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b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..46312bf3b3bcb880551505e16637e06b59eed3d8 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260429_210000/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(10368)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260429_210000/forest-c7-10368-20260430_054452.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_meta_host.json b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..e3f5312fb53ea235af350b08c997b51a4770757a --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4086ab6e352f9bd700aaafdcb395b4cdd323874b19a1cc52a68fbb8fa2b2d212 +size 153 diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_train.py b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..e712ce764a6df3d2f4fe87c74fff051644e3b0b3 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/_fd_train.py @@ -0,0 +1,28 @@ + +import shutil, json +shutil.copy(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260429_210000/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260429_210000/_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/c7/forestdiffusion/forest-c7-20260429_210000/forestdiffusion_model.joblib') diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/forest-c7-10368-20260430_054452.csv 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b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..55792963756b1ae35b4d79dee11881372962b8d5 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eff6dec27c3740661a1ae84dea391d690dfb60342bfd5d7527b903fdd6009780 +size 106192 diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/train_20260429_210000.log b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/train_20260429_210000.log new file mode 100644 index 0000000000000000000000000000000000000000..b2a94990d75bb5355618a5d5fa1c99123b73cc3c --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260429_210000/train_20260429_210000.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9226abaddf0b235c55e758a858abb878322b6fa7ce4917212f87f4237f1dcfa3 +size 426 diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_X_host.npy b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..a69a99ccbffbc951a8691a96b79ee4ef0725d1a4 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:704bab13ead16cf08a6c8521c33a1e9c77ec3c94ed9b6b190511a1b1d55d7ba1 +size 373376 diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_gen.py b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..19668c2b18fc68dedbc74fdf00e077f7ac7bd8b1 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260430_060233/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(10368)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260430_060233/forest-c7-10368-20260430_060359.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_meta_host.json b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..a6c4906bd4050053b5e4d3027aa1125b5feae0cf --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_meta_host.json @@ -0,0 +1 @@ +{"column_names": ["parents", "has_nurs", "form", "children", "housing", "finance", "social", "health", "class"], "cat_indexes": [0, 1, 2, 3, 4, 5, 6, 7]} \ No newline at end of file diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_train.py b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..61981b375c1363c0bf6291fe77cabf72234fd20b --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/_fd_train.py @@ -0,0 +1,28 @@ + +import shutil, json +shutil.copy(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260430_060233/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/c7/forestdiffusion/forest-c7-20260430_060233/_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/c7/forestdiffusion/forest-c7-20260430_060233/forestdiffusion_model.joblib') diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/forest-c7-10368-20260430_060359.csv b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/forest-c7-10368-20260430_060359.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ffaaa766b62df4d93b20ee2c040a26e88f710f4 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/forest-c7-10368-20260430_060359.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b13b27f3db4ddfa1ff922764f9bc7f98f270d43a63b93820e6b3383f7e34d37 +size 846727 diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/forestdiffusion_model.joblib b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/forestdiffusion_model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..ed64701a672f42334d5944dee00838abe86b5b41 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/forestdiffusion_model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9b6b0fa6051d5a485cbfd393e980f1ac6f949cdb1b3f91b49c4e55d5f637a0be +size 191178113 diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/gen_20260430_060359.log b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/gen_20260430_060359.log new file mode 100644 index 0000000000000000000000000000000000000000..627973bd3257a4cf62a516a4f1fba3847f283138 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/gen_20260430_060359.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5dc24d6c21b670c2b37e5c469c4747f1aac46869068218c8e85d9f67ff5bdcf8 +size 295 diff --git a/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/input_snapshot.json b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..be64076e7dd6fc44b3a431506cf263059963b329 --- /dev/null +++ b/SynthData0523/main/c7/forestdiffusion/forest-c7-20260430_060233/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c7", + "model": "forestdiffusion", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c7/c7-train.csv", + "exists": true, + "size": 857718, + "sha256": "0ec97b49cecfd452f07551a63db7b812b5998a1e37101eae82255d00aa6a6243" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c7/c7-val.csv", + "exists": true, + "size": 107489, + "sha256": "4501bb2be19f7e13b7ff5e9dedd74e3dd42f2cafc8cefd5435bda61fc974a769" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c7/c7-test.csv", + "exists": true, + "size": 107327, + "sha256": "f9e808033a07feabb980addcf8c5f75111189ac2fb70993b8ad0f5ca3d5cfbae" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c7/c7-dataset_profile.json", + "exists": true, + "size": 4014, + "sha256": "60424c615b91a26cf02d9bc1d7f91caa0ceb95bab39eb7cff6f9edea3ca0600e" + }, + "contract_json": { + "path": 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