diff --git a/.gitattributes b/.gitattributes index d1872280b86035e0f3fdb41a8f9426af8796122c..94e15855930a146393846c3a1e9dfccde429a39c 100644 --- a/.gitattributes +++ b/.gitattributes @@ -5904,3 +5904,25 @@ SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/staged/public/train.csv filte SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/tvae-c8-1000-20260321_071526.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/tvae-c8-8844-20260330_065316.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-1000-20260321_070552.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-26215-20260330_065333.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260321_070552.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260330_065333.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/arf/arf-c9-20260321_065512/train_20260321_065512.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-1000-20260321_062232.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-26215-20260330_065334.csv filter=lfs diff=lfs merge=lfs -text 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+SynthData0523/main/c9/ctgan/ctgan-c9-20260321_072731/ctgan-c9-26215-20260330_065329.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/ctgan/ctgan-c9-20260321_072731/models_300epochs/ctgan_300epochs.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c9/ctgan/ctgan-c9-20260321_072731/models_300epochs/train_20260321_072731.log filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/_arf_generate.py b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/_arf_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..2bcef371b025df34d7920374e596ebae628bc1a7 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/_arf_generate.py @@ -0,0 +1,6 @@ +import pickle +with open("/work/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/arf_model.pkl", "rb") as f: + model = pickle.load(f) +syn = model.forge(n=26215) +syn.to_csv("/work/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/arf-c9-26215-20260330_065333.csv", index=False) +print(f"[ARF] Generated 26215 rows -> /work/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/arf-c9-26215-20260330_065333.csv") diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/_arf_train.py b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/_arf_train.py new file mode 100644 index 0000000000000000000000000000000000000000..c22ed961fe8f191431a1a2e1e383c922e61058f9 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/_arf_train.py @@ -0,0 +1,19 @@ +import pickle +import pandas as pd +from arfpy import arf + +df = pd.read_csv("/work/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/public/train.csv") +df = df.dropna(axis=1, how="all") +print(f"[ARF] Training on {len(df)} rows, {len(df.columns)} cols") + +model = arf.arf(x=df) +if hasattr(model, "fit"): + model.fit() +elif hasattr(model, "forde"): + model.forde() +else: + raise RuntimeError("arfpy API: no fit() / forde()") + +with open("/work/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/arf_model.pkl", "wb") as f: + pickle.dump(model, f) +print(f"[ARF] Model saved -> /work/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/arf_model.pkl") diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-1000-20260321_070552.csv b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-1000-20260321_070552.csv new file mode 100644 index 0000000000000000000000000000000000000000..ac1c768d65cb3889f015b6a14b27d9af1ad14743 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-1000-20260321_070552.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a4fe9c44d6203f4daab39b263e892d9988a6ab6ab18b38d44e02423cc03f5a0 +size 156250 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-26215-20260330_065333.csv b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-26215-20260330_065333.csv new file mode 100644 index 0000000000000000000000000000000000000000..3aef6bace0cc5e74bdddc4fd2ddb353525922197 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf-c9-26215-20260330_065333.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7e0b5afa54213a93c7046a282cbf5070f3b7f4b93eb003e4fb7624b5c430074 +size 3886596 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf_model.pkl b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..bc4896e9176bc40012127818f55dac81b66f1e91 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/arf_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de8f121fe0ee026212bf7ce7a20a26a82d4f5bf4b34a37ac938c118264a3a450 +size 118258108 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260321_070552.log b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260321_070552.log new file mode 100644 index 0000000000000000000000000000000000000000..e900be6925de09b02136e7da02a8c0c7faddf5b1 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260321_070552.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:931af1acd1c09a0b637f832f1b3dec889d0d4db592ad6e81a88debfa43b6baad +size 438 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260330_065333.log b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260330_065333.log new file mode 100644 index 0000000000000000000000000000000000000000..f697f16566abfc21332807ebbfb4eb52c2b6b53b --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/gen_20260330_065333.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f8b9513ffd4372c420b6f65773f1d32352682cdd4fbad7ff60dd73be821d724d +size 440 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/input_snapshot.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..202b32a58d7abfac165efa96984e4bbf7754a7da --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c9", + "model": "arf", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c9/c9-train.csv", + "exists": true, + "size": 1656550, + "sha256": "7fe9e4b6e2719c346fd93c7ada4977430d0c593cc5bdae7442a78886f7b71b9e" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c9/c9-val.csv", + "exists": true, + "size": 207139, + "sha256": "01557a0b4304c4b5435df0909d16016ec0ba4ce2c3b31a8815f813ef1376b0b9" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c9/c9-test.csv", + "exists": true, + "size": 207206, + "sha256": "6de1346ef61646cbd096588223a049bf26f2b26229ac65b2734fed139f3c06bb" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c9/c9-dataset_profile.json", + "exists": true, + "size": 4540, + "sha256": "536d3ace5469df116ca00b7544ee8af409fc29edb7e85f365e465a91244a564e" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c9/c9-dataset_contract_v1.json", + "exists": true, + "size": 5389, + "sha256": "d63ab9aee52c7f931f14b7ad2c9a601b670ba5cd739494b2c4d2e4005430ea6d" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..7ba372afdc8d9d80b5b9ad0413ddec90a8353e37 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,214 @@ +{ + "dataset_id": "c9", + "target_column": "ROLE_FAMILY", + "task_type": "regression", + "columns": [ + { + "name": "ACTION", + "role": "feature", + "semantic_type": "boolean", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 7.6e-05, + "example_values": [ + "1", + "0" + ] + } + }, + { + "name": "RESOURCE", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6690, + "unique_ratio": 0.255197, + "example_values": [ + "44623", + "74192", + "79092", + "4675", + "37639" + ] + } + }, + { + "name": "MGR_ID", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4052, + "unique_ratio": 0.154568, + "example_values": [ + "67326", + "16850", + "5223", + "14952", + "88170" + ] + } + }, + { + "name": "ROLE_ROLLUP_1", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 126, + "unique_ratio": 0.004806, + "example_values": [ + "117910", + "117961", + "118595", + "118200", + "117978" + ] + } + }, + { + "name": "ROLE_ROLLUP_2", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 174, + "unique_ratio": 0.006637, + "example_values": [ + "117911", + "118225", + "118596", + "117962", + "118201" + ] + } + }, + { + "name": "ROLE_DEPTNAME", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 442, + "unique_ratio": 0.016861, + "example_values": [ + "117912", + "119092", + "81476", + "119223", + "117941" + ] + } + }, + { + "name": "ROLE_TITLE", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 334, + "unique_ratio": 0.012741, + "example_values": [ + "118568", + "122849", + "118054", + "119962", + "117885" + ] + } + }, + { + "name": "ROLE_FAMILY_DESC", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2205, + 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b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..812ee0cc580ee3523d798fa725ff691876b7f855 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c9", + "status": "pass", + "checks": [ + { + "check_id": "PG001_csv_parse_ok", + "status": "pass" + }, + { + "check_id": "PG002_split_header_consistent", + "status": "pass" + }, + { + "check_id": "PG003_profile_header_match", + "status": "pass" + }, + { + "check_id": "PG004_missing_token_normalized", + "status": "pass" + }, + { + "check_id": "PG005_semantic_type_validated", + "status": "pass" + }, + { + "check_id": "PG006_target_defined_and_valid", + "status": "pass" + } + ], + "target_column": "ROLE_FAMILY", + "task_type": "regression", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c9/c9-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c9/c9-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c9/c9-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/staged_input_manifest.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..30ef5c3551df76a79cb22aee9f007934c39c59aa --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/public_gate/staged_input_manifest.json @@ -0,0 +1,219 @@ +{ + "dataset_id": "c9", + "target_column": "ROLE_FAMILY", + "task_type": "regression", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/public/val.csv", + "test_csv": 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+ "example_values": [ + "118570", + "122850", + "118055", + "119964", + "117888" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/runtime_result.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..2b9065e2183e6c614628a3b69d33c4d68a95bc2a --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/runtime_result.json @@ -0,0 +1,14 @@ +{ + "dataset_id": "c9", + "model": "arf", + "run_id": "arf-c9-20260321_065512", + "public_gate_status": "pass", + "adapter_ready_status": "pass", + "train_status": "skipped", + "generate_status": "success", + "reason_code": null, + "reason_detail": null, + "artifacts": { + "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/arf-c9-26215-20260330_065333.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/adapter_report.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..d75144fa123dbd807ed030d7e59289b2842a8cea --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/adapter_report.json @@ -0,0 +1,7 @@ +{ + "adapter_ready_status": "pass", + "adapter_fail_reason_code": null, + "adapter_fail_detail": null, + "adapter_transforms_applied": [], + "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/arf/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/adapter_transforms_applied.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/model_input_manifest.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4f79351b1c9fbf3a092596e0ca9daddff4b87667 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/arf/model_input_manifest.json @@ -0,0 +1,221 @@ +{ + "dataset_id": "c9", + "model": "arf", + "target_column": "ROLE_FAMILY", + "task_type": "regression", + "column_schema": [ + { + "name": "ACTION", + "role": "feature", + "semantic_type": "boolean", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 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"119095", + "117887", + "118205", + "270488" + ] + } + }, + { + "name": "ROLE_CODE", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 334, + "unique_ratio": 0.012741, + "example_values": [ + "118570", + "122850", + "118055", + "119964", + "117888" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c9/arf/arf-c9-20260321_065512/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/staged_features.json b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..064e282246cf4cc51cf3ff555412bcc338835074 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/staged_features.json @@ -0,0 +1,52 @@ +[ + { + "feature_name": "ACTION", + "data_type": "binary", + "is_target": false + }, + { + "feature_name": "RESOURCE", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "MGR_ID", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ROLE_ROLLUP_1", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ROLE_ROLLUP_2", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ROLE_DEPTNAME", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ROLE_TITLE", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ROLE_FAMILY_DESC", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ROLE_FAMILY", + "data_type": "continuous", + "is_target": true + }, + { + "feature_name": "ROLE_CODE", + "data_type": "continuous", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/test.csv b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..b75a5d8c2fcb2f79081b7dbe7668099098496842 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0af6e0312230bd2e171907bf4a9604e4b600e6335c3e4b4842b1f60c8e7260c7 +size 203927 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/train.csv b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..581832d2d577538d2b98026d4705fa0495b803b7 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5289d18c270c8b9f28c49f65f7dcbcbfe99c6d9c36bf7468cb0bd306c37a6c7 +size 1630334 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/val.csv b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..0550b83cde55957916223bde1f17c67e7bfa0325 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad236210ab730f44360ed17509da76cda75ad36d8ab73965a437110f905764d3 +size 203862 diff --git a/SynthData0523/main/c9/arf/arf-c9-20260321_065512/train_20260321_065512.log b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/train_20260321_065512.log new file mode 100644 index 0000000000000000000000000000000000000000..854c98a5b26383cc5dbcb3fcf7c4d7bff4a5e474 --- /dev/null +++ b/SynthData0523/main/c9/arf/arf-c9-20260321_065512/train_20260321_065512.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62bb76e362bf6d6444ebc0606d095e7d9a426dd7c70644ff86a101fb81c96570 +size 350 diff --git a/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/_bayesnet_generate.py b/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/_bayesnet_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..16f6a4ece5503160eab702231bb776d10e06c026 --- /dev/null +++ b/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/_bayesnet_generate.py @@ -0,0 +1,43 @@ +import subprocess, sys, os + +pip_libs = "/pip_libs" +sys.path.insert(0, pip_libs) +os.environ["PYTHONPATH"] = pip_libs + os.pathsep + os.environ.get("PYTHONPATH", "") + +def _ensure_deps(): + try: + import synthcity + except ModuleNotFoundError: + print("[BayesNet] synthcity not found - installing to cache...") + subprocess.run( + [sys.executable, "-m", "pip", "install", + "--target", pip_libs, "synthcity==0.2.12", "numpy<2", "-q"], + check=True + ) + import shutil, glob + for pat in ["torch", "torch-*", "torchvision", "torchvision-*", + "torchvision.libs", "torchgen", "nvidia*", "triton*"]: + for p in glob.glob(os.path.join(pip_libs, pat)): + if os.path.isdir(p): shutil.rmtree(p) + else: os.remove(p) + if pip_libs not in sys.path: + sys.path.insert(0, pip_libs) + +_ensure_deps() + +import pickle, json as _json +with open("/work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet_model.pkl", "rb") as f: + plugin = pickle.load(f) +syn = plugin.generate(count=26215).dataframe() + +# Restore zero-variance columns that were dropped during training +const_path = "/work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json") +if os.path.exists(const_path): + with open(const_path) as _f: + const_cols = _json.load(_f) + for col, val in const_cols.items(): + syn[col] = val + print(f"[BayesNet] Restored constant column '{col}' = {val}") + +syn.to_csv("/work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-26215-20260330_065334.csv", index=False) +print(f"[BayesNet] Generated 26215 rows -> /work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-26215-20260330_065334.csv") diff --git a/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/_bayesnet_train.py b/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/_bayesnet_train.py new file mode 100644 index 0000000000000000000000000000000000000000..7703ea3d3908eb2a7ad41395a60a8a4d3011c2cf --- /dev/null +++ b/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/_bayesnet_train.py @@ -0,0 +1,62 @@ +import subprocess, sys, os + +pip_libs = "/pip_libs" +sys.path.insert(0, pip_libs) +os.environ["PYTHONPATH"] = pip_libs + os.pathsep + os.environ.get("PYTHONPATH", "") + +def _ensure_deps(): + try: + import synthcity + except ModuleNotFoundError: + print("[BayesNet] synthcity not found - installing to cache (first run, may take minutes)...") + # Install synthcity with numpy<2 to avoid conflicts + subprocess.run( + [sys.executable, "-m", "pip", "install", + "--target", pip_libs, "synthcity==0.2.12", "numpy<2", "-q"], + check=True + ) + # Remove torch/torchvision from pip_libs to avoid shadowing system versions + import shutil, glob + for pat in ["torch", "torch-*", "torchvision", "torchvision-*", + "torchvision.libs", "torchgen", "nvidia*", "triton*"]: + for p in glob.glob(os.path.join(pip_libs, pat)): + if os.path.isdir(p): shutil.rmtree(p) + else: os.remove(p) + if pip_libs not in sys.path: + sys.path.insert(0, pip_libs) + +_ensure_deps() + +from synthcity.plugins import Plugins +import pickle +import pandas as pd +from synthcity.plugins.core.dataloader import GenericDataLoader + +df = pd.read_csv("/work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/staged/public/train.csv") +df = df.dropna(axis=1, how="all") + +# Drop zero-variance columns (only 1 unique value) to avoid +# synthcity encoder KeyError during generation +import json as _json +const_cols = {} +for col in list(df.columns): + nuniq = df[col].nunique() + if nuniq <= 1: + const_cols[col] = df[col].iloc[0] if len(df) > 0 else None + df = df.drop(columns=[col]) + print(f"[BayesNet] Dropped zero-variance column '{col}' (value={const_cols[col]})") + +# Save constant columns info so generate can restore them +const_path = "/work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json") +with open(const_path, "w") as _f: + _json.dump({k: str(v) for k, v in const_cols.items()}, _f) + +print(f"[BayesNet] Training on {len(df)} rows, {len(df.columns)} cols") + +loader = GenericDataLoader(df) +plugin = Plugins().get("bayesian_network") +plugin.fit(loader) + +with open("/work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet_model.pkl", "wb") as f: + pickle.dump(plugin, f) +print(f"[BayesNet] Model saved -> /work/output-SpecializedModels/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet_model.pkl") diff --git a/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-1000-20260321_062232.csv b/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-1000-20260321_062232.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b83260afa1ca30fb7d611e60771b1d987f28967 --- /dev/null +++ b/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-1000-20260321_062232.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4c6c41969c691836966eb53204c78ea1dc4afd93f056d0275baf99cab98b1663 +size 62269 diff --git a/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-26215-20260330_065334.csv b/SynthData0523/main/c9/bayesnet/bayesnet-c9-20260321_062102/bayesnet-c9-26215-20260330_065334.csv new file mode 100644 index 0000000000000000000000000000000000000000..e5cb841aa13ab659b7a2c31cdb203650675508b5 --- /dev/null +++ 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