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0.000339, + "example_values": [ + "0", + "1", + "-1" + ] + } + }, + { + "name": "Statistical_report", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "1", + "-1" + ] + } + }, + { + "name": "Result", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "-1", + "1" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/ctgan/ctgan-c8-20260321_071354/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/ctgan/ctgan-c8-20260321_071354/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/ctgan/ctgan-c8-20260321_071354/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/ctgan/ctgan-c8-20260321_071354/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/ctgan/ctgan-c8-20260321_071354/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/ctgan/ctgan-c8-20260321_071354/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/staged_features.json b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..6e070cd9cc9dc9bf44f5e96b48aa03b0af05735a --- /dev/null +++ b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/staged_features.json @@ -0,0 +1,157 @@ +[ + { + "feature_name": "having_IP_Address", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "URL_Length", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Shortining_Service", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "having_At_Symbol", + "data_type": "continuous", + "is_target": true + }, + { + "feature_name": "double_slash_redirecting", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Prefix_Suffix", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "having_Sub_Domain", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "SSLfinal_State", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Domain_registeration_length", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Favicon", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "port", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "HTTPS_token", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Request_URL", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "URL_of_Anchor", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Links_in_tags", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "SFH", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Submitting_to_email", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Abnormal_URL", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Redirect", + "data_type": "binary", + "is_target": false + }, + { + "feature_name": "on_mouseover", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "RightClick", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "popUpWidnow", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Iframe", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "age_of_domain", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "DNSRecord", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "web_traffic", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Page_Rank", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Google_Index", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Links_pointing_to_page", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Statistical_report", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Result", + "data_type": "continuous", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/test.csv b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..17380f6a9b9a9e8ac335908874f6bc5b26ec25ad --- /dev/null +++ b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:75e0809428463e710fffe7443c63202bb0df096f71365262a3e32e43e365fa35 +size 79280 diff --git a/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/train.csv b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..8cfd1f6fb29a5bdf13202de8d9026d5d4a6c1ab2 --- /dev/null +++ b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:88a639183f8fa6acc2a2465b4d787607df6b931c2b681b0e9d0e1be007fea0da +size 631235 diff --git a/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/val.csv b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..739e1e854fc6485ff594dcf0a66b76423871eeb8 --- /dev/null +++ b/SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:272551def8b1e81583201f55065453d772f25b8dd17958d4f25478c033769f9e +size 79486 diff --git a/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_X_host.npy b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..6817d9cc2901e9dbbba4d515a98adba4cb41f3d5 --- /dev/null +++ b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f558adb3431b2b5c07f1ea810a016abe6f6b011f93341ed55778691daaf4b6dc +size 1096784 diff --git a/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_gen.py b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..f4c4d16c4419750066e26a087d3a01543be52271 --- /dev/null +++ b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-SpecializedModels/c8/forestdiffusion/forest-c8-20260419_200956/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(8844)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-SpecializedModels/c8/forestdiffusion/forest-c8-20260419_200956/forest-c8-8844-20260420_193824.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_meta_host.json b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..179a642ae8aabc334be530c08b911603a7b8e3ea --- /dev/null +++ b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:755f9613aa79e5ce5d6c91216f7077ffd8c994370127b00715c8f1efabe25b68 +size 559 diff --git a/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_train.py b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..5bb8912a77bb87fc7c9e1e797a17b2b2fc1de0e2 --- /dev/null +++ b/SynthData0523/main/c8/forestdiffusion/forest-c8-20260419_200956/_fd_train.py @@ -0,0 +1,20 @@ + +import shutil, json +shutil.copy(r'/work/output-SpecializedModels/c8/forestdiffusion/forest-c8-20260419_200956/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-SpecializedModels/c8/forestdiffusion/forest-c8-20260419_200956/_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"] +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, +) +joblib.dump((m, meta), "/tmp/fd_model.joblib") +print("ForestDiffusion train OK") + 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