Add syntheticFail m1

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/_fd_X_host.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:00ab7974a4cde5bd361d1192781607860ced378daa096e94876658e3dcb6da3c
+size 144128

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/_fd_meta_host.json

@@ -0,0 +1 @@
+{"column_names": ["Employee_ID", "Age", "Years_Experience", "WFH_Days_Per_Week", "Gender", "Education_Level", "Marital_Status", "Has_Children", "Location_Type", "Department", "Job_Level", "Company_Size", "Industry", "Home_Office_Quality", "Internet_Speed_Category", "Work_Hours_Per_Week", "Manager_Support_Level", "Team_Collaboration_Frequency", "Productivity_Score", "Task_Completion_Rate", "Quality_Score", "Innovation_Score", "Efficiency_Rating", "Meetings_Per_Week", "Commute_Time_Minutes", "Job_Satisfaction", "Stress_Level", "Work_Life_Balance", "Survey_Date", "Response_Quality"], "cat_indexes": [0, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 28]}

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/_fd_train.py

@@ -0,0 +1,28 @@
+
+import shutil, json
+shutil.copy(r'/work/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/_fd_X_host.npy', '/tmp/fd_X.npy')
+with open(r'/work/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/_fd_meta_host.json') as f:
+    open('/tmp/fd_meta.json','w').write(f.read())
+
+import numpy as np, joblib, json, os
+from ForestDiffusion import ForestDiffusionModel
+X = np.load("/tmp/fd_X.npy")
+with open("/tmp/fd_meta.json") as f:
+    meta = json.load(f)
+cat_indexes = meta["cat_indexes"]
+print(
+    "[ForestDiffusion] train config: "
+    f"rows={X.shape[0]} cols={X.shape[1]} n_t=20 "
+    f"n_estimators=100 duplicate_K=20 n_jobs=2 "
+    f"xgb_verbosity=1",
+    flush=True,
+)
+m = ForestDiffusionModel(
+    X, n_t=20, n_estimators=100, duplicate_K=20, n_jobs=2,
+    model="xgboost", max_depth=6, tree_method="hist", cat_indexes=cat_indexes,
+    verbosity=1,
+)
+joblib.dump((m, meta), "/tmp/fd_model.joblib")
+print("ForestDiffusion train OK")
+
+shutil.copy('/tmp/fd_model.joblib', r'/work/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/forestdiffusion_model.joblib')

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/input_snapshot.json

@@ -0,0 +1,36 @@
+{
+  "dataset_id": "m1",
+  "model": "forestdiffusion",
+  "inputs": {
+    "train_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m1/m1-train.csv",
+      "exists": true,
+      "size": 247736,
+      "sha256": "28658fdcbade81b9228e4ee5f9e62cadcf890698f730afc2be402c32a71e151b"
+    },
+    "val_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m1/m1-val.csv",
+      "exists": true,
+      "size": 31474,
+      "sha256": "456422d2c2f69adfe81c81e2e6be1bf6fee895a582b8b63462ff234f90872927"
+    },
+    "test_csv": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m1/m1-test.csv",
+      "exists": true,
+      "size": 31470,
+      "sha256": "e0c692b62a23156b1c7d1895a979efb671de3e8a79399169602adeafb5733764"
+    },
+    "profile_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m1/m1-dataset_profile.json",
+      "exists": true,
+      "size": 12335,
+      "sha256": "bec761b39442c197addda4f50857b05419b1209fd5da1163d5a5ec10f0a79c62"
+    },
+    "contract_json": {
+      "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m1/m1-dataset_contract_v1.json",
+      "exists": true,
+      "size": 14869,
+      "sha256": "5dd17025fe3446132776c80de35ceea1682db199b4e0c374bbb9b622c76a6180"
+    }
+  }
+}

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/public_gate/normalized_schema_snapshot.json

@@ -0,0 +1,625 @@
+{
+  "dataset_id": "m1",
+  "target_column": "Response_Quality",
+  "task_type": "classification",
+  "columns": [
+    {
+      "name": "Employee_ID",
+      "role": "id",
+      "semantic_type": "id",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 1200,
+        "unique_ratio": 1.0,
+        "example_values": [
+          "EMP1304",
+          "EMP0398",
+          "EMP0387",
+          "EMP0550",
+          "EMP0598"
+        ]
+      }
+    },
+    {
+      "name": "Age",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 39,
+        "unique_ratio": 0.0325,
+        "example_values": [
+          "28",
+          "47",
+          "38",
+          "29",
+          "26"
+        ]
+      }
+    },
+    {
+      "name": "Years_Experience",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 29,
+        "unique_ratio": 0.024167,
+        "example_values": [
+          "3",
+          "7",
+          "11",
+          "4",
+          "2"
+        ]
+      }
+    },
+    {
+      "name": "WFH_Days_Per_Week",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 6,
+        "unique_ratio": 0.005,
+        "example_values": [
+          "5",
+          "4",
+          "2",
+          "3",
+          "1"
+        ]
+      }
+    },
+    {
+      "name": "Gender",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 3,
+        "unique_ratio": 0.0025,
+        "example_values": [
+          "Female",
+          "Male",
+          "Non-binary"
+        ]
+      }
+    },
+    {
+      "name": "Education_Level",
+      "role": "feature",
+      "semantic_type": "text",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 6,
+        "unique_ratio": 0.005,
+        "example_values": [
+          "Bachelor Degree",
+          "Master Degree",
+          "PhD",
+          "Associate Degree",
+          "Professional Degree"
+        ]
+      }
+    },
+    {
+      "name": "Marital_Status",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 4,
+        "unique_ratio": 0.003333,
+        "example_values": [
+          "Married",
+          "Single",
+          "Divorced",
+          "In Relationship"
+        ]
+      }
+    },
+    {
+      "name": "Has_Children",
+      "role": "feature",
+      "semantic_type": "boolean",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 2,
+        "unique_ratio": 0.001667,
+        "example_values": [
+          "Yes",
+          "No"
+        ]
+      }
+    },
+    {
+      "name": "Location_Type",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 3,
+        "unique_ratio": 0.0025,
+        "example_values": [
+          "Urban",
+          "Suburban",
+          "Rural"
+        ]
+      }
+    },
+    {
+      "name": "Department",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 10,
+        "unique_ratio": 0.008333,
+        "example_values": [
+          "Engineering",
+          "Sales",
+          "Finance",
+          "Marketing",
+          "Operations"
+        ]
+      }
+    },
+    {
+      "name": "Job_Level",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 6,
+        "unique_ratio": 0.005,
+        "example_values": [
+          "Senior",
+          "Mid-Level",
+          "Lead",
+          "Junior",
+          "Manager"
+        ]
+      }
+    },
+    {
+      "name": "Company_Size",
+      "role": "feature",
+      "semantic_type": "text",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.004167,
+        "example_values": [
+          "Large (1001-5000)",
+          "Enterprise (5000+)",
+          "Startup (1-50)",
+          "Medium (201-1000)",
+          "Small (51-200)"
+        ]
+      }
+    },
+    {
+      "name": "Industry",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 10,
+        "unique_ratio": 0.008333,
+        "example_values": [
+          "Healthcare",
+          "Non-profit",
+          "Manufacturing",
+          "Technology",
+          "Consulting"
+        ]
+      }
+    },
+    {
+      "name": "Home_Office_Quality",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 4,
+        "unique_ratio": 0.003333,
+        "example_values": [
+          "Average",
+          "Excellent",
+          "Good",
+          "Poor"
+        ]
+      }
+    },
+    {
+      "name": "Internet_Speed_Category",
+      "role": "feature",
+      "semantic_type": "text",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 4,
+        "unique_ratio": 0.003333,
+        "example_values": [
+          "Very Fast (100+ Mbps)",
+          "Fast (50-100 Mbps)",
+          "Moderate (25-50 Mbps)",
+          "Slow (<25 Mbps)"
+        ]
+      }
+    },
+    {
+      "name": "Work_Hours_Per_Week",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 36,
+        "unique_ratio": 0.03,
+        "example_values": [
+          "51",
+          "40",
+          "39",
+          "38",
+          "49"
+        ]
+      }
+    },
+    {
+      "name": "Manager_Support_Level",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.004167,
+        "example_values": [
+          "High",
+          "Moderate",
+          "Very High",
+          "Low",
+          "Very Low"
+        ]
+      }
+    },
+    {
+      "name": "Team_Collaboration_Frequency",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.004167,
+        "example_values": [
+          "Few times per week",
+          "Monthly",
+          "Bi-weekly",
+          "Daily",
+          "Weekly"
+        ]
+      }
+    },
+    {
+      "name": "Productivity_Score",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 403,
+        "unique_ratio": 0.335833,
+        "example_values": [
+          "98.0",
+          "95.5",
+          "94.7",
+          "70.4",
+          "78.6"
+        ]
+      }
+    },
+    {
+      "name": "Task_Completion_Rate",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 439,
+        "unique_ratio": 0.365833,
+        "example_values": [
+          "92.7",
+          "100.0",
+          "99.4",
+          "88.3",
+          "88.4"
+        ]
+      }
+    },
+    {
+      "name": "Quality_Score",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 394,
+        "unique_ratio": 0.328333,
+        "example_values": [
+          "88.7",
+          "84.4",
+          "98.9",
+          "96.1",
+          "75.5"
+        ]
+      }
+    },
+    {
+      "name": "Innovation_Score",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 462,
+        "unique_ratio": 0.385,
+        "example_values": [
+          "87.8",
+          "83.9",
+          "80.3",
+          "93.0",
+          "62.1"
+        ]
+      }
+    },
+    {
+      "name": "Efficiency_Rating",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 228,
+        "unique_ratio": 0.19,
+        "example_values": [
+          "95.0",
+          "78.2",
+          "93.7",
+          "79.9",
+          "63.4"
+        ]
+      }
+    },
+    {
+      "name": "Meetings_Per_Week",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 19,
+        "unique_ratio": 0.015833,
+        "example_values": [
+          "11",
+          "10",
+          "7",
+          "8",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "Commute_Time_Minutes",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 85,
+        "unique_ratio": 0.070833,
+        "example_values": [
+          "0",
+          "18",
+          "39",
+          "25",
+          "44"
+        ]
+      }
+    },
+    {
+      "name": "Job_Satisfaction",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 215,
+        "unique_ratio": 0.179167,
+        "example_values": [
+          "100.0",
+          "91.1",
+          "81.4",
+          "77.0",
+          "98.6"
+        ]
+      }
+    },
+    {
+      "name": "Stress_Level",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 10,
+        "unique_ratio": 0.008333,
+        "example_values": [
+          "8",
+          "4",
+          "10",
+          "6",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "Work_Life_Balance",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 10,
+        "unique_ratio": 0.008333,
+        "example_values": [
+          "9",
+          "5",
+          "4",
+          "2",
+          "8"
+        ]
+      }
+    },
+    {
+      "name": "Survey_Date",
+      "role": "feature",
+      "semantic_type": "datetime",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": "%Y-%m-%d",
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 122,
+        "unique_ratio": 0.101667,
+        "example_values": [
+          "2024-02-04",
+          "2024-02-05",
+          "2024-05-02",
+          "2024-03-09",
+          "2024-01-28"
+        ]
+      }
+    },
+    {
+      "name": "Response_Quality",
+      "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": 0.0025,
+        "example_values": [
+          "High",
+          "Medium",
+          "Low"
+        ]
+      }
+    }
+  ]
+}

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/public_gate/public_gate_report.json

@@ -0,0 +1,37 @@
+{
+  "dataset_id": "m1",
+  "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": "Response_Quality",
+  "task_type": "classification",
+  "input_splits": {
+    "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m1/m1-train.csv",
+    "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m1/m1-val.csv",
+    "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m1/m1-test.csv"
+  }
+}

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/public_gate/staged_input_manifest.json

@@ -0,0 +1,630 @@
+{
+  "dataset_id": "m1",
+  "target_column": "Response_Quality",
+  "task_type": "classification",
+  "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/staged/public/train.csv",
+  "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/staged/public/val.csv",
+  "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/staged/public/test.csv",
+  "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/staged/public/staged_features.json",
+  "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/public_gate/public_gate_report.json",
+  "column_schema": [
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+      "role": "id",
+      "semantic_type": "id",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
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+        "unique_count": 1200,
+        "unique_ratio": 1.0,
+        "example_values": [
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+          "EMP0398",
+          "EMP0387",
+          "EMP0550",
+          "EMP0598"
+        ]
+      }
+    },
+    {
+      "name": "Age",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
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+          "38",
+          "29",
+          "26"
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+      "missing_tokens": [],
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+          "11",
+          "4",
+          "2"
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+    },
+    {
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+      "role": "feature",
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+      "nullable": false,
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+          "2",
+          "3",
+          "1"
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+    {
+      "name": "Gender",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 3,
+        "unique_ratio": 0.0025,
+        "example_values": [
+          "Female",
+          "Male",
+          "Non-binary"
+        ]
+      }
+    },
+    {
+      "name": "Education_Level",
+      "role": "feature",
+      "semantic_type": "text",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
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+        "unique_ratio": 0.005,
+        "example_values": [
+          "Bachelor Degree",
+          "Master Degree",
+          "PhD",
+          "Associate Degree",
+          "Professional Degree"
+        ]
+      }
+    },
+    {
+      "name": "Marital_Status",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
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+        "unique_ratio": 0.003333,
+        "example_values": [
+          "Married",
+          "Single",
+          "Divorced",
+          "In Relationship"
+        ]
+      }
+    },
+    {
+      "name": "Has_Children",
+      "role": "feature",
+      "semantic_type": "boolean",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 2,
+        "unique_ratio": 0.001667,
+        "example_values": [
+          "Yes",
+          "No"
+        ]
+      }
+    },
+    {
+      "name": "Location_Type",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 3,
+        "unique_ratio": 0.0025,
+        "example_values": [
+          "Urban",
+          "Suburban",
+          "Rural"
+        ]
+      }
+    },
+    {
+      "name": "Department",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 10,
+        "unique_ratio": 0.008333,
+        "example_values": [
+          "Engineering",
+          "Sales",
+          "Finance",
+          "Marketing",
+          "Operations"
+        ]
+      }
+    },
+    {
+      "name": "Job_Level",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 6,
+        "unique_ratio": 0.005,
+        "example_values": [
+          "Senior",
+          "Mid-Level",
+          "Lead",
+          "Junior",
+          "Manager"
+        ]
+      }
+    },
+    {
+      "name": "Company_Size",
+      "role": "feature",
+      "semantic_type": "text",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 5,
+        "unique_ratio": 0.004167,
+        "example_values": [
+          "Large (1001-5000)",
+          "Enterprise (5000+)",
+          "Startup (1-50)",
+          "Medium (201-1000)",
+          "Small (51-200)"
+        ]
+      }
+    },
+    {
+      "name": "Industry",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 10,
+        "unique_ratio": 0.008333,
+        "example_values": [
+          "Healthcare",
+          "Non-profit",
+          "Manufacturing",
+          "Technology",
+          "Consulting"
+        ]
+      }
+    },
+    {
+      "name": "Home_Office_Quality",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 4,
+        "unique_ratio": 0.003333,
+        "example_values": [
+          "Average",
+          "Excellent",
+          "Good",
+          "Poor"
+        ]
+      }
+    },
+    {
+      "name": "Internet_Speed_Category",
+      "role": "feature",
+      "semantic_type": "text",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 4,
+        "unique_ratio": 0.003333,
+        "example_values": [
+          "Very Fast (100+ Mbps)",
+          "Fast (50-100 Mbps)",
+          "Moderate (25-50 Mbps)",
+          "Slow (<25 Mbps)"
+        ]
+      }
+    },
+    {
+      "name": "Work_Hours_Per_Week",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.03,
+        "example_values": [
+          "51",
+          "40",
+          "39",
+          "38",
+          "49"
+        ]
+      }
+    },
+    {
+      "name": "Manager_Support_Level",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
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+        "unique_count": 5,
+        "unique_ratio": 0.004167,
+        "example_values": [
+          "High",
+          "Moderate",
+          "Very High",
+          "Low",
+          "Very Low"
+        ]
+      }
+    },
+    {
+      "name": "Team_Collaboration_Frequency",
+      "role": "feature",
+      "semantic_type": "categorical",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "mode",
+      "profile_stats": {
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+        "unique_ratio": 0.004167,
+        "example_values": [
+          "Few times per week",
+          "Monthly",
+          "Bi-weekly",
+          "Daily",
+          "Weekly"
+        ]
+      }
+    },
+    {
+      "name": "Productivity_Score",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 403,
+        "unique_ratio": 0.335833,
+        "example_values": [
+          "98.0",
+          "95.5",
+          "94.7",
+          "70.4",
+          "78.6"
+        ]
+      }
+    },
+    {
+      "name": "Task_Completion_Rate",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.365833,
+        "example_values": [
+          "92.7",
+          "100.0",
+          "99.4",
+          "88.3",
+          "88.4"
+        ]
+      }
+    },
+    {
+      "name": "Quality_Score",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_count": 394,
+        "unique_ratio": 0.328333,
+        "example_values": [
+          "88.7",
+          "84.4",
+          "98.9",
+          "96.1",
+          "75.5"
+        ]
+      }
+    },
+    {
+      "name": "Innovation_Score",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_count": 462,
+        "unique_ratio": 0.385,
+        "example_values": [
+          "87.8",
+          "83.9",
+          "80.3",
+          "93.0",
+          "62.1"
+        ]
+      }
+    },
+    {
+      "name": "Efficiency_Rating",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
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+        "unique_ratio": 0.19,
+        "example_values": [
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+          "78.2",
+          "93.7",
+          "79.9",
+          "63.4"
+        ]
+      }
+    },
+    {
+      "name": "Meetings_Per_Week",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+          "10",
+          "7",
+          "8",
+          "6"
+        ]
+      }
+    },
+    {
+      "name": "Commute_Time_Minutes",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.070833,
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+          "0",
+          "18",
+          "39",
+          "25",
+          "44"
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+      }
+    },
+    {
+      "name": "Job_Satisfaction",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
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+        "example_values": [
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+          "91.1",
+          "81.4",
+          "77.0",
+          "98.6"
+        ]
+      }
+    },
+    {
+      "name": "Stress_Level",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+          "10",
+          "6",
+          "7"
+        ]
+      }
+    },
+    {
+      "name": "Work_Life_Balance",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "example_values": [
+          "9",
+          "5",
+          "4",
+          "2",
+          "8"
+        ]
+      }
+    },
+    {
+      "name": "Survey_Date",
+      "role": "feature",
+      "semantic_type": "datetime",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": "%Y-%m-%d",
+      "impute_strategy": "keep_raw",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 122,
+        "unique_ratio": 0.101667,
+        "example_values": [
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+          "2024-02-05",
+          "2024-05-02",
+          "2024-03-09",
+          "2024-01-28"
+        ]
+      }
+    },
+    {
+      "name": "Response_Quality",
+      "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": 0.0025,
+        "example_values": [
+          "High",
+          "Medium",
+          "Low"
+        ]
+      }
+    }
+  ]
+}

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/runtime_result.json

@@ -0,0 +1,24 @@
+{
+  "dataset_id": "m1",
+  "model": "forestdiffusion",
+  "run_id": "forest-m1-20260502_162341",
+  "public_gate_status": "pass",
+  "adapter_ready_status": "pass",
+  "train_status": "fail",
+  "generate_status": "skipped",
+  "reason_code": "adapter_runtime_error",
+  "reason_detail": "Command '['docker', 'run', '--rm', '--init', '--cidfile', '/tmp/bench_docker_forestdiffusion_zjrlbu87/container.cid', '-e', 'PYTHONUNBUFFERED=1', '-v', '/data/jialinzhang/SynthesizePipeline-server:/work', '-w', '/work', '-v', '/data/jialinzhang/synthetic_benchmark/third_party/ForestDiffusion/Python-Package/base-ForestDiffusion:/workspace/base-ForestDiffusion', 'benchmark:forestdiffusion-zjl', 'python', '/work/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/_fd_train.py']' returned non-zero exit status 137.",
+  "artifacts": {},
+  "timings": {
+    "train": {
+      "started_at": "2026-05-02T16:23:41",
+      "ended_at": "2026-05-04T07:23:27",
+      "duration_sec": 140386.03
+    },
+    "generate": {
+      "started_at": null,
+      "ended_at": null,
+      "duration_sec": null
+    }
+  }
+}

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/staged/forestdiffusion/adapter_report.json

@@ -0,0 +1,7 @@
+{
+  "adapter_ready_status": "pass",
+  "adapter_fail_reason_code": null,
+  "adapter_fail_detail": null,
+  "adapter_transforms_applied": [],
+  "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-Benchmark-trainonly-v1/m1/forestdiffusion/forest-m1-20260502_162341/staged/forestdiffusion/model_input_manifest.json"
+}

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/staged/forestdiffusion/adapter_transforms_applied.json

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

syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/staged/forestdiffusion/model_input_manifest.json

@@ -0,0 +1,632 @@
+{
+  "dataset_id": "m1",
+  "model": "forestdiffusion",
+  "target_column": "Response_Quality",
+  "task_type": "classification",
+  "column_schema": [
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+      "name": "Employee_ID",
+      "role": "id",
+      "semantic_type": "id",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "keep_raw",
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+        "unique_ratio": 1.0,
+        "example_values": [
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+          "EMP0398",
+          "EMP0387",
+          "EMP0550",
+          "EMP0598"
+        ]
+      }
+    },
+    {
+      "name": "Age",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
+        "missing_rate": 0.0,
+        "unique_count": 39,
+        "unique_ratio": 0.0325,
+        "example_values": [
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+          "38",
+          "29",
+          "26"
+        ]
+      }
+    },
+    {
+      "name": "Years_Experience",
+      "role": "feature",
+      "semantic_type": "numeric",
+      "nullable": false,
+      "missing_tokens": [],
+      "parse_format": null,
+      "impute_strategy": "median",
+      "profile_stats": {
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+        "unique_ratio": 0.024167,
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+          "7",
+          "11",
+          "4",
+          "2"
+        ]
+      }
+    },
+    {
+      "name": "WFH_Days_Per_Week",
+      "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": 0.005,
+        "example_values": [
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+          "2",
+          "3",
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syntheticFail/m1/forestdiffusion/forest-m1-20260502_162341/staged/public/staged_features.json

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