{ "config": { "input_dim": 16, "output_dim": 4, "width": 64, "train_samples": 160, "test_samples": 512, "target_steps": 50, "early_steps": [ 1, 2, 5 ], "lr": 0.001, "init_seeds": 2, "feedback_seeds": 4, "data_seed": 123, "feedback_scale": "relu", "device": "cpu", "torch_threads": 4, "outdir": "outputs/compressed_operator_T50_width64_N160" }, "rows": [ { "init_seed": 10000, "feedback_seed": 100000, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5764544322986973, "empirical_gap": 0.121468116133304, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5757611470147017, "fixed_gap": 0.14458325364734037, "compressed_fa_loss": 2.5738683360549963, "compressed_gap": 0.14269044268763498, "alpha_s": 0.0003956649195478268, "alpha_slope": 0.0003956649195478268, "fixed_gap_error": 0.023115137514036377, "compressed_gap_error": 0.021222326554330984 }, { "init_seed": 10000, "feedback_seed": 100000, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5764544322986973, "empirical_gap": 0.121468116133304, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5757611470147017, "fixed_gap": 0.14458325364734037, "compressed_fa_loss": 2.574688431740282, "compressed_gap": 0.1435105383729205, "alpha_s": 0.0004478409387059087, "alpha_slope": 0.00022392046935295435, "fixed_gap_error": 0.023115137514036377, "compressed_gap_error": 0.0220424222396165 }, { "init_seed": 10000, "feedback_seed": 100000, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5764544322986973, "empirical_gap": 0.121468116133304, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5757611470147017, "fixed_gap": 0.14458325364734037, "compressed_fa_loss": 2.5757611470147017, "compressed_gap": 0.14458325364734037, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.023115137514036377, "compressed_gap_error": 0.023115137514036377 }, { "init_seed": 10000, "feedback_seed": 100001, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.567061745852265, "empirical_gap": 0.11207542968687179, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.577886418855946, "fixed_gap": 0.14670852548858448, "compressed_fa_loss": 2.5480004883874803, "compressed_gap": 0.11682259502011894, "alpha_s": 0.006949748244570599, "alpha_slope": 0.006949748244570599, "fixed_gap_error": 0.0346330958017127, "compressed_gap_error": 0.00474716533324715 }, { "init_seed": 10000, "feedback_seed": 100001, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.567061745852265, "empirical_gap": 0.11207542968687179, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.577886418855946, "fixed_gap": 0.14670852548858448, "compressed_fa_loss": 2.5521223888732387, "compressed_gap": 0.12094449550587738, "alpha_s": 0.011912610594095647, "alpha_slope": 0.005956305297047823, "fixed_gap_error": 0.0346330958017127, "compressed_gap_error": 0.008869065819005595 }, { "init_seed": 10000, "feedback_seed": 100001, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.567061745852265, "empirical_gap": 0.11207542968687179, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.577886418855946, "fixed_gap": 0.14670852548858448, "compressed_fa_loss": 2.5540512486971436, "compressed_gap": 0.12287335532978227, "alpha_s": 0.027476828636534487, "alpha_slope": 0.005495365727306897, "fixed_gap_error": 0.0346330958017127, "compressed_gap_error": 0.010797925642910489 }, { "init_seed": 10000, "feedback_seed": 100002, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5572416172407086, "empirical_gap": 0.10225530107531533, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5455627549822717, "fixed_gap": 0.11438486161491035, "compressed_fa_loss": 2.5455627549822717, "compressed_gap": 0.11438486161491035, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.012129560539595019, "compressed_gap_error": 0.012129560539595019 }, { "init_seed": 10000, "feedback_seed": 100002, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5572416172407086, "empirical_gap": 0.10225530107531533, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5455627549822717, "fixed_gap": 0.11438486161491035, "compressed_fa_loss": 2.5455627549822717, "compressed_gap": 0.11438486161491035, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.012129560539595019, "compressed_gap_error": 0.012129560539595019 }, { "init_seed": 10000, "feedback_seed": 100002, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5572416172407086, "empirical_gap": 0.10225530107531533, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5455627549822717, "fixed_gap": 0.11438486161491035, "compressed_fa_loss": 2.5455627549822717, "compressed_gap": 0.11438486161491035, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.012129560539595019, "compressed_gap_error": 0.012129560539595019 }, { "init_seed": 10000, "feedback_seed": 100003, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5591507272465663, "empirical_gap": 0.10416441108117303, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5636270424916114, "fixed_gap": 0.1324491491242501, "compressed_fa_loss": 2.560586589287136, "compressed_gap": 0.12940869591977444, "alpha_s": 0.0007618859685849694, "alpha_slope": 0.0007618859685849694, "fixed_gap_error": 0.028284738043077073, "compressed_gap_error": 0.025244284838601416 }, { "init_seed": 10000, "feedback_seed": 100003, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5591507272465663, "empirical_gap": 0.10416441108117303, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5636270424916114, "fixed_gap": 0.1324491491242501, "compressed_fa_loss": 2.5612958171927045, "compressed_gap": 0.13011792382534315, "alpha_s": 0.0011671616571770104, "alpha_slope": 0.0005835808285885052, "fixed_gap_error": 0.028284738043077073, "compressed_gap_error": 0.025953512744170126 }, { "init_seed": 10000, "feedback_seed": 100003, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.4549863161653933, "empirical_fa_loss": 2.5591507272465663, "empirical_gap": 0.10416441108117303, "fixed_bp_loss": 2.4311778933673613, "fixed_fa_loss": 2.5636270424916114, "fixed_gap": 0.1324491491242501, "compressed_fa_loss": 2.561259122840755, "compressed_gap": 0.13008122947339373, "alpha_s": 0.002963986583180201, "alpha_slope": 0.0005927973166360401, "fixed_gap_error": 0.028284738043077073, "compressed_gap_error": 0.02591681839222071 }, { "init_seed": 10001, "feedback_seed": 101000, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.705916865681692, "empirical_gap": 0.13230493395418108, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.703496137482394, "fixed_gap": 0.15083755596382398, "compressed_fa_loss": 2.703496137482394, "compressed_gap": 0.15083755596382398, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.018532622009642896, "compressed_gap_error": 0.018532622009642896 }, { "init_seed": 10001, "feedback_seed": 101000, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.705916865681692, "empirical_gap": 0.13230493395418108, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.703496137482394, "fixed_gap": 0.15083755596382398, "compressed_fa_loss": 2.703496137482394, "compressed_gap": 0.15083755596382398, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.018532622009642896, "compressed_gap_error": 0.018532622009642896 }, { "init_seed": 10001, "feedback_seed": 101000, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.705916865681692, "empirical_gap": 0.13230493395418108, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.703496137482394, "fixed_gap": 0.15083755596382398, "compressed_fa_loss": 2.703496137482394, "compressed_gap": 0.15083755596382398, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.018532622009642896, "compressed_gap_error": 0.018532622009642896 }, { "init_seed": 10001, "feedback_seed": 101001, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.669515380319086, "empirical_gap": 0.09590344859157529, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.676273564422429, "fixed_gap": 0.12361498290385908, "compressed_fa_loss": 2.6597991065282836, "compressed_gap": 0.10714052500971372, "alpha_s": 0.004359878210561111, "alpha_slope": 0.004359878210561111, "fixed_gap_error": 0.027711534312283792, "compressed_gap_error": 0.011237076418138425 }, { "init_seed": 10001, "feedback_seed": 101001, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.669515380319086, "empirical_gap": 0.09590344859157529, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.676273564422429, "fixed_gap": 0.12361498290385908, "compressed_fa_loss": 2.6614746060157275, "compressed_gap": 0.10881602449715766, "alpha_s": 0.007810408918930443, "alpha_slope": 0.0039052044594652213, "fixed_gap_error": 0.027711534312283792, "compressed_gap_error": 0.012912575905582369 }, { "init_seed": 10001, "feedback_seed": 101001, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.669515380319086, "empirical_gap": 0.09590344859157529, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.676273564422429, "fixed_gap": 0.12361498290385908, "compressed_fa_loss": 2.6625066993257005, "compressed_gap": 0.10984811780713066, "alpha_s": 0.01813208384997925, "alpha_slope": 0.00362641676999585, "fixed_gap_error": 0.027711534312283792, "compressed_gap_error": 0.013944669215555372 }, { "init_seed": 10001, "feedback_seed": 101002, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.696062503930593, "empirical_gap": 0.12245057220308242, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.6973619580157178, "fixed_gap": 0.14470337649714793, "compressed_fa_loss": 2.6973619580157178, "compressed_gap": 0.14470337649714793, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.02225280429406551, "compressed_gap_error": 0.02225280429406551 }, { "init_seed": 10001, "feedback_seed": 101002, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.696062503930593, "empirical_gap": 0.12245057220308242, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.6973619580157178, "fixed_gap": 0.14470337649714793, "compressed_fa_loss": 2.6973619580157178, "compressed_gap": 0.14470337649714793, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.02225280429406551, "compressed_gap_error": 0.02225280429406551 }, { "init_seed": 10001, "feedback_seed": 101002, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.696062503930593, "empirical_gap": 0.12245057220308242, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.6973619580157178, "fixed_gap": 0.14470337649714793, "compressed_fa_loss": 2.6973619580157178, "compressed_gap": 0.14470337649714793, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.02225280429406551, "compressed_gap_error": 0.02225280429406551 }, { "init_seed": 10001, "feedback_seed": 101003, "target_steps": 50, "early_steps": 1, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.6848048669362856, "empirical_gap": 0.11119293520877482, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.6818777011922634, "fixed_gap": 0.1292191196736936, "compressed_fa_loss": 2.6818777011922634, "compressed_gap": 0.1292191196736936, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.01802618446491877, "compressed_gap_error": 0.01802618446491877 }, { "init_seed": 10001, "feedback_seed": 101003, "target_steps": 50, "early_steps": 2, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.6848048669362856, "empirical_gap": 0.11119293520877482, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.6818777011922634, "fixed_gap": 0.1292191196736936, "compressed_fa_loss": 2.6818777011922634, "compressed_gap": 0.1292191196736936, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.01802618446491877, "compressed_gap_error": 0.01802618446491877 }, { "init_seed": 10001, "feedback_seed": 101003, "target_steps": 50, "early_steps": 5, "empirical_bp_loss": 2.573611931727511, "empirical_fa_loss": 2.6848048669362856, "empirical_gap": 0.11119293520877482, "fixed_bp_loss": 2.55265858151857, "fixed_fa_loss": 2.6818777011922634, "fixed_gap": 0.1292191196736936, "compressed_fa_loss": 2.6818777011922634, "compressed_gap": 0.1292191196736936, "alpha_s": 0.0, "alpha_slope": 0.0, "fixed_gap_error": 0.01802618446491877, "compressed_gap_error": 0.01802618446491877 } ] }