{ "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 } }