Add comprehensive evaluation and ablation summaries
This commit is contained in:
97
example/results/ablations/ablation_summary.json
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97
example/results/ablations/ablation_summary.json
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{
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"variants": [
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"no_snr_weight",
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"no_quantile_loss",
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"no_residual_stat",
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"eps_target"
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],
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"seeds": [
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1337
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],
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"rows": [
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{
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"variant": "no_snr_weight",
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"seed": 1337,
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"run_dir": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/no_snr_weight__seed1337",
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"avg_ks": 0.39950668238993714,
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"avg_jsd": 0.02154500462890076,
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"avg_lag1_diff": 0.2994253248181626,
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"continuous_mmd_rbf": 0.6485295295715332,
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"discriminative_accuracy": 1.0,
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"corr_mean_abs_diff": 0.21394668519496918,
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"avg_psd_l1": 0.019868340343236923,
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"memorization_ratio": 2.98201284485682,
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"predictive_rmse_real": 0.5583509206771851,
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"predictive_rmse_synth": 0.9607057571411133,
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"utility_auprc_real": 0.6527744226377132,
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"utility_auprc_synth": 0.5839558451818384,
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"utility_auprc_aug": 0.637313246257706,
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"post_avg_ks": null,
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"post_avg_jsd": null,
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"post_avg_lag1_diff": null
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},
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{
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"variant": "no_quantile_loss",
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"seed": 1337,
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"run_dir": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/no_quantile_loss__seed1337",
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"avg_ks": 0.4130987421383648,
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"avg_jsd": 0.017899328657243745,
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"avg_lag1_diff": 0.3108961322076135,
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"continuous_mmd_rbf": 0.6504309177398682,
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"discriminative_accuracy": 1.0,
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"corr_mean_abs_diff": 0.21265330910682678,
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"avg_psd_l1": 0.02026984840631485,
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"memorization_ratio": 2.948979736458853,
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"predictive_rmse_real": 0.5583509206771851,
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"predictive_rmse_synth": 0.9654670357704163,
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"utility_auprc_real": 0.6527744226377132,
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"utility_auprc_synth": 0.5904586531962263,
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"utility_auprc_aug": 0.6451654579890704,
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"post_avg_ks": null,
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"post_avg_jsd": null,
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"post_avg_lag1_diff": null
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},
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{
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"variant": "no_residual_stat",
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"seed": 1337,
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"run_dir": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/no_residual_stat__seed1337",
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"avg_ks": 0.4039510220125786,
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"avg_jsd": 0.02930392024585336,
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"avg_lag1_diff": 0.28531566380969187,
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"continuous_mmd_rbf": 0.6561890840530396,
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"discriminative_accuracy": 1.0,
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"corr_mean_abs_diff": 0.21048887073993683,
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"avg_psd_l1": 0.019299142062664032,
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"memorization_ratio": 2.953516468815496,
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"predictive_rmse_real": 0.5583509206771851,
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"predictive_rmse_synth": 0.9696047902107239,
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"utility_auprc_real": 0.6527744226377132,
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"utility_auprc_synth": 0.5848963274786471,
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"utility_auprc_aug": 0.6465074146607899,
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"post_avg_ks": null,
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"post_avg_jsd": null,
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"post_avg_lag1_diff": null
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},
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{
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"variant": "eps_target",
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"seed": 1337,
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"run_dir": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/eps_target__seed1337",
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"avg_ks": 0.48224064465408806,
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"avg_jsd": 0.10238307146791868,
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"avg_lag1_diff": 0.7276772745273601,
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"continuous_mmd_rbf": 0.4687999486923218,
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"discriminative_accuracy": 1.0,
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"corr_mean_abs_diff": 0.1948104053735733,
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"avg_psd_l1": 0.026633866131305695,
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"memorization_ratio": 3.5463823500232126,
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"predictive_rmse_real": 0.5583509206771851,
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"predictive_rmse_synth": 0.9675812721252441,
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"utility_auprc_real": 0.6527744226377132,
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"utility_auprc_synth": 0.5817769935282933,
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"utility_auprc_aug": 0.6466204571725106,
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"post_avg_ks": null,
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"post_avg_jsd": null,
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"post_avg_lag1_diff": null
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}
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]
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}
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