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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/_fd_X_host.npy

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/_fd_gen.py

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+
+import joblib, pandas as pd
+m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/c10/forestdiffusion/forest-c10-20260430_061804/forestdiffusion_model.joblib')
+# generate：batch_size 为样本数
+arr = m.generate(batch_size=int(820008))
+df = pd.DataFrame(arr, columns=meta["column_names"])
+df.to_csv(r'/work/output-Benchmark-trainonly-v1/c10/forestdiffusion/forest-c10-20260430_061804/forest-c10-820008-20260430_065357.csv', index=False)
+print("saved", len(df))

syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/_fd_meta_host.json

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/_fd_train.py

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+
+import shutil, json
+shutil.copy(r'/work/output-Benchmark-trainonly-v1/c10/forestdiffusion/forest-c10-20260430_061804/_fd_X_host.npy', '/tmp/fd_X.npy')
+with open(r'/work/output-Benchmark-trainonly-v1/c10/forestdiffusion/forest-c10-20260430_061804/_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/c10/forestdiffusion/forest-c10-20260430_061804/forestdiffusion_model.joblib')

syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/forest-c10-820008-20260430_065357.csv

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/forestdiffusion_model.joblib

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/gen_20260430_065357.log

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/input_snapshot.json

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/models_fd/model.joblib

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/public_gate/normalized_schema_snapshot.json

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/public_gate/public_gate_report.json

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/public_gate/staged_input_manifest.json

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syntheticSuccess/c10/forestdiffusion/forest-c10-20260430_061804/runtime_result.json

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