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"/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/ctgan/ctgan-c5-20260321_065610/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/staged_features.json b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..231897ccd92b383fbcab502b6b79966931f255c5 --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/staged_features.json @@ -0,0 +1,117 @@ +[ + { + "feature_name": "class", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "cap-shape", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "cap-surface", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "cap-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "bruises?", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "odor", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-attachment", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-spacing", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-size", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-shape", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-root", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-surface-above-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-surface-below-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-color-above-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-color-below-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "veil-type", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "veil-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ring-number", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ring-type", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "spore-print-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "population", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "habitat", + "data_type": "categorical", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/test.csv b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..84b54bc5cb4314ab419a4473eec1ca4d0f24eabd --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22374ee05e54a92c07546639c8485d89e02a7c7b38db99ef9ac5dfb259bd032d +size 125218 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/train.csv b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..16709efa9ec0bac522d9ff1fe7980ce71cea2661 --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a23d9f1558e4268759d44a5a58662ddff4e0b757a65c49e7019e9db25203034 +size 997613 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/val.csv b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..15ae7b37b5fa7515648c9830acf63d02f537b63f --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa96f3f053a3ae913c7cd723e390bf19f86afc22192eea09094e136ce2a6eb6c +size 124824 diff --git a/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_X_host.npy b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..7de93192820bd855030da5bed84be453d1740169 --- /dev/null +++ b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10debc54e3faeffdba0b68b3c847d33aa9c91e7f7f08c124e80dc0d4495609b0 +size 94336 diff --git a/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_gen.py b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..e873c8a24829f87ac82b9df121c9bb3a14d2d826 --- /dev/null +++ b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/c5/forestdiffusion/forest-c5-20260511_040339/forestdiffusion_model.joblib') +# generate:batch_size 为样本数 +arr = m.generate(batch_size=int(6732)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/c5/forestdiffusion/forest-c5-20260511_040339/forest-c5-6732-20260511_040341.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_meta_host.json b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..20fb7f72018cbedbd8828a5454d16b5c93808869 --- /dev/null +++ b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c4b75039a940752849d5c8e3f9eefa69546e02e4ef69f826912da433d6711a7 +size 479 diff --git a/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_train.py b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ba401997256f73918c943fe91833425e24958c2f --- /dev/null +++ b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/_fd_train.py @@ -0,0 +1,36 @@ + +import os, shutil, json +with open('/tmp/pgrep', 'w') as _f: + _f.write("#!/usr/bin/env python3\n") + _f.write("import subprocess, sys\n") + _f.write("ppid = sys.argv[-1]\n") + _f.write("out = subprocess.check_output(['ps', '-o', 'pid=', '--ppid', str(ppid)], text=True)\n") + _f.write("print(out, end='')\n") +os.chmod('/tmp/pgrep', 0o755) +os.environ['PATH'] = '/tmp:' + os.environ.get('PATH', '') +shutil.copy(r'/work/output-Benchmark-trainonly-v1/c5/forestdiffusion/forest-c5-20260511_040339/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/c5/forestdiffusion/forest-c5-20260511_040339/_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=2 " + f"n_estimators=1 duplicate_K=1 n_jobs=1 " + f"max_depth=2 xgb_verbosity=0 xgb_nthread=1", + flush=True, +) +m = ForestDiffusionModel( + X, n_t=2, n_estimators=1, duplicate_K=1, n_jobs=1, + model="xgboost", max_depth=2, tree_method="hist", cat_indexes=cat_indexes, + verbosity=0, nthread=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/c5/forestdiffusion/forest-c5-20260511_040339/forestdiffusion_model.joblib') diff --git a/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/forest-c5-6732-20260511_040341.csv b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/forest-c5-6732-20260511_040341.csv new file mode 100644 index 0000000000000000000000000000000000000000..e6a0582dbc76b74a77f52525b850703c72df0dda --- /dev/null +++ b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/forest-c5-6732-20260511_040341.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8cf9d42bb2b1fb7f80ad391ff86e1cf15bd4ec65077e05cdbbb875959f0e6060 +size 1044666 diff --git a/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/forestdiffusion_model.joblib b/SynthData0523/main/c5/forestdiffusion/forest-c5-20260511_040339/forestdiffusion_model.joblib new file mode 100644 index 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