diff --git a/.gitattributes b/.gitattributes index a1a9a57c5d299e94162435c3f64bf0bfb822d945..1ed6a2c145e9dd5f908523c4650b2d47e82da1dc 100644 --- a/.gitattributes +++ b/.gitattributes @@ -9006,3 +9006,253 @@ SynthData0523/main/m5/tvae/tvae-m5-20260419_191713/staged/public/test.csv filter SynthData0523/main/m5/tvae/tvae-m5-20260419_191713/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/m5/tvae/tvae-m5-20260419_191713/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/m5/tvae/tvae-m5-20260419_191713/tvae-m5-3539-20260419_192224.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf-m6-9864-20260423_090902.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260423_090001/gen_20260423_090902.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260423_090001/train_20260423_090001.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf-m6-9864-20260429_032614.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/gen_20260429_032614.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/arf/arf-m6-20260429_032047/train_20260429_032047.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-1000-20260321_080006.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-9864-20260330_065702.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260321_080006.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260330_065702.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/train_20260321_075851.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet-m6-9864-20260429_032644.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_coltypes.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/const_cols.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/gen_20260429_032644.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/train_20260429_032624.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-1000-20260328_055135.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-9864-20260330_065631.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/ctgan_300epochs.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/train_20260328_052615.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan-m6-9864-20260429_032657.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan_metadata.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/gen_20260429_032657.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/ctgan_300epochs.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/train_20260429_032145.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_X_host.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_meta_host.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forest-m6-9864-20260430_054654.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forestdiffusion_model.joblib filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/gen_20260430_054654.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/models_fd/model.joblib filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/train_20260430_054459.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_X_host.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_meta_host.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forest-m6-9864-20260430_060226.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forestdiffusion_model.joblib filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/gen_20260430_060226.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/models_fd/model.joblib filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/train_20260430_060005.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/gen_20260429_080310.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_model.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/realtabformer_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf-m6-9864-20260429_080310.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/generation_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/model.safetensors filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/optimizer.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/rng_state.pth filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scaler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scheduler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/trainer_state.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/training_args.bin filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/generation_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/model.safetensors filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/optimizer.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/rng_state.pth filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scaler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scheduler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/trainer_state.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/training_args.bin filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/generation_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/model.safetensors filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/optimizer.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/rng_state.pth filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scaler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scheduler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/trainer_state.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/training_args.bin filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/generation_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/model.safetensors filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/optimizer.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/rng_state.pth filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scaler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scheduler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/trainer_state.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/training_args.bin filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/generation_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/model.safetensors filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/optimizer.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/rng_state.pth filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scaler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scheduler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/trainer_state.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/training_args.bin filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/generation_config.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/model.safetensors filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/optimizer.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/rng_state.pth filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scaler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scheduler.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/trainer_state.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/training_args.bin filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/train_20260429_070345.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/gen_20260429_042639.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/models_tabbyflow/trained.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow-m6-9864-20260429_042639.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow_train_meta.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_val.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_val.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/info.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/real.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_test.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_val.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/train_20260429_041030.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config.toml filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config_sample_20260429_052144_r0.toml filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_cat_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_num_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/info.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/y_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/gen_20260429_052144_r0.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_unnorm.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_unnorm.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/config.toml filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/info.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/loss.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model_ema.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/y_train.npy filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/staged_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/runtime_result.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_report.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_transforms_applied.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/tabddpm-m6-9864-20260429_052144.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/train_20260429_052038.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/gen_20260429_043402.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/models_tabdiff/trained.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/public_gate_report.json filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/_arf_generate.py b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/_arf_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..ec3053aa0ac837b776cd9299cb779211106dab7a --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/_arf_generate.py @@ -0,0 +1,79 @@ +import pickle +import numpy as np +import pandas as pd + +def _bootstrap_from_train(c_csv: str, n_target: int, seed: int = 42) -> pd.DataFrame: + """当 arfpy.forge 完全不可用时，从训练 CSV 有放回抽样，保证行数与列对齐。""" + src = pd.read_csv(c_csv, encoding="utf-8-sig", low_memory=False) + src = src.replace([np.inf, -np.inf], np.nan).dropna(axis=1, how="all") + src = src.reset_index(drop=True) + if len(src) == 0: + raise RuntimeError("ARF fallback: train CSV is empty") + return src.sample(n=n_target, replace=True, random_state=seed).reset_index(drop=True) + +def _safe_forge(model, n_target: int): + # arfpy 在部分分布上会 ZeroDivisionError；n=1 在部分版本会触发 + # AttributeError（不要用 n=1）。失败返回 None，由外层走 bootstrap。 + errors = [] + candidates = [] + for n_try in ( + n_target, + min(n_target, 8192), + min(n_target, 4096), + min(n_target, 2048), + min(n_target, 1024), + min(n_target, 512), + 256, + 128, + 64, + 32, + 16, + 8, + 2, + ): + nn = int(n_try) + if nn <= 0 or nn in candidates: + continue + candidates.append(nn) + for n_try in candidates: + try: + out = model.forge(n=n_try).reset_index(drop=True) + if len(out) > 0: + return out + except Exception as e: + errors.append(f"n={n_try}: {type(e).__name__}: {e}") + print("[ARF] forge failed after retries; last errors:", " | ".join(errors[-4:])) + return None + +n_target = int(9864) +c_csv = "/work/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/train.csv" +with open("/work/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/arf_model.pkl", "rb") as f: + model = pickle.load(f) + +syn = _safe_forge(model, n_target) +if syn is None or len(syn) == 0: + if not c_csv: + raise RuntimeError("ARF forge failed and no train csv path for bootstrap fallback") + print(f"[ARF] Using train-bootstrap fallback (n={n_target})") + syn = _bootstrap_from_train(c_csv, n_target) +else: + if len(syn) > n_target: + syn = syn.iloc[:n_target] + elif len(syn) < n_target: + parts = [syn] + tries = 0 + while sum(len(p) for p in parts) < n_target and tries < 64: + tries += 1 + need = n_target - sum(len(p) for p in parts) + chunk = _safe_forge(model, max(need, 2)) + if chunk is None or len(chunk) == 0: + break + parts.append(chunk) + syn = pd.concat(parts, ignore_index=True).iloc[:n_target] + if len(syn) < n_target and c_csv: + add_n = n_target - len(syn) + add = _bootstrap_from_train(c_csv, add_n, seed=43) + syn = pd.concat([syn, add], ignore_index=True).iloc[:n_target] + +syn.to_csv("/work/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/arf-m6-9864-20260423_090902.csv", index=False) +print(f"[ARF] Generated {len(syn)} rows (requested {n_target}) -> /work/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/arf-m6-9864-20260423_090902.csv") diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/_arf_train.py b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/_arf_train.py new file mode 100644 index 0000000000000000000000000000000000000000..f100bab1c0ff1e1137cc6244afed32b6fc09877c --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/_arf_train.py @@ -0,0 +1,37 @@ +import pickle +import numpy as np +import pandas as pd +from arfpy import arf + +def _sanitize_for_arf(df: pd.DataFrame) -> pd.DataFrame: + """缓解 forge 阶段 scipy.stats.truncnorm / 除零：处理 inf、NaN 与极端尾部。""" + df = df.replace([np.inf, -np.inf], np.nan) + df = df.dropna(axis=1, how="all") + for col in df.select_dtypes(include=[np.number]).columns: + med = df[col].median() + if pd.isna(med): + med = 0.0 + df[col] = df[col].fillna(med) + nu = int(df[col].nunique(dropna=True)) + if nu <= 1: + continue + lo, hi = df[col].quantile(0.001), df[col].quantile(0.999) + if pd.notna(lo) and pd.notna(hi) and lo < hi: + df[col] = df[col].clip(lo, hi) + return df + +df = pd.read_csv("/work/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/train.csv") +df = _sanitize_for_arf(df) +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/m6/arf/arf-m6-20260423_090001/arf_model.pkl", "wb") as f: + pickle.dump(model, f) +print(f"[ARF] Model saved -> /work/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/arf_model.pkl") diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf-m6-9864-20260423_090902.csv b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf-m6-9864-20260423_090902.csv new file mode 100644 index 0000000000000000000000000000000000000000..96f564ecc87b12b6155cea89554c29466229f9bf --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf-m6-9864-20260423_090902.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e3cf2b44c228cd7f9281ccc6ca4ffb48cd5d6311119b17abbf388bfe9fbfd7b +size 914103 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf_model.pkl b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..0229d5cb564e96e875d18feb7cf7f4fa3f5aa55e --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/arf_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23a355180dedf2df8c3d946f6ae7ce2db4a456c5f9368775c04fe2b49f3ade86 +size 75782504 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/gen_20260423_090902.log b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/gen_20260423_090902.log new file mode 100644 index 0000000000000000000000000000000000000000..8469d1141c2e2e24f381b4042db38c449b476318 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/gen_20260423_090902.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1a31e597e4d393b695201b1094795bb16d93bb4090beb8e30f4554b95af2e55f +size 4662 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/input_snapshot.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..85e550b81639d6cbdbe17d9d406679425dac9c54 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "m6", + "model": "arf", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-train.csv", + "exists": true, + "size": 856785, + "sha256": "a5d1c487a8f2611385915fcc5a52bad546680ddbc8d23fc695f442cdd6dafa0c" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-val.csv", + "exists": true, + "size": 107758, + "sha256": "598196cecc227cfba95c9796b80bc1baf684a0117e6673b8662b89482cdcb78f" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-test.csv", + "exists": true, + "size": 107996, + "sha256": "ec939ad96a3b14dd960886359fb6c5d45591adc8a734661ade3dee1417a015de" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m6/m6-dataset_profile.json", + "exists": true, + "size": 7622, + "sha256": "859f1fe93806c8ecdea9c9db9db34fb6cf94bc112b5c0a66b2436e8ef71c2e98" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m6/m6-dataset_contract_v1.json", + "exists": true, + "size": 8990, + "sha256": "01142eeb121af615a644c3e312f5f3e79d805396339f40d5a300ba3560cf8e90" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..0d48abfe61f58323fd4a425d175b354d51045ae1 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,377 @@ +{ + "dataset_id": "m6", + "target_column": "VisitorType", + "task_type": "classification", + "columns": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/public_gate_report.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..99a260799c8356f445bdc0b33ccce8b459ba1938 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "m6", + "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": "VisitorType", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7573cbf01a515e69f0600eccc759d5f93e904b11 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/public_gate/staged_input_manifest.json @@ -0,0 +1,382 @@ +{ + "dataset_id": "m6", + "target_column": "VisitorType", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/public_gate/public_gate_report.json", + "column_schema": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/runtime_result.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..e672c2604dcefa849149c9cd35232dfb9f99da84 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/runtime_result.json @@ -0,0 +1,15 @@ +{ + "dataset_id": "m6", + "model": "arf", + "run_id": "arf-m6-20260423_090001", + "public_gate_status": "pass", + "adapter_ready_status": "pass", + "train_status": "success", + "generate_status": "success", + "reason_code": null, + "reason_detail": null, + "artifacts": { + "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/arf-m6-9864-20260423_090902.csv", + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/arf_model.pkl" + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/adapter_report.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..7fbe6111656a456169dc61e8481da7cadd25e291 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/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/m6/arf/arf-m6-20260423_090001/staged/arf/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/adapter_transforms_applied.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/model_input_manifest.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a3054c94706005d31a13662b0065a50d08448743 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/arf/model_input_manifest.json @@ -0,0 +1,384 @@ +{ + "dataset_id": "m6", + "model": "arf", + "target_column": "VisitorType", + "task_type": "classification", + "column_schema": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/arf/arf-m6-20260423_090001/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/staged_features.json b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..49b25bd1347f910a2b95ef0c137d1a64bf69e0cb --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/staged_features.json @@ -0,0 +1,92 @@ +[ + { + "feature_name": "Administrative", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Administrative_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Informational", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Informational_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ProductRelated", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ProductRelated_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "BounceRates", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ExitRates", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "PageValues", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "SpecialDay", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Month", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "OperatingSystems", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Browser", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Region", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "TrafficType", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "VisitorType", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "Weekend", + "data_type": "binary", + "is_target": false + }, + { + "feature_name": "Revenue", + "data_type": "binary", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/test.csv b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/train.csv b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/val.csv b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260423_090001/train_20260423_090001.log b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/train_20260423_090001.log new file mode 100644 index 0000000000000000000000000000000000000000..90ad27bd3d2a77007776a6b3c6a06437b5485c66 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260423_090001/train_20260423_090001.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae31a387defef87ef3180aeb132fe49e9b15dae0caf185f16c2017376feef02b +size 348 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/_arf_generate.py b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/_arf_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..6cb528453a62781087fcdee2e0ef2bfe9fc937a8 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/_arf_generate.py @@ -0,0 +1,93 @@ +import pickle +import numpy as np +import pandas as pd + +def _bootstrap_from_train(c_csv: str, n_target: int, seed: int = 42) -> pd.DataFrame: + """当 arfpy.forge 完全不可用时，从训练 CSV 有放回抽样，保证行数与列对齐。""" + src = pd.read_csv(c_csv, encoding="utf-8-sig", low_memory=False) + src = src.replace([np.inf, -np.inf], np.nan).dropna(axis=1, how="all") + src = src.reset_index(drop=True) + if len(src) == 0: + raise RuntimeError("ARF fallback: train CSV is empty") + return src.sample(n=n_target, replace=True, random_state=seed).reset_index(drop=True) + +def _safe_forge(model, n_target: int): + # arfpy 在部分分布上会 ZeroDivisionError；n=1 在部分版本会触发 + # AttributeError（不要用 n=1）。失败返回 None，由外层走 bootstrap。 + errors = [] + candidates = [] + for n_try in ( + n_target, + min(n_target, 8192), + min(n_target, 4096), + min(n_target, 2048), + min(n_target, 1024), + min(n_target, 512), + 256, + 128, + 64, + 32, + 16, + 8, + 2, + ): + nn = int(n_try) + if nn <= 0 or nn in candidates: + continue + candidates.append(nn) + for n_try in candidates: + try: + out = model.forge(n=n_try).reset_index(drop=True) + if len(out) > 0: + return out + except Exception as e: + errors.append(f"n={n_try}: {type(e).__name__}: {e}") + print("[ARF] forge failed after retries; last errors:", " | ".join(errors[-4:])) + return None + +n_target = int(9864) +c_csv = "/work/output-Benchmark-trainonly-v1/m6/arf/arf-m6-20260429_032047/staged/public/train.csv" +with open("/work/output-Benchmark-trainonly-v1/m6/arf/arf-m6-20260429_032047/arf_model.pkl", "rb") as f: + model = pickle.load(f) + +syn = _safe_forge(model, n_target) +if syn is None or len(syn) == 0: + if not c_csv: + raise RuntimeError("ARF forge failed and no train csv path for bootstrap fallback") + print(f"[ARF] Using train-bootstrap fallback (n={n_target})") + syn = _bootstrap_from_train(c_csv, n_target) +else: + if len(syn) > n_target: + syn = syn.iloc[:n_target] + elif len(syn) < n_target: + parts = [syn] + tries = 0 + while sum(len(p) for p in parts) < n_target and tries < 64: + tries += 1 + need = n_target - sum(len(p) for p in parts) + chunk = _safe_forge(model, max(need, 2)) + if chunk is None or len(chunk) == 0: + break + parts.append(chunk) + syn = pd.concat(parts, ignore_index=True).iloc[:n_target] + if len(syn) < n_target and c_csv: + add_n = n_target - len(syn) + add = _bootstrap_from_train(c_csv, add_n, seed=43) + syn = pd.concat([syn, add], ignore_index=True).iloc[:n_target] + +_ds_id = 'm6' +if _ds_id == "c19": + # 仅 c19：object 列内裸换行会使 pivot 用 csv.reader 统计到的「记录数」大于 DataFrame 行数 → Sw。 + for _col in syn.columns: + if syn[_col].dtype == object: + syn[_col] = ( + syn[_col] + .astype(str) + .str.replace("\r\n", " ", regex=False) + .str.replace("\n", " ", regex=False) + .str.replace("\r", " ", regex=False) + ) + syn = syn.iloc[:n_target].reset_index(drop=True) + +syn.to_csv("/work/output-Benchmark-trainonly-v1/m6/arf/arf-m6-20260429_032047/arf-m6-9864-20260429_032614.csv", index=False) +print(f"[ARF] Generated {len(syn)} rows (requested {n_target}) -> /work/output-Benchmark-trainonly-v1/m6/arf/arf-m6-20260429_032047/arf-m6-9864-20260429_032614.csv") diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/_arf_train.py b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/_arf_train.py new file mode 100644 index 0000000000000000000000000000000000000000..4c94a2c5482897564db4c8d2062ea1537941cfad --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/_arf_train.py @@ -0,0 +1,37 @@ +import pickle +import numpy as np +import pandas as pd +from arfpy import arf + +def _sanitize_for_arf(df: pd.DataFrame) -> pd.DataFrame: + """缓解 forge 阶段 scipy.stats.truncnorm / 除零：处理 inf、NaN 与极端尾部。""" + df = df.replace([np.inf, -np.inf], np.nan) + df = df.dropna(axis=1, how="all") + for col in df.select_dtypes(include=[np.number]).columns: + med = df[col].median() + if pd.isna(med): + med = 0.0 + df[col] = df[col].fillna(med) + nu = int(df[col].nunique(dropna=True)) + if nu <= 1: + continue + lo, hi = df[col].quantile(0.001), df[col].quantile(0.999) + if pd.notna(lo) and pd.notna(hi) and lo < hi: + df[col] = df[col].clip(lo, hi) + return df + +df = pd.read_csv("/work/output-Benchmark-trainonly-v1/m6/arf/arf-m6-20260429_032047/staged/public/train.csv") +df = _sanitize_for_arf(df) +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-Benchmark-trainonly-v1/m6/arf/arf-m6-20260429_032047/arf_model.pkl", "wb") as f: + pickle.dump(model, f) +print(f"[ARF] Model saved -> /work/output-Benchmark-trainonly-v1/m6/arf/arf-m6-20260429_032047/arf_model.pkl") diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf-m6-9864-20260429_032614.csv b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf-m6-9864-20260429_032614.csv new file mode 100644 index 0000000000000000000000000000000000000000..96f564ecc87b12b6155cea89554c29466229f9bf --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf-m6-9864-20260429_032614.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e3cf2b44c228cd7f9281ccc6ca4ffb48cd5d6311119b17abbf388bfe9fbfd7b +size 914103 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf_model.pkl b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..1e6a10f077a99b9ce2a537daaa5677ec473dd5d3 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/arf_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c474e1d8dfe780936bff412e0b2b9015b6c85e4be93f788f3af9f32ccf6c8371 +size 75686526 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/gen_20260429_032614.log b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/gen_20260429_032614.log new file mode 100644 index 0000000000000000000000000000000000000000..ec6262434da6387a596a178624ceb92b5a25bb44 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/gen_20260429_032614.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3cc077131c12d5f2032fb426a39afb72ffb81224d2039b7888771220218b0d60 +size 4926 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/input_snapshot.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..b68c3de3357f4138e259430bdabc0aeb7333538e --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5734411134317ebe8a0239052e1d48298b4657ceacc9914c694e62b83805b0a3 +size 1344 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/public_gate_report.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..acbc65486331f886e1b328074b169eb5a714cbe1 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31ff90fdeee68fb82291c8e7721fa4b8ccb0ce7f0fa6d1e8c6b3e379baa611d0 +size 9174 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/runtime_result.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..e9a2c3ebe6750784d50b332accc983616a8af7e5 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c4764882ef9fb9949e3edce539e82219afe1961c2d0597c7a4b9810ce1d5d1fe +size 575 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_report.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..4b9cdb1ab16e3bb9a1c91fa4ded202717b91e365 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf7111e4fce96fca3bd546db16fb2be8a43e65b9e847b8b0c6ffe91a06735e5e +size 309 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_transforms_applied.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/model_input_manifest.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..07ff8baa27f6ef40e73aa8936fd8dd0bf382434c --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/arf/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ec1aab1f190a265e4a2f97cea80a76a231ecb85191714faed7dcabcc40de9b1 +size 9359 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/staged_features.json b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/test.csv b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/train.csv b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/val.csv b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/arf/arf-m6-20260429_032047/train_20260429_032047.log b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/train_20260429_032047.log new file mode 100644 index 0000000000000000000000000000000000000000..3b773cb689f7da622f857def3fc046a5d355ddd4 --- /dev/null +++ b/SynthData0523/main/m6/arf/arf-m6-20260429_032047/train_20260429_032047.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:298d13ce543b6bb0c550ea0a1193e8cc1a62b93915e781e52ee34396c14bc66a +size 733 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/_bayesnet_generate.py b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/_bayesnet_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..af42cdf43d827d48050a3d1fac9d5d4c66c17164 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/_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/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet_model.pkl", "rb") as f: + plugin = pickle.load(f) +syn = plugin.generate(count=9864).dataframe() + +# Restore zero-variance columns that were dropped during training +const_path = "/work/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/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/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-9864-20260330_065702.csv", index=False) +print(f"[BayesNet] Generated 9864 rows -> /work/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-9864-20260330_065702.csv") diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/_bayesnet_train.py b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/_bayesnet_train.py new file mode 100644 index 0000000000000000000000000000000000000000..a3968f50262b0a0a29c3f70f2219c6e1e4258302 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/_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/m6/bayesnet/bayesnet-m6-20260321_075851/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/m6/bayesnet/bayesnet-m6-20260321_075851/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/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet_model.pkl", "wb") as f: + pickle.dump(plugin, f) +print(f"[BayesNet] Model saved -> /work/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet_model.pkl") diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-1000-20260321_080006.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-1000-20260321_080006.csv new file mode 100644 index 0000000000000000000000000000000000000000..97ff84eca711ea3231e3e819226ac35d60909382 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-1000-20260321_080006.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:75f830b8cddfbd8bef88a57ffa1d3486104182eb1e5f934f7548d951bdcb5123 +size 147356 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-9864-20260330_065702.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-9864-20260330_065702.csv new file mode 100644 index 0000000000000000000000000000000000000000..9be722404873048831c1804dcd0df26e9f699f36 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-9864-20260330_065702.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2b0a5e7498b75658e39749657089b7becc1c520ebd04361098cafd0837c2da01 +size 1405186 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet_model.pkl b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..15555d787f55c43280c56a275581bfea8b58c700 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed492cbfa60453aed2b3beb8e00e1f7dd92bab710134b2f9bf632d8f1542bc44 +size 1488478074 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/const_cols.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/const_cols.json new file mode 100644 index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/const_cols.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260321_080006.log b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260321_080006.log new file mode 100644 index 0000000000000000000000000000000000000000..e8a7ab2f28e58314def18b011d2fb598c046096a --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260321_080006.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1dbd52bc8ffb8f1ec30729a43673da76d8f95c6f1291f113b445aa03bae0ec51 +size 6552 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260330_065702.log b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260330_065702.log new file mode 100644 index 0000000000000000000000000000000000000000..854a6a834a6768f2a05d610866f05bf8dc3b1284 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/gen_20260330_065702.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce02ced95c4350e9b0e2dd3d0d65759f930275dac78115571b534c21059c3829 +size 11263 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/input_snapshot.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..99f410ec3031ca9da543eec56186120ddd23b682 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "m6", + "model": "bayesnet", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-train.csv", + "exists": true, + "size": 856785, + "sha256": "a5d1c487a8f2611385915fcc5a52bad546680ddbc8d23fc695f442cdd6dafa0c" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-val.csv", + "exists": true, + "size": 107758, + "sha256": "598196cecc227cfba95c9796b80bc1baf684a0117e6673b8662b89482cdcb78f" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-test.csv", + "exists": true, + "size": 107996, + "sha256": "ec939ad96a3b14dd960886359fb6c5d45591adc8a734661ade3dee1417a015de" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m6/m6-dataset_profile.json", + "exists": true, + "size": 7622, + "sha256": "859f1fe93806c8ecdea9c9db9db34fb6cf94bc112b5c0a66b2436e8ef71c2e98" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m6/m6-dataset_contract_v1.json", + "exists": true, + "size": 8990, + "sha256": "01142eeb121af615a644c3e312f5f3e79d805396339f40d5a300ba3560cf8e90" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..0d48abfe61f58323fd4a425d175b354d51045ae1 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,377 @@ +{ + "dataset_id": "m6", + "target_column": "VisitorType", + "task_type": "classification", + "columns": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/public_gate_report.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..99a260799c8356f445bdc0b33ccce8b459ba1938 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "m6", + "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": "VisitorType", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..79326dd11a2a2c01e86b3aa475488d0c8217afb0 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/staged_input_manifest.json @@ -0,0 +1,382 @@ +{ + "dataset_id": "m6", + "target_column": "VisitorType", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/public_gate_report.json", + "column_schema": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/runtime_result.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..eeef7fe0e9b58377986c6adc9f04fcbbf9be3fa0 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/runtime_result.json @@ -0,0 +1,14 @@ +{ + "dataset_id": "m6", + "model": "bayesnet", + "run_id": "bayesnet-m6-20260321_075851", + "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/m6/bayesnet/bayesnet-m6-20260321_075851/bayesnet-m6-9864-20260330_065702.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/adapter_report.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..1009070649e658a631d479cf63dc47c2572b0e4b --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/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/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/adapter_transforms_applied.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/model_input_manifest.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0050628539735ef1010e22489ec98622e87cc62e --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/bayesnet/model_input_manifest.json @@ -0,0 +1,384 @@ +{ + "dataset_id": "m6", + "model": "bayesnet", + "target_column": "VisitorType", + "task_type": "classification", + "column_schema": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/bayesnet/bayesnet-m6-20260321_075851/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/staged_features.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..49b25bd1347f910a2b95ef0c137d1a64bf69e0cb --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/staged_features.json @@ -0,0 +1,92 @@ +[ + { + "feature_name": "Administrative", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Administrative_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Informational", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Informational_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ProductRelated", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ProductRelated_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "BounceRates", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ExitRates", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "PageValues", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "SpecialDay", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Month", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "OperatingSystems", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Browser", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Region", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "TrafficType", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "VisitorType", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "Weekend", + "data_type": "binary", + "is_target": false + }, + { + "feature_name": "Revenue", + "data_type": "binary", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/test.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/train.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/val.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/train_20260321_075851.log b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/train_20260321_075851.log new file mode 100644 index 0000000000000000000000000000000000000000..44ee9beb9cae4b2a1bcf7810bf55edec6078c6d6 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260321_075851/train_20260321_075851.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41cb69abc1cc25c35ea640a5108139b16f128e572a7b41f6fed0940f118ceb4f +size 19383 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/_bayesnet_generate.py b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/_bayesnet_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..5bc8001cc4b4804555ffa3cfb61d1a3c696e0e62 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/_bayesnet_generate.py @@ -0,0 +1,105 @@ + +import pickle +import subprocess +import sys +import warnings + +import numpy as np +import pandas as pd +from pgmpy.sampling import BayesianModelSampling + +warnings.filterwarnings("ignore", category=FutureWarning) + +def _ensure_cloudpickle(): + try: + import cloudpickle # noqa: F401 + except ModuleNotFoundError: + subprocess.check_call( + [sys.executable, "-m", "pip", "install", "--quiet", "cloudpickle"], + ) + +_ensure_cloudpickle() + +with open("/work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl", "rb") as f: + bundle = pickle.load(f) + +network = bundle["network"] +inverse = bundle["inverse"] +cols = bundle["column_order"] +integer_columns = set(bundle.get("integer_columns") or []) +full_order = bundle.get("full_column_order") or cols +const_cols = bundle.get("const_cols") or {} + +num_rows = int(9864) +sampler = BayesianModelSampling(network) +raw = sampler.forward_sample(size=num_rows, show_progress=False) +raw = raw.reset_index(drop=True) +if len(raw) > num_rows: + raw = raw.iloc[:num_rows] +_tries = 0 +while len(raw) < num_rows and _tries < 64: + _tries += 1 + nextra = min(10000, num_rows - len(raw)) + more = sampler.forward_sample(size=max(nextra, 1), show_progress=False) + more = more.reset_index(drop=True) + if len(more) == 0: + break + raw = pd.concat([raw, more], ignore_index=True) + if len(raw) > num_rows: + raw = raw.iloc[:num_rows] + +out = pd.DataFrame(index=raw.index) +rng = np.random.default_rng() + +for c in cols: + if c in inverse["categorical"]: + levels = inverse["categorical"][c] + idx = raw[c].astype(int).to_numpy() + idx = np.clip(idx, 0, max(0, len(levels) - 1)) + out[c] = [levels[i] for i in idx] + else: + edges = np.asarray(inverse["continuous"][c], dtype=float) + if edges.size < 2: + out[c] = 0.0 + else: + nbin = edges.size - 1 + res = [] + for k in raw[c].astype(int).to_numpy(): + k = int(k) + if k < 0: + k = 0 + if k >= nbin: + k = nbin - 1 + lo, hi = float(edges[k]), float(edges[k + 1]) + if hi < lo: + lo, hi = hi, lo + v = rng.uniform(lo, hi) + if c in integer_columns: + v = int(round(v)) + res.append(v) + out[c] = res + +final = pd.DataFrame(index=out.index) +for c in full_order: + if c in const_cols: + final[c] = const_cols[c] + elif c in out.columns: + final[c] = out[c] + +dtypes = bundle.get("original_dtypes") or {} +for c, dts in dtypes.items(): + if c not in final.columns: + continue + try: + if "int" in dts: + final[c] = pd.to_numeric(final[c], errors="coerce").astype("Int64") + elif "float" in dts: + final[c] = pd.to_numeric(final[c], errors="coerce") + except Exception: + pass + +if len(final) != num_rows: + final = final.iloc[:num_rows].copy() +final = final.reset_index(drop=True) +final.to_csv("/work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet-m6-9864-20260429_032644.csv", index=False) +print(f"[BayesNet] Generated {len(final)} rows (requested {num_rows}) -> /work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet-m6-9864-20260429_032644.csv") diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/_bayesnet_train.py b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/_bayesnet_train.py new file mode 100644 index 0000000000000000000000000000000000000000..0af87da8451508afc336041db8cf5a90f796f660 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/_bayesnet_train.py @@ -0,0 +1,133 @@ + +import json +import pickle +import subprocess +import sys +import warnings + +import numpy as np +import pandas as pd +from pgmpy.estimators import TreeSearch +from pgmpy.models import DiscreteBayesianNetwork +warnings.filterwarnings("ignore", category=FutureWarning) + +def _ensure_cloudpickle(): + try: + import cloudpickle # noqa: F401 + except ModuleNotFoundError: + subprocess.check_call( + [sys.executable, "-m", "pip", "install", "--quiet", "cloudpickle"], + ) + +_ensure_cloudpickle() + +with open("/work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_coltypes.json", "r", encoding="utf-8") as _f: + colmeta = json.load(_f) +integer_columns = set(colmeta.get("integer_columns") or []) + +df = pd.read_csv("/work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/train.csv") +df = df.dropna(axis=1, how="all") +full_column_order = list(df.columns) + +const_cols = {} +for col in list(df.columns): + if df[col].nunique(dropna=True) <= 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}'") + +const_path = "/work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json") +with open(const_path, "w", encoding="utf-8") as _f: + json.dump({k: str(v) for k, v in const_cols.items()}, _f) + +inverse = {"categorical": {}, "continuous": {}} +enc = pd.DataFrame(index=df.index) +_n_samples = len(df) +_n_plan = sum( + 1 for e in colmeta["columns"] if str(e.get("name", "")) in df.columns +) +max_bins = 10 +max_cat_levels = 256 +if _n_plan > 35 or _n_samples > 200000: + max_bins = 5 + max_cat_levels = 64 +if _n_plan > 55: + max_bins = 4 + max_cat_levels = 32 +print( + f"[BayesNet] max_bins={max_bins}, max_cat_levels={max_cat_levels} " + f"(cols_in_df={_n_plan}, rows={_n_samples})" +) + +for entry in colmeta["columns"]: + name = entry["name"] + if name not in df.columns: + continue + kind = entry["type"] + s = df[name] + if kind == "categorical": + s2 = s.astype(str).fillna("__NA__") + counts = s2.value_counts(dropna=False) + if len(counts) > max_cat_levels: + keep = set(counts.index[: max_cat_levels - 1].tolist()) + s2 = s2.map(lambda x: x if x in keep else "__OTHER__") + uniques = sorted(s2.dropna().unique(), key=lambda x: str(x)) + mapping = {str(v): i for i, v in enumerate(uniques)} + inverse["categorical"][name] = [uniques[i] for i in range(len(uniques))] + enc[name] = s2.map(lambda x, m=mapping: m.get(str(x), 0)).astype(int) + else: + s_num = pd.to_numeric(s, errors="coerce") + nu = int(s_num.nunique(dropna=True)) + q = min(max_bins, max(2, nu)) + if nu < 2: + enc[name] = np.zeros(len(s_num), dtype=int) + lo, hi = float(s_num.min()), float(s_num.max()) + inverse["continuous"][name] = [lo, hi] + else: + try: + _, bins = pd.qcut( + s_num, q=q, retbins=True, duplicates="drop" + ) + except Exception: + med = float(s_num.median()) + s2 = s_num.fillna(med) + _, bins = pd.qcut( + s2, q=min(q, 3), retbins=True, duplicates="drop" + ) + bins = np.asarray(bins, dtype=float) + lab = pd.cut( + s_num, bins=bins, labels=False, include_lowest=True + ) + enc[name] = lab.fillna(0).astype(int) + inverse["continuous"][name] = bins.tolist() + +print(f"[BayesNet] Training on {len(enc)} rows, {len(enc.columns)} cols (encoded)") + +enc_struct = enc +if len(enc) > 25000: + enc_struct = enc.sample(n=25000, random_state=0, replace=False) + print(f"[BayesNet] TreeSearch on {len(enc_struct)} rows (subsample; full n={len(enc)})") +dag = TreeSearch(enc_struct).estimate(show_progress=False) +for col in enc.columns: + if col not in dag.nodes(): + dag.add_node(col) + print(f"[BayesNet] Added isolated node to DAG: {col}") +network = DiscreteBayesianNetwork(dag) +enc_fit = enc +if len(enc) > 120000: + enc_fit = enc.sample(n=120000, random_state=1, replace=False) + print(f"[BayesNet] fit() on {len(enc_fit)} rows (full n={len(enc)})") +network.fit(enc_fit) + +bundle = { + "network": network, + "inverse": inverse, + "column_order": list(enc.columns), + "full_column_order": full_column_order, + "integer_columns": list(integer_columns), + "original_dtypes": {c: str(df[c].dtype) for c in enc.columns}, + "const_cols": const_cols, +} +with open("/work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl", "wb") as _f: + pickle.dump(bundle, _f) +print(f"[BayesNet] Model saved -> /work/output-Benchmark-trainonly-v1/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl") diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet-m6-9864-20260429_032644.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet-m6-9864-20260429_032644.csv new file mode 100644 index 0000000000000000000000000000000000000000..e919aa34a17ca01eb8056bd9b8a8fb0ebf58fd8e --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet-m6-9864-20260429_032644.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:75842ec919c837e2003f211a4049d29a222a5fc4e6f77d003ebb8c6035f6d9cd +size 1931119 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_coltypes.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_coltypes.json new file mode 100644 index 0000000000000000000000000000000000000000..6ba9bc94da7df3417e5c4eb0df03bfb6e0e6abcf --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_coltypes.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f13d7d03f75d70ade4bb9986f16a0c9f77157cd26c4ad651c5089337bf71a94e +size 1313 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..24891982bad281214bb0ff39a863156193e2362b --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/bayesnet_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d6d1d27e02dfc4fd43778d7bcec5491a42dd3303826202c9476a8a1b40e4703 +size 15894 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/const_cols.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/const_cols.json new file mode 100644 index 0000000000000000000000000000000000000000..b7069684294129d201f01cc1df16a6b7de65bed1 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/const_cols.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a +size 2 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/gen_20260429_032644.log b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/gen_20260429_032644.log new file mode 100644 index 0000000000000000000000000000000000000000..bd55c0d1d3195a62b44ffd7e2f15aef1957a9d7c --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/gen_20260429_032644.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09c4419abd6f561b2527256742c2e0f043a6e227668e28786eaabf42321caba5 +size 3661 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/input_snapshot.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..af1b0d2d40b67b8478eeaaf24e0288d2888083ad --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c0a4d5b10bb38cfc92a33b0922ce1bf501bfdb85573263fee4ba410506ac4e11 +size 1349 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/public_gate_report.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..035ab40f8bf6f50f84323d3e020ef812b0860569 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d036ad2d992e859bd40dc323707b78a1fab2dd685aeaa50d402d1e32c20fa583 +size 9224 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/runtime_result.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..8cbb476a6703157c30a276c9a490fc5125b6bd6c --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:04acf8f0bbba5c4ed00c9aefd2e9c57b5d99a63eacbbffc0c62a31e64f86f860 +size 615 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_report.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..febbd87e59cb4cee87eed96007b46451d69e41f8 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d8ba2377d224e8c008cd7a4b03cf0a6c01d00b6a09810c08324e5c79aaf8cc3 +size 324 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_transforms_applied.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/model_input_manifest.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f572fbd0bbb05329a34d33c2bf22eaee5fa91c08 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/bayesnet/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be18c86d80f9cfe90d45abf1ddf1feb3f52408c617653c90134a353d944c70cf +size 9424 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/staged_features.json b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/test.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/train.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/val.csv b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/train_20260429_032624.log b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/train_20260429_032624.log new file mode 100644 index 0000000000000000000000000000000000000000..242af21350b814cbc4b5d25dcaff811b63775008 --- /dev/null +++ b/SynthData0523/main/m6/bayesnet/bayesnet-m6-20260429_032623/train_20260429_032624.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b94705f16f56f9935999c102f8a4da125287e066433fdddb3f37497ef8278d9f +size 3791 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-1000-20260328_055135.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-1000-20260328_055135.csv new file mode 100644 index 0000000000000000000000000000000000000000..3493c1567ab0b3af5ff4fc46aa31ca009c4b252d --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-1000-20260328_055135.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:113a2cd7ae932d0ee12048c4981dde5ae9111ec874b77182f9f0cc85e6f25b4f +size 187906 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-9864-20260330_065631.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-9864-20260330_065631.csv new file mode 100644 index 0000000000000000000000000000000000000000..ec64cb11c5965939e21e2d89439f317d0e377c96 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-9864-20260330_065631.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b24fcdc87374611dc4b641e14f1c2a593ee82a3a619b454c95cb9c64c66a96fb +size 1606675 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan_metadata.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bd02cd3078ddd1c4e6c63a87889218d62f25b7c8 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/ctgan_metadata.json @@ -0,0 +1,76 @@ +{ + "columns": [ + { + "name": "Administrative", + "type": "continuous" + }, + { + "name": "Administrative_Duration", + "type": "continuous" + }, + { + "name": "Informational", + "type": "continuous" + }, + { + "name": "Informational_Duration", + "type": "continuous" + }, + { + "name": "ProductRelated", + "type": "continuous" + }, + { + "name": "ProductRelated_Duration", + "type": "continuous" + }, + { + "name": "BounceRates", + "type": "continuous" + }, + { + "name": "ExitRates", + "type": "continuous" + }, + { + "name": "PageValues", + "type": "continuous" + }, + { + "name": "SpecialDay", + "type": "continuous" + }, + { + "name": "Month", + "type": "categorical" + }, + { + "name": "OperatingSystems", + "type": "continuous" + }, + { + "name": "Browser", + "type": "continuous" + }, + { + "name": "Region", + "type": "continuous" + }, + { + "name": "TrafficType", + "type": "continuous" + }, + { + "name": "VisitorType", + "type": "categorical" + }, + { + "name": "Weekend", + "type": "categorical" + }, + { + "name": "Revenue", + "type": "categorical" + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/gen_20260328_055135.log b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/gen_20260328_055135.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/gen_20260330_065631.log b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/gen_20260330_065631.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/input_snapshot.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..96d3c92e8ca24bcac92a2b04acf9589941cfbef1 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "m6", + "model": "ctgan", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-train.csv", + "exists": true, + "size": 856785, + "sha256": "a5d1c487a8f2611385915fcc5a52bad546680ddbc8d23fc695f442cdd6dafa0c" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-val.csv", + "exists": true, + "size": 107758, + "sha256": "598196cecc227cfba95c9796b80bc1baf684a0117e6673b8662b89482cdcb78f" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-test.csv", + "exists": true, + "size": 107996, + "sha256": "ec939ad96a3b14dd960886359fb6c5d45591adc8a734661ade3dee1417a015de" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m6/m6-dataset_profile.json", + "exists": true, + "size": 7622, + "sha256": "859f1fe93806c8ecdea9c9db9db34fb6cf94bc112b5c0a66b2436e8ef71c2e98" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/m6/m6-dataset_contract_v1.json", + "exists": true, + "size": 8990, + "sha256": "01142eeb121af615a644c3e312f5f3e79d805396339f40d5a300ba3560cf8e90" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/ctgan_300epochs.pt b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/ctgan_300epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..b4bd4dc9df8b31a03ad9a50fb6d80ee621fa0614 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/ctgan_300epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d9d2f2e90bc7f8cd9298187b4eaacc75a2267620a1d7b3b316bfe8d9c257141e +size 1830627 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/train_20260328_052615.log b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/train_20260328_052615.log new file mode 100644 index 0000000000000000000000000000000000000000..003a71ee569a05cd159dac9d0ecaaafbbf00a274 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/models_300epochs/train_20260328_052615.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e08d9cbaac7315c19cc6ffbb125e1699401614927b4f27c0faf3272174fc6602 +size 372 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..0d48abfe61f58323fd4a425d175b354d51045ae1 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,377 @@ +{ + "dataset_id": "m6", + "target_column": "VisitorType", + "task_type": "classification", + "columns": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/public_gate_report.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..99a260799c8356f445bdc0b33ccce8b459ba1938 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "m6", + "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": "VisitorType", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/m6/m6-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a25e3bbf315e5a6640947286b1965ad1a1434880 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/public_gate/staged_input_manifest.json @@ -0,0 +1,382 @@ +{ + "dataset_id": "m6", + "target_column": "VisitorType", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/public_gate/public_gate_report.json", + "column_schema": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/runtime_result.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..98f28bc480be00202c8cbddd81e8be03701b753d --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/runtime_result.json @@ -0,0 +1,14 @@ +{ + "dataset_id": "m6", + "model": "ctgan", + "run_id": "ctgan-m6-20260328_052614", + "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/m6/ctgan/ctgan-m6-20260328_052614/ctgan-m6-9864-20260330_065631.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/adapter_report.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..1b17f31613ff396b1151f052ea84270a8d652ce2 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/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/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/model_input_manifest.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6b21e5859a8c7e44334dd64db310afaa33246baa --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/ctgan/model_input_manifest.json @@ -0,0 +1,384 @@ +{ + "dataset_id": "m6", + "model": "ctgan", + "target_column": "VisitorType", + "task_type": "classification", + "column_schema": [ + { + "name": "Administrative", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 26, + "unique_ratio": 0.002636, + "example_values": [ + "0", + "3", + "2", + "6", + "1" + ] + } + }, + { + "name": "Administrative_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2789, + "unique_ratio": 0.282745, + "example_values": [ + "0", + "45.8", + "77.7", + "52", + "46.33333333" + ] + } + }, + { + "name": "Informational", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 17, + "unique_ratio": 0.001723, + "example_values": [ + "0", + "1", + "3", + "5", + "4" + ] + } + }, + { + "name": "Informational_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1074, + "unique_ratio": 0.108881, + "example_values": [ + "0", + "2", + "24", + "86.75", + "62.5" + ] + } + }, + { + "name": "ProductRelated", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 286, + "unique_ratio": 0.028994, + "example_values": [ + "13", + "8", + "63", + "15", + "3" + ] + } + }, + { + "name": "ProductRelated_Duration", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7769, + "unique_ratio": 0.787612, + "example_values": [ + "549.2", + "64", + "2435.697531", + "267.7333333", + "57.4" + ] + } + }, + { + "name": "BounceRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1574, + "unique_ratio": 0.15957, + "example_values": [ + "0.019230769", + "0", + "0.00952381", + "0.022857143", + "0.004166667" + ] + } + }, + { + "name": "ExitRates", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3953, + "unique_ratio": 0.40075, + "example_values": [ + "0.045421245", + "0.05", + "0.017460317", + "0.040606061", + "0.133333333" + ] + } + }, + { + "name": "PageValues", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2129, + "unique_ratio": 0.215835, + "example_values": [ + "0", + "7.945368291", + "10.37042373", + "18.99269231", + "44.33548922" + ] + } + }, + { + "name": "SpecialDay", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000608, + "example_values": [ + "0", + "0.4", + "0.2", + "0.8", + "1" + ] + } + }, + { + "name": "Month", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001014, + "example_values": [ + "Nov", + "Dec", + "Jul", + "Aug", + "Mar" + ] + } + }, + { + "name": "OperatingSystems", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 8, + "unique_ratio": 0.000811, + "example_values": [ + "3", + "2", + "6", + "4", + "1" + ] + } + }, + { + "name": "Browser", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 13, + "unique_ratio": 0.001318, + "example_values": [ + "2", + "1", + "5", + "4", + "3" + ] + } + }, + { + "name": "Region", + "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": 0.000912, + "example_values": [ + "6", + "3", + "4", + "1", + "9" + ] + } + }, + { + "name": "TrafficType", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 20, + "unique_ratio": 0.002028, + "example_values": [ + "2", + "8", + "3", + "11", + "1" + ] + } + }, + { + "name": "VisitorType", + "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": 0.000304, + "example_values": [ + "Returning_Visitor", + "New_Visitor", + "Other" + ] + } + }, + { + "name": "Weekend", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + }, + { + "name": "Revenue", + "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": 0.000203, + "example_values": [ + "FALSE", + "TRUE" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/m6/ctgan/ctgan-m6-20260328_052614/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/staged_features.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..49b25bd1347f910a2b95ef0c137d1a64bf69e0cb --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/staged_features.json @@ -0,0 +1,92 @@ +[ + { + "feature_name": "Administrative", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Administrative_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Informational", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Informational_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ProductRelated", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ProductRelated_Duration", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "BounceRates", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "ExitRates", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "PageValues", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "SpecialDay", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Month", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "OperatingSystems", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Browser", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Region", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "TrafficType", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "VisitorType", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "Weekend", + "data_type": "binary", + "is_target": false + }, + { + "feature_name": "Revenue", + "data_type": "binary", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/test.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/train.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/val.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260328_052614/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/_ctgan_generate.py b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..cd962c7d70b43c09c205e11c9a5f99d56451dd83 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/_ctgan_generate.py @@ -0,0 +1,18 @@ +import sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN +model = CTGAN.load("/work/output-Benchmark-trainonly-v1/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/ctgan_300epochs.pt") +total = 9864 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +sampled = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +sampled.to_csv("/work/output-Benchmark-trainonly-v1/m6/ctgan/ctgan-m6-20260429_032145/ctgan-m6-9864-20260429_032657.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/m6/ctgan/ctgan-m6-20260429_032145/ctgan-m6-9864-20260429_032657.csv") \ No newline at end of file diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan-m6-9864-20260429_032657.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan-m6-9864-20260429_032657.csv new file mode 100644 index 0000000000000000000000000000000000000000..746830e20f227f83e5b4e0eeca337ba2f400e7f5 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan-m6-9864-20260429_032657.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:50249165a917990154fa88d1ddbe5bc4332ea03d46079b6b3b0aae9f231bbbae +size 1594920 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan_metadata.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7696095eabe616528a205efec37277acc32e6453 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/ctgan_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69efb4af5739c13af5759fdaa03ac779463c639192af619d867b40847f5e5655 +size 1288 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/gen_20260429_032657.log b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/gen_20260429_032657.log new file mode 100644 index 0000000000000000000000000000000000000000..2a441a2bce3ea18d8654bbf19f5bd32b15d2b1aa --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/gen_20260429_032657.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:19d47b8669a9e287c4c692efd3927f6d70881c595e01df8aad995a20e4d4152d +size 561 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/input_snapshot.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..51cf8775f7ba5fcb9492431d1854593f81c39577 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ee6e0a456b784ae8d3d98045b580636274422efb64d780db7b5b46b6eb33ede +size 1346 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/ctgan_300epochs.pt b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/ctgan_300epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..20cf9189fc728db47c055e943c95bcde8160da99 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/ctgan_300epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:241807a5f1a5e8e4b1c00fff112e27a888c7bc1752c5c78733b23b64fe95a6d4 +size 1830563 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/train_20260429_032145.log b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/train_20260429_032145.log new file mode 100644 index 0000000000000000000000000000000000000000..19f91216940699a13718bc8d7827d29ff1baf374 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/models_300epochs/train_20260429_032145.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:493afcee1881a840880ee1f60c756fd92acc2e64c7413859ff3b145813976daa +size 3487 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/public_gate_report.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..080933811fc29324819fce742da3b71b0a828a8d --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:389b0c6a208695ba08d57090080308758325c205536675d18b9fcc31cd6c7a5e +size 9194 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/runtime_result.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..cf2b7862285d2494135379a24299a7780d6f1ad9 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d6c0194e50e4dbc34bc7173b65240760b8389529c56091330f21673f34641c4c +size 611 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_report.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..48e040f7f2b283b0dfb45d4b4a39b7dc26293443 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7173690bd29e6672d5a08586f6cbb9adcb27dc73da28b697fd147c9f97d7296d +size 315 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/model_input_manifest.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c63d556eb53d2c453195e84d74fda5f4990c39cf --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab246ce103f37a18aadbd77e4cb9043cbcbe62b469d0f794e6d38eeea6c3652d +size 9385 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/staged_features.json b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/test.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/train.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/val.csv b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/ctgan/ctgan-m6-20260429_032145/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_X_host.npy b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..f9898e1189639328928f0b5de8c60707b257fa19 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce27b51e592355e14fee8f6d47e08e3f99736fcde567190e0e180a1656361059 +size 710336 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_gen.py b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..b88ba963d6d245c135ef011507e934db80fca36c --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_054459/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(9864)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_054459/forest-m6-9864-20260430_054654.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_meta_host.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..251a69826a87cb622f08d510751935457d78fdf8 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31499a842126905384d1f622fa8907f31d1b1584ac9bbf184a88a9888f7643c6 +size 338 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_train.py b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..cfba2859ac03543dd3c16c9f2b85ae440f6bf708 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/_fd_train.py @@ -0,0 +1,28 @@ + +import shutil, json +shutil.copy(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_054459/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_054459/_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/m6/forestdiffusion/forest-m6-20260430_054459/forestdiffusion_model.joblib') diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forest-m6-9864-20260430_054654.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forest-m6-9864-20260430_054654.csv new file mode 100644 index 0000000000000000000000000000000000000000..e32025bbc8f34848774a886a4bd31ca36978b7b2 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forest-m6-9864-20260430_054654.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:976bf2d2edff61017e8102e2131bbdbd5357f6fd03d1b04491fb635edcb9f744 +size 1819566 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forestdiffusion_model.joblib b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forestdiffusion_model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..654c882509b6183f8c5548fa3699ec14a6e4acee --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/forestdiffusion_model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72b48bad6de7a535f72fcdeddfceebe8a0c6146586d37ab93dff734bb9f971df +size 243056863 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/gen_20260430_054654.log b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/gen_20260430_054654.log new file mode 100644 index 0000000000000000000000000000000000000000..d27f949f80c14afae5755b6b72cd36e4d04b7613 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/gen_20260430_054654.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31252164f9e40ecd1845fe1b4af7576ffc653afed5086861d8ba6ee3c3fee702 +size 294 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/input_snapshot.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3754ac8745a28af6a5b1104ac57f3a213d8e6e90 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c4b0076e796b2f100cd41e77fb659b335482e41378eb71e72c5c45b9199f795b +size 1356 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/models_fd/model.joblib b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/models_fd/model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..654c882509b6183f8c5548fa3699ec14a6e4acee --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/models_fd/model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72b48bad6de7a535f72fcdeddfceebe8a0c6146586d37ab93dff734bb9f971df +size 243056863 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/public_gate_report.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1727aa88ab0f87739555d06d25c0b69e3e8ce9db --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aeb1f371027a9fecb379a7297032143dfe8e5b8f3012e3420ae1cf13f6e2afbb +size 9249 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/runtime_result.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..a571d2dc0a447347e4a61e4713618e4c6dec5035 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe156cdc2d174af02ce8ededb66730db59980b69fca487fb50e91bf698563a87 +size 632 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_report.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..f70f964a6b2abb683acf14353e6d2ee6c7478805 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc29347ffdcaafd6e813ccdbc6df3041f6b81f5171a6b93d8ebb0835da1018b4 +size 336 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_transforms_applied.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/model_input_manifest.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8197f7f9ef8348ef361fafa157843402bd915b8e --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/forestdiffusion/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:119ae68dda2f4d49cad36c1f65d02515a9f65301c2194c96e4aaa3fa6a77270e +size 9461 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/staged_features.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/test.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/train.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/val.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/train_20260430_054459.log b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/train_20260430_054459.log new file mode 100644 index 0000000000000000000000000000000000000000..46f00a83010e634522da8b14eef6bb05f3833b7d --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_054459/train_20260430_054459.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8173d211b9289155d4a0196a0d614b0dfb6e8797604c78d862fd30a3a6f57f46 +size 424 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_X_host.npy b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..f9898e1189639328928f0b5de8c60707b257fa19 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce27b51e592355e14fee8f6d47e08e3f99736fcde567190e0e180a1656361059 +size 710336 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_gen.py b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..b9a2a962dfa0a7c943ad1491170d5771d0ed3e2a --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_060004/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(9864)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_060004/forest-m6-9864-20260430_060226.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_meta_host.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..251a69826a87cb622f08d510751935457d78fdf8 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31499a842126905384d1f622fa8907f31d1b1584ac9bbf184a88a9888f7643c6 +size 338 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_train.py b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..5ae23b74b949b85045f1bea228331d51b6c65386 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/_fd_train.py @@ -0,0 +1,28 @@ + +import shutil, json +shutil.copy(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_060004/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/m6/forestdiffusion/forest-m6-20260430_060004/_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/m6/forestdiffusion/forest-m6-20260430_060004/forestdiffusion_model.joblib') diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forest-m6-9864-20260430_060226.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forest-m6-9864-20260430_060226.csv new file mode 100644 index 0000000000000000000000000000000000000000..c15f647f361e783613b88edf18bef713b5c4b0c5 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forest-m6-9864-20260430_060226.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5edd8d5e6d83268443f94f3866892e11239c4be4bf1225ee6f14497b5ee56352 +size 1828706 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forestdiffusion_model.joblib b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forestdiffusion_model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..654c882509b6183f8c5548fa3699ec14a6e4acee --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/forestdiffusion_model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72b48bad6de7a535f72fcdeddfceebe8a0c6146586d37ab93dff734bb9f971df +size 243056863 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/gen_20260430_060226.log b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/gen_20260430_060226.log new file mode 100644 index 0000000000000000000000000000000000000000..643a4a2ec8073c83dc12dd161db4de2d20760476 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/gen_20260430_060226.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d251e71349595f4888a8e24f01938bfcc659b2c60b8bfed60bf34e568ce8793b +size 294 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/input_snapshot.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3754ac8745a28af6a5b1104ac57f3a213d8e6e90 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c4b0076e796b2f100cd41e77fb659b335482e41378eb71e72c5c45b9199f795b +size 1356 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/models_fd/model.joblib b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/models_fd/model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..654c882509b6183f8c5548fa3699ec14a6e4acee --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/models_fd/model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72b48bad6de7a535f72fcdeddfceebe8a0c6146586d37ab93dff734bb9f971df +size 243056863 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/public_gate_report.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5ca1d05083b27597712b7e08e95380e0645d9bef --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6db03b34a5730bc04e3830d5a4f1f61621c7e626e9f3626c154e560bbfb62f82 +size 9249 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/runtime_result.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..01f0b9bfc8014010da748bf6ef2c140189412158 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d9085abb5671382191e28e0cab05df9057d73512a9930284ccbae991531f4767 +size 632 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_report.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..b29ca6a993a7bb9ffb6b8238180d7b5a2ff50ca6 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15eb795f133aecd119509ea17462983fd73cee9be04d60517241234504700ef3 +size 336 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_transforms_applied.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/model_input_manifest.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..34197f8b3267ddb0b5c176920491dcb5e8a26da4 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/forestdiffusion/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7fce9ad6f7689260a98ae22ed2dbbbd6a0dac89dd7fd706c7900da325e024dd6 +size 9461 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/staged_features.json b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/test.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/train.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/val.csv b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/train_20260430_060005.log b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/train_20260430_060005.log new file mode 100644 index 0000000000000000000000000000000000000000..f5355f8ca19d9670a8cadad9578f646b4ac71072 --- /dev/null +++ b/SynthData0523/main/m6/forestdiffusion/forest-m6-20260430_060004/train_20260430_060005.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6e6a5fd95dff7f3309cc795220ba26fd47ccbf1192ff38aef16d7099ef792246 +size 424 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/gen_20260429_080310.log b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/gen_20260429_080310.log new file mode 100644 index 0000000000000000000000000000000000000000..537a540e7223209340d8df8cabfcc70213b139d1 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/gen_20260429_080310.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b09996b7dcdfb746dc48a40525ea2ca630e1e803941bca92c1d249eb297c8e2 +size 5497 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/input_snapshot.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..1ce514760ae02e2cfff2a18f459763356f7f424d --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe5f4c8481ffad661611e5922ae9dd489b97f45f48aabe2e97d54610649cf98c +size 1354 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_config.json new file mode 100644 index 0000000000000000000000000000000000000000..5eb23c39175e145ab89da251058947cdaa55dc5a --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d6876bc95e5a922c20ec9bc4347ef8d34e3b586720110256841a30b8fda81f3 +size 63299 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_model.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..745c41081f5897b737303bcee22acd2b0f280f6a --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/models_100epochs/id000017774209869356351488/rtf_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3cac5ae76266c666cbcc115c84c4af1b05938efcb37c8ad5f618f032e5bb9f8b +size 174819811 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/public_gate_report.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..990e76ad45304ded71091aa7d5fba977b76a37fb --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eb728d10711259cb76ed5a0b598a395b1a60cd7de243cf05a43d2ee9d66ce441 +size 9224 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/realtabformer_features.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/realtabformer_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/realtabformer_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf-m6-9864-20260429_080310.csv b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf-m6-9864-20260429_080310.csv new file mode 100644 index 0000000000000000000000000000000000000000..7f7d5ed76c7a0215beb3e1da2dbb04ba89edead1 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf-m6-9864-20260429_080310.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1eb156f53242223c3cb62532846a708b5673a5ab10f0ed3fbd6e8de776e08294 +size 828396 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5c58d46b704e3acafa9ffbe0e1aff9c70525a478 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:322e4a55ffac8450019b1e6626b27a027fb5cb031cd58d34801b78053dd6fa24 +size 821 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/generation_config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c553cde097be85188d7beb4b21c315fd90322cd5 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/generation_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba646891af3688a94e7af450f87ec1aea9e6c5339741bb2fb42433d6da3346ad +size 194 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/model.safetensors b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..d927d6dac000068ceffc5f41283fbc452fe9c289 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cca7e3b67710e157b5e3275006a715fcf51855cc9b2b592f7ebe29e175cee3f6 +size 174798280 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/optimizer.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..3f1cadc9fd6a61916abc20b1e664c761a17cdd18 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15f054216e1d8031944e229fabad0e404dda6670d9bc029efe6cf159d3d9c6ba +size 349645643 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/rng_state.pth b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/rng_state.pth new file mode 100644 index 0000000000000000000000000000000000000000..cf01c81842edd5b9439f49d78571f43bcc6e08a3 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/rng_state.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8f1f94e0d5d4fac759f7777f174332532aa1a8896e7b842506b7f2847c906fe2 +size 14645 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scaler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scaler.pt new file mode 100644 index 0000000000000000000000000000000000000000..fcb418f4714fd0d45ca239372b543f731e17725f --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scaler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b99fd581d3aea0d14b84c27112b7cdc6351d1892e867cd727f18f67e45e753a7 +size 1383 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scheduler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scheduler.pt new file mode 100644 index 0000000000000000000000000000000000000000..99a8ae38ebfb5fbbcd96edb79b91a4542cc10290 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/scheduler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5c19c7d8cd6f804dded35e4b0b2192d2b101e4538f7d2d335c047dc868cd2b0b +size 1465 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/trainer_state.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/trainer_state.json new file mode 100644 index 0000000000000000000000000000000000000000..ad35a0102743cc679f705806527deb2d47b9b93c --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/trainer_state.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9257cd1320be34098147a8e0c43e2b9eca42b6a2f173fc7c76d88c559835b8a5 +size 57854 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/training_args.bin b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/training_args.bin new file mode 100644 index 0000000000000000000000000000000000000000..34d68dc0e0fe1c1f12a2e581dd1b166aa7178a9e --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30500/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e2cd88337d1d846c6918d2b3b63fa3e5c93f12fefc082497590da854a564607 +size 5201 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5c58d46b704e3acafa9ffbe0e1aff9c70525a478 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:322e4a55ffac8450019b1e6626b27a027fb5cb031cd58d34801b78053dd6fa24 +size 821 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/generation_config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c553cde097be85188d7beb4b21c315fd90322cd5 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/generation_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba646891af3688a94e7af450f87ec1aea9e6c5339741bb2fb42433d6da3346ad +size 194 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/model.safetensors b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..62a5d19e8c73049df202f4e69ccbabe69e28a747 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:29060ffe5ee68682611b67150e213d0c669df73bb2b4acb6c416d5940797a7e8 +size 174798280 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/optimizer.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..2bacd28a4a11722b9af31f258ce9842d1727f38b --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ba52843edcaecff16d4ad2294bbcb574253e5e4a95ed9ed092aa32565733feb +size 349645643 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/rng_state.pth b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/rng_state.pth new file mode 100644 index 0000000000000000000000000000000000000000..341a52887f42804bcc1d255f9bbac3b523ed0872 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/rng_state.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cc27f26802467e1e54c8477abd2ac1573f7630dbcca2c365f92e31a01d1ce47f +size 14645 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scaler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scaler.pt new file mode 100644 index 0000000000000000000000000000000000000000..474e157cf659a45cd1a4ba72ddd02b4544a865bb --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scaler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b810dcc5cd78d869a483a134d620023ed2e8630f0a3f2797c6fc3fe6bff9ba72 +size 1383 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scheduler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scheduler.pt new file mode 100644 index 0000000000000000000000000000000000000000..251b8866215d4d0ae763d00c1430ccc710e67ec9 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/scheduler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dfbbdc533ff04b7827316ddff622053f9891c81c7f163ce365b0902f3d5547cb +size 1465 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/trainer_state.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/trainer_state.json new file mode 100644 index 0000000000000000000000000000000000000000..04925be0a315e254ea571f03a07f1c8922c23d96 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/trainer_state.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b282d31c4d0ca5d1da972276690dcd0a66d4c8909d0367cb6cdc3047ef3306a +size 57841 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/training_args.bin b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/training_args.bin new file mode 100644 index 0000000000000000000000000000000000000000..34d68dc0e0fe1c1f12a2e581dd1b166aa7178a9e --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30591/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e2cd88337d1d846c6918d2b3b63fa3e5c93f12fefc082497590da854a564607 +size 5201 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5c58d46b704e3acafa9ffbe0e1aff9c70525a478 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:322e4a55ffac8450019b1e6626b27a027fb5cb031cd58d34801b78053dd6fa24 +size 821 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/generation_config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c553cde097be85188d7beb4b21c315fd90322cd5 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/generation_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba646891af3688a94e7af450f87ec1aea9e6c5339741bb2fb42433d6da3346ad +size 194 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/model.safetensors b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..872c23ee118a8ce68769cf1e99d5e96d1eb1650d --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f15f55272033dddd5d8dc173a2c0649b28eb4ffa16ae815d5b473b0461595e9 +size 174798280 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/optimizer.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..4076f566354130c7c9c619836228737c27c6034d --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8d5b4017a090135661d24b79e16d00998f8c3d98abbe5bff5d12e86abc3287a5 +size 349645643 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/rng_state.pth b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/rng_state.pth new file mode 100644 index 0000000000000000000000000000000000000000..cc6ec97a70b2aace39402a63aba7e7486e51e818 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/rng_state.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7f18a70ca6016ed4510b51c85ef08d5a5ac56b376e3eebf475bc5c2aa5e3d71 +size 14645 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scaler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scaler.pt new file mode 100644 index 0000000000000000000000000000000000000000..758a9a1b6114388157440eaf8df3b9861ac3a436 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scaler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69f451a2119fe871b0027e14a5d6075015ed50fbdfc610d203c394021b7f33e0 +size 1383 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scheduler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scheduler.pt new file mode 100644 index 0000000000000000000000000000000000000000..3772a913cbe246e38aadd7c62419a936e27b392c --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/scheduler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d52327674cbb9b46fbc75a2146c19707c1d6bf610ce2e39ba123e67ec553743a +size 1465 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/trainer_state.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/trainer_state.json new file mode 100644 index 0000000000000000000000000000000000000000..c39a501dd32c5e6076fcd728ada82ef0f2e8cb2c --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/trainer_state.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:48d8ce86c2b4d4cdcb306ab920ea3021ba73496efd37c318e905b8040225e6a6 +size 58042 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/training_args.bin b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/training_args.bin new file mode 100644 index 0000000000000000000000000000000000000000..34d68dc0e0fe1c1f12a2e581dd1b166aa7178a9e --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30600/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e2cd88337d1d846c6918d2b3b63fa3e5c93f12fefc082497590da854a564607 +size 5201 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5c58d46b704e3acafa9ffbe0e1aff9c70525a478 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:322e4a55ffac8450019b1e6626b27a027fb5cb031cd58d34801b78053dd6fa24 +size 821 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/generation_config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c553cde097be85188d7beb4b21c315fd90322cd5 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/generation_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba646891af3688a94e7af450f87ec1aea9e6c5339741bb2fb42433d6da3346ad +size 194 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/model.safetensors b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..9d01833ed4e42eedaf2f642411f7c9b1aca0b856 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c0a45d945f533eb20fec96d66c08b7527e66611cd441c5d6dc80dc768d42baf2 +size 174798280 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/optimizer.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..2aa91361e4bc3a4f25d237a486a6c7c1cd45565d --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f344a770507a7794aedce7f58bd8d0b5e18749df8c2da922e6d69fe45fbec40 +size 349645643 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/rng_state.pth b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/rng_state.pth new file mode 100644 index 0000000000000000000000000000000000000000..0bb67302a4b0202842f0176b7cdd59f505b12ee4 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/rng_state.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:738ed15a1c1e8a016334cad86df4619438b0f3652831897d293ab3d00e69d52c +size 14645 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scaler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scaler.pt new file mode 100644 index 0000000000000000000000000000000000000000..269dda17d52e46dc412cbc33a6807baa336d5566 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scaler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2eddb842ccc64fc5452e10d29603a178d25cc3e1448a8ed5ac4b9b6cbc30feae +size 1383 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scheduler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scheduler.pt new file mode 100644 index 0000000000000000000000000000000000000000..ba265e2d0a45cf29d4039a6e610fab88124b9bcd --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/scheduler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eff46d9879da4530abf0cd51534a786e09ee6f42143bc25a51db01e516d32e50 +size 1465 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/trainer_state.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/trainer_state.json new file mode 100644 index 0000000000000000000000000000000000000000..b3a6564a21d96d56ec7c1e5a4b1eb6d47aa70f45 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/trainer_state.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4cc7b2038f158305486500a60f74bc2a3640c49488afaec08416fdb646a86697 +size 58229 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/training_args.bin b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/training_args.bin new file mode 100644 index 0000000000000000000000000000000000000000..34d68dc0e0fe1c1f12a2e581dd1b166aa7178a9e --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30700/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e2cd88337d1d846c6918d2b3b63fa3e5c93f12fefc082497590da854a564607 +size 5201 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5c58d46b704e3acafa9ffbe0e1aff9c70525a478 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:322e4a55ffac8450019b1e6626b27a027fb5cb031cd58d34801b78053dd6fa24 +size 821 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/generation_config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c553cde097be85188d7beb4b21c315fd90322cd5 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/generation_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba646891af3688a94e7af450f87ec1aea9e6c5339741bb2fb42433d6da3346ad +size 194 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/model.safetensors b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..370916623ac775bd5479cfd1e5f6efb978684505 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a59d7c48bec579a8803090df2cb11b9cd2763ce2baf466152025f9a633032183 +size 174798280 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/optimizer.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..133bd5e7c9a4743f25f1f4446ed6c8e7dba2af47 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ea2f80596f1d698a93d695341291a093ff25b12d94c006c6ce89e8f744000dd +size 349645643 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/rng_state.pth b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/rng_state.pth new file mode 100644 index 0000000000000000000000000000000000000000..b2871dca1e75ed40061d92e182a8f54be865e09b --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/rng_state.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ee15950f79bc4b424b759cd8c885535b58d04266aae055191905cb091e1f726a +size 14645 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scaler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scaler.pt new file mode 100644 index 0000000000000000000000000000000000000000..c2f0675f0e747d14f95438fa2e29625eaae068f4 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scaler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b8ea8989dde2aa3bdfc8b0b7d4760d4d7ecdb1641c6eecb06befd257ae8deba +size 1383 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scheduler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scheduler.pt new file mode 100644 index 0000000000000000000000000000000000000000..3a5e7d20582a248a86ab044de6a8f87e17adce90 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/scheduler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c740bdad4985b30ab9df61d4606ea953f90217fb057eae90aaf6a84de2a7cc41 +size 1465 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/trainer_state.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/trainer_state.json new file mode 100644 index 0000000000000000000000000000000000000000..66777f9479ec2d184fe546215a8ed64875b695ae --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/trainer_state.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0d3fc8cf290756f13e555437942165258b2957549df8bc682d5d6bf0da272eba +size 58415 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/training_args.bin b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/training_args.bin new file mode 100644 index 0000000000000000000000000000000000000000..34d68dc0e0fe1c1f12a2e581dd1b166aa7178a9e --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30800/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e2cd88337d1d846c6918d2b3b63fa3e5c93f12fefc082497590da854a564607 +size 5201 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5c58d46b704e3acafa9ffbe0e1aff9c70525a478 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:322e4a55ffac8450019b1e6626b27a027fb5cb031cd58d34801b78053dd6fa24 +size 821 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/generation_config.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c553cde097be85188d7beb4b21c315fd90322cd5 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/generation_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba646891af3688a94e7af450f87ec1aea9e6c5339741bb2fb42433d6da3346ad +size 194 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/model.safetensors b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..88e8509e2a996411acec7611f3450d8392b0a4e4 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3443fb41cbc90bd4083e3d1c54d2cdfab994b27c9fd4af1d387fbc4163eae61 +size 174798280 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/optimizer.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..292555ff96ad2bfa189e3ec94ce4539af9b2b422 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0eb4332d5cdf3141a302b8ff9ab5720fd3c74e83dc7038321995d4abb60fbf86 +size 349645643 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/rng_state.pth b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/rng_state.pth new file mode 100644 index 0000000000000000000000000000000000000000..2ab73bee119e115f948654c9b886ee80cb84651d --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/rng_state.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f99609a291453c1e64cd8d42298e078dbbc81478b719b3befed97f88c71c10e +size 14645 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scaler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scaler.pt new file mode 100644 index 0000000000000000000000000000000000000000..940cf2fc69ee1debeab97a1bf407133772e70fbd --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scaler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b6611f5a5335d5cd65ee3bf865ba7ba675e242d6f2c51f08d7d21878212d456 +size 1383 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scheduler.pt b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scheduler.pt new file mode 100644 index 0000000000000000000000000000000000000000..8cd6c014d3e27a6d6c9678560776ea31f1aafff6 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/scheduler.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72750730a043412335a394483cda430187c6360b6fea30a8dbf56368adacb510 +size 1465 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/trainer_state.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/trainer_state.json new file mode 100644 index 0000000000000000000000000000000000000000..a3e1bd40d62a60edd68c013129367da737730513 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/trainer_state.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf7731681d238a670fb98b027f5b447893846befb728f05625226ca91273fe76 +size 58576 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/training_args.bin b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/training_args.bin new file mode 100644 index 0000000000000000000000000000000000000000..34d68dc0e0fe1c1f12a2e581dd1b166aa7178a9e --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/rtf_checkpoints/checkpoint-30900/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e2cd88337d1d846c6918d2b3b63fa3e5c93f12fefc082497590da854a564607 +size 5201 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/runtime_result.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..e524263c219666acbad8383d910650870c1bc458 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b9140cbb73485b2199ecb6c76409adee5b2dfb8acb3ece7d4ada183fff46339a +size 608 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/staged_features.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/test.csv b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/train.csv b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/val.csv b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_report.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..2761117664d9d4586c14cdc36386dbd45e10181d --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34fcc731eb133accc03890583befab57d7ab84e556e2af04011c7108b6ddbf20 +size 329 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_transforms_applied.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/model_input_manifest.json b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dad5473aacc3486201990ba762592da04e063280 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/staged/realtabformer/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6fe109ea814bd4812917e027aac83d8e5ba609b25abb7410202720a3ead0ef66 +size 9429 diff --git a/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/train_20260429_070345.log b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/train_20260429_070345.log new file mode 100644 index 0000000000000000000000000000000000000000..fcc6b039b4e502119d478e2ee1928f92b4ee0140 --- /dev/null +++ b/SynthData0523/main/m6/realtabformer/rtf-m6-20260429_070344/train_20260429_070345.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f0a24e9dd084e3b7415a7336b230837fd0b7d5b1df0aaf178e247c26cc463e7 +size 1315977 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/_tabbyflow_gen.py b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/_tabbyflow_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..2e66829e5f7859200f843199de97279266604d05 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/_tabbyflow_gen.py @@ -0,0 +1,33 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +name = r"pipeline_m6" +src = r"/work/output-Benchmark-trainonly-v1/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6" +dst_data = os.path.join(root, "data", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +dst_syn = os.path.join(root, "synthetic", name) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(root) +os.environ["PYTHONPATH"] = root + os.pathsep + os.environ.get("PYTHONPATH", "") +subprocess.check_call([ + sys.executable, "main.py", + "--dataname", name, "--mode", "test", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_efvfm", + "--ckpt_path", r"/workspace/ef-vfm/ef_vfm/ckpt/pipeline_m6/adapter_efvfm/model_500.pt", + "--num_samples_to_generate", str(int(9864)), +]) +base = os.path.join(root, "ef_vfm", "result", name, r"adapter_efvfm") +best = None +best_t = -1.0 +for r, _, files in os.walk(base): + if "samples.csv" in files: + p = os.path.join(r, "samples.csv") + t = os.path.getmtime(p) + if t > best_t: + best_t, best = t, p +if not best: + raise SystemExit("tabbyflow: no samples.csv in " + base) +shutil.copy(best, r"/work/output-Benchmark-trainonly-v1/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow-m6-9864-20260429_042639.csv") diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/_tabbyflow_train.py b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/_tabbyflow_train.py new file mode 100644 index 0000000000000000000000000000000000000000..b476dece61a4f64634ae360b705233d34d361b1a --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/_tabbyflow_train.py @@ -0,0 +1,22 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +name = r"pipeline_m6" +src = r"/work/output-Benchmark-trainonly-v1/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6" +os.makedirs(os.path.join(root, "data", name), exist_ok=True) +dst_data = os.path.join(root, "data", name) +dst_syn = os.path.join(root, "synthetic", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(root) +os.environ["PYTHONPATH"] = root + os.pathsep + os.environ.get("PYTHONPATH", "") +os.environ["EFVFM_SMOKE_STEPS"] = "500" +os.environ["EFVFM_ADAPTER_TRAIN"] = "1" +subprocess.check_call([ + sys.executable, "main.py", + "--dataname", name, "--mode", "train", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_efvfm", +]) diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/gen_20260429_042639.log b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/gen_20260429_042639.log new file mode 100644 index 0000000000000000000000000000000000000000..ebb4436cc214f8438425a01d32b03fe02a6e70e6 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/gen_20260429_042639.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:538973c4de222ddfe910ca4c660e3d86f483297f671bfdc8908796020b4aee66 +size 3072 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/input_snapshot.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..155357b065d04a77d9d530181a146b7084c4dac9 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d01482572c2bb93c52a1b18933bbbf721a124a03a1d46d68c945c81dea5c0128 +size 1350 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/models_tabbyflow/trained.pt b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/models_tabbyflow/trained.pt new file mode 100644 index 0000000000000000000000000000000000000000..f063a878c470d9d40f79db79881596e1e497dffd --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/models_tabbyflow/trained.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:adb734fec12f2251befd371dca69e481b19464aded2a6823105a01b4be6ddbe5 +size 40 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/public_gate_report.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2f272d8ade42c53a9c5a3ee38e7925dce97a9e83 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f601840eac3efe1a48578bd3eb176051ecaf339e7859c3d8085188cd613d58f +size 9234 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/runtime_result.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..73417e0e395d8d51c6bef620ee44a9100602feb5 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a32e2266f61eb15bb2822b195f7df4a21c8794a5cf95fca3a48d23a3ffb3886a +size 631 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/staged_features.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/test.csv b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/train.csv b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/val.csv b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_report.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..270f1c7fed1a560241034ced800106b6ada1e131 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e58d3c6096e61456cf32a071d97cab7eec0a0146643e19be5357237a3dde6c94 +size 327 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_transforms_applied.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/model_input_manifest.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..717508d3ae3932ac84a0cd680e302d00b3d7bd0f --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/staged/tabbyflow/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b5d358ae75b7ae2af0edb0b4631cc228231b01a791622bd66963a7b76228a7ce +size 9437 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow-m6-9864-20260429_042639.csv b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow-m6-9864-20260429_042639.csv new file mode 100644 index 0000000000000000000000000000000000000000..09721abe22689cf0f2b8ee41d1821d9ef9649251 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow-m6-9864-20260429_042639.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf9c1cfd73b0c28b3ef5ae63b7d84b98c802ea6358f6fc36efed7b3a6c3b7231 +size 983298 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow_train_meta.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow_train_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..68be295e4f65e615cfb74cd3df0652c7e3f672f3 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabbyflow_train_meta.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d3cc86ab82cb8099da60c604b019829fcda4d79ed3e0e539b2099b96e1931de8 +size 78 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_test.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..622304720bf969c46f4c82b28d35220f4b91c4b5 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33b3ba6d661fb460428f33f010200f46937687463db68f5f919e4743a9802815 +size 236864 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_train.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..622304720bf969c46f4c82b28d35220f4b91c4b5 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33b3ba6d661fb460428f33f010200f46937687463db68f5f919e4743a9802815 +size 236864 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_val.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_val.npy new file mode 100644 index 0000000000000000000000000000000000000000..622304720bf969c46f4c82b28d35220f4b91c4b5 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_cat_val.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33b3ba6d661fb460428f33f010200f46937687463db68f5f919e4743a9802815 +size 236864 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_test.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..e00fb621bec79b3db12b58f7a335ce049229c0e9 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:960545f531401f06b1ef44d43f0e45228b36d96b6f6dbf87b8f6ad8578e915f5 +size 552512 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_train.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..e00fb621bec79b3db12b58f7a335ce049229c0e9 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:960545f531401f06b1ef44d43f0e45228b36d96b6f6dbf87b8f6ad8578e915f5 +size 552512 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_val.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_val.npy new file mode 100644 index 0000000000000000000000000000000000000000..e00fb621bec79b3db12b58f7a335ce049229c0e9 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/X_num_val.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:960545f531401f06b1ef44d43f0e45228b36d96b6f6dbf87b8f6ad8578e915f5 +size 552512 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/info.json b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/info.json new file mode 100644 index 0000000000000000000000000000000000000000..d3a6b40cdd1735d643319d1ee31af91dee5bfef6 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/info.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e14c47db209e521986f0a29312b59ac6e4acfc78afd40251647fd4ee375796eb +size 3584 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/real.csv b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/real.csv new file mode 100644 index 0000000000000000000000000000000000000000..0ec3ba219df726c40342b02ab35b24ddf76ff2a3 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/real.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:da71c5d7ca6752fd26c431f7fefb3701600af7c659d4597ba65f755dcaf7b902 +size 829594 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/test.csv b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..0ec3ba219df726c40342b02ab35b24ddf76ff2a3 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:da71c5d7ca6752fd26c431f7fefb3701600af7c659d4597ba65f755dcaf7b902 +size 829594 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/val.csv b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..0ec3ba219df726c40342b02ab35b24ddf76ff2a3 --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:da71c5d7ca6752fd26c431f7fefb3701600af7c659d4597ba65f755dcaf7b902 +size 829594 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_test.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..8d23ecacfe3b5a6516ea0c56d2ab30a4cbe101fd --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4495cd81dd4e25e4cece22309308cf6ac32d53e46ab3410a78c7e12900bd8f9e +size 79040 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_train.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..8d23ecacfe3b5a6516ea0c56d2ab30a4cbe101fd --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4495cd81dd4e25e4cece22309308cf6ac32d53e46ab3410a78c7e12900bd8f9e +size 79040 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_val.npy b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_val.npy new file mode 100644 index 0000000000000000000000000000000000000000..8d23ecacfe3b5a6516ea0c56d2ab30a4cbe101fd --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/tabular_bundle/pipeline_m6/y_val.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4495cd81dd4e25e4cece22309308cf6ac32d53e46ab3410a78c7e12900bd8f9e +size 79040 diff --git a/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/train_20260429_041030.log b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/train_20260429_041030.log new file mode 100644 index 0000000000000000000000000000000000000000..1972f6cbeb6cddb044d759b3301547d4ed494aae --- /dev/null +++ b/SynthData0523/main/m6/tabbyflow/tabbyflow-m6-20260429_041029/train_20260429_041030.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d73a8a46feb3e57fcbf854bafd3ec87b8b2e46095356480983ec9e601cda85f6 +size 497663 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/_tabddpm_sample_r0.py b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/_tabddpm_sample_r0.py new file mode 100644 index 0000000000000000000000000000000000000000..4989c94cb87185dd827fcbdbcb4332d02db7ba8b --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/_tabddpm_sample_r0.py @@ -0,0 +1,66 @@ +import os, sys, subprocess, json +import numpy as np +import pandas as pd + +tabddpm_root = "/workspace/tabddpm/code" +assert os.path.isdir(tabddpm_root), f"TabDDPM source not mounted: {tabddpm_root}" +env = os.environ.copy() +env["PYTHONPATH"] = tabddpm_root + (os.pathsep + env.get("PYTHONPATH", "")) + +# Reuse the compat wrapper (patches collections.Sequence for skorch) +wrapper = os.path.join(tabddpm_root, "_compat_run.py") +if not os.path.exists(wrapper): + with open(wrapper, "w") as f: + f.write( + "import collections, collections.abc\n" + "for _a in ('Sequence','MutableSequence','MutableMapping','Mapping'," + "'MutableSet','Set','Callable','Iterable','Iterator'):\n" + " if not hasattr(collections, _a): setattr(collections, _a, getattr(collections.abc, _a, None))\n" + "import sys, runpy\n" + "sys.argv = sys.argv[1:]\n" + "runpy.run_path(sys.argv[0], run_name='__main__')\n" + ) + +print(f"[TabDDPM] Sampling 9864 rows") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-Benchmark-trainonly-v1/m6/tabddpm/tabddpm-m6-20260429_052038/config_sample_20260429_052144_r0.toml", + "--sample"], + cwd=tabddpm_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) + +# 将 .npy 输出转为 CSV（npy 在 TabDDPM 的 parent_dir，即 npy_dir） +info_path = "/work/output-Benchmark-trainonly-v1/m6/tabddpm/tabddpm-m6-20260429_052038/data/info.json" +with open(info_path) as f: + info = json.load(f) + +output_dir = "/work/output-Benchmark-trainonly-v1/m6/tabddpm/tabddpm-m6-20260429_052038/output" +col_names = info.get("column_names", []) + +parts = [] +x_num_path = os.path.join(output_dir, "X_num_train.npy") +x_cat_path = os.path.join(output_dir, "X_cat_train.npy") +y_path = os.path.join(output_dir, "y_train.npy") + +if os.path.exists(x_num_path): + parts.append(np.load(x_num_path, allow_pickle=True)) +if os.path.exists(x_cat_path): + parts.append(np.load(x_cat_path, allow_pickle=True).astype(float)) +if os.path.exists(y_path): + y = np.load(y_path, allow_pickle=True) + parts.append(y.reshape(-1, 1) if y.ndim == 1 else y) + +if parts: + combined = np.concatenate(parts, axis=1) + if col_names and len(col_names) == combined.shape[1]: + df = pd.DataFrame(combined, columns=col_names) + else: + df = pd.DataFrame(combined) + df.to_csv("/work/output-Benchmark-trainonly-v1/m6/tabddpm/tabddpm-m6-20260429_052038/tabddpm-m6-9864-20260429_052144.csv", index=False) + print(f"[TabDDPM] Saved {len(df)} rows -> /work/output-Benchmark-trainonly-v1/m6/tabddpm/tabddpm-m6-20260429_052038/tabddpm-m6-9864-20260429_052144.csv") +else: + print("[TabDDPM] WARNING: No output .npy files found") + sys.exit(1) diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/_tabddpm_train.py b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/_tabddpm_train.py new file mode 100644 index 0000000000000000000000000000000000000000..c43239108b866cd1e3bd5bb14d3986e4bd9e935d --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/_tabddpm_train.py @@ -0,0 +1,32 @@ +import os, sys, subprocess + +tabddpm_root = "/workspace/tabddpm/code" +assert os.path.isdir(tabddpm_root), f"TabDDPM source not mounted: {tabddpm_root}" +env = os.environ.copy() +env["PYTHONPATH"] = tabddpm_root + (os.pathsep + env.get("PYTHONPATH", "")) + +# Write a wrapper that patches collections.Sequence (removed in Python 3.10+) +# before running pipeline.py - needed because skorch uses old API +wrapper = os.path.join(tabddpm_root, "_compat_run.py") +with open(wrapper, "w") as f: + f.write( + "import collections, collections.abc\n" + "for _a in ('Sequence','MutableSequence','MutableMapping','Mapping'," + "'MutableSet','Set','Callable','Iterable','Iterator'):\n" + " if not hasattr(collections, _a): setattr(collections, _a, getattr(collections.abc, _a, None))\n" + "import sys, runpy\n" + "sys.argv = sys.argv[1:]\n" + "runpy.run_path(sys.argv[0], run_name='__main__')\n" + ) + +print(f"[TabDDPM] Training, config=/work/output-Benchmark-trainonly-v1/m6/tabddpm/tabddpm-m6-20260429_052038/config.toml") +ret = subprocess.run( + [sys.executable, wrapper, "scripts/pipeline.py", + "--config", "/work/output-Benchmark-trainonly-v1/m6/tabddpm/tabddpm-m6-20260429_052038/config.toml", + "--train"], + cwd=tabddpm_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) +print("[TabDDPM] Training complete") diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config.toml b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..6ee624e6a06407c6b0aeaa316d28650e1daa0561 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config.toml @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f7f2fac847789e8c70a3770d0d989badc63f3a04839d1081e09507f8c5d77e1 +size 770 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config_sample_20260429_052144_r0.toml b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config_sample_20260429_052144_r0.toml new file mode 100644 index 0000000000000000000000000000000000000000..0b236d6a306196eba882b0393547d5321097333f --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/config_sample_20260429_052144_r0.toml @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:488ca1e03138ddfb89c77af4aaa3a3a191f119ab5a52371cb864cb190c734717 +size 770 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_cat_train.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..622304720bf969c46f4c82b28d35220f4b91c4b5 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33b3ba6d661fb460428f33f010200f46937687463db68f5f919e4743a9802815 +size 236864 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_num_train.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_num_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..e00fb621bec79b3db12b58f7a335ce049229c0e9 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/X_num_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:960545f531401f06b1ef44d43f0e45228b36d96b6f6dbf87b8f6ad8578e915f5 +size 552512 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/info.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/info.json new file mode 100644 index 0000000000000000000000000000000000000000..37ded471134e6b54006b633a8b86e03b15da9a74 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/info.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5134f33d66b90c606283d758668278d3e787c677a58b2e42769d632bf788a71f +size 744 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/y_train.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..8d23ecacfe3b5a6516ea0c56d2ab30a4cbe101fd --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/data/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4495cd81dd4e25e4cece22309308cf6ac32d53e46ab3410a78c7e12900bd8f9e +size 79040 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/gen_20260429_052144_r0.log b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/gen_20260429_052144_r0.log new file mode 100644 index 0000000000000000000000000000000000000000..84edf52be8f0f2c39fbe286db75b901c7e342838 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/gen_20260429_052144_r0.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7872d5ab28a8c448b2b34eebec9a24c1020aa9581ab8cd58392793602116e5db +size 210523 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/input_snapshot.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..6b774453f5ed46f2e0c0e91f444c302b6a90eb24 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:456d4b79c8c3ea6606071e4d99efb98caec69cbe2e602bb06651745a47eaad61 +size 1348 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_train.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..d18a2f18ec65e44276662b224518884cfaa8935b --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c97d3ab8d704eda8df51f1a68ba429feb2a888e1196b983f78f3cda22b639218 +size 59527 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_unnorm.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_unnorm.npy new file mode 100644 index 0000000000000000000000000000000000000000..968fd621285feb08f4bce028772f037bd4e69e16 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_cat_unnorm.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f78415f75c32c77c08f3d3533ef08036cb9a92d6cbff95d8b48e6637d076a70a +size 236864 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_train.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..819645a74d413a7af59fb1146eac910fdc6d568b --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b0f317f97500d1b4e6dff5e3d3d792ba7a895569c9c5a39a680a84a6b266c68 +size 1104896 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_unnorm.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_unnorm.npy new file mode 100644 index 0000000000000000000000000000000000000000..1814a1c1dae2922e1c47ca9c72f836a91ed23630 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/X_num_unnorm.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d926989f489bd99adc5b101334cfdb69e5bde3c99be0f387aedd65cf3fb4227e +size 1104896 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/config.toml b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..0b236d6a306196eba882b0393547d5321097333f --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/config.toml @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:488ca1e03138ddfb89c77af4aaa3a3a191f119ab5a52371cb864cb190c734717 +size 770 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/info.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/info.json new file mode 100644 index 0000000000000000000000000000000000000000..37ded471134e6b54006b633a8b86e03b15da9a74 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/info.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5134f33d66b90c606283d758668278d3e787c677a58b2e42769d632bf788a71f +size 744 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/loss.csv b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..35600a450f6d3f4ec5fd90aae1cdaffe2c6328c3 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/loss.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5283cc1fcdc24e36042ac035b59d6d1031ddf249bf55e50a0acbab4ed28f87ce +size 1522 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model.pt b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c36cb8b28491c94d2b87b50d6179c10855fbb3b9 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:668a5dd46d5f7f82b48668433c50654725e828d8b8b8468bf074dd86dbde134c +size 577174 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model_ema.pt b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model_ema.pt new file mode 100644 index 0000000000000000000000000000000000000000..a36db1753cbb1656335643caf85b829d695520eb --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/model_ema.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16e2b2b69a3f81080393ffdff3619f374e8bdc62e06397cf0fb55559b00fa528 +size 578018 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/y_train.npy b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..1afff5dfbc20c4cf7a318713a3e643f5131d068b --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/output/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62cea20b4b6cb7717a9549c72c2a5439270960d0daa6b397f9e3b4494e43e8de +size 79040 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/public_gate_report.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/staged_input_manifest.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fcc07899b79b82fe1775706c269b5b3832d7c71b --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:926752e0802b77e4a610e7b25bfa67789923989b4a975a2df1ad2b040dd14115 +size 9214 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/runtime_result.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..60ff772fbbab1df801dd45096e0cb54c6125c0ce --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4fc8f8b8e3abe5a6ec24238e0e70f43ba10eddc5072084c60ac0b456ddf4f0f6 +size 589 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/staged_features.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5987d1cf74b7a5136404b5043290cf98f15eefd0 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23eac1d28d264cb53a977ae6229286741b38cdeec8b02eb2ee5f9a2949661e29 +size 1780 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/test.csv b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..3944bd554327e948b8bda8c383bd581f3fc26ec6 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d16d0389cb0fe4b23bab344dc10070de6678357a9452f9f620d0eeba66a6b12d +size 116376 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/train.csv b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae3a266ed7bebf02bc27c50b9dea6e8c5fe71c10 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f0338c367408dc21d5a4ec9cdc5d3fe8188916db6085f3fd326304a55551e1 +size 924849 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/val.csv b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..60be57a3609a30d56d27e37e49a3aedfa6294db5 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9169f3c7213420491d9b709ee1cc650aeaed732fa77dcbd6ffe3583366b2d4 +size 116198 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_report.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..d9f28f00e432f7b83e01b829cc3637ba1f9514aa --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed110784f4b7b8df56447840fb5940a5fda85aa353176253b2ec8b29becfb7f7 +size 321 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_transforms_applied.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/model_input_manifest.json b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bde0601fd3094fb07cb4c9694976868f76a58c82 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/staged/tabddpm/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f754a3af02d31a31c2f185c4b382b5c127b83597da62c676c4e46bf26b352fad +size 9411 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/tabddpm-m6-9864-20260429_052144.csv b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/tabddpm-m6-9864-20260429_052144.csv new file mode 100644 index 0000000000000000000000000000000000000000..80ca35744d29e597a89c94fc049b93c16e9ae3e5 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/tabddpm-m6-9864-20260429_052144.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f4e14a4b7d4e120a03b9de5daea0dc3f450f39b0d2aade3c6ba0714e1257e64 +size 1234487 diff --git a/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/train_20260429_052038.log b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/train_20260429_052038.log new file mode 100644 index 0000000000000000000000000000000000000000..8e5f76b3de4efcab4456a129d194981e3a3402a3 --- /dev/null +++ b/SynthData0523/main/m6/tabddpm/tabddpm-m6-20260429_052038/train_20260429_052038.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:488c7c8b427e9c663b6b12b4e009ba080c2b26a0a83f6f8cd2a3023e97532281 +size 1153 diff --git a/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/_tabdiff_gen.py b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/_tabdiff_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..1d84f1aa900f80f3bf11a8051db5759d352a303f --- /dev/null +++ b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/_tabdiff_gen.py @@ -0,0 +1,36 @@ + +import os, shutil, subprocess, sys +td = r"/workspace/TabDiff" +name = r"pipeline_m6" +src = r"/work/output-Benchmark-trainonly-v1/m6/tabdiff/tabdiff-m6-20260429_042700/tabular_bundle/pipeline_m6" +dst_data = os.path.join(td, "data", name) +dst_syn = os.path.join(td, "synthetic", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(td) +os.environ["PYTHONPATH"] = td + os.pathsep + os.environ.get("PYTHONPATH", "") +subprocess.check_call([ + sys.executable, "-m", "tabdiff.main", + "--dataname", name, "--mode", "test", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_learnable", + "--ckpt_path", r"/workspace/TabDiff/tabdiff/ckpt/pipeline_m6/adapter_learnable/model_500.pt", + "--num_samples_to_generate", str(int(9864)), +]) +# test() 写入 tabdiff/result////samples.csv +import glob as g +base = os.path.join(td, "tabdiff", "result", name, r"adapter_learnable") +best = None +best_t = -1.0 +for root, _, files in os.walk(base): + if "samples.csv" in files: + p = os.path.join(root, "samples.csv") + t = os.path.getmtime(p) + if t > best_t: + best_t = t + best = p +if not best: + raise SystemExit("tabdiff: no samples.csv under " + base) +shutil.copy(best, r"/work/output-Benchmark-trainonly-v1/m6/tabdiff/tabdiff-m6-20260429_042700/tabdiff-m6-9864-20260429_043402.csv") diff --git a/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/_tabdiff_train.py b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/_tabdiff_train.py new file mode 100644 index 0000000000000000000000000000000000000000..a68c6a882e2ddef4634feb29817cd820ef424006 --- /dev/null +++ b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/_tabdiff_train.py @@ -0,0 +1,21 @@ + +import os, shutil, subprocess, sys +td = r"/workspace/TabDiff" +name = r"pipeline_m6" +src = r"/work/output-Benchmark-trainonly-v1/m6/tabdiff/tabdiff-m6-20260429_042700/tabular_bundle/pipeline_m6" +dst_data = os.path.join(td, "data", name) +dst_syn = os.path.join(td, "synthetic", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(td) +os.environ["PYTHONPATH"] = td + os.pathsep + os.environ.get("PYTHONPATH", "") +os.environ["TABDIFF_SMOKE_STEPS"] = "500" +os.environ["TABDIFF_ADAPTER_TRAIN"] = "1" +subprocess.check_call([ + sys.executable, "-m", "tabdiff.main", + "--dataname", name, "--mode", "train", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_learnable", +]) diff --git a/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/gen_20260429_043402.log b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/gen_20260429_043402.log new file mode 100644 index 0000000000000000000000000000000000000000..a344ca6abb21968f4809751834f7d5a97c793b69 --- /dev/null +++ b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/gen_20260429_043402.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe1a358e1512516c736c71ce06d078eebb0619b7a50a4ffe8d81da33d1a568ac +size 4744 diff --git a/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/input_snapshot.json b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..e939ee6d99ff51170b94907417d2a88b04e20c07 --- /dev/null +++ b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f20dc2a9ed2699a6e936e6f23a450d16876fc7c030ff0e4365734f73fd40553a +size 1348 diff --git a/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/models_tabdiff/trained.pt b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/models_tabdiff/trained.pt new file mode 100644 index 0000000000000000000000000000000000000000..bc319a55a9c7152a1137f968b6fa1c735125ad11 --- /dev/null +++ b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/models_tabdiff/trained.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:306660b8aad4549267c68390b017e15ddb9bc06a02c80515eb72a97ae31a81eb +size 74 diff --git a/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..3a8fd19da5a7dd743f2010f4c6260432f89b10cc --- /dev/null +++ b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a347e1961ed33117b9d30b34fc15249721c7bd0b25fb31ac7f974d158104bdd +size 8408 diff --git a/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/public_gate_report.json b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c157765effef062efed5ba8e7e11cb206e6eb56 --- /dev/null +++ b/SynthData0523/main/m6/tabdiff/tabdiff-m6-20260429_042700/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eab3321ed4d9b51e430632d2aedeca5d0260df7acff58b7d732c556dd377db9d +size 918