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Diffstat (limited to 'results/cifar_depth_scan_s42/summary.json')
| -rw-r--r-- | results/cifar_depth_scan_s42/summary.json | 186 |
1 files changed, 186 insertions, 0 deletions
diff --git a/results/cifar_depth_scan_s42/summary.json b/results/cifar_depth_scan_s42/summary.json new file mode 100644 index 0000000..b16273d --- /dev/null +++ b/results/cifar_depth_scan_s42/summary.json @@ -0,0 +1,186 @@ +{ + "d512_L8_s42": { + "bp": { + "test_acc": 0.5893, + "mean_bp_cosine": 0.9648915901780128, + "mean_rho": 0.9918855354189873, + "mean_nudge_01": -0.027046552626416087, + "bp_cosine_per_layer": [ + 0.9652402400970459, + 0.9650944471359253, + 0.9653107523918152, + 0.9652330875396729, + 0.9652847051620483, + 0.9657888412475586, + 0.9645384550094604, + 0.9626421928405762 + ], + "rho_per_layer": [ + 0.988792896270752, + 0.9915838837623596, + 0.9924975037574768, + 0.9927228689193726, + 0.9931389093399048, + 0.9920060038566589, + 0.9927037358283997, + 0.9916384816169739 + ] + }, + "dfa": { + "test_acc": 0.3057, + "mean_bp_cosine": 0.047012841157993535, + "mean_rho": 0.0019356217235326767, + "mean_nudge_01": -4.894682206213474e-07, + "bp_cosine_per_layer": [ + 0.37686973810195923, + 0.0015315066557377577, + -0.0013667643070220947, + 7.698773697484285e-05, + 5.11965190526098e-05, + -0.0007562801474705338, + -0.00026300083845853806, + -4.065445682499558e-05 + ], + "rho_per_layer": [ + 0.015484973788261414, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ] + }, + "credit_bridge": { + "test_acc": 0.2881, + "mean_bp_cosine": 0.04493603203445673, + "mean_rho": 0.004562955349683762, + "mean_nudge_01": -6.300979293882847e-07, + "bp_cosine_per_layer": [ + 0.20516762137413025, + 0.010197397321462631, + 0.012989584356546402, + 0.01799590140581131, + 0.026415985077619553, + 0.028529509902000427, + 0.02881331369280815, + 0.029378943145275116 + ], + "rho_per_layer": [ + 0.03650364279747009, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ] + } + }, + "d512_L12_s42": { + "bp": { + "test_acc": 0.594, + "mean_bp_cosine": 0.9404260218143463, + "mean_rho": 0.9899803350369135, + "mean_nudge_01": -0.026733027460674446, + "bp_cosine_per_layer": [ + 0.9423961043357849, + 0.9423063397407532, + 0.9428478479385376, + 0.9422410726547241, + 0.9424552917480469, + 0.9417660236358643, + 0.9408372640609741, + 0.9404677152633667, + 0.9403290748596191, + 0.9396632313728333, + 0.935971736907959, + 0.9338305592536926 + ], + "rho_per_layer": [ + 0.987454891204834, + 0.9897942543029785, + 0.990141749382019, + 0.9901803731918335, + 0.9920680522918701, + 0.9906818866729736, + 0.9903223514556885, + 0.9926531910896301, + 0.9914379119873047, + 0.9897843599319458, + 0.9882909059524536, + 0.9869540929794312 + ] + }, + "dfa": { + "test_acc": 0.309, + "mean_bp_cosine": 0.032277349038243607, + "mean_rho": -0.003907783577839534, + "mean_nudge_01": -3.9018535365660984e-07, + "bp_cosine_per_layer": [ + 0.38828110694885254, + 0.0037502094637602568, + -0.0013616610085591674, + -0.0004177851078566164, + 0.0008564171148464084, + 0.00033698498737066984, + 0.0006134084542281926, + -0.00040099132456816733, + -0.00013616093201562762, + -0.0008071845513768494, + -0.0019259440014138818, + -0.0014602115843445063 + ], + "rho_per_layer": [ + -0.0468934029340744, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ] + }, + "credit_bridge": { + "test_acc": 0.239, + "mean_bp_cosine": 0.032352436101064086, + "mean_rho": 0.0008616718308379253, + "mean_nudge_01": -3.4909074505170185e-07, + "bp_cosine_per_layer": [ + 0.20759254693984985, + 0.005885659717023373, + 0.014463091269135475, + 0.013757804408669472, + 0.01659775897860527, + 0.0177934467792511, + 0.018012138083577156, + 0.019089948385953903, + 0.019284311681985855, + 0.01838410645723343, + 0.01891487091779709, + 0.018453549593687057 + ], + "rho_per_layer": [ + 0.010340061970055103, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ] + } + } +}
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