summaryrefslogtreecommitdiff
path: root/results/oral_a_dynamic_scaling_v2/dynamic_d32_s13.json
diff options
context:
space:
mode:
Diffstat (limited to 'results/oral_a_dynamic_scaling_v2/dynamic_d32_s13.json')
-rw-r--r--results/oral_a_dynamic_scaling_v2/dynamic_d32_s13.json6861
1 files changed, 6861 insertions, 0 deletions
diff --git a/results/oral_a_dynamic_scaling_v2/dynamic_d32_s13.json b/results/oral_a_dynamic_scaling_v2/dynamic_d32_s13.json
new file mode 100644
index 0000000..a3687e2
--- /dev/null
+++ b/results/oral_a_dynamic_scaling_v2/dynamic_d32_s13.json
@@ -0,0 +1,6861 @@
+{
+ "architecture": {
+ "adaptive_apical_parameters": 606208,
+ "adaptive_feedback_parameters": 461440,
+ "base_width": 16,
+ "blocks_per_stage": 5,
+ "bn_eps": 1e-05,
+ "bn_momentum": 0.1,
+ "depth": 32,
+ "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+ "fixed_feedback_parameters": 0,
+ "fixed_traffic_coefficients": 303104,
+ "forward_parameters": 464154,
+ "hidden_shapes": [
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ]
+ ],
+ "normalization": "batchnorm",
+ "predictor_parameters": 606208,
+ "residual_scale": 1.0,
+ "vectorizer_mode": null,
+ "vectorizer_parameters": 0
+ },
+ "args": {
+ "a_scale": 1.0,
+ "a_warmup_steps": 0,
+ "alignment_probe": 32,
+ "apical_calibration_mode": "unit_targets",
+ "apical_seed": null,
+ "augment_train": 1,
+ "batch_size": 128,
+ "bn_eps": 1e-05,
+ "bn_momentum": 0.1,
+ "data_dir": "/home/yurenh2/sdrn/data",
+ "depth": 32,
+ "device": "cuda",
+ "epochs": 200,
+ "eta_A": 0.01,
+ "eta_P": 0.1,
+ "eval_every": 0,
+ "eval_split": "test",
+ "learn_P": 1,
+ "loader_seed": 13,
+ "lr": 0.1,
+ "lr_gamma": 0.1,
+ "lr_milestones": "100,150",
+ "lr_schedule": "step",
+ "max_steps": 0,
+ "mirror_batch_size": 1,
+ "mirror_eta": 0.1,
+ "mirror_every": 16,
+ "mirror_noise_std": 1.0,
+ "mirror_seed": 3000,
+ "mirror_warmup_steps": 0,
+ "mode": "kp_traffic",
+ "momentum": 0.9,
+ "neutral_projection": 1,
+ "normalization": "batchnorm",
+ "nuisance_scale": 0.0,
+ "out": "results/oral_a_dynamic_scaling_v2/dynamic_d32_s13.json",
+ "output_lr": 0.1,
+ "pert_directions": 1,
+ "pert_every": 4,
+ "pert_sigma": 0.01,
+ "perturb_seed": 1000,
+ "predictor_every": 0,
+ "predictor_mode": "closed_form",
+ "predictor_warmup_steps": 1,
+ "residual_scale": null,
+ "seed": 13,
+ "split_seed": 2027,
+ "traffic_calibration_examples": 64,
+ "traffic_ratio": 4.0,
+ "traffic_rule": "innovation",
+ "traffic_seed": 5013,
+ "train_limit": 0,
+ "use_residual": 1,
+ "val_examples": 0,
+ "vectorizer_mode": "spatial_template",
+ "warmup_epochs": 0,
+ "weight_decay": 0.0001,
+ "weight_scale": 1.0,
+ "width": 16
+ },
+ "calibration_metric_space": "reciprocal_local_activity_products_with_mixed_apical_traffic",
+ "counters": {
+ "apical_warmup_examples": 0,
+ "calibration_event_examples": 0,
+ "causal_scalar_observations": 0,
+ "logical_batch_loss_queries": 0,
+ "mirror_conv_examples": 0,
+ "mirror_events": 0,
+ "mirror_readout_examples": 0,
+ "neutral_projection_examples": 10000000,
+ "ordinary_examples": 10000000,
+ "per_example_loss_terms": 0,
+ "perturbation_events": 0,
+ "perturbation_forward_examples": 0,
+ "predictor_update_examples": 64,
+ "predictor_warmup_examples": 0,
+ "traffic_audit_examples": 0,
+ "traffic_calibration_examples": 64
+ },
+ "diagnostics": {
+ "early_third_mean": 0.9996227920055389,
+ "feedback_forward_cosine": [
+ 0.9998266696929932,
+ 0.9998146295547485,
+ 0.9997915029525757,
+ 0.9997797012329102,
+ 0.9997129440307617,
+ 0.9996341466903687,
+ 0.9997661709785461,
+ 0.9996988773345947,
+ 0.9997620582580566,
+ 0.9996570944786072,
+ 0.9997298717498779,
+ 0.9998093247413635,
+ 0.9997180104255676,
+ 0.9996817708015442,
+ 0.9997682571411133,
+ 0.9997138977050781,
+ 0.9997902512550354,
+ 0.9997091293334961,
+ 0.9997783899307251,
+ 0.9996909499168396,
+ 0.9997871518135071,
+ 0.9998667240142822,
+ 0.9998387098312378,
+ 0.9998230934143066,
+ 0.9998358488082886,
+ 0.9997856616973877,
+ 0.9998124837875366,
+ 0.9997082948684692,
+ 0.9997628927230835,
+ 0.9995109438896179,
+ 0.999983549118042
+ ],
+ "feedback_forward_norm_ratio": [
+ 1.0003786087036133,
+ 0.9999864101409912,
+ 0.9992262125015259,
+ 1.00118088722229,
+ 0.998736560344696,
+ 1.002174735069275,
+ 0.9988030791282654,
+ 1.0015902519226074,
+ 0.9985690116882324,
+ 1.0013126134872437,
+ 0.9991462230682373,
+ 1.0006859302520752,
+ 0.9994093775749207,
+ 1.0011804103851318,
+ 0.9994674324989319,
+ 1.0011271238327026,
+ 0.9996803998947144,
+ 1.001161813735962,
+ 0.9996950626373291,
+ 1.001160740852356,
+ 0.9995452761650085,
+ 1.000220775604248,
+ 0.9999011158943176,
+ 1.0008418560028076,
+ 0.9997518062591553,
+ 1.0011337995529175,
+ 0.9997069835662842,
+ 1.0013108253479004,
+ 0.9997100234031677,
+ 1.0013885498046875,
+ 1.0022026300430298
+ ],
+ "feedback_forward_relative_error": [
+ 0.018618928268551826,
+ 0.019253486767411232,
+ 0.020427050068974495,
+ 0.021034903824329376,
+ 0.023977361619472504,
+ 0.027164874598383904,
+ 0.021647583693265915,
+ 0.024609200656414032,
+ 0.02184344455599785,
+ 0.02623707242310047,
+ 0.02325104922056198,
+ 0.019542844966053963,
+ 0.023751458153128624,
+ 0.02527329884469509,
+ 0.02152971178293228,
+ 0.023958662524819374,
+ 0.020484240725636482,
+ 0.02416081354022026,
+ 0.02105093002319336,
+ 0.024906929582357407,
+ 0.020637262612581253,
+ 0.016326529905200005,
+ 0.017961647361516953,
+ 0.018835319206118584,
+ 0.0181178729981184,
+ 0.02074573002755642,
+ 0.019360698759555817,
+ 0.02420783042907715,
+ 0.021775471046566963,
+ 0.03132582828402519,
+ 0.006159801501780748
+ ],
+ "innovation_negative_gradient_cosine": [
+ 0.9996398091316223,
+ 0.9996058940887451,
+ 0.99964439868927,
+ 0.999598503112793,
+ 0.9996539354324341,
+ 0.9995397925376892,
+ 0.9996646046638489,
+ 0.9996017217636108,
+ 0.9996776580810547,
+ 0.9996016025543213,
+ 0.999685525894165,
+ 0.9996574521064758,
+ 0.999701738357544,
+ 0.9995663166046143,
+ 0.9997093677520752,
+ 0.9996194839477539,
+ 0.9997212886810303,
+ 0.9996551871299744,
+ 0.9997247457504272,
+ 0.9996870756149292,
+ 0.9997378587722778,
+ 0.9997754693031311,
+ 0.9997869729995728,
+ 0.9997658133506775,
+ 0.9998039603233337,
+ 0.999817967414856,
+ 0.9998483657836914,
+ 0.9998794794082642,
+ 0.9998995065689087,
+ 0.999940037727356,
+ 0.7504194974899292
+ ],
+ "instruction_negative_gradient_cosine": [
+ 0.9996398091316223,
+ 0.9996058940887451,
+ 0.99964439868927,
+ 0.999598503112793,
+ 0.9996539354324341,
+ 0.9995397925376892,
+ 0.9996645450592041,
+ 0.9996017217636108,
+ 0.9996776580810547,
+ 0.9996016025543213,
+ 0.999685525894165,
+ 0.999657392501831,
+ 0.9997017979621887,
+ 0.9995663166046143,
+ 0.9997093677520752,
+ 0.9996194243431091,
+ 0.9997212886810303,
+ 0.9996551871299744,
+ 0.9997246861457825,
+ 0.999687135219574,
+ 0.9997378587722778,
+ 0.9997754693031311,
+ 0.9997869729995728,
+ 0.9997657537460327,
+ 0.9998039603233337,
+ 0.9998179078102112,
+ 0.9998483657836914,
+ 0.9998794794082642,
+ 0.9998995065689087,
+ 0.999940037727356,
+ 0.7685295343399048
+ ],
+ "matched_negative_gradient_cosine": [
+ 0.018930844962596893,
+ 0.02241251990199089,
+ 0.011943921446800232,
+ 0.03673360496759415,
+ 0.006199301220476627,
+ -0.02070508897304535,
+ 0.004725276492536068,
+ -0.041707202792167664,
+ 0.03994016349315643,
+ 0.03537318855524063,
+ 0.048001304268836975,
+ 0.06243788078427315,
+ 0.03955027833580971,
+ 0.06811034679412842,
+ 0.03466589003801346,
+ 0.06164909526705742,
+ 0.046681422740221024,
+ 0.12694469094276428,
+ 0.02356584370136261,
+ 0.10797655582427979,
+ 0.01714702695608139,
+ 0.03305324539542198,
+ -0.052473850548267365,
+ 0.10837972164154053,
+ 0.005332642700523138,
+ 0.16741801798343658,
+ 0.017147552222013474,
+ 0.16580763459205627,
+ 0.036554574966430664,
+ 0.04411827772855759,
+ 0.09979928284883499
+ ],
+ "max_norm_match_direction_error": 0.002277970314025879,
+ "max_norm_match_relative_error": 1.498547561595842e-07,
+ "mean_feedback_forward_cosine": 0.9997596452313084,
+ "mean_feedback_forward_relative_error": 0.021554123805535418,
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "max_absolute_correction_slope": 0.07146559655666351,
+ "max_absolute_post_projection_soma_slope": 1.0606905576082681e-08,
+ "max_absolute_pre_projection_soma_slope": 0.07146559655666351,
+ "max_positive_post_projection_soma_slope": 1.0606905576082681e-08,
+ "min_post_projection_soma_slope": -8.543406870842318e-09,
+ "observations": 32,
+ "post_projection_traffic_rms_ratio": 2.467356403610835e-08,
+ "pre_projection_traffic_rms_ratio": 0.017169242892281625
+ },
+ "normalization_state": "training_batch_stats_without_running_update",
+ "predictor_traffic_residual_rms_ratio": 0.01716924289226287,
+ "raw_negative_gradient_cosine": [
+ 0.018930844962596893,
+ 0.02241251990199089,
+ 0.011943922378122807,
+ 0.03673360496759415,
+ 0.006199301220476627,
+ -0.0207050908356905,
+ 0.004725276958197355,
+ -0.04170720651745796,
+ 0.03994016349315643,
+ 0.03537318855524063,
+ 0.04800130054354668,
+ 0.06243788078427315,
+ 0.03955027833580971,
+ 0.06811034679412842,
+ 0.03466589003801346,
+ 0.06164909526705742,
+ 0.046681422740221024,
+ 0.12694469094276428,
+ 0.02356584556400776,
+ 0.10797655582427979,
+ 0.01714702881872654,
+ 0.03305324539542198,
+ -0.05247385799884796,
+ 0.10837972164154053,
+ 0.005332643631845713,
+ 0.16741801798343658,
+ 0.017147554084658623,
+ 0.16580763459205627,
+ 0.036554574966430664,
+ 0.044118281453847885,
+ 0.09979875385761261
+ ],
+ "teaching_negative_gradient_cosine": [
+ 0.9996398091316223,
+ 0.9996058940887451,
+ 0.99964439868927,
+ 0.999598503112793,
+ 0.9996539354324341,
+ 0.9995397925376892,
+ 0.9996646046638489,
+ 0.9996017217636108,
+ 0.9996776580810547,
+ 0.9996016025543213,
+ 0.999685525894165,
+ 0.9996574521064758,
+ 0.999701738357544,
+ 0.9995663166046143,
+ 0.9997093677520752,
+ 0.9996194839477539,
+ 0.9997212886810303,
+ 0.9996551871299744,
+ 0.9997247457504272,
+ 0.9996870756149292,
+ 0.9997378587722778,
+ 0.9997754693031311,
+ 0.9997869729995728,
+ 0.9997658133506775,
+ 0.9998039603233337,
+ 0.999817967414856,
+ 0.9998483657836914,
+ 0.9998794794082642,
+ 0.9998995065689087,
+ 0.999940037727356,
+ 0.7504194974899292
+ ],
+ "traffic_instruction_rms_ratio": 44.26736325044913,
+ "used_negative_gradient_cosine": [
+ 0.9996398091316223,
+ 0.9996058940887451,
+ 0.99964439868927,
+ 0.999598503112793,
+ 0.9996539354324341,
+ 0.9995397925376892,
+ 0.9996646046638489,
+ 0.9996017217636108,
+ 0.9996776580810547,
+ 0.9996016025543213,
+ 0.999685525894165,
+ 0.9996574521064758,
+ 0.999701738357544,
+ 0.9995663166046143,
+ 0.9997093677520752,
+ 0.9996194839477539,
+ 0.9997212886810303,
+ 0.9996551871299744,
+ 0.9997247457504272,
+ 0.9996870756149292,
+ 0.9997378587722778,
+ 0.9997754693031311,
+ 0.9997869729995728,
+ 0.9997658133506775,
+ 0.9998039603233337,
+ 0.999817967414856,
+ 0.9998483657836914,
+ 0.9998794794082642,
+ 0.9998995065689087,
+ 0.999940037727356,
+ 0.7504194974899292
+ ],
+ "wall_s": 0.23176050186157227
+ },
+ "epochs": [
+ {
+ "epoch": 1,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.359028935432434,
+ "mean_feedback_forward_cosine": 0.21638116048228356,
+ "mean_feedback_forward_relative_error": 1.2513171953539695,
+ "min_feedback_forward_cosine": 0.08171359449625015
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0015689440774127226,
+ "instruction_rms": 0.001568944077005395,
+ "raw_apical_rms": 0.027384441832174197,
+ "teaching_rms": 0.0015689440774127226,
+ "traffic_rms": 0.027309113920130117
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.166573930319828e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 3.023138328154589e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.013457047512726689,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 391,
+ "train_examples": 50000,
+ "train_loss": 2.0188516019058227
+ },
+ {
+ "epoch": 2,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.327566146850586,
+ "mean_feedback_forward_cosine": 0.31701424237220516,
+ "mean_feedback_forward_relative_error": 1.1690104257675908,
+ "min_feedback_forward_cosine": 0.12498265504837036
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0023151978247357317,
+ "instruction_rms": 0.0023151978249872354,
+ "raw_apical_rms": 0.03159317279282856,
+ "teaching_rms": 0.0023151978247357317,
+ "traffic_rms": 0.03150716712562438
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.0714656189084053,
+ "maximum_absolute_post_projection_soma_slope": 3.529411785052616e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.836178078147449e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.013728502577306671,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 782,
+ "train_examples": 50000,
+ "train_loss": 1.4014113458633424
+ },
+ {
+ "epoch": 3,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.2820147275924683,
+ "mean_feedback_forward_cosine": 0.4102951413200748,
+ "mean_feedback_forward_relative_error": 1.087201907750099,
+ "min_feedback_forward_cosine": 0.1869596391916275
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0031249409712210702,
+ "instruction_rms": 0.003124940971169802,
+ "raw_apical_rms": 0.037262446519259876,
+ "teaching_rms": 0.0031249409712210702,
+ "traffic_rms": 0.037130303814453064
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.5341944482070176e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.752664916148555e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.015238662020276414,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 1173,
+ "train_examples": 50000,
+ "train_loss": 1.0887655848884583
+ },
+ {
+ "epoch": 4,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.236717700958252,
+ "mean_feedback_forward_cosine": 0.4784102209152714,
+ "mean_feedback_forward_relative_error": 1.0225722559036747,
+ "min_feedback_forward_cosine": 0.2463923990726471
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003368224748347706,
+ "instruction_rms": 0.0033682247480265395,
+ "raw_apical_rms": 0.04022405698360309,
+ "teaching_rms": 0.003368224748347706,
+ "traffic_rms": 0.04008171859118678
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.797032732677508e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.7262246808453166e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01405065507174546,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 1564,
+ "train_examples": 50000,
+ "train_loss": 0.8817265232276916
+ },
+ {
+ "epoch": 5,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.1967111825942993,
+ "mean_feedback_forward_cosine": 0.5311479856891017,
+ "mean_feedback_forward_relative_error": 0.9698550451186395,
+ "min_feedback_forward_cosine": 0.30145370960235596
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033948441496080973,
+ "instruction_rms": 0.0033948441491979033,
+ "raw_apical_rms": 0.0418392732684939,
+ "teaching_rms": 0.0033948441496080973,
+ "traffic_rms": 0.041700224559935176
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.26482663126626e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.7032469829814485e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.015228620355479124,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 1955,
+ "train_examples": 50000,
+ "train_loss": 0.7550507375526428
+ },
+ {
+ "epoch": 6,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.1632848978042603,
+ "mean_feedback_forward_cosine": 0.5752259637078931,
+ "mean_feedback_forward_relative_error": 0.9231321782835068,
+ "min_feedback_forward_cosine": 0.34760457277297974
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003479446511401995,
+ "instruction_rms": 0.003479446513266296,
+ "raw_apical_rms": 0.04310546706742094,
+ "teaching_rms": 0.003479446511401995,
+ "traffic_rms": 0.04296349270536215
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.992172009110618e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6970980854575346e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01552344969720946,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 2346,
+ "train_examples": 50000,
+ "train_loss": 0.6805254464530944
+ },
+ {
+ "epoch": 7,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.1323214769363403,
+ "mean_feedback_forward_cosine": 0.6145065042280382,
+ "mean_feedback_forward_relative_error": 0.8791621029376984,
+ "min_feedback_forward_cosine": 0.3874923586845398
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035217726659655317,
+ "instruction_rms": 0.0035217726660450766,
+ "raw_apical_rms": 0.04403249099993706,
+ "teaching_rms": 0.0035217726659655317,
+ "traffic_rms": 0.04389020462136081
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.99808044448946e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.686406539880861e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.017570972230950884,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 2737,
+ "train_examples": 50000,
+ "train_loss": 0.6278603303432465
+ },
+ {
+ "epoch": 8,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.103968620300293,
+ "mean_feedback_forward_cosine": 0.648109265873509,
+ "mean_feedback_forward_relative_error": 0.839671830977163,
+ "min_feedback_forward_cosine": 0.4198325276374817
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035703464131065328,
+ "instruction_rms": 0.00357034641325869,
+ "raw_apical_rms": 0.04510810332447291,
+ "teaching_rms": 0.0035703464131065328,
+ "traffic_rms": 0.044965083341892545
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.006622589258768e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6675527453982265e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01608658976536159,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 3128,
+ "train_examples": 50000,
+ "train_loss": 0.5761027395820618
+ },
+ {
+ "epoch": 9,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.074819564819336,
+ "mean_feedback_forward_cosine": 0.6776645520041066,
+ "mean_feedback_forward_relative_error": 0.803543588807506,
+ "min_feedback_forward_cosine": 0.45070701837539673
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003525060820714708,
+ "instruction_rms": 0.003525060821088069,
+ "raw_apical_rms": 0.045850809822561636,
+ "teaching_rms": 0.003525060820714708,
+ "traffic_rms": 0.04571381135685931
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 4.192946079228932e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.654928768429143e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.017757043925315817,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 3519,
+ "train_examples": 50000,
+ "train_loss": 0.5437979357337952
+ },
+ {
+ "epoch": 10,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.0463757514953613,
+ "mean_feedback_forward_cosine": 0.7039340215344583,
+ "mean_feedback_forward_relative_error": 0.7700270058647278,
+ "min_feedback_forward_cosine": 0.48043709993362427
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003468220437532979,
+ "instruction_rms": 0.00346822043729152,
+ "raw_apical_rms": 0.04646558855553005,
+ "teaching_rms": 0.003468220437532979,
+ "traffic_rms": 0.04633434519209877
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.013248672800728e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.661593374398277e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.018891471597838407,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 3910,
+ "train_examples": 50000,
+ "train_loss": 0.5084304156112671
+ },
+ {
+ "epoch": 11,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 1.0177077054977417,
+ "mean_feedback_forward_cosine": 0.7282911250668187,
+ "mean_feedback_forward_relative_error": 0.737410927972486,
+ "min_feedback_forward_cosine": 0.5099976062774658
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003481418197683415,
+ "instruction_rms": 0.003481418197371488,
+ "raw_apical_rms": 0.04694401919291556,
+ "teaching_rms": 0.003481418197683415,
+ "traffic_rms": 0.046813320010665474
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.4188545328106557e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6593052960661066e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020091266190934612,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 4301,
+ "train_examples": 50000,
+ "train_loss": 0.4850193161201477
+ },
+ {
+ "epoch": 12,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.9888617396354675,
+ "mean_feedback_forward_cosine": 0.7506973647302196,
+ "mean_feedback_forward_relative_error": 0.7061494290828705,
+ "min_feedback_forward_cosine": 0.5377273559570312
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0036126322643429826,
+ "instruction_rms": 0.0036126322642947594,
+ "raw_apical_rms": 0.0472092087437721,
+ "teaching_rms": 0.0036126322643429826,
+ "traffic_rms": 0.04706907247442703
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.2148527395747806e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6559376135540032e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02059401780472702,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 4692,
+ "train_examples": 50000,
+ "train_loss": 0.4700221423149109
+ },
+ {
+ "epoch": 13,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.9599944353103638,
+ "mean_feedback_forward_cosine": 0.7703979111486866,
+ "mean_feedback_forward_relative_error": 0.6774305085982045,
+ "min_feedback_forward_cosine": 0.564585268497467
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003528432517188769,
+ "instruction_rms": 0.00352843251735401,
+ "raw_apical_rms": 0.048000954012695385,
+ "teaching_rms": 0.003528432517188769,
+ "traffic_rms": 0.04786957593681927
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 3.298147888131098e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6489699692673787e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020034272408130764,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 5083,
+ "train_examples": 50000,
+ "train_loss": 0.44316998596191404
+ },
+ {
+ "epoch": 14,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.9321396946907043,
+ "mean_feedback_forward_cosine": 0.7884342593531455,
+ "mean_feedback_forward_relative_error": 0.6499206144963542,
+ "min_feedback_forward_cosine": 0.5900013446807861
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035830642252036495,
+ "instruction_rms": 0.0035830642265681782,
+ "raw_apical_rms": 0.048310959002821695,
+ "teaching_rms": 0.0035830642252036495,
+ "traffic_rms": 0.04817617398786338
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.238727768779427e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.661857639360773e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021262276743741006,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 5474,
+ "train_examples": 50000,
+ "train_loss": 0.42744599245071413
+ },
+ {
+ "epoch": 15,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.9045042991638184,
+ "mean_feedback_forward_cosine": 0.8049306677233788,
+ "mean_feedback_forward_relative_error": 0.6238999366760254,
+ "min_feedback_forward_cosine": 0.6142401099205017
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003556955471479921,
+ "instruction_rms": 0.003556955470923244,
+ "raw_apical_rms": 0.04871852154079069,
+ "teaching_rms": 0.003556955471479921,
+ "traffic_rms": 0.04858674191570059
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.5328916681010014e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6547784543395443e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020975813899543384,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 5865,
+ "train_examples": 50000,
+ "train_loss": 0.4125113959121704
+ },
+ {
+ "epoch": 16,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.8764141201972961,
+ "mean_feedback_forward_cosine": 0.8199109358172263,
+ "mean_feedback_forward_relative_error": 0.5991476283919427,
+ "min_feedback_forward_cosine": 0.6378459930419922
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003551704510117151,
+ "instruction_rms": 0.0035517045091667445,
+ "raw_apical_rms": 0.04893941869978095,
+ "teaching_rms": 0.003551704510117151,
+ "traffic_rms": 0.04880854297151682
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.0586108696061274e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6496897206309826e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02161130895052106,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 6256,
+ "train_examples": 50000,
+ "train_loss": 0.40041986715316774
+ },
+ {
+ "epoch": 17,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.8499462008476257,
+ "mean_feedback_forward_cosine": 0.8342026606682809,
+ "mean_feedback_forward_relative_error": 0.5745326886253972,
+ "min_feedback_forward_cosine": 0.659515380859375
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003617971944839745,
+ "instruction_rms": 0.003617971944487428,
+ "raw_apical_rms": 0.0493595282590454,
+ "teaching_rms": 0.003617971944839745,
+ "traffic_rms": 0.04922483868044985
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.155868810722495e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6415964649145383e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020677236035194786,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 6647,
+ "train_examples": 50000,
+ "train_loss": 0.384989180431366
+ },
+ {
+ "epoch": 18,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.8231675624847412,
+ "mean_feedback_forward_cosine": 0.8468809396989884,
+ "mean_feedback_forward_relative_error": 0.5519563930649911,
+ "min_feedback_forward_cosine": 0.6805944442749023
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003553208022122026,
+ "instruction_rms": 0.0035532080221910857,
+ "raw_apical_rms": 0.04972547518575145,
+ "teaching_rms": 0.003553208022122026,
+ "traffic_rms": 0.04959630263131576
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.8159112375192308e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.644184583823938e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021212845139219966,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 7038,
+ "train_examples": 50000,
+ "train_loss": 0.3696881667804718
+ },
+ {
+ "epoch": 19,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.7967016696929932,
+ "mean_feedback_forward_cosine": 0.8586022430850614,
+ "mean_feedback_forward_relative_error": 0.5301316515091927,
+ "min_feedback_forward_cosine": 0.7006962895393372
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003574316668101611,
+ "instruction_rms": 0.0035743166677613394,
+ "raw_apical_rms": 0.04971021291024696,
+ "teaching_rms": 0.003574316668101611,
+ "traffic_rms": 0.049579680769877336
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.699557365483997e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6434803741912808e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02145337360642842,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 7429,
+ "train_examples": 50000,
+ "train_loss": 0.36057512926101687
+ },
+ {
+ "epoch": 20,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.7712675929069519,
+ "mean_feedback_forward_cosine": 0.8694090151017712,
+ "mean_feedback_forward_relative_error": 0.5091335167807918,
+ "min_feedback_forward_cosine": 0.7194774746894836
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0036112910793361856,
+ "instruction_rms": 0.0036112910792821754,
+ "raw_apical_rms": 0.050105810211630956,
+ "teaching_rms": 0.0036112910793361856,
+ "traffic_rms": 0.04997340475186982
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.2544470229822764e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6464941007630675e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01958559857282328,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 7820,
+ "train_examples": 50000,
+ "train_loss": 0.3472319854450226
+ },
+ {
+ "epoch": 21,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.7452573180198669,
+ "mean_feedback_forward_cosine": 0.8794327993546763,
+ "mean_feedback_forward_relative_error": 0.48886588840715345,
+ "min_feedback_forward_cosine": 0.7375442981719971
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0036141921638518943,
+ "instruction_rms": 0.003614192164661703,
+ "raw_apical_rms": 0.05033756037191736,
+ "teaching_rms": 0.0036141921638518943,
+ "traffic_rms": 0.0502054539370443
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.255738789675888e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6466105393357188e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02239439965588174,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 8211,
+ "train_examples": 50000,
+ "train_loss": 0.3434600825691223
+ },
+ {
+ "epoch": 22,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.7202416658401489,
+ "mean_feedback_forward_cosine": 0.8885373800031601,
+ "mean_feedback_forward_relative_error": 0.46982263509304295,
+ "min_feedback_forward_cosine": 0.7548590898513794
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035751062003129765,
+ "instruction_rms": 0.003575106201163679,
+ "raw_apical_rms": 0.050367085565707785,
+ "teaching_rms": 0.0035751062003129765,
+ "traffic_rms": 0.05023780323841156
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.616031480329184e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6447045558420602e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020982626868283494,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 8602,
+ "train_examples": 50000,
+ "train_loss": 0.33141831305503844
+ },
+ {
+ "epoch": 23,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.6955456137657166,
+ "mean_feedback_forward_cosine": 0.8971660617859133,
+ "mean_feedback_forward_relative_error": 0.4511003359671562,
+ "min_feedback_forward_cosine": 0.7713476419448853
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003589489087871081,
+ "instruction_rms": 0.003589489088420716,
+ "raw_apical_rms": 0.050725285002784296,
+ "teaching_rms": 0.003589489087871081,
+ "traffic_rms": 0.05059592366457357
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.0372857057491274e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.641078922667729e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02248168618368078,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 8993,
+ "train_examples": 50000,
+ "train_loss": 0.32522446617126466
+ },
+ {
+ "epoch": 24,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.6716258525848389,
+ "mean_feedback_forward_cosine": 0.9048702889873136,
+ "mean_feedback_forward_relative_error": 0.43357097237340864,
+ "min_feedback_forward_cosine": 0.7864834070205688
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003599795016958122,
+ "instruction_rms": 0.003599795016235446,
+ "raw_apical_rms": 0.05090630499450526,
+ "teaching_rms": 0.003599795016958122,
+ "traffic_rms": 0.05077644478873893
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.3885496247544324e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6389962455493745e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02367017186458206,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 9384,
+ "train_examples": 50000,
+ "train_loss": 0.3163902703666687
+ },
+ {
+ "epoch": 25,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.6481041312217712,
+ "mean_feedback_forward_cosine": 0.912163544085718,
+ "mean_feedback_forward_relative_error": 0.4165429251809274,
+ "min_feedback_forward_cosine": 0.8010036945343018
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035793771446135185,
+ "instruction_rms": 0.0035793771453639977,
+ "raw_apical_rms": 0.05116234581715712,
+ "teaching_rms": 0.0035793771446135185,
+ "traffic_rms": 0.05103445498586097
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.0160639258601805e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.647446026643522e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021846705459387137,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 9775,
+ "train_examples": 50000,
+ "train_loss": 0.31165570446014407
+ },
+ {
+ "epoch": 26,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.6251521706581116,
+ "mean_feedback_forward_cosine": 0.9189614711269256,
+ "mean_feedback_forward_relative_error": 0.3999131860271577,
+ "min_feedback_forward_cosine": 0.8146384358406067
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0036160961163394143,
+ "instruction_rms": 0.0036160961164440858,
+ "raw_apical_rms": 0.05122236264266877,
+ "teaching_rms": 0.0036160961163394143,
+ "traffic_rms": 0.05109193022478306
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.0642112847090175e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.638040829717733e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02185609805716488,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 10166,
+ "train_examples": 50000,
+ "train_loss": 0.29939852534294126
+ },
+ {
+ "epoch": 27,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.6029499173164368,
+ "mean_feedback_forward_cosine": 0.9251291674952353,
+ "mean_feedback_forward_relative_error": 0.3841595308434579,
+ "min_feedback_forward_cosine": 0.8272641897201538
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035756388406752095,
+ "instruction_rms": 0.0035756388396603303,
+ "raw_apical_rms": 0.05130942585302663,
+ "teaching_rms": 0.0035756388406752095,
+ "traffic_rms": 0.05118217572795193
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.5922756325135197e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6362150913621873e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020947848142713835,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 10557,
+ "train_examples": 50000,
+ "train_loss": 0.29339407252311706
+ },
+ {
+ "epoch": 28,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.5805547833442688,
+ "mean_feedback_forward_cosine": 0.9307969500941615,
+ "mean_feedback_forward_relative_error": 0.3691556097999696,
+ "min_feedback_forward_cosine": 0.8396104574203491
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035719889993269527,
+ "instruction_rms": 0.003571988999061554,
+ "raw_apical_rms": 0.051782248044754946,
+ "teaching_rms": 0.0035719889993269527,
+ "traffic_rms": 0.05165644963930771
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.260048586639641e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6284546112516536e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02128249975974906,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 10948,
+ "train_examples": 50000,
+ "train_loss": 0.2898948735380173
+ },
+ {
+ "epoch": 29,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.5591834783554077,
+ "mean_feedback_forward_cosine": 0.9359502196311951,
+ "mean_feedback_forward_relative_error": 0.3550844954386834,
+ "min_feedback_forward_cosine": 0.8510515689849854
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003492938000034598,
+ "instruction_rms": 0.003492937999622593,
+ "raw_apical_rms": 0.05199398085737323,
+ "teaching_rms": 0.003492938000034598,
+ "traffic_rms": 0.051874226666474704
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.2424932072672163e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6323404755410115e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021101769614255105,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 11339,
+ "train_examples": 50000,
+ "train_loss": 0.28035081473350526
+ },
+ {
+ "epoch": 30,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.5376722812652588,
+ "mean_feedback_forward_cosine": 0.9408655743445119,
+ "mean_feedback_forward_relative_error": 0.3410439998392136,
+ "min_feedback_forward_cosine": 0.8620774149894714
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003564203899771304,
+ "instruction_rms": 0.003564203899696792,
+ "raw_apical_rms": 0.05252402522271201,
+ "teaching_rms": 0.003564203899771304,
+ "traffic_rms": 0.052400066261991285
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.118455976254154e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.630327828341386e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020573800790122818,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 11730,
+ "train_examples": 50000,
+ "train_loss": 0.2819810107803345
+ },
+ {
+ "epoch": 31,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.5178632140159607,
+ "mean_feedback_forward_cosine": 0.9453231000131176,
+ "mean_feedback_forward_relative_error": 0.3278006286390366,
+ "min_feedback_forward_cosine": 0.8718243837356567
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035412261523905,
+ "instruction_rms": 0.003541226152104235,
+ "raw_apical_rms": 0.05295211851808451,
+ "teaching_rms": 0.0035412261523905,
+ "traffic_rms": 0.052831046655815644
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.871572313267734e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6210759042514302e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020325780500081613,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 12121,
+ "train_examples": 50000,
+ "train_loss": 0.271732903175354
+ },
+ {
+ "epoch": 32,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.4983406066894531,
+ "mean_feedback_forward_cosine": 0.9494874073613074,
+ "mean_feedback_forward_relative_error": 0.31497027364469343,
+ "min_feedback_forward_cosine": 0.8811737298965454
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035404604517921064,
+ "instruction_rms": 0.003540460453805183,
+ "raw_apical_rms": 0.05256521727958658,
+ "teaching_rms": 0.0035404604517921064,
+ "traffic_rms": 0.05244321861362014
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.583815555430192e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.630777602858127e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021537006481828675,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 12512,
+ "train_examples": 50000,
+ "train_loss": 0.26568462629318235
+ },
+ {
+ "epoch": 33,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.4798280596733093,
+ "mean_feedback_forward_cosine": 0.9532626386611692,
+ "mean_feedback_forward_relative_error": 0.3028777061450866,
+ "min_feedback_forward_cosine": 0.8896836042404175
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035311689701902496,
+ "instruction_rms": 0.0035311689708615295,
+ "raw_apical_rms": 0.05260948823950943,
+ "teaching_rms": 0.0035311689701902496,
+ "traffic_rms": 0.05248837250706658
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.353325522288287e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6272145647704196e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021035924458852533,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 12903,
+ "train_examples": 50000,
+ "train_loss": 0.26067846254348753
+ },
+ {
+ "epoch": 34,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.46089527010917664,
+ "mean_feedback_forward_cosine": 0.9569080202810226,
+ "mean_feedback_forward_relative_error": 0.2907417671334359,
+ "min_feedback_forward_cosine": 0.8981483578681946
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035838708999212953,
+ "instruction_rms": 0.0035838708997651602,
+ "raw_apical_rms": 0.05302693666963662,
+ "teaching_rms": 0.0035838708999212953,
+ "traffic_rms": 0.052903118140250234
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.645661645317432e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.628055769819409e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019556002866465076,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 13294,
+ "train_examples": 50000,
+ "train_loss": 0.25794370862960814
+ },
+ {
+ "epoch": 35,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.44318878650665283,
+ "mean_feedback_forward_cosine": 0.9601221796005003,
+ "mean_feedback_forward_relative_error": 0.27960770024407294,
+ "min_feedback_forward_cosine": 0.9056601524353027
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003492636714525397,
+ "instruction_rms": 0.0034926367143797866,
+ "raw_apical_rms": 0.053045539200379105,
+ "teaching_rms": 0.003492636714525397,
+ "traffic_rms": 0.05292757125978629
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 3.382749014235742e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6203148991470475e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01954111414139787,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 13685,
+ "train_examples": 50000,
+ "train_loss": 0.2521926338386536
+ },
+ {
+ "epoch": 36,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.4259234666824341,
+ "mean_feedback_forward_cosine": 0.9631822589905031,
+ "mean_feedback_forward_relative_error": 0.26858584318430195,
+ "min_feedback_forward_cosine": 0.9127770662307739
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.00351352174643121,
+ "instruction_rms": 0.0035135217473944657,
+ "raw_apical_rms": 0.05300544540767023,
+ "teaching_rms": 0.00351352174643121,
+ "traffic_rms": 0.05288612320398315
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.3526106335557415e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6233771448000343e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020034404823617482,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 14076,
+ "train_examples": 50000,
+ "train_loss": 0.2552177179145813
+ },
+ {
+ "epoch": 37,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.4095364511013031,
+ "mean_feedback_forward_cosine": 0.9659874285421064,
+ "mean_feedback_forward_relative_error": 0.2580969290387246,
+ "min_feedback_forward_cosine": 0.9191899299621582
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035540171829123095,
+ "instruction_rms": 0.0035540171831040367,
+ "raw_apical_rms": 0.053163167733734626,
+ "teaching_rms": 0.0035540171829123095,
+ "traffic_rms": 0.053041392546976665
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.212623767012701e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.628830762196484e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020177349498023973,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 14467,
+ "train_examples": 50000,
+ "train_loss": 0.2466756143426895
+ },
+ {
+ "epoch": 38,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.3934934139251709,
+ "mean_feedback_forward_cosine": 0.9685390014802256,
+ "mean_feedback_forward_relative_error": 0.24812661616071577,
+ "min_feedback_forward_cosine": 0.9252965450286865
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035482394739834206,
+ "instruction_rms": 0.003548239473537122,
+ "raw_apical_rms": 0.05337888214745203,
+ "teaching_rms": 0.0035482394739834206,
+ "traffic_rms": 0.05325808728298396
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.0761033659464374e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6322921325240592e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01930333037709197,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 14858,
+ "train_examples": 50000,
+ "train_loss": 0.24432047214984895
+ },
+ {
+ "epoch": 39,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.37840384244918823,
+ "mean_feedback_forward_cosine": 0.9709713632060636,
+ "mean_feedback_forward_relative_error": 0.23828263340457792,
+ "min_feedback_forward_cosine": 0.930831789970398
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035966518538834225,
+ "instruction_rms": 0.0035966518536361862,
+ "raw_apical_rms": 0.053553472376124144,
+ "teaching_rms": 0.0035966518538834225,
+ "traffic_rms": 0.05342942585547273
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3190059650346484e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.621805526148183e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019432024424663498,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 15249,
+ "train_examples": 50000,
+ "train_loss": 0.2401316197872162
+ },
+ {
+ "epoch": 40,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.3639370799064636,
+ "mean_feedback_forward_cosine": 0.9731036636137194,
+ "mean_feedback_forward_relative_error": 0.22933144434805838,
+ "min_feedback_forward_cosine": 0.9359540343284607
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003464426539131027,
+ "instruction_rms": 0.0034644265394348753,
+ "raw_apical_rms": 0.05382661571582705,
+ "teaching_rms": 0.003464426539131027,
+ "traffic_rms": 0.05371212399086486
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.038320883774759e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6157032582062388e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019516162274940768,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 15640,
+ "train_examples": 50000,
+ "train_loss": 0.23337802155971527
+ },
+ {
+ "epoch": 41,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.34985122084617615,
+ "mean_feedback_forward_cosine": 0.9751064892738096,
+ "mean_feedback_forward_relative_error": 0.2205553547509255,
+ "min_feedback_forward_cosine": 0.9406843185424805
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003518671379162316,
+ "instruction_rms": 0.00351867137963814,
+ "raw_apical_rms": 0.05419758359191867,
+ "teaching_rms": 0.003518671379162316,
+ "traffic_rms": 0.054080755051409
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.807940369109474e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6208270594430585e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020722597974415086,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 16031,
+ "train_examples": 50000,
+ "train_loss": 0.2313947339439392
+ },
+ {
+ "epoch": 42,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.3358475863933563,
+ "mean_feedback_forward_cosine": 0.9769871542530675,
+ "mean_feedback_forward_relative_error": 0.21202974838595237,
+ "min_feedback_forward_cosine": 0.9452786445617676
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003478429278219998,
+ "instruction_rms": 0.0034784292799613877,
+ "raw_apical_rms": 0.05425824730060113,
+ "teaching_rms": 0.003478429278219998,
+ "traffic_rms": 0.05414382479056838
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.628799388228799e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6072423458175056e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01980896056037481,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 16422,
+ "train_examples": 50000,
+ "train_loss": 0.23239266793727875
+ },
+ {
+ "epoch": 43,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.32218971848487854,
+ "mean_feedback_forward_cosine": 0.9787662202312101,
+ "mean_feedback_forward_relative_error": 0.2036249695285674,
+ "min_feedback_forward_cosine": 0.949577808380127
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003547579124787204,
+ "instruction_rms": 0.003547579124956494,
+ "raw_apical_rms": 0.054477864704447376,
+ "teaching_rms": 0.003547579124787204,
+ "traffic_rms": 0.05435907189525733
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.641603558117822e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6061506229604884e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02066779336193575,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 16813,
+ "train_examples": 50000,
+ "train_loss": 0.2314801558971405
+ },
+ {
+ "epoch": 44,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.3090890347957611,
+ "mean_feedback_forward_cosine": 0.9803262102988458,
+ "mean_feedback_forward_relative_error": 0.1959815582921428,
+ "min_feedback_forward_cosine": 0.9535435438156128
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034376989958522968,
+ "instruction_rms": 0.0034376989942922647,
+ "raw_apical_rms": 0.05464901483278287,
+ "teaching_rms": 0.0034376989958522968,
+ "traffic_rms": 0.05453837628225535
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0291723856757926e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6174431106958267e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020464399910602792,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 17204,
+ "train_examples": 50000,
+ "train_loss": 0.22742463251113892
+ },
+ {
+ "epoch": 45,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.2970096468925476,
+ "mean_feedback_forward_cosine": 0.9818116984059734,
+ "mean_feedback_forward_relative_error": 0.18838050985528576,
+ "min_feedback_forward_cosine": 0.9570397734642029
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035152441600312407,
+ "instruction_rms": 0.0035152441607478723,
+ "raw_apical_rms": 0.054818932900638564,
+ "teaching_rms": 0.0035152441600312407,
+ "traffic_rms": 0.05470334052266086
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.524999054287491e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6136291851556815e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020241933019776597,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 17595,
+ "train_examples": 50000,
+ "train_loss": 0.2225275700044632
+ },
+ {
+ "epoch": 46,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.2847195267677307,
+ "mean_feedback_forward_cosine": 0.9831811458833756,
+ "mean_feedback_forward_relative_error": 0.18112104145749922,
+ "min_feedback_forward_cosine": 0.9604690074920654
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034642623013427442,
+ "instruction_rms": 0.0034642623005248243,
+ "raw_apical_rms": 0.055020485280956904,
+ "teaching_rms": 0.0034642623013427442,
+ "traffic_rms": 0.05490841618240984
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 3.1338498018840255e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6085323177164533e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021792486458115424,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 17986,
+ "train_examples": 50000,
+ "train_loss": 0.21858973684310912
+ },
+ {
+ "epoch": 47,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.27325090765953064,
+ "mean_feedback_forward_cosine": 0.9844556393161896,
+ "mean_feedback_forward_relative_error": 0.17409104529407718,
+ "min_feedback_forward_cosine": 0.9635643362998962
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003524163215761551,
+ "instruction_rms": 0.003524163215956543,
+ "raw_apical_rms": 0.05532184571723606,
+ "teaching_rms": 0.003524163215761551,
+ "traffic_rms": 0.055206869881406315
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0735210881639432e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.607321046389557e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021160620678472717,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 18377,
+ "train_examples": 50000,
+ "train_loss": 0.21970650088787078
+ },
+ {
+ "epoch": 48,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.2628556489944458,
+ "mean_feedback_forward_cosine": 0.9856089218970268,
+ "mean_feedback_forward_relative_error": 0.16747105109595484,
+ "min_feedback_forward_cosine": 0.9662551879882812
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034849494084121984,
+ "instruction_rms": 0.003484949407728848,
+ "raw_apical_rms": 0.05519303568909447,
+ "teaching_rms": 0.0034849494084121984,
+ "traffic_rms": 0.05508011596851206
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0837832792608424e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.60587302112203e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02257218574662187,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 18768,
+ "train_examples": 50000,
+ "train_loss": 0.21523030988693237
+ },
+ {
+ "epoch": 49,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.2525036334991455,
+ "mean_feedback_forward_cosine": 0.9866824784586506,
+ "mean_feedback_forward_relative_error": 0.1610484448892455,
+ "min_feedback_forward_cosine": 0.9688282012939453
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034917662856806123,
+ "instruction_rms": 0.0034917662858501143,
+ "raw_apical_rms": 0.05527822677916193,
+ "teaching_rms": 0.0034917662856806123,
+ "traffic_rms": 0.05516500038946166
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.126600584517746e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6133050695794228e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02109727938863001,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 19159,
+ "train_examples": 50000,
+ "train_loss": 0.21525467616081237
+ },
+ {
+ "epoch": 50,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.24268995225429535,
+ "mean_feedback_forward_cosine": 0.9876585891169887,
+ "mean_feedback_forward_relative_error": 0.15499278037778794,
+ "min_feedback_forward_cosine": 0.9711865186691284
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034075584107268234,
+ "instruction_rms": 0.0034075584107293444,
+ "raw_apical_rms": 0.05574660768048955,
+ "teaching_rms": 0.0034075584107268234,
+ "traffic_rms": 0.05563958960117571
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1090711399551765e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.611899712013731e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01983780699092181,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 19550,
+ "train_examples": 50000,
+ "train_loss": 0.20698030591964722
+ },
+ {
+ "epoch": 51,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.23288381099700928,
+ "mean_feedback_forward_cosine": 0.9885907403884395,
+ "mean_feedback_forward_relative_error": 0.1490106956372338,
+ "min_feedback_forward_cosine": 0.9734465479850769
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003478812216775989,
+ "instruction_rms": 0.0034788122157447727,
+ "raw_apical_rms": 0.0556278588216904,
+ "teaching_rms": 0.003478812216775989,
+ "traffic_rms": 0.05551554556490304
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.722580122986983e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6100672064411973e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020488873967530775,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 19941,
+ "train_examples": 50000,
+ "train_loss": 0.2107636794281006
+ },
+ {
+ "epoch": 52,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.22301410138607025,
+ "mean_feedback_forward_cosine": 0.9894521620965773,
+ "mean_feedback_forward_relative_error": 0.14327095881585153,
+ "min_feedback_forward_cosine": 0.975633978843689
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034629061680117664,
+ "instruction_rms": 0.003462906169251398,
+ "raw_apical_rms": 0.05556501585941704,
+ "teaching_rms": 0.0034629061680117664,
+ "traffic_rms": 0.05545401907876476
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8279433078305374e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6206850544553455e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021724748182863983,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 20332,
+ "train_examples": 50000,
+ "train_loss": 0.21416042904853821
+ },
+ {
+ "epoch": 53,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.21437855064868927,
+ "mean_feedback_forward_cosine": 0.9902277723435433,
+ "mean_feedback_forward_relative_error": 0.1378802750860491,
+ "min_feedback_forward_cosine": 0.9774696826934814
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003463676196754681,
+ "instruction_rms": 0.0034636761965173724,
+ "raw_apical_rms": 0.055525037407736684,
+ "teaching_rms": 0.003463676196754681,
+ "traffic_rms": 0.05541364836041376
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.7862751278130418e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6149845603655698e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020520803555521702,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 20723,
+ "train_examples": 50000,
+ "train_loss": 0.20265906400680542
+ },
+ {
+ "epoch": 54,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.20568503439426422,
+ "mean_feedback_forward_cosine": 0.9909787812540608,
+ "mean_feedback_forward_relative_error": 0.13247080135249323,
+ "min_feedback_forward_cosine": 0.9792330861091614
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003510927665270242,
+ "instruction_rms": 0.0035109276651843066,
+ "raw_apical_rms": 0.05582674945969147,
+ "teaching_rms": 0.003510927665270242,
+ "traffic_rms": 0.05571295206953726
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3045902963758635e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6118066149624304e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02015539733433875,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 21114,
+ "train_examples": 50000,
+ "train_loss": 0.20840632899284361
+ },
+ {
+ "epoch": 55,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.19723662734031677,
+ "mean_feedback_forward_cosine": 0.9916658516853086,
+ "mean_feedback_forward_relative_error": 0.1273198274354781,
+ "min_feedback_forward_cosine": 0.9808846712112427
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035062618602714713,
+ "instruction_rms": 0.003506261859345746,
+ "raw_apical_rms": 0.05615305845876284,
+ "teaching_rms": 0.0035062618602714713,
+ "traffic_rms": 0.05604037567921221
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.4129445108656e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6014736253142497e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02046214933652034,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 21505,
+ "train_examples": 50000,
+ "train_loss": 0.2021079085111618
+ },
+ {
+ "epoch": 56,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.18926401436328888,
+ "mean_feedback_forward_cosine": 0.9923063881935612,
+ "mean_feedback_forward_relative_error": 0.12231636275687525,
+ "min_feedback_forward_cosine": 0.982383131980896
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003516765429870336,
+ "instruction_rms": 0.003516765430073125,
+ "raw_apical_rms": 0.05630377710605059,
+ "teaching_rms": 0.003516765429870336,
+ "traffic_rms": 0.05619054600727286
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.273791821494342e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6093534676097816e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02003378984931698,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 21896,
+ "train_examples": 50000,
+ "train_loss": 0.20293728838920594
+ },
+ {
+ "epoch": 57,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.1818099468946457,
+ "mean_feedback_forward_cosine": 0.9929044285128193,
+ "mean_feedback_forward_relative_error": 0.11745534092187881,
+ "min_feedback_forward_cosine": 0.9837331771850586
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003539759094775681,
+ "instruction_rms": 0.0035397590935910806,
+ "raw_apical_rms": 0.05654376001571229,
+ "teaching_rms": 0.003539759094775681,
+ "traffic_rms": 0.05643005746843267
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1377569936475993e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6062807787320196e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02042036990613136,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 22287,
+ "train_examples": 50000,
+ "train_loss": 0.20467912701129914
+ },
+ {
+ "epoch": 58,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.17471817135810852,
+ "mean_feedback_forward_cosine": 0.9934410664343065,
+ "mean_feedback_forward_relative_error": 0.1129209119225702,
+ "min_feedback_forward_cosine": 0.9849737882614136
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035035772850481837,
+ "instruction_rms": 0.003503577285765434,
+ "raw_apical_rms": 0.05696834680452215,
+ "teaching_rms": 0.0035035772850481837,
+ "traffic_rms": 0.056857124350458955
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.077923078047661e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.600671472658845e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02063863385998486,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 22678,
+ "train_examples": 50000,
+ "train_loss": 0.19943748482704163
+ },
+ {
+ "epoch": 59,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.1675136387348175,
+ "mean_feedback_forward_cosine": 0.9939390863141706,
+ "mean_feedback_forward_relative_error": 0.10854704065188285,
+ "min_feedback_forward_cosine": 0.986180305480957
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003460854988457317,
+ "instruction_rms": 0.003460854987675644,
+ "raw_apical_rms": 0.056929572875802185,
+ "teaching_rms": 0.003460854988457317,
+ "traffic_rms": 0.05682131903857918
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9052132316232928e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6032981285331634e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021201418376711866,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 23069,
+ "train_examples": 50000,
+ "train_loss": 0.20049855659961702
+ },
+ {
+ "epoch": 60,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.16062714159488678,
+ "mean_feedback_forward_cosine": 0.994396315466973,
+ "mean_feedback_forward_relative_error": 0.10436200554813108,
+ "min_feedback_forward_cosine": 0.9872829914093018
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034394795283364727,
+ "instruction_rms": 0.0034394795282041484,
+ "raw_apical_rms": 0.05709322430710687,
+ "teaching_rms": 0.0034394795283364727,
+ "traffic_rms": 0.05698637815284925
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 1.990803966123167e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5938515220044336e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.022300192012534716,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 23460,
+ "train_examples": 50000,
+ "train_loss": 0.1970031389427185
+ },
+ {
+ "epoch": 61,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.15414825081825256,
+ "mean_feedback_forward_cosine": 0.99481027741586,
+ "mean_feedback_forward_relative_error": 0.1004205247567546,
+ "min_feedback_forward_cosine": 0.9882780313491821
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003407280902674854,
+ "instruction_rms": 0.0034072809029580134,
+ "raw_apical_rms": 0.05739876923595902,
+ "teaching_rms": 0.003407280902674854,
+ "traffic_rms": 0.05729407878094982
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.003417698404064e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.599799140742495e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02125285705277914,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 23851,
+ "train_examples": 50000,
+ "train_loss": 0.19356034287452697
+ },
+ {
+ "epoch": 62,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.14795032143592834,
+ "mean_feedback_forward_cosine": 0.9951995841918453,
+ "mean_feedback_forward_relative_error": 0.09657560421093818,
+ "min_feedback_forward_cosine": 0.9891961216926575
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034431538648207155,
+ "instruction_rms": 0.0034431538648933154,
+ "raw_apical_rms": 0.0575475442909583,
+ "teaching_rms": 0.0034431538648207155,
+ "traffic_rms": 0.05744136604177521
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.613916549876194e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6001467343181264e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021523805420229147,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 24242,
+ "train_examples": 50000,
+ "train_loss": 0.19540233695983886
+ },
+ {
+ "epoch": 63,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.14202706515789032,
+ "mean_feedback_forward_cosine": 0.9955618535318682,
+ "mean_feedback_forward_relative_error": 0.09285408811223123,
+ "min_feedback_forward_cosine": 0.9900385141372681
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034527204156694496,
+ "instruction_rms": 0.0034527204153999356,
+ "raw_apical_rms": 0.0575860690935223,
+ "teaching_rms": 0.0034527204156694496,
+ "traffic_rms": 0.05747964931783119
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 4.097085692933433e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5986994654430554e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01981468322199838,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 24633,
+ "train_examples": 50000,
+ "train_loss": 0.1917427585887909
+ },
+ {
+ "epoch": 64,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.13640093803405762,
+ "mean_feedback_forward_cosine": 0.9958990177800578,
+ "mean_feedback_forward_relative_error": 0.08924914163447195,
+ "min_feedback_forward_cosine": 0.9908096790313721
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034899244860362223,
+ "instruction_rms": 0.0034899244867008703,
+ "raw_apical_rms": 0.057695361379787986,
+ "teaching_rms": 0.0034899244860362223,
+ "traffic_rms": 0.05758637898625079
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8477079422041243e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.596245433932603e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019984007315012237,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 25024,
+ "train_examples": 50000,
+ "train_loss": 0.18972671369552613
+ },
+ {
+ "epoch": 65,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.13088887929916382,
+ "mean_feedback_forward_cosine": 0.9962043992934688,
+ "mean_feedback_forward_relative_error": 0.08585845396643685,
+ "min_feedback_forward_cosine": 0.9915297031402588
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034255154105749144,
+ "instruction_rms": 0.003425515409841862,
+ "raw_apical_rms": 0.05781750491073565,
+ "teaching_rms": 0.0034255154105749144,
+ "traffic_rms": 0.0577128162964886
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0972127146023922e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.593651062692368e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020320203604109334,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 25415,
+ "train_examples": 50000,
+ "train_loss": 0.18884975323677064
+ },
+ {
+ "epoch": 66,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.1257656067609787,
+ "mean_feedback_forward_cosine": 0.996486819559528,
+ "mean_feedback_forward_relative_error": 0.08259629265915963,
+ "min_feedback_forward_cosine": 0.9921789169311523
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034386235761980468,
+ "instruction_rms": 0.003438623575855904,
+ "raw_apical_rms": 0.05762120511331127,
+ "teaching_rms": 0.0034386235761980468,
+ "traffic_rms": 0.057515302598573514
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2180460135245994e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.593734784510328e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020054449968256133,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 25806,
+ "train_examples": 50000,
+ "train_loss": 0.18765089283466338
+ },
+ {
+ "epoch": 67,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.12077493965625763,
+ "mean_feedback_forward_cosine": 0.9967486973731748,
+ "mean_feedback_forward_relative_error": 0.07945237513030728,
+ "min_feedback_forward_cosine": 0.9927830100059509
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003419543214946426,
+ "instruction_rms": 0.0034195432154761458,
+ "raw_apical_rms": 0.057684902107971385,
+ "teaching_rms": 0.003419543214946426,
+ "traffic_rms": 0.05758028212217341
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.94860643176753e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.599778503908224e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021458118418434365,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 26197,
+ "train_examples": 50000,
+ "train_loss": 0.18308923247337341
+ },
+ {
+ "epoch": 68,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.1158987358212471,
+ "mean_feedback_forward_cosine": 0.996993476344693,
+ "mean_feedback_forward_relative_error": 0.07640130036780911,
+ "min_feedback_forward_cosine": 0.9933519959449768
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003423298513944789,
+ "instruction_rms": 0.0034232985145014267,
+ "raw_apical_rms": 0.05780217591358895,
+ "teaching_rms": 0.003423298513944789,
+ "traffic_rms": 0.05769765557000415
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.6822231546930198e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6112852023474386e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02141487857727527,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 26588,
+ "train_examples": 50000,
+ "train_loss": 0.18563451991081237
+ },
+ {
+ "epoch": 69,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.11102660000324249,
+ "mean_feedback_forward_cosine": 0.9972287666413092,
+ "mean_feedback_forward_relative_error": 0.0733463716122412,
+ "min_feedback_forward_cosine": 0.9938979744911194
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0035001837517003036,
+ "instruction_rms": 0.00350018375225057,
+ "raw_apical_rms": 0.05781039268734066,
+ "teaching_rms": 0.0035001837517003036,
+ "traffic_rms": 0.057700930404744825
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.851858222323699e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6008388415764536e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02140994021673855,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 26979,
+ "train_examples": 50000,
+ "train_loss": 0.19004285793304443
+ },
+ {
+ "epoch": 70,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.10672832280397415,
+ "mean_feedback_forward_cosine": 0.9974359446956266,
+ "mean_feedback_forward_relative_error": 0.07053910412134663,
+ "min_feedback_forward_cosine": 0.9943585395812988
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034686207722556942,
+ "instruction_rms": 0.0034686207723892844,
+ "raw_apical_rms": 0.05797376054847445,
+ "teaching_rms": 0.0034686207722556942,
+ "traffic_rms": 0.0578663888368281
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1717069031979008e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.595235618123169e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020836060092768772,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 27370,
+ "train_examples": 50000,
+ "train_loss": 0.1814848718738556
+ },
+ {
+ "epoch": 71,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.10235501080751419,
+ "mean_feedback_forward_cosine": 0.9976284907710168,
+ "mean_feedback_forward_relative_error": 0.06784144632758633,
+ "min_feedback_forward_cosine": 0.9948086142539978
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033951238837711677,
+ "instruction_rms": 0.00339512388331119,
+ "raw_apical_rms": 0.05817950912657142,
+ "teaching_rms": 0.0033951238837711677,
+ "traffic_rms": 0.05807703550395544
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 1.753015865801899e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.600331763892189e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020213499625784597,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 27761,
+ "train_examples": 50000,
+ "train_loss": 0.18406702889442444
+ },
+ {
+ "epoch": 72,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.09815677255392075,
+ "mean_feedback_forward_cosine": 0.9978054031249015,
+ "mean_feedback_forward_relative_error": 0.06526561213597175,
+ "min_feedback_forward_cosine": 0.9952248334884644
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033916490041799594,
+ "instruction_rms": 0.003391649003639008,
+ "raw_apical_rms": 0.0584052550468733,
+ "teaching_rms": 0.0033916490041799594,
+ "traffic_rms": 0.058303854638573474
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.122481035371493e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.598092720213753e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01965742485662164,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 28152,
+ "train_examples": 50000,
+ "train_loss": 0.1818651003932953
+ },
+ {
+ "epoch": 73,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.09418652206659317,
+ "mean_feedback_forward_cosine": 0.9979652550912672,
+ "mean_feedback_forward_relative_error": 0.06283595869618078,
+ "min_feedback_forward_cosine": 0.9956014156341553
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003393359881132555,
+ "instruction_rms": 0.0033933598807929528,
+ "raw_apical_rms": 0.05839581313424848,
+ "teaching_rms": 0.003393359881132555,
+ "traffic_rms": 0.05829397508100326
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8277688695889083e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.601090035300354e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01935683600017686,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 28543,
+ "train_examples": 50000,
+ "train_loss": 0.18304167880535127
+ },
+ {
+ "epoch": 74,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.09051638096570969,
+ "mean_feedback_forward_cosine": 0.9981175257313636,
+ "mean_feedback_forward_relative_error": 0.06043314320906516,
+ "min_feedback_forward_cosine": 0.9959362745285034
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003421384726465541,
+ "instruction_rms": 0.0034213847260471217,
+ "raw_apical_rms": 0.05860390225111553,
+ "teaching_rms": 0.003421384726465541,
+ "traffic_rms": 0.0585005453254147
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1704293473590042e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6052442861151937e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020665724623899505,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 28934,
+ "train_examples": 50000,
+ "train_loss": 0.17877166667938232
+ },
+ {
+ "epoch": 75,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0869675725698471,
+ "mean_feedback_forward_cosine": 0.9982598962322358,
+ "mean_feedback_forward_relative_error": 0.05810259396751081,
+ "min_feedback_forward_cosine": 0.9962478876113892
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003430392736216952,
+ "instruction_rms": 0.0034303927350730185,
+ "raw_apical_rms": 0.058734110358252746,
+ "teaching_rms": 0.003430392736216952,
+ "traffic_rms": 0.05863018095070694
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.926413517594483e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5858016364409023e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019182674413133743,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 29325,
+ "train_examples": 50000,
+ "train_loss": 0.17750683407783507
+ },
+ {
+ "epoch": 76,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.08344399929046631,
+ "mean_feedback_forward_cosine": 0.9983924300439896,
+ "mean_feedback_forward_relative_error": 0.05584745854139328,
+ "min_feedback_forward_cosine": 0.9965448379516602
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003456510816962367,
+ "instruction_rms": 0.0034565108175854072,
+ "raw_apical_rms": 0.05886184411149324,
+ "teaching_rms": 0.003456510816962367,
+ "traffic_rms": 0.058757089948110235
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.8557835207720927e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.6042757269500776e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02055267449983377,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 29716,
+ "train_examples": 50000,
+ "train_loss": 0.18042453233718872
+ },
+ {
+ "epoch": 77,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.08004778623580933,
+ "mean_feedback_forward_cosine": 0.9985132544271408,
+ "mean_feedback_forward_relative_error": 0.05370641517783365,
+ "min_feedback_forward_cosine": 0.9968206286430359
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034141354764852523,
+ "instruction_rms": 0.0034141354754085615,
+ "raw_apical_rms": 0.058834754110088996,
+ "teaching_rms": 0.0034141354764852523,
+ "traffic_rms": 0.058732339688646315
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0750956508663876e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.589604463812503e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02017676912619823,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 30107,
+ "train_examples": 50000,
+ "train_loss": 0.17927248138427734
+ },
+ {
+ "epoch": 78,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.07687560468912125,
+ "mean_feedback_forward_cosine": 0.9986259322012624,
+ "mean_feedback_forward_relative_error": 0.05162628139218976,
+ "min_feedback_forward_cosine": 0.9970664381980896
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034341814803397477,
+ "instruction_rms": 0.0034341814810828794,
+ "raw_apical_rms": 0.05889412220055457,
+ "teaching_rms": 0.0034341814803397477,
+ "traffic_rms": 0.058790399553382916
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.979074859548291e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.605374611941103e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019630663659274142,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 30498,
+ "train_examples": 50000,
+ "train_loss": 0.17652707487344743
+ },
+ {
+ "epoch": 79,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.07375805824995041,
+ "mean_feedback_forward_cosine": 0.9987325053061208,
+ "mean_feedback_forward_relative_error": 0.049586879209645336,
+ "min_feedback_forward_cosine": 0.9972988963127136
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003475087451530602,
+ "instruction_rms": 0.0034750874520372422,
+ "raw_apical_rms": 0.0589721955658991,
+ "teaching_rms": 0.003475087451530602,
+ "traffic_rms": 0.0588657175678156
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2401831500928893e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5850199399309963e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019999401937577193,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 30889,
+ "train_examples": 50000,
+ "train_loss": 0.17692116313934325
+ },
+ {
+ "epoch": 80,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0707392767071724,
+ "mean_feedback_forward_cosine": 0.998829476294979,
+ "mean_feedback_forward_relative_error": 0.04765409141057922,
+ "min_feedback_forward_cosine": 0.9975142478942871
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003445978700431747,
+ "instruction_rms": 0.0034459787004751346,
+ "raw_apical_rms": 0.05886002576594397,
+ "teaching_rms": 0.003445978700431747,
+ "traffic_rms": 0.058755857332201906
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0091544428169072e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5963862271862235e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.019010066002730936,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 31280,
+ "train_examples": 50000,
+ "train_loss": 0.17988833545684815
+ },
+ {
+ "epoch": 81,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.06793131679296494,
+ "mean_feedback_forward_cosine": 0.9989166490493282,
+ "mean_feedback_forward_relative_error": 0.04584274152594228,
+ "min_feedback_forward_cosine": 0.9977070093154907
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.00341759967618036,
+ "instruction_rms": 0.003417599675177702,
+ "raw_apical_rms": 0.05923595540794477,
+ "teaching_rms": 0.00341759967618036,
+ "traffic_rms": 0.05913389437091155
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2458282344928193e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5976921910014363e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020792721901837022,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 31671,
+ "train_examples": 50000,
+ "train_loss": 0.1772440785264969
+ },
+ {
+ "epoch": 82,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.06527094542980194,
+ "mean_feedback_forward_cosine": 0.9989996437103518,
+ "mean_feedback_forward_relative_error": 0.04404804362885414,
+ "min_feedback_forward_cosine": 0.9978823661804199
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003458292265493477,
+ "instruction_rms": 0.003458292265283366,
+ "raw_apical_rms": 0.05946490160713266,
+ "teaching_rms": 0.003458292265493477,
+ "traffic_rms": 0.05936067228041016
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.7556333276047553e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5942433066091953e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02065062018500329,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 32062,
+ "train_examples": 50000,
+ "train_loss": 0.17513171265602112
+ },
+ {
+ "epoch": 83,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.06267433613538742,
+ "mean_feedback_forward_cosine": 0.9990758299827576,
+ "mean_feedback_forward_relative_error": 0.042338665664917036,
+ "min_feedback_forward_cosine": 0.9980476498603821
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003463749464852256,
+ "instruction_rms": 0.003463749466015367,
+ "raw_apical_rms": 0.059668149363479576,
+ "teaching_rms": 0.003463749464852256,
+ "traffic_rms": 0.05956380177314484
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0572395342810523e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5871959618824853e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02020075408532083,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 32453,
+ "train_examples": 50000,
+ "train_loss": 0.17257637537956239
+ },
+ {
+ "epoch": 84,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.06021619588136673,
+ "mean_feedback_forward_cosine": 0.9991444983789998,
+ "mean_feedback_forward_relative_error": 0.04073551874006948,
+ "min_feedback_forward_cosine": 0.9981976747512817
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034053513403415818,
+ "instruction_rms": 0.003405351340818926,
+ "raw_apical_rms": 0.05981797354440699,
+ "teaching_rms": 0.0034053513403415818,
+ "traffic_rms": 0.05971833891337273
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0854244553447643e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.585660915558724e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02235868920569362,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 32844,
+ "train_examples": 50000,
+ "train_loss": 0.17234158856868745
+ },
+ {
+ "epoch": 85,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.057775773108005524,
+ "mean_feedback_forward_cosine": 0.999208927154541,
+ "mean_feedback_forward_relative_error": 0.03916807100176811,
+ "min_feedback_forward_cosine": 0.9983402490615845
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003438324558695901,
+ "instruction_rms": 0.003438324559016137,
+ "raw_apical_rms": 0.05982131544124343,
+ "teaching_rms": 0.003438324558695901,
+ "traffic_rms": 0.059718879839451615
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.205450577719148e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5898127222863757e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021763737118733202,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 33235,
+ "train_examples": 50000,
+ "train_loss": 0.17341863000631333
+ },
+ {
+ "epoch": 86,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.05547836422920227,
+ "mean_feedback_forward_cosine": 0.9992696604421062,
+ "mean_feedback_forward_relative_error": 0.03763908841797421,
+ "min_feedback_forward_cosine": 0.9984691739082336
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033998637072948225,
+ "instruction_rms": 0.0033998637077746106,
+ "raw_apical_rms": 0.059891200533465784,
+ "teaching_rms": 0.0033998637072948225,
+ "traffic_rms": 0.05979121869753013
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.348518535200128e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.593869182762272e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.022518478104180433,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 33626,
+ "train_examples": 50000,
+ "train_loss": 0.1750432247209549
+ },
+ {
+ "epoch": 87,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.053380243480205536,
+ "mean_feedback_forward_cosine": 0.9993224432391505,
+ "mean_feedback_forward_relative_error": 0.03624790047685946,
+ "min_feedback_forward_cosine": 0.9985824823379517
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033250119537614757,
+ "instruction_rms": 0.003325011954065987,
+ "raw_apical_rms": 0.05999480491245881,
+ "teaching_rms": 0.0033250119537614757,
+ "traffic_rms": 0.05989926423755988
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.6011905518430467e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.586319604544755e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020896972466268936,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 34017,
+ "train_examples": 50000,
+ "train_loss": 0.1650091945362091
+ },
+ {
+ "epoch": 88,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.051124557852745056,
+ "mean_feedback_forward_cosine": 0.9993754663775044,
+ "mean_feedback_forward_relative_error": 0.034804713401582935,
+ "min_feedback_forward_cosine": 0.9986997246742249
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003439834988753,
+ "instruction_rms": 0.0034398349874303394,
+ "raw_apical_rms": 0.059864987994036986,
+ "teaching_rms": 0.003439834988753,
+ "traffic_rms": 0.05976244116146561
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0462804783960564e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.595384501116954e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021231430526580674,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 34408,
+ "train_examples": 50000,
+ "train_loss": 0.17371611179351806
+ },
+ {
+ "epoch": 89,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.049127962440252304,
+ "mean_feedback_forward_cosine": 0.9994224559876227,
+ "mean_feedback_forward_relative_error": 0.03346922768339995,
+ "min_feedback_forward_cosine": 0.9987989664077759
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033619010933833866,
+ "instruction_rms": 0.0033619010927225606,
+ "raw_apical_rms": 0.059982092012269235,
+ "teaching_rms": 0.0033619010933833866,
+ "traffic_rms": 0.059884689203573024
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.5894571820117562e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5867694896197485e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02262959573934223,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 34799,
+ "train_examples": 50000,
+ "train_loss": 0.1715626421737671
+ },
+ {
+ "epoch": 90,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.04728499427437782,
+ "mean_feedback_forward_cosine": 0.9994647118353075,
+ "mean_feedback_forward_relative_error": 0.03222058653350799,
+ "min_feedback_forward_cosine": 0.9988870620727539
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033548353918590227,
+ "instruction_rms": 0.003354835392269414,
+ "raw_apical_rms": 0.06021775997509343,
+ "teaching_rms": 0.0033548353918590227,
+ "traffic_rms": 0.06012094352483448
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1354871648782137e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5942450127443865e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021305525827439938,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 35190,
+ "train_examples": 50000,
+ "train_loss": 0.16552210284233093
+ },
+ {
+ "epoch": 91,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0453660674393177,
+ "mean_feedback_forward_cosine": 0.9995052737574424,
+ "mean_feedback_forward_relative_error": 0.030979650485659798,
+ "min_feedback_forward_cosine": 0.9989755153656006
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033726637883326003,
+ "instruction_rms": 0.003372663788674758,
+ "raw_apical_rms": 0.06029498339469778,
+ "teaching_rms": 0.0033726637883326003,
+ "traffic_rms": 0.06019784185951271
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0367517450381456e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.591734790050541e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02159472278103336,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 35581,
+ "train_examples": 50000,
+ "train_loss": 0.166471966714859
+ },
+ {
+ "epoch": 92,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.04361632093787193,
+ "mean_feedback_forward_cosine": 0.9995416075952591,
+ "mean_feedback_forward_relative_error": 0.0298194095131851,
+ "min_feedback_forward_cosine": 0.999052882194519
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003350492698055595,
+ "instruction_rms": 0.0033504926972128283,
+ "raw_apical_rms": 0.060371947030863606,
+ "teaching_rms": 0.003350492698055595,
+ "traffic_rms": 0.06027512436461606
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9863561462329926e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5909891750943932e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02222160719281142,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 35972,
+ "train_examples": 50000,
+ "train_loss": 0.16222234501838684
+ },
+ {
+ "epoch": 93,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0418466217815876,
+ "mean_feedback_forward_cosine": 0.9995770569770567,
+ "mean_feedback_forward_relative_error": 0.028643882923549222,
+ "min_feedback_forward_cosine": 0.9991282224655151
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003402920333988259,
+ "instruction_rms": 0.0034029203338786632,
+ "raw_apical_rms": 0.060599267349975665,
+ "teaching_rms": 0.003402920333988259,
+ "traffic_rms": 0.06050043041849693
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1999248644988256e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5920537855278048e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021634372300728663,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 36363,
+ "train_examples": 50000,
+ "train_loss": 0.16844359785795213
+ },
+ {
+ "epoch": 94,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.040160052478313446,
+ "mean_feedback_forward_cosine": 0.9996090704394925,
+ "mean_feedback_forward_relative_error": 0.027540143879671252,
+ "min_feedback_forward_cosine": 0.9991968274116516
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003356290152885211,
+ "instruction_rms": 0.0033562901526771128,
+ "raw_apical_rms": 0.06075698200092619,
+ "teaching_rms": 0.003356290152885211,
+ "traffic_rms": 0.06066119929771656
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.791095805003806e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5871488683198588e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021403321731415747,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 36754,
+ "train_examples": 50000,
+ "train_loss": 0.16844806903362275
+ },
+ {
+ "epoch": 95,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03851350024342537,
+ "mean_feedback_forward_cosine": 0.9996402340550576,
+ "mean_feedback_forward_relative_error": 0.026423181977964217,
+ "min_feedback_forward_cosine": 0.9992611408233643
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0034480014756884305,
+ "instruction_rms": 0.003448001476853413,
+ "raw_apical_rms": 0.060677221645840704,
+ "teaching_rms": 0.0034480014756884305,
+ "traffic_rms": 0.060575920474552736
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.0714656189084053,
+ "maximum_absolute_post_projection_soma_slope": 2.2089638562761138e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5956784699897934e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.022100300203414663,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 37145,
+ "train_examples": 50000,
+ "train_loss": 0.1734725644016266
+ },
+ {
+ "epoch": 96,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03697704151272774,
+ "mean_feedback_forward_cosine": 0.999667344554778,
+ "mean_feedback_forward_relative_error": 0.025405359274197008,
+ "min_feedback_forward_cosine": 0.9993188381195068
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033675156976960725,
+ "instruction_rms": 0.003367515698361574,
+ "raw_apical_rms": 0.06069001300979408,
+ "teaching_rms": 0.0033675156976960725,
+ "traffic_rms": 0.06059314659661246
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8590840866750113e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5938492771856475e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021644090576521714,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 37536,
+ "train_examples": 50000,
+ "train_loss": 0.16188694938659667
+ },
+ {
+ "epoch": 97,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03550988435745239,
+ "mean_feedback_forward_cosine": 0.999692557319518,
+ "mean_feedback_forward_relative_error": 0.024426692345690344,
+ "min_feedback_forward_cosine": 0.9993716478347778
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003390164787643623,
+ "instruction_rms": 0.0033901647879523524,
+ "raw_apical_rms": 0.060777765106341426,
+ "teaching_rms": 0.003390164787643623,
+ "traffic_rms": 0.06068032095663359
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.8044050637276996e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.586254664389376e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.0215965019604694,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 37927,
+ "train_examples": 50000,
+ "train_loss": 0.1648994934654236
+ },
+ {
+ "epoch": 98,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.034106262028217316,
+ "mean_feedback_forward_cosine": 0.9997149859705279,
+ "mean_feedback_forward_relative_error": 0.023516869833392483,
+ "min_feedback_forward_cosine": 0.9994202256202698
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.003316037417653443,
+ "instruction_rms": 0.0033160374185728725,
+ "raw_apical_rms": 0.060605500052847226,
+ "teaching_rms": 0.003316037417653443,
+ "traffic_rms": 0.06051163708531536
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.5912299861374777e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.589362477194766e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02295299882431037,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 38318,
+ "train_examples": 50000,
+ "train_loss": 0.16531682719707488
+ },
+ {
+ "epoch": 99,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03278369829058647,
+ "mean_feedback_forward_cosine": 0.999736359042506,
+ "mean_feedback_forward_relative_error": 0.022617473747701414,
+ "min_feedback_forward_cosine": 0.9994643926620483
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0033429628725576794,
+ "instruction_rms": 0.0033429628718452888,
+ "raw_apical_rms": 0.060815451593235766,
+ "teaching_rms": 0.0033429628725576794,
+ "traffic_rms": 0.0607199330047135
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 1.8780577093480133e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5905770562756898e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.022397742168927814,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 38709,
+ "train_examples": 50000,
+ "train_loss": 0.16122076577186584
+ },
+ {
+ "epoch": 100,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03153737634420395,
+ "mean_feedback_forward_cosine": 0.9997553748469199,
+ "mean_feedback_forward_relative_error": 0.021786171221925367,
+ "min_feedback_forward_cosine": 0.9995043277740479
+ },
+ "lr": 0.1,
+ "mixed_apical": {
+ "innovation_rms": 0.0032894955815286554,
+ "instruction_rms": 0.003289495581533522,
+ "raw_apical_rms": 0.060982174378095014,
+ "teaching_rms": 0.0032894955815286554,
+ "traffic_rms": 0.06089030213465361
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.830583329365254e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5912228043044425e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021925054040415594,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.1,
+ "step": 39100,
+ "train_examples": 50000,
+ "train_loss": 0.16027390190124513
+ },
+ {
+ "epoch": 101,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03152688220143318,
+ "mean_feedback_forward_cosine": 0.9997555440472018,
+ "mean_feedback_forward_relative_error": 0.021776764563495112,
+ "min_feedback_forward_cosine": 0.999504566192627
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.002398621889958721,
+ "instruction_rms": 0.0023986218896793515,
+ "raw_apical_rms": 0.06104121477701332,
+ "teaching_rms": 0.002398621889958721,
+ "traffic_rms": 0.06099145334045525
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1113459425237124e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5627137032607413e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.01982363357403087,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 39491,
+ "train_examples": 50000,
+ "train_loss": 0.09333422934532165
+ },
+ {
+ "epoch": 102,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03152167797088623,
+ "mean_feedback_forward_cosine": 0.999755653642839,
+ "mean_feedback_forward_relative_error": 0.02177059085619065,
+ "min_feedback_forward_cosine": 0.9995048642158508
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0021333371362211224,
+ "instruction_rms": 0.00213333713588387,
+ "raw_apical_rms": 0.06096595887695236,
+ "teaching_rms": 0.0021333371362211224,
+ "traffic_rms": 0.06092623399803428
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2154578616095932e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5513763268625097e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020220379507792798,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 39882,
+ "train_examples": 50000,
+ "train_loss": 0.06759175801753997
+ },
+ {
+ "epoch": 103,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03151693195104599,
+ "mean_feedback_forward_cosine": 0.9997557401657104,
+ "mean_feedback_forward_relative_error": 0.021764965367413337,
+ "min_feedback_forward_cosine": 0.9995049238204956
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.002046703623203282,
+ "instruction_rms": 0.00204670362326996,
+ "raw_apical_rms": 0.060937144381639934,
+ "teaching_rms": 0.002046703623203282,
+ "traffic_rms": 0.06090011029269463
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.957503670269034e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.556313958042445e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02042894344610579,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 40273,
+ "train_examples": 50000,
+ "train_loss": 0.05698678456664085
+ },
+ {
+ "epoch": 104,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031512632966041565,
+ "mean_feedback_forward_cosine": 0.99975581899766,
+ "mean_feedback_forward_relative_error": 0.02175972382387807,
+ "min_feedback_forward_cosine": 0.9995051026344299
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0019799681669607806,
+ "instruction_rms": 0.001979968166781406,
+ "raw_apical_rms": 0.06087065603522165,
+ "teaching_rms": 0.0019799681669607806,
+ "traffic_rms": 0.06083562300761488
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3360593459642587e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5549141117006324e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020541968774159366,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 40664,
+ "train_examples": 50000,
+ "train_loss": 0.05106272052049637
+ },
+ {
+ "epoch": 105,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03150852397084236,
+ "mean_feedback_forward_cosine": 0.9997559055205314,
+ "mean_feedback_forward_relative_error": 0.021754666847447233,
+ "min_feedback_forward_cosine": 0.9995052218437195
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0019290545186167257,
+ "instruction_rms": 0.0019290545190684039,
+ "raw_apical_rms": 0.060821752086465654,
+ "teaching_rms": 0.0019290545186167257,
+ "traffic_rms": 0.06078820523870638
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3436090401673937e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.563156615255852e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020825996781660347,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 41055,
+ "train_examples": 50000,
+ "train_loss": 0.045936097958087924
+ },
+ {
+ "epoch": 106,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03150397539138794,
+ "mean_feedback_forward_cosine": 0.9997559805070201,
+ "mean_feedback_forward_relative_error": 0.02174961195898152,
+ "min_feedback_forward_cosine": 0.9995054006576538
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0019731081252130625,
+ "instruction_rms": 0.0019731081252151576,
+ "raw_apical_rms": 0.060766449778849665,
+ "teaching_rms": 0.0019731081252130625,
+ "traffic_rms": 0.06073123922860457
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2527224530222156e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5606805083342983e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02092268456358297,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 41446,
+ "train_examples": 50000,
+ "train_loss": 0.04352586357593537
+ },
+ {
+ "epoch": 107,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03149962052702904,
+ "mean_feedback_forward_cosine": 0.9997560554935087,
+ "mean_feedback_forward_relative_error": 0.021744657217735244,
+ "min_feedback_forward_cosine": 0.9995054006576538
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0019308048434830663,
+ "instruction_rms": 0.0019308048438191094,
+ "raw_apical_rms": 0.060719777214897394,
+ "teaching_rms": 0.0019308048434830663,
+ "traffic_rms": 0.06068535056216789
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2302476310187558e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5591246223633387e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021232555423782,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 41837,
+ "train_examples": 50000,
+ "train_loss": 0.0400309817135334
+ },
+ {
+ "epoch": 108,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0314955972135067,
+ "mean_feedback_forward_cosine": 0.9997561477845714,
+ "mean_feedback_forward_relative_error": 0.02173995174046966,
+ "min_feedback_forward_cosine": 0.9995056390762329
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0018817973347551712,
+ "instruction_rms": 0.0018817973349551723,
+ "raw_apical_rms": 0.06068903866925442,
+ "teaching_rms": 0.0018817973347551712,
+ "traffic_rms": 0.060656312031160925
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3623050182663974e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.565024513138787e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02115694024026615,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 42228,
+ "train_examples": 50000,
+ "train_loss": 0.037535460599660876
+ },
+ {
+ "epoch": 109,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03149155154824257,
+ "mean_feedback_forward_cosine": 0.9997562246937906,
+ "mean_feedback_forward_relative_error": 0.021735391474419063,
+ "min_feedback_forward_cosine": 0.9995057582855225
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0018373676320763686,
+ "instruction_rms": 0.0018373676323064534,
+ "raw_apical_rms": 0.06064975821286218,
+ "teaching_rms": 0.0018373676320763686,
+ "traffic_rms": 0.060618067379224747
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.086065009621052e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5639751893530308e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020964269746619,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 42619,
+ "train_examples": 50000,
+ "train_loss": 0.0344030801987648
+ },
+ {
+ "epoch": 110,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03148741275072098,
+ "mean_feedback_forward_cosine": 0.9997563016030097,
+ "mean_feedback_forward_relative_error": 0.021730675872775815,
+ "min_feedback_forward_cosine": 0.9995057582855225
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001859365300345051,
+ "instruction_rms": 0.0018593653007709069,
+ "raw_apical_rms": 0.06063491070046303,
+ "teaching_rms": 0.001859365300345051,
+ "traffic_rms": 0.060601999199207876
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0311309967269153e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5645318901013604e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021201538473130686,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 43010,
+ "train_examples": 50000,
+ "train_loss": 0.03404332453489303
+ },
+ {
+ "epoch": 111,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03148353099822998,
+ "mean_feedback_forward_cosine": 0.9997563708213068,
+ "mean_feedback_forward_relative_error": 0.021726243648557894,
+ "min_feedback_forward_cosine": 0.9995059967041016
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0017792693721633372,
+ "instruction_rms": 0.001779269371810353,
+ "raw_apical_rms": 0.06060974513709711,
+ "teaching_rms": 0.0017792693721633372,
+ "traffic_rms": 0.0605800890919125
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.143865351911245e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.562937477637461e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021216626116228588,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 43401,
+ "train_examples": 50000,
+ "train_loss": 0.030716377469301222
+ },
+ {
+ "epoch": 112,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03147963806986809,
+ "mean_feedback_forward_cosine": 0.9997564515759868,
+ "mean_feedback_forward_relative_error": 0.021721871239283392,
+ "min_feedback_forward_cosine": 0.9995061159133911
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001778277828207509,
+ "instruction_rms": 0.001778277828723965,
+ "raw_apical_rms": 0.06057176292817008,
+ "teaching_rms": 0.001778277828207509,
+ "traffic_rms": 0.06054181141671
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3181401687111247e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5729326947873305e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021322696570138612,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 43792,
+ "train_examples": 50000,
+ "train_loss": 0.029599104360342025
+ },
+ {
+ "epoch": 113,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03147570416331291,
+ "mean_feedback_forward_cosine": 0.9997565438670497,
+ "mean_feedback_forward_relative_error": 0.021717479452490807,
+ "min_feedback_forward_cosine": 0.9995062351226807
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0018072599197181153,
+ "instruction_rms": 0.001807259919694294,
+ "raw_apical_rms": 0.060517731868169854,
+ "teaching_rms": 0.0018072599197181153,
+ "traffic_rms": 0.06048620141870423
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1655408133369747e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5670435557415783e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021250775148907254,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 44183,
+ "train_examples": 50000,
+ "train_loss": 0.02921918411910534
+ },
+ {
+ "epoch": 114,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031471576541662216,
+ "mean_feedback_forward_cosine": 0.9997566150080773,
+ "mean_feedback_forward_relative_error": 0.021713021166262128,
+ "min_feedback_forward_cosine": 0.999506413936615
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0017855020169386564,
+ "instruction_rms": 0.001785502017071911,
+ "raw_apical_rms": 0.06049119120247394,
+ "teaching_rms": 0.0017855020169386564,
+ "traffic_rms": 0.06045980743748742
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9960024744136717e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5606584947692495e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021636498446608168,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 44574,
+ "train_examples": 50000,
+ "train_loss": 0.02790903121113777
+ },
+ {
+ "epoch": 115,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03146752715110779,
+ "mean_feedback_forward_cosine": 0.9997566996082183,
+ "mean_feedback_forward_relative_error": 0.02170853429443894,
+ "min_feedback_forward_cosine": 0.9995065331459045
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0017775455003777672,
+ "instruction_rms": 0.0017775455005886673,
+ "raw_apical_rms": 0.06051045129667271,
+ "teaching_rms": 0.0017775455003777672,
+ "traffic_rms": 0.06047985973341938
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8998475681542004e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5666541372563246e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021366600157939744,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 44965,
+ "train_examples": 50000,
+ "train_loss": 0.025734815603494644
+ },
+ {
+ "epoch": 116,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031463682651519775,
+ "mean_feedback_forward_cosine": 0.9997567688265154,
+ "mean_feedback_forward_relative_error": 0.021704253605416706,
+ "min_feedback_forward_cosine": 0.9995065927505493
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0017261972222227678,
+ "instruction_rms": 0.0017261972216782895,
+ "raw_apical_rms": 0.06048572644802996,
+ "teaching_rms": 0.0017261972222227678,
+ "traffic_rms": 0.06045675628127358
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.436298984775931e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5655378692333757e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021085676031754666,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 45356,
+ "train_examples": 50000,
+ "train_loss": 0.024729185898303984
+ },
+ {
+ "epoch": 117,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031459592282772064,
+ "mean_feedback_forward_cosine": 0.9997568572721174,
+ "mean_feedback_forward_relative_error": 0.02169988788063488,
+ "min_feedback_forward_cosine": 0.9995068311691284
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0017572288449339136,
+ "instruction_rms": 0.0017572288450132649,
+ "raw_apical_rms": 0.06046964119418366,
+ "teaching_rms": 0.0017572288449339136,
+ "traffic_rms": 0.060438826447286945
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.188399506053429e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.572685545345221e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021047060669153846,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 45747,
+ "train_examples": 50000,
+ "train_loss": 0.025334170320630074
+ },
+ {
+ "epoch": 118,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03145581856369972,
+ "mean_feedback_forward_cosine": 0.999756932258606,
+ "mean_feedback_forward_relative_error": 0.02169556271344904,
+ "min_feedback_forward_cosine": 0.999506950378418
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001701262973061038,
+ "instruction_rms": 0.0017012629733924403,
+ "raw_apical_rms": 0.06043503368079829,
+ "teaching_rms": 0.001701262973061038,
+ "traffic_rms": 0.0604062522732447
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.025842071873285e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5722834470548688e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021035353204275214,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 46138,
+ "train_examples": 50000,
+ "train_loss": 0.022988191098570823
+ },
+ {
+ "epoch": 119,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03145194798707962,
+ "mean_feedback_forward_cosine": 0.9997570187814774,
+ "mean_feedback_forward_relative_error": 0.021691336356584105,
+ "min_feedback_forward_cosine": 0.9995070099830627
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001680353697396918,
+ "instruction_rms": 0.0016803536968119162,
+ "raw_apical_rms": 0.0604305457404473,
+ "teaching_rms": 0.001680353697396918,
+ "traffic_rms": 0.06040247182631898
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.249623420880198e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5615927038061534e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02142448054117058,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 46529,
+ "train_examples": 50000,
+ "train_loss": 0.02194026156425476
+ },
+ {
+ "epoch": 120,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03144793212413788,
+ "mean_feedback_forward_cosine": 0.9997571129952708,
+ "mean_feedback_forward_relative_error": 0.021687014809539242,
+ "min_feedback_forward_cosine": 0.9995071291923523
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001710373941006606,
+ "instruction_rms": 0.0017103739407916924,
+ "raw_apical_rms": 0.06044723920612104,
+ "teaching_rms": 0.001710373941006606,
+ "traffic_rms": 0.060417783930974536
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.4688869615374642e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.563692249549339e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021262344263362223,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 46920,
+ "train_examples": 50000,
+ "train_loss": 0.02244715241879225
+ },
+ {
+ "epoch": 121,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031444188207387924,
+ "mean_feedback_forward_cosine": 0.9997571822135679,
+ "mean_feedback_forward_relative_error": 0.02168291550309908,
+ "min_feedback_forward_cosine": 0.9995072484016418
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0016376603236343352,
+ "instruction_rms": 0.0016376603239503544,
+ "raw_apical_rms": 0.0604257899673085,
+ "teaching_rms": 0.0016376603236343352,
+ "traffic_rms": 0.06039848206828698
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.129364418124169e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5641752863823337e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021192157258718636,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 47311,
+ "train_examples": 50000,
+ "train_loss": 0.02022576591670513
+ },
+ {
+ "epoch": 122,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0314406156539917,
+ "mean_feedback_forward_cosine": 0.9997572283590993,
+ "mean_feedback_forward_relative_error": 0.021678831368204084,
+ "min_feedback_forward_cosine": 0.9995072484016418
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015659922530151065,
+ "instruction_rms": 0.0015659922533562884,
+ "raw_apical_rms": 0.06038533492717041,
+ "teaching_rms": 0.0015659922530151065,
+ "traffic_rms": 0.060359866341804125
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.7033721039515513e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5670427066009977e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021187531568565437,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 47702,
+ "train_examples": 50000,
+ "train_loss": 0.01860323529779911
+ },
+ {
+ "epoch": 123,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03143704682588577,
+ "mean_feedback_forward_cosine": 0.9997573168047013,
+ "mean_feedback_forward_relative_error": 0.021674805425948674,
+ "min_feedback_forward_cosine": 0.9995075464248657
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001558712258865541,
+ "instruction_rms": 0.0015587122583099176,
+ "raw_apical_rms": 0.06033626783480335,
+ "teaching_rms": 0.001558712258865541,
+ "traffic_rms": 0.06031083462316474
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2601041038683434e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.558320617213378e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021261311529394988,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 48093,
+ "train_examples": 50000,
+ "train_loss": 0.01847828521847725
+ },
+ {
+ "epoch": 124,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03143325075507164,
+ "mean_feedback_forward_cosine": 0.9997574014048423,
+ "mean_feedback_forward_relative_error": 0.02167059356466897,
+ "min_feedback_forward_cosine": 0.9995076060295105
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0016103571251713815,
+ "instruction_rms": 0.0016103571255068685,
+ "raw_apical_rms": 0.06032843384180606,
+ "teaching_rms": 0.0016103571251713815,
+ "traffic_rms": 0.060301178429157186
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.978660162966662e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5696847499502945e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021231445869597243,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 48484,
+ "train_examples": 50000,
+ "train_loss": 0.019125866518616676
+ },
+ {
+ "epoch": 125,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03142950311303139,
+ "mean_feedback_forward_cosine": 0.9997574860049833,
+ "mean_feedback_forward_relative_error": 0.02166658192272148,
+ "min_feedback_forward_cosine": 0.9995076656341553
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015375907247758183,
+ "instruction_rms": 0.0015375907247493494,
+ "raw_apical_rms": 0.06031516221230108,
+ "teaching_rms": 0.0015375907247758183,
+ "traffic_rms": 0.060289711654303434
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3115177327781566e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5771107900153756e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02155187387803211,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 48875,
+ "train_examples": 50000,
+ "train_loss": 0.017221306319236754
+ },
+ {
+ "epoch": 126,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031425733119249344,
+ "mean_feedback_forward_cosine": 0.999757549455089,
+ "mean_feedback_forward_relative_error": 0.02166240917698991,
+ "min_feedback_forward_cosine": 0.9995078444480896
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015801354373825949,
+ "instruction_rms": 0.0015801354367632253,
+ "raw_apical_rms": 0.060280644505303904,
+ "teaching_rms": 0.0015801354373825949,
+ "traffic_rms": 0.06025394289452608
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.175109514723772e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5608545608303522e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021750289061752293,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 49266,
+ "train_examples": 50000,
+ "train_loss": 0.017284111934304236
+ },
+ {
+ "epoch": 127,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03142174705862999,
+ "mean_feedback_forward_cosine": 0.9997576513598042,
+ "mean_feedback_forward_relative_error": 0.02165804100373099,
+ "min_feedback_forward_cosine": 0.9995079040527344
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001617392017166664,
+ "instruction_rms": 0.0016173920171565102,
+ "raw_apical_rms": 0.06029715769635445,
+ "teaching_rms": 0.001617392017166664,
+ "traffic_rms": 0.0602691789405435
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.3002456828180584e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.564494487473074e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021892627999324368,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 49657,
+ "train_examples": 50000,
+ "train_loss": 0.0171700565508008
+ },
+ {
+ "epoch": 128,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031418368220329285,
+ "mean_feedback_forward_cosine": 0.9997577090417186,
+ "mean_feedback_forward_relative_error": 0.021654212426754735,
+ "min_feedback_forward_cosine": 0.9995079636573792
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0014468703310447336,
+ "instruction_rms": 0.0014468703307280186,
+ "raw_apical_rms": 0.06029150587431078,
+ "teaching_rms": 0.0014468703310447336,
+ "traffic_rms": 0.06026915762483013
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 1.9801536410568588e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.568471699537214e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02102892052471611,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 50048,
+ "train_examples": 50000,
+ "train_loss": 0.01475954680517316
+ },
+ {
+ "epoch": 129,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03141402825713158,
+ "mean_feedback_forward_cosine": 0.9997578032555119,
+ "mean_feedback_forward_relative_error": 0.02164962124680319,
+ "min_feedback_forward_cosine": 0.999508261680603
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001647078165995079,
+ "instruction_rms": 0.0016470781654027529,
+ "raw_apical_rms": 0.060317028455909104,
+ "teaching_rms": 0.001647078165995079,
+ "traffic_rms": 0.06028755363885058
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8321864914128128e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5684968965499933e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021455415856616818,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 50439,
+ "train_examples": 50000,
+ "train_loss": 0.016771517105400563
+ },
+ {
+ "epoch": 130,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03141002729535103,
+ "mean_feedback_forward_cosine": 0.9997578782420005,
+ "mean_feedback_forward_relative_error": 0.021645333362563003,
+ "min_feedback_forward_cosine": 0.9995083212852478
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015545478188276319,
+ "instruction_rms": 0.0015545478188123511,
+ "raw_apical_rms": 0.060325860883568796,
+ "teaching_rms": 0.0015545478188276319,
+ "traffic_rms": 0.06029907231392622
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9989645494433717e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5680279048596704e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021094721926493518,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 50830,
+ "train_examples": 50000,
+ "train_loss": 0.01596706278845668
+ },
+ {
+ "epoch": 131,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03140585124492645,
+ "mean_feedback_forward_cosine": 0.9997579686103328,
+ "mean_feedback_forward_relative_error": 0.021641116859691757,
+ "min_feedback_forward_cosine": 0.9995084404945374
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015275423809823635,
+ "instruction_rms": 0.0015275423811523228,
+ "raw_apical_rms": 0.06032168137533785,
+ "teaching_rms": 0.0015275423809823635,
+ "traffic_rms": 0.06029643454098172
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.002989063498717e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.570085999278273e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021163578902115926,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 51221,
+ "train_examples": 50000,
+ "train_loss": 0.016134593434929848
+ },
+ {
+ "epoch": 132,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031401731073856354,
+ "mean_feedback_forward_cosine": 0.9997580493650129,
+ "mean_feedback_forward_relative_error": 0.02163685822198468,
+ "min_feedback_forward_cosine": 0.9995085000991821
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015095788660353675,
+ "instruction_rms": 0.0015095788659874414,
+ "raw_apical_rms": 0.06029600621394194,
+ "teaching_rms": 0.0015095788660353675,
+ "traffic_rms": 0.06027074915240652
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1048956355684822e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5688137019403565e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021225011742469265,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 51612,
+ "train_examples": 50000,
+ "train_loss": 0.014972648302912712
+ },
+ {
+ "epoch": 133,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031398188322782516,
+ "mean_feedback_forward_cosine": 0.999758130119693,
+ "mean_feedback_forward_relative_error": 0.021632933974145882,
+ "min_feedback_forward_cosine": 0.9995087385177612
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.00141278160256858,
+ "instruction_rms": 0.0014127816022092617,
+ "raw_apical_rms": 0.060307643128228026,
+ "teaching_rms": 0.00141278160256858,
+ "traffic_rms": 0.06028470445843777
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2203876071102968e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5596273518653564e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021440215175471164,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 52003,
+ "train_examples": 50000,
+ "train_loss": 0.013288077376578004
+ },
+ {
+ "epoch": 134,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03139420598745346,
+ "mean_feedback_forward_cosine": 0.9997582070289119,
+ "mean_feedback_forward_relative_error": 0.021628684168981928,
+ "min_feedback_forward_cosine": 0.9995088577270508
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0014683729445171235,
+ "instruction_rms": 0.001468372944926815,
+ "raw_apical_rms": 0.060272037375291125,
+ "teaching_rms": 0.0014683729445171235,
+ "traffic_rms": 0.06024697004198889
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.237959684237012e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5709243206294097e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021676522310623222,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 52394,
+ "train_examples": 50000,
+ "train_loss": 0.014023889936506748
+ },
+ {
+ "epoch": 135,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0313900001347065,
+ "mean_feedback_forward_cosine": 0.999758287783592,
+ "mean_feedback_forward_relative_error": 0.02162433272948669,
+ "min_feedback_forward_cosine": 0.9995089769363403
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.00151604943175004,
+ "instruction_rms": 0.0015160494313732247,
+ "raw_apical_rms": 0.06026722077950062,
+ "teaching_rms": 0.00151604943175004,
+ "traffic_rms": 0.06024168792251169
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.5872678222071954e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.568476729291428e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021301102569107767,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 52785,
+ "train_examples": 50000,
+ "train_loss": 0.013910914593338966
+ },
+ {
+ "epoch": 136,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031386032700538635,
+ "mean_feedback_forward_cosine": 0.999758376229194,
+ "mean_feedback_forward_relative_error": 0.021620102587246125,
+ "min_feedback_forward_cosine": 0.9995090365409851
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001477430439914596,
+ "instruction_rms": 0.0014774304402341402,
+ "raw_apical_rms": 0.06029351024500925,
+ "teaching_rms": 0.001477430439914596,
+ "traffic_rms": 0.06026928877265612
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0881808282524617e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5635215935810226e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02103406847482763,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 53176,
+ "train_examples": 50000,
+ "train_loss": 0.013774006176888943
+ },
+ {
+ "epoch": 137,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03138156980276108,
+ "mean_feedback_forward_cosine": 0.9997584608293348,
+ "mean_feedback_forward_relative_error": 0.021615536868452065,
+ "min_feedback_forward_cosine": 0.9995092153549194
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015153848135794515,
+ "instruction_rms": 0.0015153848135075166,
+ "raw_apical_rms": 0.06028979729879795,
+ "teaching_rms": 0.0015153848135794515,
+ "traffic_rms": 0.060263449959591736
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0386327292953865e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.570405912992581e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02128528778893488,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 53567,
+ "train_examples": 50000,
+ "train_loss": 0.014216195790618658
+ },
+ {
+ "epoch": 138,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03137783706188202,
+ "mean_feedback_forward_cosine": 0.9997585242794406,
+ "mean_feedback_forward_relative_error": 0.021611571477185332,
+ "min_feedback_forward_cosine": 0.9995093941688538
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0013623057297024645,
+ "instruction_rms": 0.0013623057298733391,
+ "raw_apical_rms": 0.06026149093538735,
+ "teaching_rms": 0.0013623057297024645,
+ "traffic_rms": 0.060239669731314074
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.876320077087712e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5702227385891922e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021722423490932816,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 53958,
+ "train_examples": 50000,
+ "train_loss": 0.012675859419107437
+ },
+ {
+ "epoch": 139,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031373877078294754,
+ "mean_feedback_forward_cosine": 0.9997586242614254,
+ "mean_feedback_forward_relative_error": 0.02160714517137216,
+ "min_feedback_forward_cosine": 0.9995095133781433
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0014160875186484813,
+ "instruction_rms": 0.0014160875188215937,
+ "raw_apical_rms": 0.060271893141315994,
+ "teaching_rms": 0.0014160875186484813,
+ "traffic_rms": 0.06024855283609319
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1365448077403926e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5707145004668614e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02166383299546484,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 54349,
+ "train_examples": 50000,
+ "train_loss": 0.012604654445797205
+ },
+ {
+ "epoch": 140,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03137008845806122,
+ "mean_feedback_forward_cosine": 0.999758691556992,
+ "mean_feedback_forward_relative_error": 0.021602971178870046,
+ "min_feedback_forward_cosine": 0.9995096325874329
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0014017556826610889,
+ "instruction_rms": 0.0014017556817953554,
+ "raw_apical_rms": 0.06021674431885879,
+ "teaching_rms": 0.0014017556826610889,
+ "traffic_rms": 0.06019406225614311
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.13758344358439e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5693120693005157e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02144647719055143,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 54740,
+ "train_examples": 50000,
+ "train_loss": 0.012337776693105698
+ },
+ {
+ "epoch": 141,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03136617690324783,
+ "mean_feedback_forward_cosine": 0.9997587934617074,
+ "mean_feedback_forward_relative_error": 0.021598879428159808,
+ "min_feedback_forward_cosine": 0.9995098114013672
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001359620341620725,
+ "instruction_rms": 0.0013596203418669865,
+ "raw_apical_rms": 0.06023319874960461,
+ "teaching_rms": 0.001359620341620725,
+ "traffic_rms": 0.060211836187975896
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9645478133156757e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5742544068754367e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021716134699330095,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 55131,
+ "train_examples": 50000,
+ "train_loss": 0.0115347054579854
+ },
+ {
+ "epoch": 142,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031361497938632965,
+ "mean_feedback_forward_cosine": 0.9997588857527702,
+ "mean_feedback_forward_relative_error": 0.02159409573481929,
+ "min_feedback_forward_cosine": 0.9995098114013672
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0015325011894380678,
+ "instruction_rms": 0.0015325011897909257,
+ "raw_apical_rms": 0.0602282827106931,
+ "teaching_rms": 0.0015325011894380678,
+ "traffic_rms": 0.060200925790311034
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.6773845362981774e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5832496708826057e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02185208231985076,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 55522,
+ "train_examples": 50000,
+ "train_loss": 0.013095144706964493
+ },
+ {
+ "epoch": 143,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0313575379550457,
+ "mean_feedback_forward_cosine": 0.9997589703529112,
+ "mean_feedback_forward_relative_error": 0.021589957237724337,
+ "min_feedback_forward_cosine": 0.9995100498199463
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0013291754192877106,
+ "instruction_rms": 0.0013291754186445942,
+ "raw_apical_rms": 0.06017461988580678,
+ "teaching_rms": 0.0013291754192877106,
+ "traffic_rms": 0.06015385317018739
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.8152776110346167e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5753545294706784e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021914178105991743,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 55913,
+ "train_examples": 50000,
+ "train_loss": 0.011285493536293507
+ },
+ {
+ "epoch": 144,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031352996826171875,
+ "mean_feedback_forward_cosine": 0.9997590587985131,
+ "mean_feedback_forward_relative_error": 0.021585262170241724,
+ "min_feedback_forward_cosine": 0.9995101690292358
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0014312083911910652,
+ "instruction_rms": 0.0014312083913766652,
+ "raw_apical_rms": 0.060158212981470914,
+ "teaching_rms": 0.0014312083911910652,
+ "traffic_rms": 0.06013395895160597
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.6009224995959812e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.578689555011155e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.022159492507651878,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 56304,
+ "train_examples": 50000,
+ "train_loss": 0.012068520529419183
+ },
+ {
+ "epoch": 145,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03134904429316521,
+ "mean_feedback_forward_cosine": 0.9997591280168102,
+ "mean_feedback_forward_relative_error": 0.021581231646480098,
+ "min_feedback_forward_cosine": 0.9995102286338806
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.00128285456991729,
+ "instruction_rms": 0.0012828545704672103,
+ "raw_apical_rms": 0.060178350561723784,
+ "teaching_rms": 0.00128285456991729,
+ "traffic_rms": 0.060158784222565785
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.5508404277729824e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5758511907512554e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021423602013939738,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 56695,
+ "train_examples": 50000,
+ "train_loss": 0.010624613016620278
+ },
+ {
+ "epoch": 146,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0313451923429966,
+ "mean_feedback_forward_cosine": 0.9997592145396818,
+ "mean_feedback_forward_relative_error": 0.02157715622395758,
+ "min_feedback_forward_cosine": 0.9995103478431702
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0013133976218261839,
+ "instruction_rms": 0.0013133976215214175,
+ "raw_apical_rms": 0.06014330045693746,
+ "teaching_rms": 0.0013133976218261839,
+ "traffic_rms": 0.060121834679379836
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3491713463386077e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5705432305124935e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02159263706327977,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 57086,
+ "train_examples": 50000,
+ "train_loss": 0.010737270039469003
+ },
+ {
+ "epoch": 147,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03134067729115486,
+ "mean_feedback_forward_cosine": 0.9997593222125885,
+ "mean_feedback_forward_relative_error": 0.021572456409734105,
+ "min_feedback_forward_cosine": 0.9995105266571045
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001391305149665331,
+ "instruction_rms": 0.0013913051489891754,
+ "raw_apical_rms": 0.060125212189627956,
+ "teaching_rms": 0.001391305149665331,
+ "traffic_rms": 0.06010070944313869
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9454923005923774e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5803998891754e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02168214473700549,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 57477,
+ "train_examples": 50000,
+ "train_loss": 0.011407286370545626
+ },
+ {
+ "epoch": 148,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03133620694279671,
+ "mean_feedback_forward_cosine": 0.9997594164263818,
+ "mean_feedback_forward_relative_error": 0.02156771686408789,
+ "min_feedback_forward_cosine": 0.9995107650756836
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0013869202438614547,
+ "instruction_rms": 0.001386920243428907,
+ "raw_apical_rms": 0.06013829142432585,
+ "teaching_rms": 0.0013869202438614547,
+ "traffic_rms": 0.0601145159755107
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1140859729484873e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5793187245614857e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021739876079040547,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 57868,
+ "train_examples": 50000,
+ "train_loss": 0.011116878349781036
+ },
+ {
+ "epoch": 149,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031331513077020645,
+ "mean_feedback_forward_cosine": 0.999759518331097,
+ "mean_feedback_forward_relative_error": 0.02156275722588743,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001417679202033186,
+ "instruction_rms": 0.0014176792018678064,
+ "raw_apical_rms": 0.06012870803794755,
+ "teaching_rms": 0.001417679202033186,
+ "traffic_rms": 0.06010324714483092
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2602602456345267e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5714074246786214e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021847983224535093,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 58259,
+ "train_examples": 50000,
+ "train_loss": 0.012106659239511937
+ },
+ {
+ "epoch": 150,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132714703679085,
+ "mean_feedback_forward_cosine": 0.9997595971630465,
+ "mean_feedback_forward_relative_error": 0.021558043907486623,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001379679893926087,
+ "instruction_rms": 0.0013796798941189312,
+ "raw_apical_rms": 0.060092781516599685,
+ "teaching_rms": 0.001379679893926087,
+ "traffic_rms": 0.06006935939637903
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.620488537274923e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.570917304365128e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021682985947470337,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 58650,
+ "train_examples": 50000,
+ "train_loss": 0.010919339765757322
+ },
+ {
+ "epoch": 151,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132709860801697,
+ "mean_feedback_forward_cosine": 0.9997596010085075,
+ "mean_feedback_forward_relative_error": 0.021557943354691227,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001179968784308093,
+ "instruction_rms": 0.0011799687843855847,
+ "raw_apical_rms": 0.06008720547514168,
+ "teaching_rms": 0.001179968784308093,
+ "traffic_rms": 0.06006945434673334
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8576384874791074e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5612939849153663e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021591201577678427,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 59041,
+ "train_examples": 50000,
+ "train_loss": 0.009476273037791251
+ },
+ {
+ "epoch": 152,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132707253098488,
+ "mean_feedback_forward_cosine": 0.9997596240812733,
+ "mean_feedback_forward_relative_error": 0.021557855254579938,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0011296071960121053,
+ "instruction_rms": 0.0011296071964631573,
+ "raw_apical_rms": 0.06008207813474541,
+ "teaching_rms": 0.0011296071960121053,
+ "traffic_rms": 0.06006563827661422
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1674486205824905e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.563976340381333e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021447013086679213,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 59432,
+ "train_examples": 50000,
+ "train_loss": 0.008430601634383202
+ },
+ {
+ "epoch": 153,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031327035278081894,
+ "mean_feedback_forward_cosine": 0.999759599085777,
+ "mean_feedback_forward_relative_error": 0.021557764721012885,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001121324080897597,
+ "instruction_rms": 0.0011213240807696613,
+ "raw_apical_rms": 0.06007834927889558,
+ "teaching_rms": 0.001121324080897597,
+ "traffic_rms": 0.06006248524135712
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2669075505632463e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5626452615872206e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021487707526781655,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 59823,
+ "train_examples": 50000,
+ "train_loss": 0.008414895274192095
+ },
+ {
+ "epoch": 154,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031327009201049805,
+ "mean_feedback_forward_cosine": 0.9997596279267342,
+ "mean_feedback_forward_relative_error": 0.021557679745338617,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010462794952962285,
+ "instruction_rms": 0.001046279495115535,
+ "raw_apical_rms": 0.06007435809635876,
+ "teaching_rms": 0.0010462794952962285,
+ "traffic_rms": 0.06005984553676592
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9332576428610082e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5683413025204685e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02157790363457604,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 60214,
+ "train_examples": 50000,
+ "train_loss": 0.007825479854792356
+ },
+ {
+ "epoch": 155,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326986849308014,
+ "mean_feedback_forward_cosine": 0.9997595952403161,
+ "mean_feedback_forward_relative_error": 0.021557595625880263,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001036368860131206,
+ "instruction_rms": 0.0010363688600510232,
+ "raw_apical_rms": 0.06006759080480991,
+ "teaching_rms": 0.001036368860131206,
+ "traffic_rms": 0.06005341464384376
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9908087622866333e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5634408615326202e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021698631335063577,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 60605,
+ "train_examples": 50000,
+ "train_loss": 0.007752396997436881
+ },
+ {
+ "epoch": 156,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326957046985626,
+ "mean_feedback_forward_cosine": 0.9997596375403865,
+ "mean_feedback_forward_relative_error": 0.02155751351928038,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.00103690814016864,
+ "instruction_rms": 0.001036908140151119,
+ "raw_apical_rms": 0.060066664923446415,
+ "teaching_rms": 0.00103690814016864,
+ "traffic_rms": 0.060052171413669905
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 1.945481642451341e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5669167082605052e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021475271499250284,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 60996,
+ "train_examples": 50000,
+ "train_loss": 0.007858595271185041
+ },
+ {
+ "epoch": 157,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326938420534134,
+ "mean_feedback_forward_cosine": 0.9997596183130818,
+ "mean_feedback_forward_relative_error": 0.021557435333248106,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009805716767374976,
+ "instruction_rms": 0.0009805716764035783,
+ "raw_apical_rms": 0.06006998751423511,
+ "teaching_rms": 0.0009805716767374976,
+ "traffic_rms": 0.060057039953904
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.433953127933819e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.56538217900001e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02124931950437315,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 61387,
+ "train_examples": 50000,
+ "train_loss": 0.007328558262661099
+ },
+ {
+ "epoch": 158,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132690116763115,
+ "mean_feedback_forward_cosine": 0.999759599085777,
+ "mean_feedback_forward_relative_error": 0.021557354698738745,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010845778775543477,
+ "instruction_rms": 0.0010845778777478423,
+ "raw_apical_rms": 0.060069209873066264,
+ "teaching_rms": 0.0010845778775543477,
+ "traffic_rms": 0.06005369473041427
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9106012771885617e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.564227473703303e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021559755123017183,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 61778,
+ "train_examples": 50000,
+ "train_loss": 0.007954697859212757
+ },
+ {
+ "epoch": 159,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132687509059906,
+ "mean_feedback_forward_cosine": 0.9997596260040037,
+ "mean_feedback_forward_relative_error": 0.02155727277239484,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010299564696549968,
+ "instruction_rms": 0.0010299564692812465,
+ "raw_apical_rms": 0.06006812192226086,
+ "teaching_rms": 0.0010299564696549968,
+ "traffic_rms": 0.060053931538063196
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.3349590705379342e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5660258580619945e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021729885976055806,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 62169,
+ "train_examples": 50000,
+ "train_loss": 0.007465883650183677
+ },
+ {
+ "epoch": 160,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326841562986374,
+ "mean_feedback_forward_cosine": 0.9997596144676208,
+ "mean_feedback_forward_relative_error": 0.021557185423350143,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001063413505157721,
+ "instruction_rms": 0.0010634135050796281,
+ "raw_apical_rms": 0.060071878818973384,
+ "teaching_rms": 0.001063413505157721,
+ "traffic_rms": 0.06005699924020882
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.3217483047233145e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5665946369244484e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021747135661781707,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 62560,
+ "train_examples": 50000,
+ "train_loss": 0.007692031290978193
+ },
+ {
+ "epoch": 161,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132681921124458,
+ "mean_feedback_forward_cosine": 0.9997596298494646,
+ "mean_feedback_forward_relative_error": 0.02155710408283818,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010305865891414153,
+ "instruction_rms": 0.0010305865887556003,
+ "raw_apical_rms": 0.060076575512097774,
+ "teaching_rms": 0.0010305865891414153,
+ "traffic_rms": 0.06006234825377816
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.8926501255123185e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5669840817105678e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02140562166712032,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 62951,
+ "train_examples": 50000,
+ "train_loss": 0.00782879565000534
+ },
+ {
+ "epoch": 162,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0313267819583416,
+ "mean_feedback_forward_cosine": 0.9997596086994294,
+ "mean_feedback_forward_relative_error": 0.021557018070692015,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.001129956087231944,
+ "instruction_rms": 0.0011299560868735551,
+ "raw_apical_rms": 0.06007572241114544,
+ "teaching_rms": 0.001129956087231944,
+ "traffic_rms": 0.06005868079532163
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.4017687394461973e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.567557156080132e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021886043922274504,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 63342,
+ "train_examples": 50000,
+ "train_loss": 0.008396395660117269
+ },
+ {
+ "epoch": 163,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132675588130951,
+ "mean_feedback_forward_cosine": 0.9997596221585427,
+ "mean_feedback_forward_relative_error": 0.021556935483409513,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009887630050392931,
+ "instruction_rms": 0.0009887630052253591,
+ "raw_apical_rms": 0.06007528882168374,
+ "teaching_rms": 0.0009887630050392931,
+ "traffic_rms": 0.06006227369066905
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.066620830021293e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5659746742414652e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021141643553731288,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 63733,
+ "train_examples": 50000,
+ "train_loss": 0.0073443680226802826
+ },
+ {
+ "epoch": 164,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132672607898712,
+ "mean_feedback_forward_cosine": 0.9997596317721952,
+ "mean_feedback_forward_relative_error": 0.021556853451916286,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010581566164695499,
+ "instruction_rms": 0.0010581566167576506,
+ "raw_apical_rms": 0.060078922021673004,
+ "teaching_rms": 0.0010581566164695499,
+ "traffic_rms": 0.060063899841260364
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.0862328753423753e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5685245696508257e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021514753858243214,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 64124,
+ "train_examples": 50000,
+ "train_loss": 0.007455915867015719
+ },
+ {
+ "epoch": 165,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326696276664734,
+ "mean_feedback_forward_cosine": 0.9997596375403865,
+ "mean_feedback_forward_relative_error": 0.021556774845286723,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010244626963122443,
+ "instruction_rms": 0.0010244626963263736,
+ "raw_apical_rms": 0.06008215650066717,
+ "teaching_rms": 0.0010244626963122443,
+ "traffic_rms": 0.060067852865176886
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.074700944376673e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.569071509815174e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021306631787898232,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 64515,
+ "train_examples": 50000,
+ "train_loss": 0.0073924257943034175
+ },
+ {
+ "epoch": 166,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326670199632645,
+ "mean_feedback_forward_cosine": 0.9997596221585427,
+ "mean_feedback_forward_relative_error": 0.02155669374511607,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009767126207487105,
+ "instruction_rms": 0.0009767126210894945,
+ "raw_apical_rms": 0.06008434921583812,
+ "teaching_rms": 0.0009767126207487105,
+ "traffic_rms": 0.06007130250795151
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1931301219524357e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5672551918101414e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021793107940057333,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 64906,
+ "train_examples": 50000,
+ "train_loss": 0.0070690033512562514
+ },
+ {
+ "epoch": 167,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326647847890854,
+ "mean_feedback_forward_cosine": 0.9997596163903514,
+ "mean_feedback_forward_relative_error": 0.021556613831630638,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010006242303614047,
+ "instruction_rms": 0.0010006242309953588,
+ "raw_apical_rms": 0.06008041334988278,
+ "teaching_rms": 0.0010006242303614047,
+ "traffic_rms": 0.060066208644533915
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.7223707732559888e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5673656243708937e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021532127395720854,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 65297,
+ "train_examples": 50000,
+ "train_loss": 0.007275210626721382
+ },
+ {
+ "epoch": 168,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326621770858765,
+ "mean_feedback_forward_cosine": 0.999759643308578,
+ "mean_feedback_forward_relative_error": 0.021556533617718567,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009555785630081935,
+ "instruction_rms": 0.0009555785630237475,
+ "raw_apical_rms": 0.0600744885089705,
+ "teaching_rms": 0.0009555785630081935,
+ "traffic_rms": 0.060062183466376456
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 1.9061033640355163e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.568538288493778e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021830055476936984,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 65688,
+ "train_examples": 50000,
+ "train_loss": 0.006774568736106158
+ },
+ {
+ "epoch": 169,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132659196853638,
+ "mean_feedback_forward_cosine": 0.9997596375403865,
+ "mean_feedback_forward_relative_error": 0.021556453749297128,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009395257352998124,
+ "instruction_rms": 0.0009395257354966325,
+ "raw_apical_rms": 0.060068914411747804,
+ "teaching_rms": 0.0009395257352998124,
+ "traffic_rms": 0.0600566705271883
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3887768207941917e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5657385022341837e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021918999249193983,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 66079,
+ "train_examples": 50000,
+ "train_loss": 0.006736315014958381
+ },
+ {
+ "epoch": 170,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132656216621399,
+ "mean_feedback_forward_cosine": 0.9997596336949256,
+ "mean_feedback_forward_relative_error": 0.021556375142667564,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009602019105545089,
+ "instruction_rms": 0.000960201910210807,
+ "raw_apical_rms": 0.06006304963139241,
+ "teaching_rms": 0.0009602019105545089,
+ "traffic_rms": 0.06005012476332571
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.4388381092421696e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5667665494101504e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02127287783141234,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 66470,
+ "train_examples": 50000,
+ "train_loss": 0.007116384837180376
+ },
+ {
+ "epoch": 171,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0313265360891819,
+ "mean_feedback_forward_cosine": 0.9997596317721952,
+ "mean_feedback_forward_relative_error": 0.021556297782808542,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009628185131176399,
+ "instruction_rms": 0.0009628185128434622,
+ "raw_apical_rms": 0.060057812696817314,
+ "teaching_rms": 0.0009628185131176399,
+ "traffic_rms": 0.060044823555564404
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.9614679658275236e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5639761409025163e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02162741097611953,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 66861,
+ "train_examples": 50000,
+ "train_loss": 0.007078839312195778
+ },
+ {
+ "epoch": 172,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132651373744011,
+ "mean_feedback_forward_cosine": 0.999759643308578,
+ "mean_feedback_forward_relative_error": 0.02155622180491205,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009328463536858388,
+ "instruction_rms": 0.0009328463533456953,
+ "raw_apical_rms": 0.060054184034077036,
+ "teaching_rms": 0.0009328463536858388,
+ "traffic_rms": 0.06004251195105212
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.343368521451339e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.568146097608532e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02127933575466516,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 67252,
+ "train_examples": 50000,
+ "train_loss": 0.0068743041935563085
+ },
+ {
+ "epoch": 173,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132648766040802,
+ "mean_feedback_forward_cosine": 0.9997596356176561,
+ "mean_feedback_forward_relative_error": 0.02155614274764253,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009752987427118393,
+ "instruction_rms": 0.0009752987428624305,
+ "raw_apical_rms": 0.06005889848482817,
+ "teaching_rms": 0.0009752987427118393,
+ "traffic_rms": 0.060045733577735357
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.312624758360471e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5669000475049028e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021269330889308057,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 67643,
+ "train_examples": 50000,
+ "train_loss": 0.006992063255682588
+ },
+ {
+ "epoch": 174,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132646530866623,
+ "mean_feedback_forward_cosine": 0.9997596240812733,
+ "mean_feedback_forward_relative_error": 0.021556065102378206,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009754219255835325,
+ "instruction_rms": 0.0009754219253127989,
+ "raw_apical_rms": 0.060058905286350696,
+ "teaching_rms": 0.0009754219255835325,
+ "traffic_rms": 0.06004608744551165
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0104115705521508e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5657628319952628e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021313992081019063,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 68034,
+ "train_examples": 50000,
+ "train_loss": 0.007167713696211576
+ },
+ {
+ "epoch": 175,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132643550634384,
+ "mean_feedback_forward_cosine": 0.9997596452313084,
+ "mean_feedback_forward_relative_error": 0.0215559869463886,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009615485037101152,
+ "instruction_rms": 0.000961548503591037,
+ "raw_apical_rms": 0.060060380172654845,
+ "teaching_rms": 0.0009615485037101152,
+ "traffic_rms": 0.06004752553417286
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.7993767304224093e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5648675156693924e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021576789954253533,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 68425,
+ "train_examples": 50000,
+ "train_loss": 0.006852393444180488
+ },
+ {
+ "epoch": 176,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326405704021454,
+ "mean_feedback_forward_cosine": 0.9997596336949256,
+ "mean_feedback_forward_relative_error": 0.021555908159503052,
+ "min_feedback_forward_cosine": 0.9995108246803284
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009785713771199437,
+ "instruction_rms": 0.0009785713774130107,
+ "raw_apical_rms": 0.060061160174462176,
+ "teaching_rms": 0.0009785713771199437,
+ "traffic_rms": 0.060047543608914046
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.949755912278306e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5666668773173498e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021418184265572616,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 68816,
+ "train_examples": 50000,
+ "train_loss": 0.006754859584569931
+ },
+ {
+ "epoch": 177,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132638707756996,
+ "mean_feedback_forward_cosine": 0.9997596317721952,
+ "mean_feedback_forward_relative_error": 0.02155583209147857,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009655848167913925,
+ "instruction_rms": 0.0009655848170674031,
+ "raw_apical_rms": 0.060062541633444995,
+ "teaching_rms": 0.0009655848167913925,
+ "traffic_rms": 0.06004947472969154
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0814971080085343e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.567244652274971e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021253830157798064,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 69207,
+ "train_examples": 50000,
+ "train_loss": 0.006898634309321642
+ },
+ {
+ "epoch": 178,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132636100053787,
+ "mean_feedback_forward_cosine": 0.9997596375403865,
+ "mean_feedback_forward_relative_error": 0.021555756954776663,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009420714872473244,
+ "instruction_rms": 0.0009420714869762677,
+ "raw_apical_rms": 0.060060731586379354,
+ "teaching_rms": 0.0009420714872473244,
+ "traffic_rms": 0.0600480769955571
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.1064197497366877e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5663262435928885e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021561401438528468,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 69598,
+ "train_examples": 50000,
+ "train_loss": 0.006688732709065079
+ },
+ {
+ "epoch": 179,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132633492350578,
+ "mean_feedback_forward_cosine": 0.9997596317721952,
+ "mean_feedback_forward_relative_error": 0.02155567592971267,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0010051458416884568,
+ "instruction_rms": 0.0010051458409989927,
+ "raw_apical_rms": 0.06006076079226069,
+ "teaching_rms": 0.0010051458416884568,
+ "traffic_rms": 0.060046603722024645
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1515237591529512e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5718607030157967e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02122170693276716,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 69989,
+ "train_examples": 50000,
+ "train_loss": 0.007178794793337584
+ },
+ {
+ "epoch": 180,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326305121183395,
+ "mean_feedback_forward_cosine": 0.9997596163903514,
+ "mean_feedback_forward_relative_error": 0.02155560139386404,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009334209579252473,
+ "instruction_rms": 0.0009334209576963297,
+ "raw_apical_rms": 0.06005812042541105,
+ "teaching_rms": 0.0009334209579252473,
+ "traffic_rms": 0.060045622230531406
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.5771383249661994e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5670988070826762e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021125596140977525,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 70380,
+ "train_examples": 50000,
+ "train_loss": 0.006375368404537439
+ },
+ {
+ "epoch": 181,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326279044151306,
+ "mean_feedback_forward_cosine": 0.9997596413858475,
+ "mean_feedback_forward_relative_error": 0.02155552347821574,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009267334638879396,
+ "instruction_rms": 0.0009267334636475204,
+ "raw_apical_rms": 0.060054398744299894,
+ "teaching_rms": 0.0009267334638879396,
+ "traffic_rms": 0.060042373605508195
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.162148327045088e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.564611431806649e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02162797211756293,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 70771,
+ "train_examples": 50000,
+ "train_loss": 0.006588259144797921
+ },
+ {
+ "epoch": 182,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326256692409515,
+ "mean_feedback_forward_cosine": 0.9997596221585427,
+ "mean_feedback_forward_relative_error": 0.021555449888711015,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008881864527277518,
+ "instruction_rms": 0.0008881864527954909,
+ "raw_apical_rms": 0.06004703374881644,
+ "teaching_rms": 0.0008881864527277518,
+ "traffic_rms": 0.06003612336996302
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.7895343873419733e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.568090316629994e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021218560867508986,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 71162,
+ "train_examples": 50000,
+ "train_loss": 0.00602709147669375
+ },
+ {
+ "epoch": 183,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132622316479683,
+ "mean_feedback_forward_cosine": 0.999759647154039,
+ "mean_feedback_forward_relative_error": 0.02155537859747006,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009482835371602856,
+ "instruction_rms": 0.0009482835371945668,
+ "raw_apical_rms": 0.060052149373275965,
+ "teaching_rms": 0.0009482835371602856,
+ "traffic_rms": 0.060039407708248935
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3784711089547272e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5660439395201268e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021661237161664414,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 71553,
+ "train_examples": 50000,
+ "train_loss": 0.006757023540996015
+ },
+ {
+ "epoch": 184,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132620081305504,
+ "mean_feedback_forward_cosine": 0.9997596394631171,
+ "mean_feedback_forward_relative_error": 0.021555301538037676,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.000881289653620672,
+ "instruction_rms": 0.0008812896537584988,
+ "raw_apical_rms": 0.06004567477508321,
+ "teaching_rms": 0.000881289653620672,
+ "traffic_rms": 0.06003469592632789
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.111737984478168e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5672102214083974e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.020971044230362227,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 71944,
+ "train_examples": 50000,
+ "train_loss": 0.0061257558731734755
+ },
+ {
+ "epoch": 185,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326182186603546,
+ "mean_feedback_forward_cosine": 0.9997596298494646,
+ "mean_feedback_forward_relative_error": 0.0215552277832983,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009306139623574617,
+ "instruction_rms": 0.0009306139624281346,
+ "raw_apical_rms": 0.06004385099800795,
+ "teaching_rms": 0.0009306139623574617,
+ "traffic_rms": 0.060030674162966
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.143248956087973e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.568642914579012e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02127893229936149,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 72335,
+ "train_examples": 50000,
+ "train_loss": 0.0065580026246607305
+ },
+ {
+ "epoch": 186,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132615238428116,
+ "mean_feedback_forward_cosine": 0.9997596298494646,
+ "mean_feedback_forward_relative_error": 0.021555148726028782,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009033962134555074,
+ "instruction_rms": 0.0009033962133567819,
+ "raw_apical_rms": 0.06004334921704471,
+ "teaching_rms": 0.0009033962134555074,
+ "traffic_rms": 0.06003160378592111
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.932926707581828e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5649429756040186e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.0212443712795138,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 72726,
+ "train_examples": 50000,
+ "train_loss": 0.006223944382146001
+ },
+ {
+ "epoch": 187,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132612258195877,
+ "mean_feedback_forward_cosine": 0.9997596452313084,
+ "mean_feedback_forward_relative_error": 0.021555073844689514,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009210895115788966,
+ "instruction_rms": 0.0009210895113247055,
+ "raw_apical_rms": 0.06004048408063149,
+ "teaching_rms": 0.0009210895115788966,
+ "traffic_rms": 0.06002838228205816
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.5178549023507912e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5697126001669134e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021230850876854702,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 73117,
+ "train_examples": 50000,
+ "train_loss": 0.006426349698528648
+ },
+ {
+ "epoch": 188,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132610395550728,
+ "mean_feedback_forward_cosine": 0.9997596452313084,
+ "mean_feedback_forward_relative_error": 0.021555001111400705,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009018071280486433,
+ "instruction_rms": 0.0009018071281110626,
+ "raw_apical_rms": 0.060041556149045,
+ "teaching_rms": 0.0009018071280486433,
+ "traffic_rms": 0.060030215267169465
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.169271517971083e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5668077305435055e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021291286597336086,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 73508,
+ "train_examples": 50000,
+ "train_loss": 0.006350258146673441
+ },
+ {
+ "epoch": 189,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132607787847519,
+ "mean_feedback_forward_cosine": 0.9997596356176561,
+ "mean_feedback_forward_relative_error": 0.02155492882875185,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008698168059557551,
+ "instruction_rms": 0.0008698168062776598,
+ "raw_apical_rms": 0.060039656360668346,
+ "teaching_rms": 0.0008698168059557551,
+ "traffic_rms": 0.060029301023976
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3856882691575265e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5680749689917897e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021268179344269673,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 73899,
+ "train_examples": 50000,
+ "train_loss": 0.006042736135423183
+ },
+ {
+ "epoch": 190,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326062977313995,
+ "mean_feedback_forward_cosine": 0.9997596529222303,
+ "mean_feedback_forward_relative_error": 0.0215548605117346,
+ "min_feedback_forward_cosine": 0.9995111227035522
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.000836438271041538,
+ "instruction_rms": 0.0008364382711784785,
+ "raw_apical_rms": 0.060043254627502034,
+ "teaching_rms": 0.000836438271041538,
+ "traffic_rms": 0.06003299805436287
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.36579200674214e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5717391871834188e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021861043911415013,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 74290,
+ "train_examples": 50000,
+ "train_loss": 0.0059654509999603035
+ },
+ {
+ "epoch": 191,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.0313260443508625,
+ "mean_feedback_forward_cosine": 0.9997596548449609,
+ "mean_feedback_forward_relative_error": 0.021554786426525925,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008727192140346393,
+ "instruction_rms": 0.0008727192142567254,
+ "raw_apical_rms": 0.06003745986382582,
+ "teaching_rms": 0.0008727192140346393,
+ "traffic_rms": 0.06002682889271375
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.894366796761915e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5717489389259885e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02137953377467197,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 74681,
+ "train_examples": 50000,
+ "train_loss": 0.006041391937145963
+ },
+ {
+ "epoch": 192,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031326014548540115,
+ "mean_feedback_forward_cosine": 0.9997596606131522,
+ "mean_feedback_forward_relative_error": 0.02155471441426104,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008935821916719584,
+ "instruction_rms": 0.0008935821915541255,
+ "raw_apical_rms": 0.060039934075795,
+ "teaching_rms": 0.0008935821916719584,
+ "traffic_rms": 0.06002910980464427
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.1903458602423598e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5688957457962854e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021560479270196505,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 75072,
+ "train_examples": 50000,
+ "train_loss": 0.006232946597337723
+ },
+ {
+ "epoch": 193,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031325992196798325,
+ "mean_feedback_forward_cosine": 0.9997596490767694,
+ "mean_feedback_forward_relative_error": 0.021554640043647058,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009259972258659079,
+ "instruction_rms": 0.0009259972258051484,
+ "raw_apical_rms": 0.060043990302327876,
+ "teaching_rms": 0.0009259972258659079,
+ "traffic_rms": 0.06003191105315353
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.2353193074309274e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5704890834058506e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021402499272677757,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 75463,
+ "train_examples": 50000,
+ "train_loss": 0.006447158992290497
+ },
+ {
+ "epoch": 194,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132596239447594,
+ "mean_feedback_forward_cosine": 0.9997596740722656,
+ "mean_feedback_forward_relative_error": 0.021554567039974274,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009317201922527884,
+ "instruction_rms": 0.0009317201921949359,
+ "raw_apical_rms": 0.060040267249132,
+ "teaching_rms": 0.0009317201922527884,
+ "traffic_rms": 0.06002745013319
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.1710826914045356e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5729904493764114e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021714220810872112,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 75854,
+ "train_examples": 50000,
+ "train_loss": 0.006646980301588773
+ },
+ {
+ "epoch": 195,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132593631744385,
+ "mean_feedback_forward_cosine": 0.9997596356176561,
+ "mean_feedback_forward_relative_error": 0.02155449348051221,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0009172148378231025,
+ "instruction_rms": 0.0009172148380027723,
+ "raw_apical_rms": 0.060044784582668285,
+ "teaching_rms": 0.0009172148378231025,
+ "traffic_rms": 0.06003272725118342
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.132829202139419e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5691497142614578e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021261427735506933,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 76245,
+ "train_examples": 50000,
+ "train_loss": 0.006242364752627909
+ },
+ {
+ "epoch": 196,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132592514157295,
+ "mean_feedback_forward_cosine": 0.9997596317721952,
+ "mean_feedback_forward_relative_error": 0.021554420792287397,
+ "min_feedback_forward_cosine": 0.9995108842849731
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008394010266712181,
+ "instruction_rms": 0.0008394010263244715,
+ "raw_apical_rms": 0.06003570661043683,
+ "teaching_rms": 0.0008394010266712181,
+ "traffic_rms": 0.060025402588168804
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 1.893620549253683e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5693063478141967e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02136412229458273,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 76636,
+ "train_examples": 50000,
+ "train_loss": 0.005690691779181361
+ },
+ {
+ "epoch": 197,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132590278983116,
+ "mean_feedback_forward_cosine": 0.9997596452313084,
+ "mean_feedback_forward_relative_error": 0.02155434744312398,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.000894822445704649,
+ "instruction_rms": 0.0008948224458492012,
+ "raw_apical_rms": 0.06003452088921942,
+ "teaching_rms": 0.000894822445704649,
+ "traffic_rms": 0.06002304114955634
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.3364913559476008e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.572832006419398e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02151670856561304,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 77027,
+ "train_examples": 50000,
+ "train_loss": 0.00621510066986084
+ },
+ {
+ "epoch": 198,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.031325872987508774,
+ "mean_feedback_forward_cosine": 0.999759647154039,
+ "mean_feedback_forward_relative_error": 0.021554270879395546,
+ "min_feedback_forward_cosine": 0.9995110034942627
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008731963482363144,
+ "instruction_rms": 0.0008731963485391498,
+ "raw_apical_rms": 0.06003501312016347,
+ "teaching_rms": 0.0008731963482363144,
+ "traffic_rms": 0.06002380693724977
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.2314685210744756e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5687875862690624e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.02158584079171715,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 77418,
+ "train_examples": 50000,
+ "train_loss": 0.006227425732985139
+ },
+ {
+ "epoch": 199,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132585063576698,
+ "mean_feedback_forward_cosine": 0.9997596375403865,
+ "mean_feedback_forward_relative_error": 0.021554195201925693,
+ "min_feedback_forward_cosine": 0.9995110630989075
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008942622408165716,
+ "instruction_rms": 0.0008942622404361476,
+ "raw_apical_rms": 0.060033859223595505,
+ "teaching_rms": 0.0008942622408165716,
+ "traffic_rms": 0.06002265608609162
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146561145782471,
+ "maximum_absolute_post_projection_soma_slope": 2.0849823201274376e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5670899861723797e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.021497920676601043,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 77809,
+ "train_examples": 50000,
+ "train_loss": 0.006085729780197144
+ },
+ {
+ "epoch": 200,
+ "feedback_tracking": {
+ "max_feedback_forward_relative_error": 0.03132582828402519,
+ "mean_feedback_forward_cosine": 0.9997596452313084,
+ "mean_feedback_forward_relative_error": 0.021554123805535418,
+ "min_feedback_forward_cosine": 0.9995109438896179
+ },
+ "lr": 0.0010000000000000002,
+ "mixed_apical": {
+ "innovation_rms": 0.0008740050133278148,
+ "instruction_rms": 0.0008740050134007767,
+ "raw_apical_rms": 0.06003476288060316,
+ "teaching_rms": 0.0008740050133278148,
+ "traffic_rms": 0.06002387793777457
+ },
+ "neutral_projection": {
+ "instruction_observations": 0,
+ "maximum_absolute_correction_slope": 0.07146560400724411,
+ "maximum_absolute_post_projection_soma_slope": 2.2439492042281017e-08,
+ "maximum_observations": 128,
+ "maximum_post_projection_traffic_rms_ratio": 2.5722066097305383e-08,
+ "maximum_pre_projection_traffic_rms_ratio": 0.0217050617177861,
+ "minimum_observations": 80
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 78200,
+ "train_examples": 50000,
+ "train_loss": 0.0059590229891985655
+ }
+ ],
+ "evaluation_protocol": {
+ "test_evaluations": 1,
+ "test_used_for_selection": false,
+ "validation_evaluations": 0
+ },
+ "final": {
+ "accuracy": 0.9217,
+ "epoch": 200,
+ "evaluation_split": "test",
+ "finite": true,
+ "loss": 0.387104931640625,
+ "step": 78200
+ },
+ "hardware": {
+ "cuda_device_name": "NVIDIA GeForce GTX 1080",
+ "cuda_visible_devices": "7",
+ "device": "cuda",
+ "device_total_memory_bytes": 8507949056,
+ "peak_memory_allocated_bytes": 2529336320,
+ "peak_memory_reserved_bytes": 3821010944,
+ "torch_version": "2.3.1+cu118"
+ },
+ "predictor_warmup": {
+ "closed_form_fit": {
+ "max_absolute_residual_soma_slope": 3.0876691425874014e-08,
+ "max_applied_stability_margin": 0.0,
+ "max_positive_residual_soma_slope": 3.06026421981187e-08,
+ "min_residual_soma_slope": -3.0876691425874014e-08,
+ "mse": 3.3290338960027444e-18,
+ "observations": 64,
+ "residual_traffic_rms_ratio": 7.160152391392168e-08,
+ "stability_margin": 0.0
+ },
+ "examples": 64,
+ "instruction_present": false,
+ "mode": "closed_form",
+ "post_warmup_traffic_residual_rms_ratio": 7.160152391392168e-08,
+ "reuses_traffic_calibration_forward": true,
+ "steps": 1,
+ "task_loader_state_restored": true
+ },
+ "protocol_family": "oral_a_cifar_local_resnet_development",
+ "provenance": {
+ "git_commit": "8f9364e8ee2e2a19eb83b58452fa0e8cb155353c",
+ "git_tracked_dirty": false
+ },
+ "schema_version": 1,
+ "split": {
+ "cifar_source_files": [
+ {
+ "bytes": 31035704,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_1",
+ "sha256": "54636561a3ce25bd3e19253c6b0d8538147b0ae398331ac4a2d86c6d987368cd"
+ },
+ {
+ "bytes": 31035320,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_2",
+ "sha256": "766b2cef9fbc745cf056b3152224f7cf77163b330ea9a15f9392beb8b89bc5a8"
+ },
+ {
+ "bytes": 31035999,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_3",
+ "sha256": "0f00d98ebfb30b3ec0ad19f9756dc2630b89003e10525f5e148445e82aa6a1f9"
+ },
+ {
+ "bytes": 31035696,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_4",
+ "sha256": "3f7bb240661948b8f4d53e36ec720d8306f5668bd0071dcb4e6c947f78e9682b"
+ },
+ {
+ "bytes": 31035623,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_5",
+ "sha256": "d91802434d8376bbaeeadf58a737e3a1b12ac839077e931237e0dcd43adcb154"
+ },
+ {
+ "bytes": 31035526,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/test_batch",
+ "sha256": "f53d8d457504f7cff4ea9e021afcf0e0ad8e24a91f3fc42091b8adef61157831"
+ }
+ ],
+ "dataset": "cifar10",
+ "evaluation_split": "test",
+ "input_layout": "NCHW",
+ "input_shape": [
+ 3,
+ 32,
+ 32
+ ],
+ "loader_seed": 13,
+ "normalization_mean": [
+ 0.49140000343322754,
+ 0.4821999967098236,
+ 0.4465000033378601
+ ],
+ "normalization_std": [
+ 0.24699999392032623,
+ 0.2434999942779541,
+ 0.26159998774528503
+ ],
+ "split_from_training_only": true,
+ "split_seed": null,
+ "test_examples": 10000,
+ "train_examples": 50000,
+ "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5",
+ "validation_class_counts": {},
+ "validation_examples": 0,
+ "validation_index_sha256": null
+ },
+ "timing": {
+ "apical_warmup_wall_s": 0.0,
+ "evaluation_wall_s": 1.1395759582519531,
+ "mirror_warmup_wall_s": 0.0,
+ "predictor_warmup_wall_s": 0.040845394134521484,
+ "timing_excludes_data_loading_hashing_and_model_construction": true,
+ "total_timed_wall_s": 14820.786049365997,
+ "train_wall_s": 14817.008256196976
+ },
+ "traffic_calibration": {
+ "data_source": "first unaugmented development-training examples",
+ "examples": 64,
+ "instruction_rms": [
+ 0.016692832112312317,
+ 0.01200532540678978,
+ 0.008332769386470318,
+ 0.0075498903170228004,
+ 0.0053708222694695,
+ 0.006087752059102058,
+ 0.003867587074637413,
+ 0.005006805062294006,
+ 0.002887815935537219,
+ 0.003748569404706359,
+ 0.0022844804916530848,
+ 0.004654052667319775,
+ 0.0032952053006738424,
+ 0.004196343943476677,
+ 0.002609694842249155,
+ 0.0035618862602859735,
+ 0.0021939175203442574,
+ 0.0029503554105758667,
+ 0.0018851794302463531,
+ 0.0024613135028630495,
+ 0.0017383317463099957,
+ 0.0038990096654742956,
+ 0.0027804728597402573,
+ 0.003515329910442233,
+ 0.0024628741666674614,
+ 0.003224294865503907,
+ 0.0022232758346945047,
+ 0.002873069839552045,
+ 0.0020843856036663055,
+ 0.0026347259990870953,
+ 0.0020947945304214954
+ ],
+ "realized_traffic_instruction_rms_ratio": [
+ 4.0,
+ 4.0,
+ 4.0,
+ 4.0,
+ 4.0,
+ 4.0,
+ 4.0,
+ 3.999999523162842,
+ 4.0,
+ 4.0,
+ 4.000000476837158,
+ 4.000000476837158,
+ 4.0,
+ 4.0,
+ 4.0,
+ 3.999999761581421,
+ 4.000000476837158,
+ 4.0,
+ 4.000000476837158,
+ 4.0,
+ 3.999999523162842,
+ 4.000000476837158,
+ 4.0,
+ 4.0,
+ 3.999999523162842,
+ 4.0,
+ 4.0,
+ 3.999999761581421,
+ 4.0,
+ 4.0,
+ 4.0
+ ],
+ "target_ratio": 4.0,
+ "traffic_gain": [
+ 0.08893077075481415,
+ 0.062396932393312454,
+ 0.029449449852108955,
+ 0.03909926116466522,
+ 0.014590166509151459,
+ 0.03232475742697716,
+ 0.008942865766584873,
+ 0.02675946056842804,
+ 0.00599529268220067,
+ 0.019410571083426476,
+ 0.004170955624431372,
+ 0.02429185062646866,
+ 0.00736309215426445,
+ 0.02235197275876999,
+ 0.005150705110281706,
+ 0.01915901154279709,
+ 0.0039020790718495846,
+ 0.015739649534225464,
+ 0.0030583241023123264,
+ 0.01274823397397995,
+ 0.00259096990339458,
+ 0.02055993489921093,
+ 0.005347526632249355,
+ 0.018513329327106476,
+ 0.0042116641998291016,
+ 0.017480242997407913,
+ 0.0035575039219111204,
+ 0.015222329646348953,
+ 0.003111188765615225,
+ 0.013976861722767353,
+ 0.0029232106171548367
+ ],
+ "unscaled_traffic_rms": [
+ 0.7508236765861511,
+ 0.7696099877357483,
+ 1.131806492805481,
+ 0.7723819017410278,
+ 1.4724498987197876,
+ 0.7533237934112549,
+ 1.7299095392227173,
+ 0.7484164237976074,
+ 1.9267221689224243,
+ 0.7724800109863281,
+ 2.1908462047576904,
+ 0.7663562297821045,
+ 1.7901203632354736,
+ 0.7509572505950928,
+ 2.026669979095459,
+ 0.7436471581459045,
+ 2.2489728927612305,
+ 0.7497893571853638,
+ 2.46563720703125,
+ 0.7722837328910828,
+ 2.6836771965026855,
+ 0.7585645914077759,
+ 2.079819679260254,
+ 0.7595241069793701,
+ 2.3390982151031494,
+ 0.7378146648406982,
+ 2.4998154640197754,
+ 0.7549619078636169,
+ 2.6798574924468994,
+ 0.7540250420570374,
+ 2.8664298057556152
+ ],
+ "uses_validation_endpoint": false
+ },
+ "work": {
+ "apical_macs_per_example": 68420224,
+ "causal_scalar_observations": 0,
+ "components": {
+ "apical_projection_macs": 684206618894336,
+ "apical_regression_macs": 0,
+ "bp_reverse_macs_estimate": 0,
+ "kp_reciprocal_correlation_macs": 684202240000000,
+ "local_weight_correlation_macs": 688625920000000,
+ "mirror_feedback_prediction_macs": 0,
+ "mirror_local_correlation_macs": 0,
+ "mirror_response_macs": 0,
+ "ordinary_forward_macs": 688625920000000,
+ "perturbation_forward_macs": 0,
+ "warmup_clean_forward_macs": 4407205888
+ },
+ "definition": "multiply-accumulates in conv/linear maps; one local weight correlation equals one forward-weight MAC count; BP reverse is estimated as one weight-gradient plus one activation-gradient convolution per forward convolution; mixed-traffic/predictor elementwise arithmetic is reported as a conservative operation estimate separately and is not folded into MACs",
+ "elementwise_operations_estimate": 72745580756992,
+ "forward_macs_per_example": 68862592,
+ "logical_batch_loss_queries": 0,
+ "mirror_probe_examples": 0,
+ "mirror_readout_probe_examples": 0,
+ "neutral_projection_observations": 10000000,
+ "per_example_cross_entropy_terms": 0,
+ "total_clean_forward_examples": 10000064,
+ "total_forward_equivalent_examples": 10000064,
+ "total_macs_estimate": 2745665106100224
+ }
+}