summaryrefslogtreecommitdiff
path: root/outputs/early_directional_predictors_T50_width64_N320
diff options
context:
space:
mode:
Diffstat (limited to 'outputs/early_directional_predictors_T50_width64_N320')
-rw-r--r--outputs/early_directional_predictors_T50_width64_N320/early_kernel_predictors.csv25
-rw-r--r--outputs/early_directional_predictors_T50_width64_N320/summary.json601
2 files changed, 626 insertions, 0 deletions
diff --git a/outputs/early_directional_predictors_T50_width64_N320/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N320/early_kernel_predictors.csv
new file mode 100644
index 0000000..7bd8fec
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N320/early_kernel_predictors.csv
@@ -0,0 +1,25 @@
+init_seed,feedback_seed,target_steps,early_steps,empirical_bp_loss,empirical_fa_loss,empirical_gap,fixed_bp_loss,fixed_fa_loss,fixed_gap,directional_bp_loss,directional_fa_loss,directional_gap,kfa_fro_drift,kbp_fro_drift,fa_bp_overlap_0,fa_bp_overlap_s,fa_bp_overlap_slope,fa_directional_gain_s,bp_directional_gain_s,fa_directional_drift_s,bp_directional_drift_s
+10000,100000,50,1,2.670917285121214,2.762800227302083,0.0918829421808689,2.6486123167638587,2.7672324570569193,0.11862014029306067,4.124718485123638,3.4888315423708263,-0.6358869427528115,0.0070477600179573545,0.0063338313367830345,0.9803759079316849,0.9805005067736091,0.0001245988419241728,2698.7606739884,3640.7194076963337,-0.03298039935559706,-0.050708046754856254
+10000,100000,50,2,2.670917285121214,2.762800227302083,0.0918829421808689,2.6486123167638587,2.7672324570569193,0.11862014029306067,4.124718485123638,3.4635928773147695,-0.6611256078088683,0.011156377386820949,0.009817951016987502,0.9803759079316849,0.9806171041653345,0.00012059811682479937,2608.615495209713,3455.878509963683,-0.06528120899121233,-0.09890400947510371
+10000,100000,50,5,2.670917285121214,2.762800227302083,0.0918829421808689,2.6486123167638587,2.7672324570569193,0.11862014029306067,4.124718485123638,3.383812969167915,-0.7409055159557227,0.01926492270266989,0.019985860901370174,0.9803759079316849,0.9808686937053153,9.855715472606441e-05,2350.55352847714,2952.0260304515027,-0.15774994192351782,-0.23027999615850836
+10000,100001,50,1,2.670917285121214,2.7596263868934443,0.08870910177223035,2.6486123167638587,2.7706792694049116,0.12206695264105294,4.124718485123638,3.3597800732675207,-0.7649384118561171,0.010129237424874291,0.0063338313367830345,0.9787246660958123,0.9789481679167724,0.00022350182096009252,2767.126661948838,3640.7194076963337,-0.03143866043168724,-0.050708046754856254
+10000,100001,50,2,2.670917285121214,2.7596263868934443,0.08870910177223035,2.6486123167638587,2.7706792694049116,0.12206695264105294,4.124718485123638,3.3570158286723375,-0.7677026564513003,0.012897058680801224,0.009817951016987502,0.9787246660958123,0.979103056272034,0.0001891950881108273,2677.523141980976,3455.878509963683,-0.06280206223165619,-0.09890400947510371
+10000,100001,50,5,2.670917285121214,2.7596263868934443,0.08870910177223035,2.6486123167638587,2.7706792694049116,0.12206695264105294,4.124718485123638,3.3345118792491455,-0.7902066058744923,0.02237078543101809,0.019985860901370174,0.9787246660958123,0.979579893921784,0.00017104556519433877,2412.782640459167,2952.0260304515027,-0.1554676486386623,-0.23027999615850836
+10000,100002,50,1,2.670917285121214,2.756198567907496,0.08528128278628211,2.6486123167638587,2.746673853996284,0.09806153723242517,4.124718485123638,4.05954486183769,-0.06517362328594789,0.0060073001551494585,0.0063338313367830345,0.9793133595944292,0.9793344819904714,2.1122396042128067e-05,2963.2327734535643,3640.7194076963337,-0.04014248722406179,-0.050708046754856254
+10000,100002,50,2,2.670917285121214,2.756198567907496,0.08528128278628211,2.6486123167638587,2.746673853996284,0.09806153723242517,4.124718485123638,3.985630463151399,-0.1390880219722388,0.01053010902256201,0.009817951016987502,0.9793133595944292,0.9793655424467264,2.6091426148566743e-05,2844.106625018924,3455.878509963683,-0.07873011677764086,-0.09890400947510371
+10000,100002,50,5,2.670917285121214,2.756198567907496,0.08528128278628211,2.6486123167638587,2.746673853996284,0.09806153723242517,4.124718485123638,3.826629454768747,-0.29808903035489065,0.020582587861539183,0.019985860901370174,0.9793133595944292,0.9793587894404889,9.085969211941602e-06,2506.11490145714,2952.0260304515027,-0.1882132117350308,-0.23027999615850836
+10000,100003,50,1,2.670917285121214,2.7524308848108787,0.08151359968966476,2.6486123167638587,2.7556072488562213,0.10699493209236266,4.124718485123638,4.008904391069655,-0.11581409405398269,0.009181832786482585,0.0063338313367830345,0.9760498795332907,0.9760814480854291,3.1568552138372397e-05,3064.779824438027,3640.7194076963337,-0.03965072379371454,-0.050708046754856254
+10000,100003,50,2,2.670917285121214,2.7524308848108787,0.08151359968966476,2.6486123167638587,2.7556072488562213,0.10699493209236266,4.124718485123638,3.9570105886420084,-0.16770789648162943,0.012318228615703846,0.009817951016987502,0.9760498795332907,0.9761138056412372,3.196305397323851e-05,2941.645292440904,3455.878509963683,-0.07823495021563048,-0.09890400947510371
+10000,100003,50,5,2.670917285121214,2.7524308848108787,0.08151359968966476,2.6486123167638587,2.7556072488562213,0.10699493209236266,4.124718485123638,3.819357232063497,-0.30536125306014084,0.01966050751404654,0.019985860901370174,0.9760498795332907,0.9760774585646577,5.515806273392876e-06,2590.2591369967026,2952.0260304515027,-0.18834186143938383,-0.23027999615850836
+10001,101000,50,1,2.7096542087177657,2.8182185665709167,0.108564357853151,2.694571018485534,2.819207084495992,0.12463606601045818,4.022017075888115,4.022017075888115,0.0,0.007108457981677802,0.005377801199766107,0.9771659928508842,0.9772483990817207,8.240623083644039e-05,2780.137635033241,3973.5594865419134,-0.044094969128099924,-0.06585619668476617
+10001,101000,50,2,2.7096542087177657,2.8182185665709167,0.108564357853151,2.694571018485534,2.819207084495992,0.12463606601045818,4.022017075888115,4.022017075888115,0.0,0.011064501468474344,0.009221903447038562,0.9771659928508842,0.9772837184324351,5.886279077543799e-05,2654.892179729693,3708.800456836408,-0.08715857839328363,-0.12809837723065012
+10001,101000,50,5,2.7096542087177657,2.8182185665709167,0.108564357853151,2.694571018485534,2.819207084495992,0.12463606601045818,4.022017075888115,4.022017075888115,0.0,0.016678219285730926,0.016314579310968316,0.9771659928508842,0.9773335711409086,3.3515658004867885e-05,2307.782903153964,3002.887412492918,-0.20650644792315956,-0.29405142217342084
+10001,101001,50,1,2.7096542087177657,2.801151577045706,0.09149736832794009,2.694571018485534,2.8055325377656137,0.11096151928007991,4.022017075888115,4.022017075888115,0.0,0.007060207205989724,0.005377801199766107,0.9828902871803044,0.9829804000433862,9.011286308180377e-05,3046.796755176072,3973.5594865419134,-0.04607997717572571,-0.06585619668476617
+10001,101001,50,2,2.7096542087177657,2.801151577045706,0.09149736832794009,2.694571018485534,2.8055325377656137,0.11096151928007991,4.022017075888115,4.022017075888115,0.0,0.0099548222948263,0.009221903447038562,0.9828902871803044,0.9830678649891046,8.878890440011666e-05,2904.401621976034,3708.800456836408,-0.0906623959017152,-0.12809837723065012
+10001,101001,50,5,2.7096542087177657,2.801151577045706,0.09149736832794009,2.694571018485534,2.8055325377656137,0.11096151928007991,4.022017075888115,4.022017075888115,0.0,0.015683542974219578,0.016314579310968316,0.9828902871803044,0.9832499078195728,7.192412785368418e-05,2501.2790507133955,3002.887412492918,-0.2168758335806633,-0.29405142217342084
+10001,101002,50,1,2.7096542087177657,2.8190038307358543,0.10934962201808851,2.694571018485534,2.823443689058356,0.12887267057282203,4.022017075888115,4.022017075888115,0.0,0.0070216820073021125,0.005377801199766107,0.982890185893586,0.9829318779402552,4.1692046669150606e-05,3103.246877390732,3973.5594865419134,-0.05108479440205379,-0.06585619668476617
+10001,101002,50,2,2.7096542087177657,2.8190038307358543,0.10934962201808851,2.694571018485534,2.823443689058356,0.12887267057282203,4.022017075888115,4.022017075888115,0.0,0.012024200174927986,0.009221903447038562,0.982890185893586,0.9828964003267805,3.107216597242335e-06,2943.3337006640268,3708.800456836408,-0.09998327105146286,-0.12809837723065012
+10001,101002,50,5,2.7096542087177657,2.8190038307358543,0.10934962201808851,2.694571018485534,2.823443689058356,0.12887267057282203,4.022017075888115,4.022017075888115,0.0,0.016846021709950275,0.016314579310968316,0.982890185893586,0.9829213494314771,6.23270757822425e-06,2503.378822064672,3002.887412492918,-0.23451329414487238,-0.29405142217342084
+10001,101003,50,1,2.7096542087177657,2.80291378889667,0.09325958017890423,2.694571018485534,2.802171615415684,0.10760059693015034,4.022017075888115,4.022017075888115,0.0,0.005328484611022812,0.005377801199766107,0.9794617807355619,0.9795730139758475,0.0001112332402856131,2924.3452990044893,3973.5594865419134,-0.04557259476639439,-0.06585619668476617
+10001,101003,50,2,2.7096542087177657,2.80291378889667,0.09325958017890423,2.694571018485534,2.802171615415684,0.10760059693015034,4.022017075888115,4.022017075888115,0.0,0.009699565923842307,0.009221903447038562,0.9794617807355619,0.9796607695208513,9.949439264472781e-05,2789.4116312291,3708.800456836408,-0.08961130334754566,-0.12809837723065012
+10001,101003,50,5,2.7096542087177657,2.80291378889667,0.09325958017890423,2.694571018485534,2.802171615415684,0.10760059693015034,4.022017075888115,4.022017075888115,0.0,0.01625664030619793,0.016314579310968316,0.9794617807355619,0.9798341700497195,7.447786283152347e-05,2413.156142063626,3002.887412492918,-0.21241094344180975,-0.29405142217342084
diff --git a/outputs/early_directional_predictors_T50_width64_N320/summary.json b/outputs/early_directional_predictors_T50_width64_N320/summary.json
new file mode 100644
index 0000000..3c4e2dc
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N320/summary.json
@@ -0,0 +1,601 @@
+{
+ "config": {
+ "input_dim": 16,
+ "output_dim": 4,
+ "width": 64,
+ "train_samples": 320,
+ "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": 8,
+ "outdir": "outputs/early_directional_predictors_T50_width64_N320"
+ },
+ "rows": [
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100000,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.762800227302083,
+ "empirical_gap": 0.0918829421808689,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7672324570569193,
+ "fixed_gap": 0.11862014029306067,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.4888315423708263,
+ "directional_gap": -0.6358869427528115,
+ "kfa_fro_drift": 0.0070477600179573545,
+ "kbp_fro_drift": 0.0063338313367830345,
+ "fa_bp_overlap_0": 0.9803759079316849,
+ "fa_bp_overlap_s": 0.9805005067736091,
+ "fa_bp_overlap_slope": 0.0001245988419241728,
+ "fa_directional_gain_s": 2698.7606739884,
+ "bp_directional_gain_s": 3640.7194076963337,
+ "fa_directional_drift_s": -0.03298039935559706,
+ "bp_directional_drift_s": -0.050708046754856254
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100000,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.762800227302083,
+ "empirical_gap": 0.0918829421808689,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7672324570569193,
+ "fixed_gap": 0.11862014029306067,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.4635928773147695,
+ "directional_gap": -0.6611256078088683,
+ "kfa_fro_drift": 0.011156377386820949,
+ "kbp_fro_drift": 0.009817951016987502,
+ "fa_bp_overlap_0": 0.9803759079316849,
+ "fa_bp_overlap_s": 0.9806171041653345,
+ "fa_bp_overlap_slope": 0.00012059811682479937,
+ "fa_directional_gain_s": 2608.615495209713,
+ "bp_directional_gain_s": 3455.878509963683,
+ "fa_directional_drift_s": -0.06528120899121233,
+ "bp_directional_drift_s": -0.09890400947510371
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100000,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.762800227302083,
+ "empirical_gap": 0.0918829421808689,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7672324570569193,
+ "fixed_gap": 0.11862014029306067,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.383812969167915,
+ "directional_gap": -0.7409055159557227,
+ "kfa_fro_drift": 0.01926492270266989,
+ "kbp_fro_drift": 0.019985860901370174,
+ "fa_bp_overlap_0": 0.9803759079316849,
+ "fa_bp_overlap_s": 0.9808686937053153,
+ "fa_bp_overlap_slope": 9.855715472606441e-05,
+ "fa_directional_gain_s": 2350.55352847714,
+ "bp_directional_gain_s": 2952.0260304515027,
+ "fa_directional_drift_s": -0.15774994192351782,
+ "bp_directional_drift_s": -0.23027999615850836
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100001,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.7596263868934443,
+ "empirical_gap": 0.08870910177223035,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7706792694049116,
+ "fixed_gap": 0.12206695264105294,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.3597800732675207,
+ "directional_gap": -0.7649384118561171,
+ "kfa_fro_drift": 0.010129237424874291,
+ "kbp_fro_drift": 0.0063338313367830345,
+ "fa_bp_overlap_0": 0.9787246660958123,
+ "fa_bp_overlap_s": 0.9789481679167724,
+ "fa_bp_overlap_slope": 0.00022350182096009252,
+ "fa_directional_gain_s": 2767.126661948838,
+ "bp_directional_gain_s": 3640.7194076963337,
+ "fa_directional_drift_s": -0.03143866043168724,
+ "bp_directional_drift_s": -0.050708046754856254
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100001,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.7596263868934443,
+ "empirical_gap": 0.08870910177223035,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7706792694049116,
+ "fixed_gap": 0.12206695264105294,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.3570158286723375,
+ "directional_gap": -0.7677026564513003,
+ "kfa_fro_drift": 0.012897058680801224,
+ "kbp_fro_drift": 0.009817951016987502,
+ "fa_bp_overlap_0": 0.9787246660958123,
+ "fa_bp_overlap_s": 0.979103056272034,
+ "fa_bp_overlap_slope": 0.0001891950881108273,
+ "fa_directional_gain_s": 2677.523141980976,
+ "bp_directional_gain_s": 3455.878509963683,
+ "fa_directional_drift_s": -0.06280206223165619,
+ "bp_directional_drift_s": -0.09890400947510371
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100001,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.7596263868934443,
+ "empirical_gap": 0.08870910177223035,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7706792694049116,
+ "fixed_gap": 0.12206695264105294,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.3345118792491455,
+ "directional_gap": -0.7902066058744923,
+ "kfa_fro_drift": 0.02237078543101809,
+ "kbp_fro_drift": 0.019985860901370174,
+ "fa_bp_overlap_0": 0.9787246660958123,
+ "fa_bp_overlap_s": 0.979579893921784,
+ "fa_bp_overlap_slope": 0.00017104556519433877,
+ "fa_directional_gain_s": 2412.782640459167,
+ "bp_directional_gain_s": 2952.0260304515027,
+ "fa_directional_drift_s": -0.1554676486386623,
+ "bp_directional_drift_s": -0.23027999615850836
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100002,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.756198567907496,
+ "empirical_gap": 0.08528128278628211,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.746673853996284,
+ "fixed_gap": 0.09806153723242517,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 4.05954486183769,
+ "directional_gap": -0.06517362328594789,
+ "kfa_fro_drift": 0.0060073001551494585,
+ "kbp_fro_drift": 0.0063338313367830345,
+ "fa_bp_overlap_0": 0.9793133595944292,
+ "fa_bp_overlap_s": 0.9793344819904714,
+ "fa_bp_overlap_slope": 2.1122396042128067e-05,
+ "fa_directional_gain_s": 2963.2327734535643,
+ "bp_directional_gain_s": 3640.7194076963337,
+ "fa_directional_drift_s": -0.04014248722406179,
+ "bp_directional_drift_s": -0.050708046754856254
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100002,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.756198567907496,
+ "empirical_gap": 0.08528128278628211,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.746673853996284,
+ "fixed_gap": 0.09806153723242517,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.985630463151399,
+ "directional_gap": -0.1390880219722388,
+ "kfa_fro_drift": 0.01053010902256201,
+ "kbp_fro_drift": 0.009817951016987502,
+ "fa_bp_overlap_0": 0.9793133595944292,
+ "fa_bp_overlap_s": 0.9793655424467264,
+ "fa_bp_overlap_slope": 2.6091426148566743e-05,
+ "fa_directional_gain_s": 2844.106625018924,
+ "bp_directional_gain_s": 3455.878509963683,
+ "fa_directional_drift_s": -0.07873011677764086,
+ "bp_directional_drift_s": -0.09890400947510371
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100002,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.756198567907496,
+ "empirical_gap": 0.08528128278628211,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.746673853996284,
+ "fixed_gap": 0.09806153723242517,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.826629454768747,
+ "directional_gap": -0.29808903035489065,
+ "kfa_fro_drift": 0.020582587861539183,
+ "kbp_fro_drift": 0.019985860901370174,
+ "fa_bp_overlap_0": 0.9793133595944292,
+ "fa_bp_overlap_s": 0.9793587894404889,
+ "fa_bp_overlap_slope": 9.085969211941602e-06,
+ "fa_directional_gain_s": 2506.11490145714,
+ "bp_directional_gain_s": 2952.0260304515027,
+ "fa_directional_drift_s": -0.1882132117350308,
+ "bp_directional_drift_s": -0.23027999615850836
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100003,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.7524308848108787,
+ "empirical_gap": 0.08151359968966476,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7556072488562213,
+ "fixed_gap": 0.10699493209236266,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 4.008904391069655,
+ "directional_gap": -0.11581409405398269,
+ "kfa_fro_drift": 0.009181832786482585,
+ "kbp_fro_drift": 0.0063338313367830345,
+ "fa_bp_overlap_0": 0.9760498795332907,
+ "fa_bp_overlap_s": 0.9760814480854291,
+ "fa_bp_overlap_slope": 3.1568552138372397e-05,
+ "fa_directional_gain_s": 3064.779824438027,
+ "bp_directional_gain_s": 3640.7194076963337,
+ "fa_directional_drift_s": -0.03965072379371454,
+ "bp_directional_drift_s": -0.050708046754856254
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100003,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.7524308848108787,
+ "empirical_gap": 0.08151359968966476,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7556072488562213,
+ "fixed_gap": 0.10699493209236266,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.9570105886420084,
+ "directional_gap": -0.16770789648162943,
+ "kfa_fro_drift": 0.012318228615703846,
+ "kbp_fro_drift": 0.009817951016987502,
+ "fa_bp_overlap_0": 0.9760498795332907,
+ "fa_bp_overlap_s": 0.9761138056412372,
+ "fa_bp_overlap_slope": 3.196305397323851e-05,
+ "fa_directional_gain_s": 2941.645292440904,
+ "bp_directional_gain_s": 3455.878509963683,
+ "fa_directional_drift_s": -0.07823495021563048,
+ "bp_directional_drift_s": -0.09890400947510371
+ },
+ {
+ "init_seed": 10000,
+ "feedback_seed": 100003,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.670917285121214,
+ "empirical_fa_loss": 2.7524308848108787,
+ "empirical_gap": 0.08151359968966476,
+ "fixed_bp_loss": 2.6486123167638587,
+ "fixed_fa_loss": 2.7556072488562213,
+ "fixed_gap": 0.10699493209236266,
+ "directional_bp_loss": 4.124718485123638,
+ "directional_fa_loss": 3.819357232063497,
+ "directional_gap": -0.30536125306014084,
+ "kfa_fro_drift": 0.01966050751404654,
+ "kbp_fro_drift": 0.019985860901370174,
+ "fa_bp_overlap_0": 0.9760498795332907,
+ "fa_bp_overlap_s": 0.9760774585646577,
+ "fa_bp_overlap_slope": 5.515806273392876e-06,
+ "fa_directional_gain_s": 2590.2591369967026,
+ "bp_directional_gain_s": 2952.0260304515027,
+ "fa_directional_drift_s": -0.18834186143938383,
+ "bp_directional_drift_s": -0.23027999615850836
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101000,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.8182185665709167,
+ "empirical_gap": 0.108564357853151,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.819207084495992,
+ "fixed_gap": 0.12463606601045818,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.007108457981677802,
+ "kbp_fro_drift": 0.005377801199766107,
+ "fa_bp_overlap_0": 0.9771659928508842,
+ "fa_bp_overlap_s": 0.9772483990817207,
+ "fa_bp_overlap_slope": 8.240623083644039e-05,
+ "fa_directional_gain_s": 2780.137635033241,
+ "bp_directional_gain_s": 3973.5594865419134,
+ "fa_directional_drift_s": -0.044094969128099924,
+ "bp_directional_drift_s": -0.06585619668476617
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101000,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.8182185665709167,
+ "empirical_gap": 0.108564357853151,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.819207084495992,
+ "fixed_gap": 0.12463606601045818,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.011064501468474344,
+ "kbp_fro_drift": 0.009221903447038562,
+ "fa_bp_overlap_0": 0.9771659928508842,
+ "fa_bp_overlap_s": 0.9772837184324351,
+ "fa_bp_overlap_slope": 5.886279077543799e-05,
+ "fa_directional_gain_s": 2654.892179729693,
+ "bp_directional_gain_s": 3708.800456836408,
+ "fa_directional_drift_s": -0.08715857839328363,
+ "bp_directional_drift_s": -0.12809837723065012
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101000,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.8182185665709167,
+ "empirical_gap": 0.108564357853151,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.819207084495992,
+ "fixed_gap": 0.12463606601045818,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.016678219285730926,
+ "kbp_fro_drift": 0.016314579310968316,
+ "fa_bp_overlap_0": 0.9771659928508842,
+ "fa_bp_overlap_s": 0.9773335711409086,
+ "fa_bp_overlap_slope": 3.3515658004867885e-05,
+ "fa_directional_gain_s": 2307.782903153964,
+ "bp_directional_gain_s": 3002.887412492918,
+ "fa_directional_drift_s": -0.20650644792315956,
+ "bp_directional_drift_s": -0.29405142217342084
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101001,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.801151577045706,
+ "empirical_gap": 0.09149736832794009,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.8055325377656137,
+ "fixed_gap": 0.11096151928007991,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.007060207205989724,
+ "kbp_fro_drift": 0.005377801199766107,
+ "fa_bp_overlap_0": 0.9828902871803044,
+ "fa_bp_overlap_s": 0.9829804000433862,
+ "fa_bp_overlap_slope": 9.011286308180377e-05,
+ "fa_directional_gain_s": 3046.796755176072,
+ "bp_directional_gain_s": 3973.5594865419134,
+ "fa_directional_drift_s": -0.04607997717572571,
+ "bp_directional_drift_s": -0.06585619668476617
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101001,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.801151577045706,
+ "empirical_gap": 0.09149736832794009,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.8055325377656137,
+ "fixed_gap": 0.11096151928007991,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.0099548222948263,
+ "kbp_fro_drift": 0.009221903447038562,
+ "fa_bp_overlap_0": 0.9828902871803044,
+ "fa_bp_overlap_s": 0.9830678649891046,
+ "fa_bp_overlap_slope": 8.878890440011666e-05,
+ "fa_directional_gain_s": 2904.401621976034,
+ "bp_directional_gain_s": 3708.800456836408,
+ "fa_directional_drift_s": -0.0906623959017152,
+ "bp_directional_drift_s": -0.12809837723065012
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101001,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.801151577045706,
+ "empirical_gap": 0.09149736832794009,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.8055325377656137,
+ "fixed_gap": 0.11096151928007991,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.015683542974219578,
+ "kbp_fro_drift": 0.016314579310968316,
+ "fa_bp_overlap_0": 0.9828902871803044,
+ "fa_bp_overlap_s": 0.9832499078195728,
+ "fa_bp_overlap_slope": 7.192412785368418e-05,
+ "fa_directional_gain_s": 2501.2790507133955,
+ "bp_directional_gain_s": 3002.887412492918,
+ "fa_directional_drift_s": -0.2168758335806633,
+ "bp_directional_drift_s": -0.29405142217342084
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101002,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.8190038307358543,
+ "empirical_gap": 0.10934962201808851,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.823443689058356,
+ "fixed_gap": 0.12887267057282203,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.0070216820073021125,
+ "kbp_fro_drift": 0.005377801199766107,
+ "fa_bp_overlap_0": 0.982890185893586,
+ "fa_bp_overlap_s": 0.9829318779402552,
+ "fa_bp_overlap_slope": 4.1692046669150606e-05,
+ "fa_directional_gain_s": 3103.246877390732,
+ "bp_directional_gain_s": 3973.5594865419134,
+ "fa_directional_drift_s": -0.05108479440205379,
+ "bp_directional_drift_s": -0.06585619668476617
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101002,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.8190038307358543,
+ "empirical_gap": 0.10934962201808851,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.823443689058356,
+ "fixed_gap": 0.12887267057282203,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.012024200174927986,
+ "kbp_fro_drift": 0.009221903447038562,
+ "fa_bp_overlap_0": 0.982890185893586,
+ "fa_bp_overlap_s": 0.9828964003267805,
+ "fa_bp_overlap_slope": 3.107216597242335e-06,
+ "fa_directional_gain_s": 2943.3337006640268,
+ "bp_directional_gain_s": 3708.800456836408,
+ "fa_directional_drift_s": -0.09998327105146286,
+ "bp_directional_drift_s": -0.12809837723065012
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101002,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.8190038307358543,
+ "empirical_gap": 0.10934962201808851,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.823443689058356,
+ "fixed_gap": 0.12887267057282203,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.016846021709950275,
+ "kbp_fro_drift": 0.016314579310968316,
+ "fa_bp_overlap_0": 0.982890185893586,
+ "fa_bp_overlap_s": 0.9829213494314771,
+ "fa_bp_overlap_slope": 6.23270757822425e-06,
+ "fa_directional_gain_s": 2503.378822064672,
+ "bp_directional_gain_s": 3002.887412492918,
+ "fa_directional_drift_s": -0.23451329414487238,
+ "bp_directional_drift_s": -0.29405142217342084
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101003,
+ "target_steps": 50,
+ "early_steps": 1,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.80291378889667,
+ "empirical_gap": 0.09325958017890423,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.802171615415684,
+ "fixed_gap": 0.10760059693015034,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.005328484611022812,
+ "kbp_fro_drift": 0.005377801199766107,
+ "fa_bp_overlap_0": 0.9794617807355619,
+ "fa_bp_overlap_s": 0.9795730139758475,
+ "fa_bp_overlap_slope": 0.0001112332402856131,
+ "fa_directional_gain_s": 2924.3452990044893,
+ "bp_directional_gain_s": 3973.5594865419134,
+ "fa_directional_drift_s": -0.04557259476639439,
+ "bp_directional_drift_s": -0.06585619668476617
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101003,
+ "target_steps": 50,
+ "early_steps": 2,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.80291378889667,
+ "empirical_gap": 0.09325958017890423,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.802171615415684,
+ "fixed_gap": 0.10760059693015034,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.009699565923842307,
+ "kbp_fro_drift": 0.009221903447038562,
+ "fa_bp_overlap_0": 0.9794617807355619,
+ "fa_bp_overlap_s": 0.9796607695208513,
+ "fa_bp_overlap_slope": 9.949439264472781e-05,
+ "fa_directional_gain_s": 2789.4116312291,
+ "bp_directional_gain_s": 3708.800456836408,
+ "fa_directional_drift_s": -0.08961130334754566,
+ "bp_directional_drift_s": -0.12809837723065012
+ },
+ {
+ "init_seed": 10001,
+ "feedback_seed": 101003,
+ "target_steps": 50,
+ "early_steps": 5,
+ "empirical_bp_loss": 2.7096542087177657,
+ "empirical_fa_loss": 2.80291378889667,
+ "empirical_gap": 0.09325958017890423,
+ "fixed_bp_loss": 2.694571018485534,
+ "fixed_fa_loss": 2.802171615415684,
+ "fixed_gap": 0.10760059693015034,
+ "directional_bp_loss": 4.022017075888115,
+ "directional_fa_loss": 4.022017075888115,
+ "directional_gap": 0.0,
+ "kfa_fro_drift": 0.01625664030619793,
+ "kbp_fro_drift": 0.016314579310968316,
+ "fa_bp_overlap_0": 0.9794617807355619,
+ "fa_bp_overlap_s": 0.9798341700497195,
+ "fa_bp_overlap_slope": 7.447786283152347e-05,
+ "fa_directional_gain_s": 2413.156142063626,
+ "bp_directional_gain_s": 3002.887412492918,
+ "fa_directional_drift_s": -0.21241094344180975,
+ "bp_directional_drift_s": -0.29405142217342084
+ }
+ ]
+}