results: pass residual mirror capture gate

5 files changed, 1929 insertions, 0 deletions

diff --git a/results/residual_mirror_capture/fixed_hfa.json b/results/residual_mirror_capture/fixed_hfa.json
new file mode 100644
index 0000000..15a76cb
--- /dev/null
+++ b/results/residual_mirror_capture/fixed_hfa.json
@@ -0,0 +1,431 @@
+{
+  "architecture": {
+    "adaptive_apical_parameters": 0,
+    "adaptive_feedback_parameters": 0,
+    "base_width": 16,
+    "blocks_per_stage": 3,
+    "bn_eps": 1e-05,
+    "bn_momentum": 0.1,
+    "depth": 20,
+    "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+    "fixed_feedback_parameters": 267904,
+    "fixed_traffic_coefficients": 0,
+    "forward_parameters": 269722,
+    "hidden_shapes": [
+      [
+        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
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ]
+    ],
+    "normalization": "batchnorm",
+    "predictor_parameters": 0,
+    "residual_scale": 1.0,
+    "vectorizer_mode": null,
+    "vectorizer_parameters": 0
+  },
+  "args": {
+    "a_scale": 1.0,
+    "a_warmup_steps": 0,
+    "alignment_probe": 64,
+    "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": 20,
+    "device": "cuda",
+    "epochs": 0,
+    "eta_A": 0.01,
+    "eta_P": 0.01,
+    "eval_every": 0,
+    "eval_split": "validation",
+    "learn_P": 0,
+    "loader_seed": 0,
+    "lr": 0.1,
+    "lr_gamma": 0.1,
+    "lr_milestones": "100,150",
+    "lr_schedule": "constant",
+    "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": "hfa",
+    "momentum": 0.9,
+    "normalization": "batchnorm",
+    "nuisance_scale": 0.0,
+    "out": "results/residual_mirror_capture/fixed_hfa.json",
+    "output_lr": 0.1,
+    "pert_directions": 1,
+    "pert_every": 4,
+    "pert_sigma": 0.01,
+    "perturb_seed": 1000,
+    "predictor_warmup_steps": 0,
+    "residual_scale": null,
+    "seed": 0,
+    "split_seed": 2027,
+    "train_limit": 10000,
+    "use_residual": 1,
+    "val_examples": 5000,
+    "vectorizer_mode": "spatial_template",
+    "warmup_epochs": 0,
+    "weight_decay": 0.0001,
+    "weight_scale": 1.0,
+    "width": 16
+  },
+  "calibration_metric_space": null,
+  "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,
+    "ordinary_examples": 0,
+    "per_example_loss_terms": 0,
+    "perturbation_events": 0,
+    "perturbation_forward_examples": 0,
+    "predictor_warmup_examples": 0
+  },
+  "diagnostics": {
+    "early_third_mean": -0.00026315699263553444,
+    "feedback_forward_cosine": [
+      0.0008809715509414673,
+      -0.002320552244782448,
+      0.03730485588312149,
+      0.02497659996151924,
+      -0.03438456356525421,
+      -0.001257734838873148,
+      0.023045765236020088,
+      0.010684739798307419,
+      -0.013966654427349567,
+      -0.03158111870288849,
+      0.009583890438079834,
+      -9.433389641344547e-05,
+      0.004490766208618879,
+      -0.004784357734024525,
+      0.004104882013052702,
+      0.004543168004602194,
+      -0.005818712059408426,
+      0.0014950999757274985,
+      0.003767170011997223
+    ],
+    "feedback_forward_norm_ratio": [
+      0.9996462464332581,
+      1.0550107955932617,
+      0.9593725800514221,
+      1.0017613172531128,
+      0.999921441078186,
+      0.9631232619285583,
+      0.9992203712463379,
+      0.9976226687431335,
+      1.0018895864486694,
+      1.0030434131622314,
+      1.0180330276489258,
+      1.0107296705245972,
+      0.9962885975837708,
+      0.9891077876091003,
+      1.0009011030197144,
+      1.0021207332611084,
+      1.0043002367019653,
+      1.0021206140518188,
+      0.9992877244949341
+    ],
+    "innovation_negative_gradient_cosine": [
+      -0.0005718545289710164,
+      -0.0006265087286010385,
+      0.0012021246366202831,
+      3.765033034142107e-05,
+      0.00048483326099812984,
+      -0.002105186926200986,
+      0.003292462322860956,
+      0.0002729812986217439,
+      0.007543377578258514,
+      -0.005317358300089836,
+      0.009830433875322342,
+      -0.001097709871828556,
+      0.023688670247793198,
+      0.007433340419083834,
+      0.04359162598848343,
+      0.0057456037029623985,
+      0.039965368807315826,
+      0.0030560996383428574,
+      0.07787258923053741
+    ],
+    "normalization_state": "training_batch_stats_without_running_update",
+    "raw_negative_gradient_cosine": [
+      -0.0005718545289710164,
+      -0.0006265087286010385,
+      0.0012021246366202831,
+      3.765033034142107e-05,
+      0.00048483326099812984,
+      -0.002105186926200986,
+      0.003292462322860956,
+      0.0002729812986217439,
+      0.007543377578258514,
+      -0.005317358300089836,
+      0.009830433875322342,
+      -0.001097709871828556,
+      0.023688670247793198,
+      0.007433340419083834,
+      0.04359162598848343,
+      0.0057456037029623985,
+      0.039965368807315826,
+      0.0030560996383428574,
+      0.07787258923053741
+    ],
+    "teaching_negative_gradient_cosine": [
+      -0.0005718545289710164,
+      -0.0006265087286010385,
+      0.0012021246366202831,
+      3.765033034142107e-05,
+      0.00048483326099812984,
+      -0.002105186926200986,
+      0.003292462322860956,
+      0.0002729812986217439,
+      0.007543377578258514,
+      -0.005317358300089836,
+      0.009830433875322342,
+      -0.001097709871828556,
+      0.023688670247793198,
+      0.007433340419083834,
+      0.04359162598848343,
+      0.0057456037029623985,
+      0.039965368807315826,
+      0.0030560996383428574,
+      0.07787258923053741
+    ],
+    "wall_s": 0.20391488075256348
+  },
+  "epochs": [],
+  "evaluation_protocol": {
+    "test_evaluations": 0,
+    "test_used_for_selection": false,
+    "validation_evaluations": 1
+  },
+  "final": {
+    "accuracy": 0.1004,
+    "epoch": 0,
+    "evaluation_split": "validation",
+    "finite": true,
+    "loss": 16.593759375,
+    "step": 0
+  },
+  "hardware": {
+    "cuda_device_name": "NVIDIA GeForce GTX 1080",
+    "cuda_visible_devices": "5",
+    "device": "cuda",
+    "device_total_memory_bytes": 8507949056,
+    "peak_memory_allocated_bytes": 1730765824,
+    "peak_memory_reserved_bytes": 2168455168,
+    "torch_version": "2.3.1+cu118"
+  },
+  "protocol_family": "oral_a_cifar_local_resnet_development",
+  "provenance": {
+    "git_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+    "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": "validation",
+    "input_layout": "NCHW",
+    "input_shape": [
+      3,
+      32,
+      32
+    ],
+    "loader_seed": 0,
+    "normalization_mean": [
+      0.49140000343322754,
+      0.4821999967098236,
+      0.4465000033378601
+    ],
+    "normalization_std": [
+      0.24699999392032623,
+      0.2434999942779541,
+      0.26159998774528503
+    ],
+    "split_from_training_only": true,
+    "split_seed": 2027,
+    "test_examples": 10000,
+    "train_examples": 10000,
+    "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5",
+    "validation_class_counts": {
+      "0": 500,
+      "1": 500,
+      "2": 500,
+      "3": 500,
+      "4": 500,
+      "5": 500,
+      "6": 500,
+      "7": 500,
+      "8": 500,
+      "9": 500
+    },
+    "validation_examples": 5000,
+    "validation_index_sha256": "8328b206a97c420e49e54e3eca4abe3274c4756b084355784ea3fb8059e4515b"
+  },
+  "timing": {
+    "apical_warmup_wall_s": 0.0,
+    "evaluation_wall_s": 0.6160025596618652,
+    "mirror_warmup_wall_s": 0.0,
+    "predictor_warmup_wall_s": 0.0,
+    "timing_excludes_data_loading_hashing_and_model_construction": true,
+    "total_timed_wall_s": 0.6161468029022217,
+    "train_wall_s": 0.0
+  },
+  "work": {
+    "apical_macs_per_example": 40108672,
+    "causal_scalar_observations": 0,
+    "components": {
+      "apical_projection_macs": 0,
+      "apical_regression_macs": 0,
+      "bp_reverse_macs_estimate": 0,
+      "local_weight_correlation_macs": 0,
+      "mirror_feedback_prediction_macs": 0,
+      "mirror_local_correlation_macs": 0,
+      "mirror_response_macs": 0,
+      "ordinary_forward_macs": 0,
+      "perturbation_forward_macs": 0,
+      "warmup_clean_forward_macs": 0
+    },
+    "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; elementwise nonlinearities and optimizer arithmetic excluded",
+    "forward_macs_per_example": 40551040,
+    "logical_batch_loss_queries": 0,
+    "mirror_probe_examples": 0,
+    "mirror_readout_probe_examples": 0,
+    "per_example_cross_entropy_terms": 0,
+    "total_clean_forward_examples": 0,
+    "total_forward_equivalent_examples": 0,
+    "total_macs_estimate": 0
+  }
+}
diff --git a/results/residual_mirror_capture/rrm_etaM0.03.json b/results/residual_mirror_capture/rrm_etaM0.03.json
new file mode 100644
index 0000000..e94b008
--- /dev/null
+++ b/results/residual_mirror_capture/rrm_etaM0.03.json
@@ -0,0 +1,455 @@
+{
+  "architecture": {
+    "adaptive_apical_parameters": 0,
+    "adaptive_feedback_parameters": 267904,
+    "base_width": 16,
+    "blocks_per_stage": 3,
+    "bn_eps": 1e-05,
+    "bn_momentum": 0.1,
+    "depth": 20,
+    "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+    "fixed_feedback_parameters": 0,
+    "fixed_traffic_coefficients": 0,
+    "forward_parameters": 269722,
+    "hidden_shapes": [
+      [
+        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
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ]
+    ],
+    "normalization": "batchnorm",
+    "predictor_parameters": 0,
+    "residual_scale": 1.0,
+    "vectorizer_mode": null,
+    "vectorizer_parameters": 0
+  },
+  "args": {
+    "a_scale": 1.0,
+    "a_warmup_steps": 0,
+    "alignment_probe": 64,
+    "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": 20,
+    "device": "cuda",
+    "epochs": 0,
+    "eta_A": 0.01,
+    "eta_P": 0.01,
+    "eval_every": 0,
+    "eval_split": "validation",
+    "learn_P": 0,
+    "loader_seed": 0,
+    "lr": 0.1,
+    "lr_gamma": 0.1,
+    "lr_milestones": "100,150",
+    "lr_schedule": "constant",
+    "max_steps": 0,
+    "mirror_batch_size": 1,
+    "mirror_eta": 0.03,
+    "mirror_every": 16,
+    "mirror_noise_std": 1.0,
+    "mirror_seed": 3000,
+    "mirror_warmup_steps": 20,
+    "mode": "rrm",
+    "momentum": 0.9,
+    "normalization": "batchnorm",
+    "nuisance_scale": 0.0,
+    "out": "results/residual_mirror_capture/rrm_etaM0.03.json",
+    "output_lr": 0.1,
+    "pert_directions": 1,
+    "pert_every": 4,
+    "pert_sigma": 0.01,
+    "perturb_seed": 1000,
+    "predictor_warmup_steps": 0,
+    "residual_scale": null,
+    "seed": 0,
+    "split_seed": 2027,
+    "train_limit": 10000,
+    "use_residual": 1,
+    "val_examples": 5000,
+    "vectorizer_mode": "spatial_template",
+    "warmup_epochs": 0,
+    "weight_decay": 0.0001,
+    "weight_scale": 1.0,
+    "width": 16
+  },
+  "calibration_metric_space": "local_parent_child_response_residual",
+  "counters": {
+    "apical_warmup_examples": 0,
+    "calibration_event_examples": 0,
+    "causal_scalar_observations": 0,
+    "logical_batch_loss_queries": 0,
+    "mirror_conv_examples": 20,
+    "mirror_events": 20,
+    "mirror_readout_examples": 20480,
+    "ordinary_examples": 0,
+    "per_example_loss_terms": 0,
+    "perturbation_events": 0,
+    "perturbation_forward_examples": 0,
+    "predictor_warmup_examples": 0
+  },
+  "diagnostics": {
+    "early_third_mean": 0.07501635327935219,
+    "feedback_forward_cosine": [
+      0.642231822013855,
+      0.6209580898284912,
+      0.6709350347518921,
+      0.6560195088386536,
+      0.6285985112190247,
+      0.6578096747398376,
+      0.6539484262466431,
+      0.6415038704872131,
+      0.625426709651947,
+      0.6155803203582764,
+      0.6325298547744751,
+      0.6294562816619873,
+      0.609635591506958,
+      0.5829833745956421,
+      0.5823480486869812,
+      0.5837353467941284,
+      0.573731005191803,
+      0.584334135055542,
+      0.6445740461349487
+    ],
+    "feedback_forward_norm_ratio": [
+      0.7110515832901001,
+      0.7323321104049683,
+      0.7069358825683594,
+      0.7193056344985962,
+      0.6983659863471985,
+      0.6949356198310852,
+      0.7238355875015259,
+      0.723031222820282,
+      0.7164431214332581,
+      0.710602343082428,
+      0.7304889559745789,
+      0.7230876684188843,
+      0.7481958866119385,
+      0.7847121357917786,
+      0.7924403548240662,
+      0.7900992631912231,
+      0.7892081141471863,
+      0.787951648235321,
+      0.711616039276123
+    ],
+    "innovation_negative_gradient_cosine": [
+      0.042576856911182404,
+      0.04807133227586746,
+      0.07582877576351166,
+      0.07072202116250992,
+      0.10915401577949524,
+      0.10374511778354645,
+      0.14519003033638,
+      0.12541726231575012,
+      0.19553722441196442,
+      0.16349542140960693,
+      0.25410711765289307,
+      0.2118675708770752,
+      0.310130774974823,
+      0.24106627702713013,
+      0.4149003028869629,
+      0.32370972633361816,
+      0.5440131425857544,
+      0.39865854382514954,
+      0.6868242621421814
+    ],
+    "normalization_state": "training_batch_stats_without_running_update",
+    "raw_negative_gradient_cosine": [
+      0.042576856911182404,
+      0.04807133227586746,
+      0.07582877576351166,
+      0.07072202116250992,
+      0.10915401577949524,
+      0.10374511778354645,
+      0.14519003033638,
+      0.12541726231575012,
+      0.19553722441196442,
+      0.16349542140960693,
+      0.25410711765289307,
+      0.2118675708770752,
+      0.310130774974823,
+      0.24106627702713013,
+      0.4149003028869629,
+      0.32370972633361816,
+      0.5440131425857544,
+      0.39865854382514954,
+      0.6868242621421814
+    ],
+    "teaching_negative_gradient_cosine": [
+      0.042576856911182404,
+      0.04807133227586746,
+      0.07582877576351166,
+      0.07072202116250992,
+      0.10915401577949524,
+      0.10374511778354645,
+      0.14519003033638,
+      0.12541726231575012,
+      0.19553722441196442,
+      0.16349542140960693,
+      0.25410711765289307,
+      0.2118675708770752,
+      0.310130774974823,
+      0.24106627702713013,
+      0.4149003028869629,
+      0.32370972633361816,
+      0.5440131425857544,
+      0.39865854382514954,
+      0.6868242621421814
+    ],
+    "wall_s": 0.1743333339691162
+  },
+  "epochs": [],
+  "evaluation_protocol": {
+    "test_evaluations": 0,
+    "test_used_for_selection": false,
+    "validation_evaluations": 1
+  },
+  "final": {
+    "accuracy": 0.1004,
+    "epoch": 0,
+    "evaluation_split": "validation",
+    "finite": true,
+    "loss": 16.593759375,
+    "step": 0
+  },
+  "hardware": {
+    "cuda_device_name": "NVIDIA GeForce GTX 1080",
+    "cuda_visible_devices": "7",
+    "device": "cuda",
+    "device_total_memory_bytes": 8507949056,
+    "peak_memory_allocated_bytes": 1730634752,
+    "peak_memory_reserved_bytes": 2181038080,
+    "torch_version": "2.3.1+cu118"
+  },
+  "mirror_warmup": {
+    "first": {
+      "conv_batch_size": 1,
+      "mirror_response_residual_fraction": 1.4124661316345333,
+      "mirror_response_residual_rms": 1.90927576279183,
+      "mirror_update_rms": 0.25520769706611623,
+      "readout_batch_size": 1024
+    },
+    "last": {
+      "conv_batch_size": 1,
+      "mirror_response_residual_fraction": 0.8051068529504194,
+      "mirror_response_residual_rms": 1.090256044612914,
+      "mirror_update_rms": 0.15445659525963165,
+      "readout_batch_size": 1024
+    },
+    "mean": {
+      "conv_batch_size": 1.0,
+      "mirror_response_residual_fraction": 1.0790779544942406,
+      "mirror_response_residual_rms": 1.461456808634224,
+      "mirror_update_rms": 0.19879612560335747,
+      "readout_batch_size": 1024.0
+    },
+    "steps": 20
+  },
+  "protocol_family": "oral_a_cifar_local_resnet_development",
+  "provenance": {
+    "git_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+    "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": "validation",
+    "input_layout": "NCHW",
+    "input_shape": [
+      3,
+      32,
+      32
+    ],
+    "loader_seed": 0,
+    "normalization_mean": [
+      0.49140000343322754,
+      0.4821999967098236,
+      0.4465000033378601
+    ],
+    "normalization_std": [
+      0.24699999392032623,
+      0.2434999942779541,
+      0.26159998774528503
+    ],
+    "split_from_training_only": true,
+    "split_seed": 2027,
+    "test_examples": 10000,
+    "train_examples": 10000,
+    "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5",
+    "validation_class_counts": {
+      "0": 500,
+      "1": 500,
+      "2": 500,
+      "3": 500,
+      "4": 500,
+      "5": 500,
+      "6": 500,
+      "7": 500,
+      "8": 500,
+      "9": 500
+    },
+    "validation_examples": 5000,
+    "validation_index_sha256": "8328b206a97c420e49e54e3eca4abe3274c4756b084355784ea3fb8059e4515b"
+  },
+  "timing": {
+    "apical_warmup_wall_s": 0.0,
+    "evaluation_wall_s": 0.442340612411499,
+    "mirror_warmup_wall_s": 0.5587825775146484,
+    "predictor_warmup_wall_s": 0.0,
+    "timing_excludes_data_loading_hashing_and_model_construction": true,
+    "total_timed_wall_s": 1.0013489723205566,
+    "train_wall_s": 0.0
+  },
+  "work": {
+    "apical_macs_per_example": 40108672,
+    "causal_scalar_observations": 0,
+    "components": {
+      "apical_projection_macs": 0,
+      "apical_regression_macs": 0,
+      "bp_reverse_macs_estimate": 0,
+      "local_weight_correlation_macs": 0,
+      "mirror_feedback_prediction_macs": 815267840,
+      "mirror_local_correlation_macs": 815267840,
+      "mirror_response_macs": 815267840,
+      "ordinary_forward_macs": 0,
+      "perturbation_forward_macs": 0,
+      "warmup_clean_forward_macs": 0
+    },
+    "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; elementwise nonlinearities and optimizer arithmetic excluded",
+    "forward_macs_per_example": 40551040,
+    "logical_batch_loss_queries": 0,
+    "mirror_probe_examples": 20,
+    "mirror_readout_probe_examples": 20480,
+    "per_example_cross_entropy_terms": 0,
+    "total_clean_forward_examples": 0,
+    "total_forward_equivalent_examples": 0,
+    "total_macs_estimate": 2445803520
+  }
+}
diff --git a/results/residual_mirror_capture/rrm_etaM0.1.json b/results/residual_mirror_capture/rrm_etaM0.1.json
new file mode 100644
index 0000000..eeaad1e
--- /dev/null
+++ b/results/residual_mirror_capture/rrm_etaM0.1.json
@@ -0,0 +1,455 @@
+{
+  "architecture": {
+    "adaptive_apical_parameters": 0,
+    "adaptive_feedback_parameters": 267904,
+    "base_width": 16,
+    "blocks_per_stage": 3,
+    "bn_eps": 1e-05,
+    "bn_momentum": 0.1,
+    "depth": 20,
+    "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+    "fixed_feedback_parameters": 0,
+    "fixed_traffic_coefficients": 0,
+    "forward_parameters": 269722,
+    "hidden_shapes": [
+      [
+        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
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ]
+    ],
+    "normalization": "batchnorm",
+    "predictor_parameters": 0,
+    "residual_scale": 1.0,
+    "vectorizer_mode": null,
+    "vectorizer_parameters": 0
+  },
+  "args": {
+    "a_scale": 1.0,
+    "a_warmup_steps": 0,
+    "alignment_probe": 64,
+    "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": 20,
+    "device": "cuda",
+    "epochs": 0,
+    "eta_A": 0.01,
+    "eta_P": 0.01,
+    "eval_every": 0,
+    "eval_split": "validation",
+    "learn_P": 0,
+    "loader_seed": 0,
+    "lr": 0.1,
+    "lr_gamma": 0.1,
+    "lr_milestones": "100,150",
+    "lr_schedule": "constant",
+    "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": 20,
+    "mode": "rrm",
+    "momentum": 0.9,
+    "normalization": "batchnorm",
+    "nuisance_scale": 0.0,
+    "out": "results/residual_mirror_capture/rrm_etaM0.1.json",
+    "output_lr": 0.1,
+    "pert_directions": 1,
+    "pert_every": 4,
+    "pert_sigma": 0.01,
+    "perturb_seed": 1000,
+    "predictor_warmup_steps": 0,
+    "residual_scale": null,
+    "seed": 0,
+    "split_seed": 2027,
+    "train_limit": 10000,
+    "use_residual": 1,
+    "val_examples": 5000,
+    "vectorizer_mode": "spatial_template",
+    "warmup_epochs": 0,
+    "weight_decay": 0.0001,
+    "weight_scale": 1.0,
+    "width": 16
+  },
+  "calibration_metric_space": "local_parent_child_response_residual",
+  "counters": {
+    "apical_warmup_examples": 0,
+    "calibration_event_examples": 0,
+    "causal_scalar_observations": 0,
+    "logical_batch_loss_queries": 0,
+    "mirror_conv_examples": 20,
+    "mirror_events": 20,
+    "mirror_readout_examples": 20480,
+    "ordinary_examples": 0,
+    "per_example_loss_terms": 0,
+    "perturbation_events": 0,
+    "perturbation_forward_examples": 0,
+    "predictor_warmup_examples": 0
+  },
+  "diagnostics": {
+    "early_third_mean": 0.6650698681672415,
+    "feedback_forward_cosine": [
+      0.9899365305900574,
+      0.9889124631881714,
+      0.9906322360038757,
+      0.9903721213340759,
+      0.9900292158126831,
+      0.9908440113067627,
+      0.9880079030990601,
+      0.9845560789108276,
+      0.9840002059936523,
+      0.9835241436958313,
+      0.9841198921203613,
+      0.984214723110199,
+      0.9532983303070068,
+      0.8680597543716431,
+      0.8650628924369812,
+      0.8668069839477539,
+      0.8626937866210938,
+      0.864578366279602,
+      0.9902748465538025
+    ],
+    "feedback_forward_norm_ratio": [
+      0.8874651789665222,
+      0.8877098560333252,
+      0.8901256322860718,
+      0.8916847109794617,
+      0.8841801881790161,
+      0.8877401351928711,
+      0.8954755663871765,
+      0.8946005702018738,
+      0.8906601071357727,
+      0.8881114721298218,
+      0.8941957354545593,
+      0.8923366665840149,
+      0.9199835062026978,
+      1.0136339664459229,
+      1.0178089141845703,
+      1.0176160335540771,
+      1.0177607536315918,
+      1.0179650783538818,
+      0.8878191709518433
+    ],
+    "innovation_negative_gradient_cosine": [
+      0.6502600908279419,
+      0.6562603712081909,
+      0.6643938422203064,
+      0.6675176620483398,
+      0.6731520891189575,
+      0.6788351535797119,
+      0.6819244027137756,
+      0.6839392781257629,
+      0.6955236196517944,
+      0.699924886226654,
+      0.7122894525527954,
+      0.7139394283294678,
+      0.7200665473937988,
+      0.6781741380691528,
+      0.7831467390060425,
+      0.7739078998565674,
+      0.8912925720214844,
+      0.8592211604118347,
+      0.991040825843811
+    ],
+    "normalization_state": "training_batch_stats_without_running_update",
+    "raw_negative_gradient_cosine": [
+      0.6502600908279419,
+      0.6562603712081909,
+      0.6643938422203064,
+      0.6675176620483398,
+      0.6731520891189575,
+      0.6788351535797119,
+      0.6819244027137756,
+      0.6839392781257629,
+      0.6955236196517944,
+      0.699924886226654,
+      0.7122894525527954,
+      0.7139394283294678,
+      0.7200665473937988,
+      0.6781741380691528,
+      0.7831467390060425,
+      0.7739078998565674,
+      0.8912925720214844,
+      0.8592211604118347,
+      0.991040825843811
+    ],
+    "teaching_negative_gradient_cosine": [
+      0.6502600908279419,
+      0.6562603712081909,
+      0.6643938422203064,
+      0.6675176620483398,
+      0.6731520891189575,
+      0.6788351535797119,
+      0.6819244027137756,
+      0.6839392781257629,
+      0.6955236196517944,
+      0.699924886226654,
+      0.7122894525527954,
+      0.7139394283294678,
+      0.7200665473937988,
+      0.6781741380691528,
+      0.7831467390060425,
+      0.7739078998565674,
+      0.8912925720214844,
+      0.8592211604118347,
+      0.991040825843811
+    ],
+    "wall_s": 0.15188956260681152
+  },
+  "epochs": [],
+  "evaluation_protocol": {
+    "test_evaluations": 0,
+    "test_used_for_selection": false,
+    "validation_evaluations": 1
+  },
+  "final": {
+    "accuracy": 0.1004,
+    "epoch": 0,
+    "evaluation_split": "validation",
+    "finite": true,
+    "loss": 16.593759375,
+    "step": 0
+  },
+  "hardware": {
+    "cuda_device_name": "NVIDIA GeForce GTX 1080",
+    "cuda_visible_devices": "5",
+    "device": "cuda",
+    "device_total_memory_bytes": 8507949056,
+    "peak_memory_allocated_bytes": 1730634752,
+    "peak_memory_reserved_bytes": 2181038080,
+    "torch_version": "2.3.1+cu118"
+  },
+  "mirror_warmup": {
+    "first": {
+      "conv_batch_size": 1,
+      "mirror_response_residual_fraction": 1.4124661316345333,
+      "mirror_response_residual_rms": 1.90927576279183,
+      "mirror_update_rms": 0.25520769706611623,
+      "readout_batch_size": 1024
+    },
+    "last": {
+      "conv_batch_size": 1,
+      "mirror_response_residual_fraction": 0.26271250078043745,
+      "mirror_response_residual_rms": 0.3557588547676734,
+      "mirror_update_rms": 0.0907495165488641,
+      "readout_batch_size": 1024
+    },
+    "mean": {
+      "conv_batch_size": 1.0,
+      "mirror_response_residual_fraction": 0.6719071790962137,
+      "mirror_response_residual_rms": 0.9100978838204868,
+      "mirror_update_rms": 0.15685383656211757,
+      "readout_batch_size": 1024.0
+    },
+    "steps": 20
+  },
+  "protocol_family": "oral_a_cifar_local_resnet_development",
+  "provenance": {
+    "git_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+    "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": "validation",
+    "input_layout": "NCHW",
+    "input_shape": [
+      3,
+      32,
+      32
+    ],
+    "loader_seed": 0,
+    "normalization_mean": [
+      0.49140000343322754,
+      0.4821999967098236,
+      0.4465000033378601
+    ],
+    "normalization_std": [
+      0.24699999392032623,
+      0.2434999942779541,
+      0.26159998774528503
+    ],
+    "split_from_training_only": true,
+    "split_seed": 2027,
+    "test_examples": 10000,
+    "train_examples": 10000,
+    "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5",
+    "validation_class_counts": {
+      "0": 500,
+      "1": 500,
+      "2": 500,
+      "3": 500,
+      "4": 500,
+      "5": 500,
+      "6": 500,
+      "7": 500,
+      "8": 500,
+      "9": 500
+    },
+    "validation_examples": 5000,
+    "validation_index_sha256": "8328b206a97c420e49e54e3eca4abe3274c4756b084355784ea3fb8059e4515b"
+  },
+  "timing": {
+    "apical_warmup_wall_s": 0.0,
+    "evaluation_wall_s": 0.41851377487182617,
+    "mirror_warmup_wall_s": 0.6023821830749512,
+    "predictor_warmup_wall_s": 0.0,
+    "timing_excludes_data_loading_hashing_and_model_construction": true,
+    "total_timed_wall_s": 1.0211255550384521,
+    "train_wall_s": 0.0
+  },
+  "work": {
+    "apical_macs_per_example": 40108672,
+    "causal_scalar_observations": 0,
+    "components": {
+      "apical_projection_macs": 0,
+      "apical_regression_macs": 0,
+      "bp_reverse_macs_estimate": 0,
+      "local_weight_correlation_macs": 0,
+      "mirror_feedback_prediction_macs": 815267840,
+      "mirror_local_correlation_macs": 815267840,
+      "mirror_response_macs": 815267840,
+      "ordinary_forward_macs": 0,
+      "perturbation_forward_macs": 0,
+      "warmup_clean_forward_macs": 0
+    },
+    "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; elementwise nonlinearities and optimizer arithmetic excluded",
+    "forward_macs_per_example": 40551040,
+    "logical_batch_loss_queries": 0,
+    "mirror_probe_examples": 20,
+    "mirror_readout_probe_examples": 20480,
+    "per_example_cross_entropy_terms": 0,
+    "total_clean_forward_examples": 0,
+    "total_forward_equivalent_examples": 0,
+    "total_macs_estimate": 2445803520
+  }
+}
diff --git a/results/residual_mirror_capture/rrm_etaM0.3.json b/results/residual_mirror_capture/rrm_etaM0.3.json
new file mode 100644
index 0000000..d0a5ebc
--- /dev/null
+++ b/results/residual_mirror_capture/rrm_etaM0.3.json
@@ -0,0 +1,455 @@
+{
+  "architecture": {
+    "adaptive_apical_parameters": 0,
+    "adaptive_feedback_parameters": 267904,
+    "base_width": 16,
+    "blocks_per_stage": 3,
+    "bn_eps": 1e-05,
+    "bn_momentum": 0.1,
+    "depth": 20,
+    "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+    "fixed_feedback_parameters": 0,
+    "fixed_traffic_coefficients": 0,
+    "forward_parameters": 269722,
+    "hidden_shapes": [
+      [
+        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
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ]
+    ],
+    "normalization": "batchnorm",
+    "predictor_parameters": 0,
+    "residual_scale": 1.0,
+    "vectorizer_mode": null,
+    "vectorizer_parameters": 0
+  },
+  "args": {
+    "a_scale": 1.0,
+    "a_warmup_steps": 0,
+    "alignment_probe": 64,
+    "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": 20,
+    "device": "cuda",
+    "epochs": 0,
+    "eta_A": 0.01,
+    "eta_P": 0.01,
+    "eval_every": 0,
+    "eval_split": "validation",
+    "learn_P": 0,
+    "loader_seed": 0,
+    "lr": 0.1,
+    "lr_gamma": 0.1,
+    "lr_milestones": "100,150",
+    "lr_schedule": "constant",
+    "max_steps": 0,
+    "mirror_batch_size": 1,
+    "mirror_eta": 0.3,
+    "mirror_every": 16,
+    "mirror_noise_std": 1.0,
+    "mirror_seed": 3000,
+    "mirror_warmup_steps": 20,
+    "mode": "rrm",
+    "momentum": 0.9,
+    "normalization": "batchnorm",
+    "nuisance_scale": 0.0,
+    "out": "results/residual_mirror_capture/rrm_etaM0.3.json",
+    "output_lr": 0.1,
+    "pert_directions": 1,
+    "pert_every": 4,
+    "pert_sigma": 0.01,
+    "perturb_seed": 1000,
+    "predictor_warmup_steps": 0,
+    "residual_scale": null,
+    "seed": 0,
+    "split_seed": 2027,
+    "train_limit": 10000,
+    "use_residual": 1,
+    "val_examples": 5000,
+    "vectorizer_mode": "spatial_template",
+    "warmup_epochs": 0,
+    "weight_decay": 0.0001,
+    "weight_scale": 1.0,
+    "width": 16
+  },
+  "calibration_metric_space": "local_parent_child_response_residual",
+  "counters": {
+    "apical_warmup_examples": 0,
+    "calibration_event_examples": 0,
+    "causal_scalar_observations": 0,
+    "logical_batch_loss_queries": 0,
+    "mirror_conv_examples": 20,
+    "mirror_events": 20,
+    "mirror_readout_examples": 20480,
+    "ordinary_examples": 0,
+    "per_example_loss_terms": 0,
+    "perturbation_events": 0,
+    "perturbation_forward_examples": 0,
+    "predictor_warmup_examples": 0
+  },
+  "diagnostics": {
+    "early_third_mean": 0.00348945043515414,
+    "feedback_forward_cosine": [
+      0.9999993443489075,
+      0.9999992251396179,
+      0.9999993443489075,
+      0.9999993443489075,
+      0.9999993443489075,
+      0.9999992847442627,
+      0.9999954104423523,
+      0.999967098236084,
+      0.9999670386314392,
+      0.9999639391899109,
+      0.999970555305481,
+      0.9999678730964661,
+      0.8819347023963928,
+      0.04425355792045593,
+      0.03485032171010971,
+      0.04099895805120468,
+      0.033140137791633606,
+      0.03251386433839798,
+      0.9999995827674866
+    ],
+    "feedback_forward_norm_ratio": [
+      0.9992052912712097,
+      0.999176025390625,
+      0.9992217421531677,
+      0.9992625713348389,
+      0.9992009401321411,
+      0.9992427825927734,
+      0.9992942214012146,
+      0.999183177947998,
+      0.9992207884788513,
+      0.9991571307182312,
+      0.9993154406547546,
+      0.9994397759437561,
+      1.1370186805725098,
+      27.31791877746582,
+      27.16834831237793,
+      26.48126792907715,
+      29.63273048400879,
+      30.131799697875977,
+      0.9992100596427917
+    ],
+    "innovation_negative_gradient_cosine": [
+      0.003967876546084881,
+      0.0034768409095704556,
+      0.005226013250648975,
+      0.00637441873550415,
+      0.00127668387722224,
+      0.0006148692918941379,
+      0.0032356157898902893,
+      0.0040656100027263165,
+      0.003892980283126235,
+      0.006772768218070269,
+      0.007718275301158428,
+      0.009753046557307243,
+      0.00867580994963646,
+      0.004539509303867817,
+      -0.005354281514883041,
+      -0.02212643437087536,
+      0.008024247363209724,
+      -0.029004445299506187,
+      0.9999995231628418
+    ],
+    "normalization_state": "training_batch_stats_without_running_update",
+    "raw_negative_gradient_cosine": [
+      0.003967876546084881,
+      0.0034768409095704556,
+      0.005226013250648975,
+      0.00637441873550415,
+      0.00127668387722224,
+      0.0006148692918941379,
+      0.0032356157898902893,
+      0.0040656100027263165,
+      0.003892980283126235,
+      0.006772768218070269,
+      0.007718275301158428,
+      0.009753046557307243,
+      0.00867580994963646,
+      0.004539509303867817,
+      -0.005354281514883041,
+      -0.02212643437087536,
+      0.008024247363209724,
+      -0.029004445299506187,
+      0.9999995231628418
+    ],
+    "teaching_negative_gradient_cosine": [
+      0.003967876546084881,
+      0.0034768409095704556,
+      0.005226013250648975,
+      0.00637441873550415,
+      0.00127668387722224,
+      0.0006148692918941379,
+      0.0032356157898902893,
+      0.0040656100027263165,
+      0.003892980283126235,
+      0.006772768218070269,
+      0.007718275301158428,
+      0.009753046557307243,
+      0.00867580994963646,
+      0.004539509303867817,
+      -0.005354281514883041,
+      -0.02212643437087536,
+      0.008024247363209724,
+      -0.029004445299506187,
+      0.9999995231628418
+    ],
+    "wall_s": 0.13489723205566406
+  },
+  "epochs": [],
+  "evaluation_protocol": {
+    "test_evaluations": 0,
+    "test_used_for_selection": false,
+    "validation_evaluations": 1
+  },
+  "final": {
+    "accuracy": 0.1004,
+    "epoch": 0,
+    "evaluation_split": "validation",
+    "finite": true,
+    "loss": 16.593759375,
+    "step": 0
+  },
+  "hardware": {
+    "cuda_device_name": "NVIDIA GeForce GTX 1080",
+    "cuda_visible_devices": "7",
+    "device": "cuda",
+    "device_total_memory_bytes": 8507949056,
+    "peak_memory_allocated_bytes": 1730634752,
+    "peak_memory_reserved_bytes": 2181038080,
+    "torch_version": "2.3.1+cu118"
+  },
+  "mirror_warmup": {
+    "first": {
+      "conv_batch_size": 1,
+      "mirror_response_residual_fraction": 1.4124661316345333,
+      "mirror_response_residual_rms": 1.90927576279183,
+      "mirror_update_rms": 0.25520769706611623,
+      "readout_batch_size": 1024
+    },
+    "last": {
+      "conv_batch_size": 1,
+      "mirror_response_residual_fraction": 7.735358358942393,
+      "mirror_response_residual_rms": 10.475033440813764,
+      "mirror_update_rms": 3.861606219890987,
+      "readout_batch_size": 1024
+    },
+    "mean": {
+      "conv_batch_size": 1.0,
+      "mirror_response_residual_fraction": 2.7695583682252174,
+      "mirror_response_residual_rms": 3.750395332923587,
+      "mirror_update_rms": 1.3223578319202012,
+      "readout_batch_size": 1024.0
+    },
+    "steps": 20
+  },
+  "protocol_family": "oral_a_cifar_local_resnet_development",
+  "provenance": {
+    "git_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+    "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": "validation",
+    "input_layout": "NCHW",
+    "input_shape": [
+      3,
+      32,
+      32
+    ],
+    "loader_seed": 0,
+    "normalization_mean": [
+      0.49140000343322754,
+      0.4821999967098236,
+      0.4465000033378601
+    ],
+    "normalization_std": [
+      0.24699999392032623,
+      0.2434999942779541,
+      0.26159998774528503
+    ],
+    "split_from_training_only": true,
+    "split_seed": 2027,
+    "test_examples": 10000,
+    "train_examples": 10000,
+    "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5",
+    "validation_class_counts": {
+      "0": 500,
+      "1": 500,
+      "2": 500,
+      "3": 500,
+      "4": 500,
+      "5": 500,
+      "6": 500,
+      "7": 500,
+      "8": 500,
+      "9": 500
+    },
+    "validation_examples": 5000,
+    "validation_index_sha256": "8328b206a97c420e49e54e3eca4abe3274c4756b084355784ea3fb8059e4515b"
+  },
+  "timing": {
+    "apical_warmup_wall_s": 0.0,
+    "evaluation_wall_s": 0.42837023735046387,
+    "mirror_warmup_wall_s": 0.52046799659729,
+    "predictor_warmup_wall_s": 0.0,
+    "timing_excludes_data_loading_hashing_and_model_construction": true,
+    "total_timed_wall_s": 0.9490752220153809,
+    "train_wall_s": 0.0
+  },
+  "work": {
+    "apical_macs_per_example": 40108672,
+    "causal_scalar_observations": 0,
+    "components": {
+      "apical_projection_macs": 0,
+      "apical_regression_macs": 0,
+      "bp_reverse_macs_estimate": 0,
+      "local_weight_correlation_macs": 0,
+      "mirror_feedback_prediction_macs": 815267840,
+      "mirror_local_correlation_macs": 815267840,
+      "mirror_response_macs": 815267840,
+      "ordinary_forward_macs": 0,
+      "perturbation_forward_macs": 0,
+      "warmup_clean_forward_macs": 0
+    },
+    "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; elementwise nonlinearities and optimizer arithmetic excluded",
+    "forward_macs_per_example": 40551040,
+    "logical_batch_loss_queries": 0,
+    "mirror_probe_examples": 20,
+    "mirror_readout_probe_examples": 20480,
+    "per_example_cross_entropy_terms": 0,
+    "total_clean_forward_examples": 0,
+    "total_forward_equivalent_examples": 0,
+    "total_macs_estimate": 2445803520
+  }
+}
diff --git a/results/residual_mirror_capture_gate.json b/results/residual_mirror_capture_gate.json
new file mode 100644
index 0000000..633247b
--- /dev/null
+++ b/results/residual_mirror_capture_gate.json
@@ -0,0 +1,133 @@
+{
+  "checks": {
+    "all_four_records_finite": true,
+    "all_layer_at_least_0.70": true,
+    "candidate_selected": true,
+    "early_third_at_least_0.65": true,
+    "feedback_norm_ratios_in_0.5_to_1.5": true,
+    "mean_feedback_forward_cosine_at_least_0.93": true,
+    "zero_task_loss_queries": true
+  },
+  "confirmation_test_seeds_touched": false,
+  "matched_fixed_hfa": {
+    "finite": true,
+    "logical_batch_loss_queries": 0,
+    "metrics": {
+      "all_layer_alignment": 0.011278870683255312,
+      "early_third_alignment": -0.00026315699263553444,
+      "max_feedback_forward_norm_ratio": 1.0550107955932617,
+      "mean_feedback_forward_cosine": 0.0016142042954207252,
+      "min_feedback_forward_norm_ratio": 0.9593725800514221
+    },
+    "mirror_eta": null,
+    "mirror_events": 0,
+    "mode": "hfa",
+    "path": "results/residual_mirror_capture/fixed_hfa.json",
+    "source_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+    "total_macs": 0
+  },
+  "protocol": "residual_response_mirror_capture_v1",
+  "review_score_after": 5,
+  "review_score_before": 5,
+  "rows": [
+    {
+      "finite": true,
+      "logical_batch_loss_queries": 0,
+      "metrics": {
+        "all_layer_alignment": 0.011278870683255312,
+        "early_third_alignment": -0.00026315699263553444,
+        "max_feedback_forward_norm_ratio": 1.0550107955932617,
+        "mean_feedback_forward_cosine": 0.0016142042954207252,
+        "min_feedback_forward_norm_ratio": 0.9593725800514221
+      },
+      "mirror_eta": null,
+      "mirror_events": 0,
+      "mode": "hfa",
+      "path": "results/residual_mirror_capture/fixed_hfa.json",
+      "source_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+      "total_macs": 0
+    },
+    {
+      "finite": true,
+      "logical_batch_loss_queries": 0,
+      "metrics": {
+        "all_layer_alignment": 0.23500083033975802,
+        "early_third_alignment": 0.07501635327935219,
+        "max_feedback_forward_norm_ratio": 0.7924403548240662,
+        "mean_feedback_forward_cosine": 0.6229652448704368,
+        "mean_mirror_update_rms": 0.19879612560335747,
+        "mean_response_residual_fraction": 1.0790779544942406,
+        "mean_response_residual_rms": 1.461456808634224,
+        "min_feedback_forward_norm_ratio": 0.6949356198310852
+      },
+      "mirror_eta": 0.03,
+      "mirror_events": 20,
+      "mode": "rrm",
+      "path": "results/residual_mirror_capture/rrm_etaM0.03.json",
+      "source_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+      "total_macs": 2445803520
+    },
+    {
+      "finite": true,
+      "logical_batch_loss_queries": 0,
+      "metrics": {
+        "all_layer_alignment": 0.7302531662740206,
+        "early_third_alignment": 0.6650698681672415,
+        "max_feedback_forward_norm_ratio": 1.0179650783538818,
+        "mean_feedback_forward_cosine": 0.9536802360886022,
+        "mean_mirror_update_rms": 0.15685383656211757,
+        "mean_response_residual_fraction": 0.6719071790962137,
+        "mean_response_residual_rms": 0.9100978838204868,
+        "min_feedback_forward_norm_ratio": 0.8841801881790161
+      },
+      "mirror_eta": 0.1,
+      "mirror_events": 20,
+      "mode": "rrm",
+      "path": "results/residual_mirror_capture/rrm_etaM0.1.json",
+      "source_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+      "total_macs": 2445803520
+    },
+    {
+      "finite": true,
+      "logical_batch_loss_queries": 0,
+      "metrics": {
+        "all_layer_alignment": 0.05374362775565762,
+        "early_third_alignment": 0.00348945043515414,
+        "max_feedback_forward_norm_ratio": 30.131799697875977,
+        "mean_feedback_forward_cosine": 0.7403957330082592,
+        "mean_mirror_update_rms": 1.3223578319202012,
+        "mean_response_residual_fraction": 2.7695583682252174,
+        "mean_response_residual_rms": 3.750395332923587,
+        "min_feedback_forward_norm_ratio": 0.9991571307182312
+      },
+      "mirror_eta": 0.3,
+      "mirror_events": 20,
+      "mode": "rrm",
+      "path": "results/residual_mirror_capture/rrm_etaM0.3.json",
+      "source_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+      "total_macs": 2445803520
+    }
+  ],
+  "score_change_rule": "inherited baseline capture cannot raise score",
+  "selected_rrm": {
+    "finite": true,
+    "logical_batch_loss_queries": 0,
+    "metrics": {
+      "all_layer_alignment": 0.7302531662740206,
+      "early_third_alignment": 0.6650698681672415,
+      "max_feedback_forward_norm_ratio": 1.0179650783538818,
+      "mean_feedback_forward_cosine": 0.9536802360886022,
+      "mean_mirror_update_rms": 0.15685383656211757,
+      "mean_response_residual_fraction": 0.6719071790962137,
+      "mean_response_residual_rms": 0.9100978838204868,
+      "min_feedback_forward_norm_ratio": 0.8841801881790161
+    },
+    "mirror_eta": 0.1,
+    "mirror_events": 20,
+    "mode": "rrm",
+    "path": "results/residual_mirror_capture/rrm_etaM0.1.json",
+    "source_commit": "18aff5b55e3ad1f6e244ad25a8eae44f25f4e5c1",
+    "total_macs": 2445803520
+  },
+  "status": "passed"
+}