,0 +1,68 @@
+import numpy as np
+import pandas as pd
+import json
+from tabpfgen import TabPFGen
+
+df = pd.read_csv("/work/temp/nightly_runs/tabpfgen_generate_non_n_gpu1/c20/staged/public/train.csv")
+target_col = "class"
+
+feature_cols = [c for c in df.columns if c != target_col]
+
+# --- Label-encode categorical / object columns ---
+cat_encodings = {}  # col -> list of unique values (index = code)
+for col in feature_cols:
+    if df[col].dtype == object or str(df[col].dtype) == 'category':
+        cats = sorted(df[col].dropna().unique().tolist(), key=str)
+        cat_map = {v: i for i, v in enumerate(cats)}
+        df[col] = df[col].map(cat_map).astype(float)
+        cat_encodings[col] = cats
+        print(f"[TabPFGen] Label-encoded '{col}' ({len(cats)} categories)")
+
+# Encode target if categorical
+target_cats = None
+if df[target_col].dtype == object or str(df[target_col].dtype) == 'category':
+    cats = sorted(df[target_col].dropna().unique().tolist(), key=str)
+    t_map = {v: i for i, v in enumerate(cats)}
+    df[target_col] = df[target_col].map(t_map).astype(float)
+    target_cats = cats
+    print(f"[TabPFGen] Label-encoded target '{target_col}' ({len(cats)} categories)")
+
+X = df[feature_cols].values.astype(np.float32)
+y = df[target_col].values
+
+# Handle NaN
+for i in range(X.shape[1]):
+    col_vals = X[:, i]
+    mask = np.isnan(col_vals)
+    if mask.any():
+        mean_val = np.nanmean(col_vals)
+        X[mask, i] = mean_val if not np.isnan(mean_val) else 0.0
+
+gen = TabPFGen(
+    n_sgld_steps=1000,
+    sgld_step_size=0.01,
+    sgld_noise_scale=0.01,
+    device="auto",
+)
+
+print(f"[TabPFGen] Generating 35855 rows via generate_classification")
+X_syn, y_syn = gen.generate_classification(X, y, n_samples=35855)
+
+syn_df = pd.DataFrame(X_syn, columns=feature_cols)
+syn_df[target_col] = y_syn
+
+# --- Inverse label-encoding for categorical columns ---
+for col, cats in cat_encodings.items():
+    # Round to nearest integer index, clamp to valid range
+    codes = np.round(syn_df[col].values).astype(int)
+    codes = np.clip(codes, 0, len(cats) - 1)
+    syn_df[col] = [cats[c] for c in codes]
+
+if target_cats is not None:
+    codes = np.round(syn_df[target_col].values).astype(int)
+    codes = np.clip(codes, 0, len(target_cats) - 1)
+    syn_df[target_col] = [target_cats[c] for c in codes]
+
+syn_df = syn_df[list(df.columns)]
+syn_df.to_csv("/work/temp/nightly_runs/tabpfgen_generate_non_n_gpu1/c20/tabpfgen-c20-35855-20260420_232311.csv", index=False)
+print(f"[TabPFGen] Saved {len(syn_df)} rows -> /work/temp/nightly_runs/tabpfgen_generate_non_n_gpu1/c20/tabpfgen-c20-35855-20260420_232311.csv")
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/gen_20260420_232311.log b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/gen_20260420_232311.log
new file mode 100644
index 0000000000000000000000000000000000000000..5c8c87610c0addaa194d49fb84ed863436b28212
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/gen_20260420_232311.log
@@ -0,0 +1,14 @@
+[TabPFGen] Label-encoded target 'class' (3 categories)
+[TabPFGen] Generating 35855 rows via generate_classification
+Step 0/1000
+Step 100/1000
+Step 200/1000
+Step 300/1000
+Step 400/1000
+Step 500/1000
+Step 600/1000
+Step 700/1000
+Step 800/1000
+Step 900/1000
+[TabPFGen] Saved 35853 rows -> /work/temp/nightly_runs/tabpfgen_generate_non_n_gpu1/c20/tabpfgen-c20-35855-20260420_232311.csv
+[W420 15:29:42.406801971 AllocatorConfig.cpp:28] Warning: PYTORCH_CUDA_ALLOC_CONF is deprecated, use PYTORCH_ALLOC_CONF instead (function operator())
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/input_snapshot.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/input_snapshot.json
new file mode 100644
index 0000000000000000000000000000000000000000..98c2a470198ecf692d29ff99c939fb955b753ba0
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/input_snapshot.json
@@ -0,0 +1,36 @@
+{
+  "dataset_id": "c20",
+  "model": "tabpfgen",
+  "inputs": {
+    "train_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-train.csv",
+      "exists": true,
+      "size": 537948,
+      "sha256": "7b491c9989a22d06db0c24422e76bf1d73173a7ba1760d5a3c4e5768c868ac21"
+    },
+    "val_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv",
+      "exists": true,
+      "size": 67338,
+      "sha256": "82d69efb2fbd8ddf6e8d77d9070b3d299f619fded74e2956d3af4b34a9c95a75"
+    },
+    "test_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv",
+      "exists": true,
+      "size": 67368,
+      "sha256": "ab311b2ccc419e2b1423bd27d4079912f464405ef8d37cd87e73ad147ed787ec"
+    },
+    "profile_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c20/c20-dataset_profile.json",
+      "exists": true,
+      "size": 3686,
+      "sha256": "64a935250a31399f41982c61828d40ab90791bab84e8dc6201dbdfa4508092b8"
+    },
+    "contract_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c20/c20-dataset_contract_v1.json",
+      "exists": true,
+      "size": 3867,
+      "sha256": "78c743a19951022e3cbae86814578ff8723146c3d216423edc4b94e1b233ad27"
+    }
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/runtime_result.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/runtime_result.json
new file mode 100644
index 0000000000000000000000000000000000000000..8e1b2c30741f1e8ea820e2232519fd54efce49b9
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tabpfgen/c20/runtime_result.json
@@ -0,0 +1,14 @@
+{
+  "dataset_id": "c20",
+  "model": "tabpfgen",
+  "run_id": "c20",
+  "public_gate_status": "pass",
+  "adapter_ready_status": "pass",
+  "train_status": "skipped",
+  "generate_status": "success",
+  "reason_code": null,
+  "reason_detail": null,
+  "artifacts": {
+    "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tabpfgen/c20/tabpfgen-c20-35855-20260420_232311.csv"
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/_tvae_generate.py b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/_tvae_generate.py
new file mode 100644
index 0000000000000000000000000000000000000000..c72abbb0a776db2d0bbd1c8b1d91dbdb8b15ee76
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/_tvae_generate.py
@@ -0,0 +1,5 @@
+from ctgan.synthesizers.tvae import TVAE
+model = TVAE.load("/work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/models_300epochs/tvae_300epochs.pt")
+samples = model.sample(35855)
+samples.to_csv("/work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae-c20-35855-20260330_065500.csv", index=False)
+print(f"[TVAE] Generated 35855 rows -> /work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae-c20-35855-20260330_065500.csv")
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/_tvae_train.py b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/_tvae_train.py
new file mode 100644
index 0000000000000000000000000000000000000000..0cb11a129d46fbe48fcc05be7161b9f69dfe6cb1
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/_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/DatasetNew/c20/c20-train.csv"
+meta_path = "/work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae_metadata.json"
+save_path = "/work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/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}")
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/gen_20260320_070936.log b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/gen_20260320_070936.log
new file mode 100644
index 0000000000000000000000000000000000000000..9f12ccf5c13cfac2788aadb16bc0fcaaa1557b69
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/gen_20260320_070936.log
@@ -0,0 +1 @@
+[TVAE] Generated 1000 rows -> /work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae-c20-1000-20260320_070936.csv
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/gen_20260330_065500.log b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/gen_20260330_065500.log
new file mode 100644
index 0000000000000000000000000000000000000000..9eecadf0f77b5c25f541e35227ee882e32bbf1c3
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/gen_20260330_065500.log
@@ -0,0 +1 @@
+[TVAE] Generated 35855 rows -> /work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae-c20-35855-20260330_065500.csv
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/input_snapshot.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/input_snapshot.json
new file mode 100644
index 0000000000000000000000000000000000000000..b842bf6d0478d9d2282583f802fbe6921aa614e5
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/input_snapshot.json
@@ -0,0 +1,36 @@
+{
+  "dataset_id": "c20",
+  "model": "tvae",
+  "inputs": {
+    "train_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-train.csv",
+      "exists": true,
+      "size": 537948,
+      "sha256": "7b491c9989a22d06db0c24422e76bf1d73173a7ba1760d5a3c4e5768c868ac21"
+    },
+    "val_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv",
+      "exists": true,
+      "size": 67338,
+      "sha256": "82d69efb2fbd8ddf6e8d77d9070b3d299f619fded74e2956d3af4b34a9c95a75"
+    },
+    "test_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv",
+      "exists": true,
+      "size": 67368,
+      "sha256": "ab311b2ccc419e2b1423bd27d4079912f464405ef8d37cd87e73ad147ed787ec"
+    },
+    "profile_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c20/c20-dataset_profile.json",
+      "exists": true,
+      "size": 3686,
+      "sha256": "64a935250a31399f41982c61828d40ab90791bab84e8dc6201dbdfa4508092b8"
+    },
+    "contract_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c20/c20-dataset_contract_v1.json",
+      "exists": true,
+      "size": 3867,
+      "sha256": "78c743a19951022e3cbae86814578ff8723146c3d216423edc4b94e1b233ad27"
+    }
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/models_300epochs/train_20260320_070116.log b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/models_300epochs/train_20260320_070116.log
new file mode 100644
index 0000000000000000000000000000000000000000..96c1bcf656630507f24a6e3cc8b390d757cfc428
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/models_300epochs/train_20260320_070116.log
@@ -0,0 +1,2 @@
+[TVAE] Training on 35855 rows, 7 cols, epochs=300
+[TVAE] Model saved -> /work/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/models_300epochs/tvae_300epochs.pt
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/normalized_schema_snapshot.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/normalized_schema_snapshot.json
new file mode 100644
index 0000000000000000000000000000000000000000..cec2d0784b7af841ccc2f6c9ebae396d125b6b16
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/normalized_schema_snapshot.json
@@ -0,0 +1,152 @@
+{
+  "dataset_id": "c20",
+  "target_column": "class",
+  "task_type": "classification",
+  "columns": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/public_gate_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/public_gate_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c6872c0280d7e7ef8d16e613861f880d01ca1ba
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/public_gate_report.json
@@ -0,0 +1,37 @@
+{
+  "dataset_id": "c20",
+  "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/c20/c20-train.csv",
+    "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv",
+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv"
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/staged_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/staged_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f581b08c0541509077ec0f592e5fabfa639d9e2
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/staged_input_manifest.json
@@ -0,0 +1,157 @@
+{
+  "dataset_id": "c20",
+  "target_column": "class",
+  "task_type": "classification",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/public_gate_report.json",
+  "column_schema": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/runtime_result.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/runtime_result.json
new file mode 100644
index 0000000000000000000000000000000000000000..7775109f3541c75185d5fcaac86cefa8c7bfb724
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/runtime_result.json
@@ -0,0 +1,14 @@
+{
+  "dataset_id": "c20",
+  "model": "tvae",
+  "run_id": "tvae-c20-20260320_070116",
+  "public_gate_status": "pass",
+  "adapter_ready_status": "pass",
+  "train_status": "skipped",
+  "generate_status": "success",
+  "reason_code": null,
+  "reason_detail": null,
+  "artifacts": {
+    "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae-c20-35855-20260330_065500.csv"
+  }
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/staged_features.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/staged_features.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bfaf356cdd18982cf935867692dd592258079ce
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/staged_features.json
@@ -0,0 +1,37 @@
+[
+  {
+    "feature_name": "white_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "white_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_strength",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_file",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "black_piece0_rank",
+    "data_type": "continuous",
+    "is_target": false
+  },
+  {
+    "feature_name": "class",
+    "data_type": "categorical",
+    "is_target": true
+  }
+]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/test.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16155ab429bf343dd53395a591530f7ed75e6f3d
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/test.csv
@@ -0,0 +1,4484 @@
+white_piece0_strength,white_piece0_file,white_piece0_rank,black_piece0_strength,black_piece0_file,black_piece0_rank,class
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/train.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff1d6c45adabbcfc2073a4e8ffcf5f3cb6dce40b
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/train.csv
@@ -0,0 +1,35856 @@
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/val.csv b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52fbe5eefe17f1a2eec6b31636950952bafdab26
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/val.csv
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diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/adapter_report.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/adapter_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cabba809f9e85035f6e4da424eb570b558c4634
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/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-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/model_input_manifest.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/adapter_transforms_applied.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/adapter_transforms_applied.json
new file mode 100644
index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/adapter_transforms_applied.json
@@ -0,0 +1 @@
+[]
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/model_input_manifest.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/model_input_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..4035d8bfea8faae8ccef7d7501d9a340b4a97194
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/tvae/model_input_manifest.json
@@ -0,0 +1,159 @@
+{
+  "dataset_id": "c20",
+  "model": "tvae",
+  "target_column": "class",
+  "task_type": "classification",
+  "column_schema": [
+    {
+      "name": "white_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "7",
+          "0",
+          "4",
+          "5",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "5",
+          "6",
+          "3",
+          "0",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "white_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "8",
+          "0",
+          "1",
+          "3",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_strength",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.000139,
+        "example_values": [
+          "4",
+          "7",
+          "0",
+          "6",
+          "5"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_file",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 7,
+        "unique_ratio": 0.000195,
+        "example_values": [
+          "1",
+          "0",
+          "3",
+          "4",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "black_piece0_rank",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 9,
+        "unique_ratio": 0.000251,
+        "example_values": [
+          "7",
+          "2",
+          "5",
+          "1",
+          "4"
+        ]
+      }
+    },
+    {
+      "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": 3,
+        "unique_ratio": 8.4e-05,
+        "example_values": [
+          "w",
+          "b",
+          "d"
+        ]
+      }
+    }
+  ],
+  "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/staged_input_manifest.json",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/public_gate/public_gate_report.json"
+}
\ No newline at end of file
diff --git a/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae_metadata.json b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae_metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5d4af2f1270b6d9c47e16c400cfcf8ebc20b7b8
--- /dev/null
+++ b/SynthesizePipeline_Archive/output-SpecializedModels/c20/tvae/tvae-c20-20260320_070116/tvae_metadata.json
@@ -0,0 +1,32 @@
+{
+  "columns": [
+    {
+      "name": "white_piece0_strength",
+      "type": "continuous"
+    },
+    {
+      "name": "white_piece0_file",
+      "type": "continuous"
+    },
+    {
+      "name": "white_piece0_rank",
+      "type": "continuous"
+    },
+    {
+      "name": "black_piece0_strength",
+      "type": "continuous"
+    },
+    {
+      "name": "black_piece0_file",
+      "type": "continuous"
+    },
+    {
+      "name": "black_piece0_rank",
+      "type": "continuous"
+    },
+    {
+      "name": "class",
+      "type": "categorical"
+    }
+  ]
+}
\ No newline at end of file