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0000000000000000000000000000000000000000..0dd04cf8cc5b17cba0a4a176cbd5639b58b972a4 --- /dev/null +++ b/SynthData0523/main/c19/ctgan/ctgan-c19-20260422_031259/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:092346325db7f445db2c00d2f5dd9a8397ecc33eaba7b2b14d9d48d92659fcfc +size 51459027 diff --git a/SynthData0523/main/c19/ctgan/ctgan-c19-20260422_031259/staged/public/val.csv b/SynthData0523/main/c19/ctgan/ctgan-c19-20260422_031259/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..cbb1e83d2c80952e08b23dcc09f8cb5cea219a6a --- /dev/null +++ b/SynthData0523/main/c19/ctgan/ctgan-c19-20260422_031259/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69c75639e81916d3b4f2a28db38d7e15c78e442748aa5bf9fed2eb3784912a70 +size 6331589 diff --git a/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_X_host.npy b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..b212b70043b55ad0807191cbfed2cf680aefbf1a --- /dev/null +++ b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cace300c08e74293b234fc2392042bf1d4fc4b3668f45380e0ba02bafd4e10e3 +size 65664 diff --git a/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_gen.py b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..0ddddd4c7e27bcf79154a0756fb4301e8ec16a9f --- /dev/null +++ b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/c19/forestdiffusion/forest-c19-20260511_185049/forestdiffusion_model.joblib') +# generate:batch_size 为样本数 +arr = m.generate(batch_size=int(32759)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/c19/forestdiffusion/forest-c19-20260511_185049/forest-c19-32759-20260511_190121.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_meta_host.json b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..1316008cf2d0714f24f2da528943669f6d417168 --- /dev/null +++ b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:100100b8f69de3e9308a21da33af087b25f37f172efffbb5b302dd0654999ca5 +size 314 diff --git a/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_train.py b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ef86e712d179650f91ee94139317bcc35284a766 --- /dev/null +++ b/SynthData0523/main/c19/forestdiffusion/forest-c19-20260511_185049/_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/c19/forestdiffusion/forest-c19-20260511_185049/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/c19/forestdiffusion/forest-c19-20260511_185049/_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', 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