diff --git a/.gitattributes b/.gitattributes index d758660326a1a9938307f25013184f7584f0ef62..3298aca63aa69f783fce95c2c931afe309467934 100644 --- a/.gitattributes +++ b/.gitattributes @@ -3961,3 +3961,25 @@ SynthData0523/main/c2/tvae/tvae-c2-20260504_175249/staged/public/test.csv filter SynthData0523/main/c2/tvae/tvae-c2-20260504_175249/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c2/tvae/tvae-c2-20260504_175249/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c2/tvae/tvae-c2-20260504_175249/tvae-c2-1382-20260504_175313.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-1000-20260324_073801.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260324_073801.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260330_065506.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/arf/arf-c20-20260324_073259/train_20260324_073300.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-1000-20260321_075555.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-35855-20260330_065507.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260321_075555.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260330_065507.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/train_20260321_075514.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/ctgan/ctgan-c20-20260328_052613/ctgan-c20-1000-20260328_074102.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/ctgan/ctgan-c20-20260328_052613/ctgan-c20-35855-20260330_065452.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/ctgan/ctgan-c20-20260328_052613/models_300epochs/ctgan_300epochs.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c20/ctgan/ctgan-c20-20260328_052613/models_300epochs/train_20260328_052613.log filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/_arf_generate.py b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/_arf_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..6f1b9208828db165d769f34591be286abae6a0bf --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/_arf_generate.py @@ -0,0 +1,6 @@ +import pickle +with open("/work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf_model.pkl", "rb") as f: + model = pickle.load(f) +syn = model.forge(n=35855) +syn.to_csv("/work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv", index=False) +print(f"[ARF] Generated 35855 rows -> /work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv") diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/_arf_train.py b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/_arf_train.py new file mode 100644 index 0000000000000000000000000000000000000000..f771a22ad59bd67f2029cd3eaddda751212c1bfd --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/_arf_train.py @@ -0,0 +1,19 @@ +import pickle +import pandas as pd +from arfpy import arf + +df = pd.read_csv("/work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/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/c20/arf/arf-c20-20260324_073259/arf_model.pkl", "wb") as f: + pickle.dump(model, f) +print(f"[ARF] Model saved -> /work/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/arf_model.pkl") diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-1000-20260324_073801.csv b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-1000-20260324_073801.csv new file mode 100644 index 0000000000000000000000000000000000000000..37f53fcb64abebd6fec6d9a75bd87ef4f7e4061f --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-1000-20260324_073801.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a7be86f20d8ab28c8f896440c0b1af1a18c89854d0fa7b43c8336ffc16f19f1 +size 66568 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv new file mode 100644 index 0000000000000000000000000000000000000000..efb83c4a0150cb1631b11bbabff33d50a0673a60 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d10007c5828650e174d737d5ad86b842f842a6cc6eb97d5066648973df366a89 +size 502092 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf_model.pkl b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..e0affb501a6edaaad731e7f4acb7a3fc4d8fb9a7 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/arf_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:266c3611e5b1ff2cf3ac45ff07b07950fa53715adbc8e19cdf33392484d7a6e1 +size 116149296 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260324_073801.log b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260324_073801.log new file mode 100644 index 0000000000000000000000000000000000000000..1efd7d288e53d6596d7e0751f1c8dc93c5e456d5 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260324_073801.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:401d6ad3de8c106d9c8117238c393751a8a5f10d6a6535a96b160751b307c782 +size 441 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260330_065506.log b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260330_065506.log new file mode 100644 index 0000000000000000000000000000000000000000..39935fb8075a9eb5adf73027ebddb932c560bb27 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/gen_20260330_065506.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cacbb5d7a6610594cd0f035d019a2708c943a2c9e8637c3bd9aad3fe52c319d6 +size 443 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/input_snapshot.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..43f00088fb3ebe8537897f32fe47768edd1229db --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c20", + "model": "arf", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-train.csv", + "exists": true, + "size": 537948, + "sha256": "7b491c9989a22d06db0c24422e76bf1d73173a7ba1760d5a3c4e5768c868ac21" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv", + "exists": true, + "size": 67338, + "sha256": "82d69efb2fbd8ddf6e8d77d9070b3d299f619fded74e2956d3af4b34a9c95a75" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv", + "exists": true, + "size": 67368, + "sha256": "ab311b2ccc419e2b1423bd27d4079912f464405ef8d37cd87e73ad147ed787ec" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c20/c20-dataset_profile.json", + "exists": true, + "size": 3686, + "sha256": "64a935250a31399f41982c61828d40ab90791bab84e8dc6201dbdfa4508092b8" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c20/c20-dataset_contract_v1.json", + "exists": true, + "size": 3867, + "sha256": "78c743a19951022e3cbae86814578ff8723146c3d216423edc4b94e1b233ad27" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..cec2d0784b7af841ccc2f6c9ebae396d125b6b16 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,152 @@ +{ + "dataset_id": "c20", + "target_column": "class", + "task_type": "classification", + "columns": [ + { + "name": "white_piece0_strength", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000139, + "example_values": [ + "7", + "0", + "4", + "5", + "6" + ] + } + }, + { + "name": "white_piece0_file", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.000195, + "example_values": [ + "5", + "6", + "3", + "0", + "1" + ] + } + }, + { + "name": "white_piece0_rank", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.000251, + "example_values": [ + "8", + "0", + "1", + "3", + "7" + ] + } + }, + { + "name": "black_piece0_strength", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000139, + "example_values": [ + "4", + "7", + "0", + "6", + "5" + ] + } + }, + { + "name": "black_piece0_file", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.000195, + "example_values": [ + "1", + "0", + "3", + "4", + "6" + ] + } + }, + { + "name": "black_piece0_rank", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.000251, + "example_values": [ + "7", + "2", + "5", + "1", + "4" + ] + } + }, + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 8.4e-05, + "example_values": [ + "w", + "b", + "d" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..7c6872c0280d7e7ef8d16e613861f880d01ca1ba --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c20", + "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": "class", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..73b2b38a361e20e15ac34b558d6d11de920cba79 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json @@ -0,0 +1,157 @@ +{ + "dataset_id": "c20", + "target_column": "class", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json", + "column_schema": [ + { + "name": "white_piece0_strength", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000139, + "example_values": [ + "7", + "0", + "4", + "5", + "6" + ] + } + }, + { + "name": "white_piece0_file", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.000195, + "example_values": [ + "5", + "6", + "3", + "0", + "1" + ] + } + }, + { + "name": "white_piece0_rank", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.000251, + "example_values": [ + "8", + "0", + "1", + "3", + "7" + ] + } + }, + { + "name": "black_piece0_strength", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000139, + "example_values": [ + "4", + "7", + "0", + "6", + "5" + ] + } + }, + { + "name": "black_piece0_file", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.000195, + "example_values": [ + "1", + "0", + "3", + "4", + "6" + ] + } + }, + { + "name": "black_piece0_rank", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.000251, + "example_values": [ + "7", + "2", + "5", + "1", + "4" + ] + } + }, + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 8.4e-05, + "example_values": [ + "w", + "b", + "d" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/runtime_result.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..2ed1b9e2c88edf77f8f2a2c09c863917021577bf --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/runtime_result.json @@ -0,0 +1,14 @@ +{ + "dataset_id": "c20", + "model": "arf", + "run_id": "arf-c20-20260324_073259", + "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/c20/arf/arf-c20-20260324_073259/arf-c20-35855-20260330_065506.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_report.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..b99c277528a6e07ec12cbd667a9b69fc963ac1b0 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/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/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_transforms_applied.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9585975aa650b846c472a08e9fb98269eb5d55f2 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/arf/model_input_manifest.json @@ -0,0 +1,159 @@ +{ + "dataset_id": "c20", + "model": "arf", + "target_column": "class", + "task_type": "classification", + "column_schema": [ + { + "name": "white_piece0_strength", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000139, + "example_values": [ + "7", + "0", + "4", + "5", + "6" + ] + } + }, + { + "name": "white_piece0_file", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.000195, + "example_values": [ + "5", + "6", + "3", + "0", + "1" + ] + } + }, + { + "name": "white_piece0_rank", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.000251, + "example_values": [ + "8", + "0", + "1", + "3", + "7" + ] + } + }, + { + "name": "black_piece0_strength", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5, + "unique_ratio": 0.000139, + "example_values": [ + "4", + "7", + "0", + "6", + "5" + ] + } + }, + { + "name": "black_piece0_file", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.000195, + "example_values": [ + "1", + "0", + "3", + "4", + "6" + ] + } + }, + { + "name": "black_piece0_rank", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.000251, + "example_values": [ + "7", + "2", + "5", + "1", + "4" + ] + } + }, + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 8.4e-05, + "example_values": [ + "w", + "b", + "d" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c20/arf/arf-c20-20260324_073259/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..7bfaf356cdd18982cf935867692dd592258079ce --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/staged_features.json @@ -0,0 +1,37 @@ +[ + { + "feature_name": "white_piece0_strength", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "white_piece0_file", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "white_piece0_rank", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "black_piece0_strength", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "black_piece0_file", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "black_piece0_rank", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "class", + "data_type": "categorical", + "is_target": true + } +] \ No newline at end of file diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/test.csv b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..1dfe83d2431d05bdb226ca94c1b7c4fe34062ca8 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0091c37417c2702c5bfc5aee9911927ba2c8c7de2233b2d5c72d5e530a503d88 +size 62884 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/train.csv b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..adcdeefff7f77daafc828ef33e49a9bbb470fa68 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c2c76c6d0e5ed6c6df6e6351254bc759b208e8f11d47f2ee114a65a38bc3e82a +size 502092 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/val.csv b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..c57a7b71ea9170365d0ef493c96b2f07bf719f37 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5106c1dd013c7fef43fb35d4c4bb45fae99af977e1d18465006e726ec2ece73e +size 62856 diff --git a/SynthData0523/main/c20/arf/arf-c20-20260324_073259/train_20260324_073300.log b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/train_20260324_073300.log new file mode 100644 index 0000000000000000000000000000000000000000..0246ff091811f8d623acec5bb57b5304b02f9975 --- /dev/null +++ b/SynthData0523/main/c20/arf/arf-c20-20260324_073259/train_20260324_073300.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:99752546c5b491a5dc1a6b8099ee479de9c9c948bff739d10c5ef5f9e92a6830 +size 234 diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/_bayesnet_generate.py b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/_bayesnet_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..64de562646a3baa352f74c10599a9e4115c5325f --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/_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/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet_model.pkl", "rb") as f: + plugin = pickle.load(f) +syn = plugin.generate(count=35855).dataframe() + +# Restore zero-variance columns that were dropped during training +const_path = "/work/output-SpecializedModels/c20/bayesnet/bayesnet-c20-20260321_075513/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/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-35855-20260330_065507.csv", index=False) +print(f"[BayesNet] Generated 35855 rows -> /work/output-SpecializedModels/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-35855-20260330_065507.csv") diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/_bayesnet_train.py b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/_bayesnet_train.py new file mode 100644 index 0000000000000000000000000000000000000000..b5c4c24f1d736f5ef4ca954eb85c2da27845ad81 --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/_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/c20/bayesnet/bayesnet-c20-20260321_075513/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/c20/bayesnet/bayesnet-c20-20260321_075513/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/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet_model.pkl", "wb") as f: + pickle.dump(plugin, f) +print(f"[BayesNet] Model saved -> /work/output-SpecializedModels/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet_model.pkl") diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-1000-20260321_075555.csv b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-1000-20260321_075555.csv new file mode 100644 index 0000000000000000000000000000000000000000..1cbd6b1cc764507cc0141015520f3a4fcc2c26e6 --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-1000-20260321_075555.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc616a3eac16d086d6fef3d38a4dbe178b30e52cd4085b03c031576b84ed5562 +size 14122 diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-35855-20260330_065507.csv b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-35855-20260330_065507.csv new file mode 100644 index 0000000000000000000000000000000000000000..167fab277cc3620154ea4fd594218b4f2c444d79 --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet-c20-35855-20260330_065507.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0a720f37931b02fef38f9ab56d19599f75f68ccf112500902e6e3746a564c28d +size 502092 diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet_model.pkl b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..d0193614771e238067550b9b6c3cd34509f6d9f8 --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/bayesnet_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:83376241f4afff84475c541b8846501ccb838d621e215b9256041fb5130260cd +size 3936172 diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/const_cols.json b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/const_cols.json new file mode 100644 index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/const_cols.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260321_075555.log b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260321_075555.log new file mode 100644 index 0000000000000000000000000000000000000000..fe39390766399e2a35ad0d134dcf35b9756bd0b3 --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260321_075555.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:715cee23d2b30810463c9600fabf1e4898131e81a4c447b475052d90d068abb5 +size 483 diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260330_065507.log b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260330_065507.log new file mode 100644 index 0000000000000000000000000000000000000000..010639f37bd83d4b05d5888e3ec105a809c495c2 --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/gen_20260330_065507.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:da5b1b3ab6a1ca12c730493482e07ba1045e05fa447f57f55bc07b1f4d628407 +size 485 diff --git a/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/input_snapshot.json b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..99b4b72fbd8d37e9ac475aa65d59983c81d890ef --- /dev/null +++ b/SynthData0523/main/c20/bayesnet/bayesnet-c20-20260321_075513/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c20", + "model": "bayesnet", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-train.csv", + "exists": true, + "size": 537948, + "sha256": "7b491c9989a22d06db0c24422e76bf1d73173a7ba1760d5a3c4e5768c868ac21" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-val.csv", + "exists": true, + "size": 67338, + "sha256": "82d69efb2fbd8ddf6e8d77d9070b3d299f619fded74e2956d3af4b34a9c95a75" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c20/c20-test.csv", + "exists": true, + "size": 67368, + "sha256": 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