results: pass residual mirror short gate

3 files changed, 1589 insertions, 0 deletions

diff --git a/results/residual_mirror_short/rrm_lr0.03.json b/results/residual_mirror_short/rrm_lr0.03.json
new file mode 100644
index 0000000..a11eafb
--- /dev/null
+++ b/results/residual_mirror_short/rrm_lr0.03.json
@@ -0,0 +1,756 @@
+{
+  "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": 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": 20,
+    "device": "cuda",
+    "epochs": 20,
+    "eta_A": 0.01,
+    "eta_P": 0.01,
+    "eval_every": 0,
+    "eval_split": "validation",
+    "learn_P": 0,
+    "loader_seed": 0,
+    "lr": 0.03,
+    "lr_gamma": 0.1,
+    "lr_milestones": "100,150",
+    "lr_schedule": "cosine",
+    "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_short/rrm_lr0.03.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": 119,
+    "mirror_events": 119,
+    "mirror_readout_examples": 121856,
+    "ordinary_examples": 200000,
+    "per_example_loss_terms": 0,
+    "perturbation_events": 0,
+    "perturbation_forward_examples": 0,
+    "predictor_warmup_examples": 0
+  },
+  "diagnostics": {
+    "early_third_mean": 0.9996043642361959,
+    "feedback_forward_cosine": [
+      0.9999768733978271,
+      0.9999785423278809,
+      0.9999861121177673,
+      0.9999871850013733,
+      0.9999870657920837,
+      0.9999917149543762,
+      0.9999925494194031,
+      0.9999871850013733,
+      0.9999890327453613,
+      0.9999918937683105,
+      0.999989926815033,
+      0.9999934434890747,
+      0.999988317489624,
+      0.9999141693115234,
+      0.9999170303344727,
+      0.9999324679374695,
+      0.9999240040779114,
+      0.9999455809593201,
+      0.9999633431434631
+    ],
+    "feedback_forward_norm_ratio": [
+      0.9995005130767822,
+      0.9996951818466187,
+      0.9998293519020081,
+      0.9998653531074524,
+      0.9998900294303894,
+      0.9999541640281677,
+      1.0000402927398682,
+      0.9999350905418396,
+      0.9999354481697083,
+      1.000056266784668,
+      1.0000362396240234,
+      1.0000970363616943,
+      1.0001606941223145,
+      1.0000756978988647,
+      1.0002508163452148,
+      1.0001662969589233,
+      1.000160813331604,
+      1.0001862049102783,
+      0.9902048110961914
+    ],
+    "innovation_negative_gradient_cosine": [
+      0.999528169631958,
+      0.9995716214179993,
+      0.9996142387390137,
+      0.9996160268783569,
+      0.9996427893638611,
+      0.9996533393859863,
+      0.9996694326400757,
+      0.9996705055236816,
+      0.9996938109397888,
+      0.9996921420097351,
+      0.9997087717056274,
+      0.9997057318687439,
+      0.9997020959854126,
+      0.9995958209037781,
+      0.9997575879096985,
+      0.9997144937515259,
+      0.9998520016670227,
+      0.9998068809509277,
+      0.9999513626098633
+    ],
+    "normalization_state": "training_batch_stats_without_running_update",
+    "raw_negative_gradient_cosine": [
+      0.999528169631958,
+      0.9995716214179993,
+      0.9996142387390137,
+      0.9996160268783569,
+      0.9996427893638611,
+      0.9996533393859863,
+      0.9996694326400757,
+      0.9996705055236816,
+      0.9996938109397888,
+      0.9996921420097351,
+      0.9997087717056274,
+      0.9997057318687439,
+      0.9997020959854126,
+      0.9995958209037781,
+      0.9997575879096985,
+      0.9997144937515259,
+      0.9998520016670227,
+      0.9998068809509277,
+      0.9999513626098633
+    ],
+    "teaching_negative_gradient_cosine": [
+      0.999528169631958,
+      0.9995716214179993,
+      0.9996142387390137,
+      0.9996160268783569,
+      0.9996427893638611,
+      0.9996533393859863,
+      0.9996694326400757,
+      0.9996705055236816,
+      0.9996938109397888,
+      0.9996921420097351,
+      0.9997087717056274,
+      0.9997057318687439,
+      0.9997020959854126,
+      0.9995958209037781,
+      0.9997575879096985,
+      0.9997144937515259,
+      0.9998520016670227,
+      0.9998068809509277,
+      0.9999513626098633
+    ],
+    "wall_s": 0.09704756736755371
+  },
+  "epochs": [
+    {
+      "epoch": 1,
+      "lr": 0.03,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.23311814341040318,
+        "mirror_response_residual_rms": 0.3156063292915284,
+        "mirror_update_rms": 0.07668940078842221,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.1,
+      "step": 79,
+      "train_examples": 10000,
+      "train_loss": 2.434635739135742
+    },
+    {
+      "epoch": 2,
+      "lr": 0.029815325108927065,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.20402604902340427,
+        "mirror_response_residual_rms": 0.27805371235373844,
+        "mirror_update_rms": 0.06168744020569984,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.0993844170297569,
+      "step": 158,
+      "train_examples": 10000,
+      "train_loss": 2.2998252067565916
+    },
+    {
+      "epoch": 3,
+      "lr": 0.029265847744427302,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.16542378611773906,
+        "mirror_response_residual_rms": 0.2263167759715689,
+        "mirror_update_rms": 0.048502232916747975,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.09755282581475769,
+      "step": 237,
+      "train_examples": 10000,
+      "train_loss": 2.2560854587554933
+    },
+    {
+      "epoch": 4,
+      "lr": 0.028365097862825515,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.13348651911792966,
+        "mirror_response_residual_rms": 0.18303278083837884,
+        "mirror_update_rms": 0.03808328121413277,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.09455032620941839,
+      "step": 316,
+      "train_examples": 10000,
+      "train_loss": 2.114266714668274
+    },
+    {
+      "epoch": 5,
+      "lr": 0.02713525491562421,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.11722695513112225,
+        "mirror_response_residual_rms": 0.16164586388549532,
+        "mirror_update_rms": 0.03078940263897857,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.09045084971874738,
+      "step": 395,
+      "train_examples": 10000,
+      "train_loss": 2.238841275024414
+    },
+    {
+      "epoch": 6,
+      "lr": 0.02560660171779821,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.10380505538209925,
+        "mirror_response_residual_rms": 0.14311962215491328,
+        "mirror_update_rms": 0.02516932064852458,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.08535533905932738,
+      "step": 474,
+      "train_examples": 10000,
+      "train_loss": 1.790627029800415
+    },
+    {
+      "epoch": 7,
+      "lr": 0.023816778784387097,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.09441984979763204,
+        "mirror_response_residual_rms": 0.1307853126690807,
+        "mirror_update_rms": 0.020591888086161463,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.07938926261462366,
+      "step": 553,
+      "train_examples": 10000,
+      "train_loss": 1.8233744716644287
+    },
+    {
+      "epoch": 8,
+      "lr": 0.0218098574960932,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.08766515886239068,
+        "mirror_response_residual_rms": 0.12221957734069559,
+        "mirror_update_rms": 0.017453160153299223,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.07269952498697733,
+      "step": 632,
+      "train_examples": 10000,
+      "train_loss": 1.7596716131210328
+    },
+    {
+      "epoch": 9,
+      "lr": 0.01963525491562421,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.08203623606337147,
+        "mirror_response_residual_rms": 0.11465820061754553,
+        "mirror_update_rms": 0.014978560638242636,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.06545084971874737,
+      "step": 711,
+      "train_examples": 10000,
+      "train_loss": 1.659573628807068
+    },
+    {
+      "epoch": 10,
+      "lr": 0.017346516975603462,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.073935835101102,
+        "mirror_response_residual_rms": 0.10348125796130887,
+        "mirror_update_rms": 0.012977098879007715,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.05782172325201155,
+      "step": 790,
+      "train_examples": 10000,
+      "train_loss": 1.477030182647705
+    },
+    {
+      "epoch": 11,
+      "lr": 0.015,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.06792754832642667,
+        "mirror_response_residual_rms": 0.09552965244148469,
+        "mirror_update_rms": 0.011105307961398627,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.05,
+      "step": 869,
+      "train_examples": 10000,
+      "train_loss": 1.470662978553772
+    },
+    {
+      "epoch": 12,
+      "lr": 0.012653483024396533,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.05899317007766277,
+        "mirror_response_residual_rms": 0.08345544686067433,
+        "mirror_update_rms": 0.009759097335255375,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.04217827674798845,
+      "step": 948,
+      "train_examples": 10000,
+      "train_loss": 1.3200396375656127
+    },
+    {
+      "epoch": 13,
+      "lr": 0.01036474508437579,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.05147646829178666,
+        "mirror_response_residual_rms": 0.07284069494475491,
+        "mirror_update_rms": 0.008473658038829504,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.03454915028125263,
+      "step": 1027,
+      "train_examples": 10000,
+      "train_loss": 1.2434486444473267
+    },
+    {
+      "epoch": 14,
+      "lr": 0.0081901425039068,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.04412920759833355,
+        "mirror_response_residual_rms": 0.0626119977827275,
+        "mirror_update_rms": 0.007263608936965866,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.027300475013022664,
+      "step": 1106,
+      "train_examples": 10000,
+      "train_loss": 1.1923627337455749
+    },
+    {
+      "epoch": 15,
+      "lr": 0.006183221215612904,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.03685247319401539,
+        "mirror_response_residual_rms": 0.05235124424310925,
+        "mirror_update_rms": 0.006354452829585038,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.02061073738537635,
+      "step": 1185,
+      "train_examples": 10000,
+      "train_loss": 1.116790009498596
+    },
+    {
+      "epoch": 16,
+      "lr": 0.004393398282201788,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.03072863093476618,
+        "mirror_response_residual_rms": 0.043720037119289186,
+        "mirror_update_rms": 0.0053212781897893045,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.014644660940672627,
+      "step": 1264,
+      "train_examples": 10000,
+      "train_loss": 1.092687600326538
+    },
+    {
+      "epoch": 17,
+      "lr": 0.00286474508437579,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.025222243959948938,
+        "mirror_response_residual_rms": 0.03586358349597533,
+        "mirror_update_rms": 0.004563395395546671,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.009549150281252633,
+      "step": 1343,
+      "train_examples": 10000,
+      "train_loss": 1.050999007129669
+    },
+    {
+      "epoch": 18,
+      "lr": 0.001634902137174483,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.019423717576147297,
+        "mirror_response_residual_rms": 0.0277487644354511,
+        "mirror_update_rms": 0.003734861372460549,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.005449673790581611,
+      "step": 1422,
+      "train_examples": 10000,
+      "train_loss": 1.0021559915542602
+    },
+    {
+      "epoch": 19,
+      "lr": 0.000734152255572697,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.013885959625617894,
+        "mirror_response_residual_rms": 0.019797627171206474,
+        "mirror_update_rms": 0.002950896392911573,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.0024471741852423235,
+      "step": 1501,
+      "train_examples": 10000,
+      "train_loss": 0.9745530992507935
+    },
+    {
+      "epoch": 20,
+      "lr": 0.0001846748910729351,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.009382662629116802,
+        "mirror_response_residual_rms": 0.013384784612837958,
+        "mirror_update_rms": 0.0022900423996206074,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.0006155829702431171,
+      "step": 1580,
+      "train_examples": 10000,
+      "train_loss": 0.9762974742889404
+    }
+  ],
+  "evaluation_protocol": {
+    "test_evaluations": 0,
+    "test_used_for_selection": false,
+    "validation_evaluations": 1
+  },
+  "final": {
+    "accuracy": 0.6232,
+    "epoch": 20,
+    "evaluation_split": "validation",
+    "finite": true,
+    "loss": 1.066288330078125,
+    "step": 1580
+  },
+  "hardware": {
+    "cuda_device_name": "NVIDIA GeForce GTX 1080",
+    "cuda_visible_devices": "5",
+    "device": "cuda",
+    "device_total_memory_bytes": 8507949056,
+    "peak_memory_allocated_bytes": 1730831872,
+    "peak_memory_reserved_bytes": 2501902336,
+    "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": "6206483780d75ecff61c396b7f1bf7e23e5b1ca5",
+    "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": 0.36531639099121094,
+    "mirror_warmup_wall_s": 0.5950455665588379,
+    "predictor_warmup_wall_s": 0.0,
+    "timing_excludes_data_loading_hashing_and_model_construction": true,
+    "total_timed_wall_s": 90.97272872924805,
+    "train_wall_s": 90.00931930541992
+  },
+  "work": {
+    "apical_macs_per_example": 40108672,
+    "causal_scalar_observations": 0,
+    "components": {
+      "apical_projection_macs": 8021734400000,
+      "apical_regression_macs": 0,
+      "bp_reverse_macs_estimate": 0,
+      "local_weight_correlation_macs": 8110208000000,
+      "mirror_feedback_prediction_macs": 4850843648,
+      "mirror_local_correlation_macs": 4850843648,
+      "mirror_response_macs": 4850843648,
+      "ordinary_forward_macs": 8110208000000,
+      "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": 119,
+    "mirror_readout_probe_examples": 121856,
+    "per_example_cross_entropy_terms": 0,
+    "total_clean_forward_examples": 200000,
+    "total_forward_equivalent_examples": 200000,
+    "total_macs_estimate": 24256702930944
+  }
+}
diff --git a/results/residual_mirror_short/rrm_lr0.1.json b/results/residual_mirror_short/rrm_lr0.1.json
new file mode 100644
index 0000000..6f54c21
--- /dev/null
+++ b/results/residual_mirror_short/rrm_lr0.1.json
@@ -0,0 +1,756 @@
+{
+  "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": 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": 20,
+    "device": "cuda",
+    "epochs": 20,
+    "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": "cosine",
+    "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_short/rrm_lr0.1.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": 119,
+    "mirror_events": 119,
+    "mirror_readout_examples": 121856,
+    "ordinary_examples": 200000,
+    "per_example_loss_terms": 0,
+    "perturbation_events": 0,
+    "perturbation_forward_examples": 0,
+    "predictor_warmup_examples": 0
+  },
+  "diagnostics": {
+    "early_third_mean": 0.9991278549035391,
+    "feedback_forward_cosine": [
+      0.9999154806137085,
+      0.9999306797981262,
+      0.9999545812606812,
+      0.9999644160270691,
+      0.9999690055847168,
+      0.9999793767929077,
+      0.9999752044677734,
+      0.9999589920043945,
+      0.9999452233314514,
+      0.9999603033065796,
+      0.9999622702598572,
+      0.9999719858169556,
+      0.9999478459358215,
+      0.9997169375419617,
+      0.9997090101242065,
+      0.9997721910476685,
+      0.9997538328170776,
+      0.9998348951339722,
+      0.9999200105667114
+    ],
+    "feedback_forward_norm_ratio": [
+      0.9980469942092896,
+      0.9989184737205505,
+      0.9994211196899414,
+      0.9998089671134949,
+      0.9999980926513672,
+      1.0001499652862549,
+      1.0000603199005127,
+      1.0000534057617188,
+      0.9997336864471436,
+      1.0000892877578735,
+      1.000082015991211,
+      1.000295639038086,
+      1.0003461837768555,
+      1.0006914138793945,
+      1.0006706714630127,
+      1.0003938674926758,
+      1.0005216598510742,
+      1.0005003213882446,
+      0.9909704923629761
+    ],
+    "innovation_negative_gradient_cosine": [
+      0.9988824725151062,
+      0.9990805387496948,
+      0.9991225004196167,
+      0.9991109371185303,
+      0.9992891550064087,
+      0.9992815256118774,
+      0.9993298649787903,
+      0.9993308782577515,
+      0.999434232711792,
+      0.9993816614151001,
+      0.9995160102844238,
+      0.9995108842849731,
+      0.9995355010032654,
+      0.9993031024932861,
+      0.99957275390625,
+      0.9993000030517578,
+      0.9997174739837646,
+      0.9995701313018799,
+      0.9999008178710938
+    ],
+    "normalization_state": "training_batch_stats_without_running_update",
+    "raw_negative_gradient_cosine": [
+      0.9988824725151062,
+      0.9990805387496948,
+      0.9991225004196167,
+      0.9991109371185303,
+      0.9992891550064087,
+      0.9992815256118774,
+      0.9993298649787903,
+      0.9993308782577515,
+      0.999434232711792,
+      0.9993816614151001,
+      0.9995160102844238,
+      0.9995108842849731,
+      0.9995355010032654,
+      0.9993031024932861,
+      0.99957275390625,
+      0.9993000030517578,
+      0.9997174739837646,
+      0.9995701313018799,
+      0.9999008178710938
+    ],
+    "teaching_negative_gradient_cosine": [
+      0.9988824725151062,
+      0.9990805387496948,
+      0.9991225004196167,
+      0.9991109371185303,
+      0.9992891550064087,
+      0.9992815256118774,
+      0.9993298649787903,
+      0.9993308782577515,
+      0.999434232711792,
+      0.9993816614151001,
+      0.9995160102844238,
+      0.9995108842849731,
+      0.9995355010032654,
+      0.9993031024932861,
+      0.99957275390625,
+      0.9993000030517578,
+      0.9997174739837646,
+      0.9995701313018799,
+      0.9999008178710938
+    ],
+    "wall_s": 0.11099910736083984
+  },
+  "epochs": [
+    {
+      "epoch": 1,
+      "lr": 0.1,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.2601846737040344,
+        "mirror_response_residual_rms": 0.3535099094948956,
+        "mirror_update_rms": 0.0794724507423343,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.1,
+      "step": 79,
+      "train_examples": 10000,
+      "train_loss": 2.6401633117675782
+    },
+    {
+      "epoch": 2,
+      "lr": 0.0993844170297569,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.2320270030739035,
+        "mirror_response_residual_rms": 0.3178695360002074,
+        "mirror_update_rms": 0.06566347399745359,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.0993844170297569,
+      "step": 158,
+      "train_examples": 10000,
+      "train_loss": 2.428320087814331
+    },
+    {
+      "epoch": 3,
+      "lr": 0.09755282581475769,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.1902612302737704,
+        "mirror_response_residual_rms": 0.261214385527155,
+        "mirror_update_rms": 0.052451028617311414,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.09755282581475769,
+      "step": 237,
+      "train_examples": 10000,
+      "train_loss": 2.5726836837768556
+    },
+    {
+      "epoch": 4,
+      "lr": 0.09455032620941839,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.17018607732039362,
+        "mirror_response_residual_rms": 0.23495350486028804,
+        "mirror_update_rms": 0.042288586572611774,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.09455032620941839,
+      "step": 316,
+      "train_examples": 10000,
+      "train_loss": 2.528295587730408
+    },
+    {
+      "epoch": 5,
+      "lr": 0.09045084971874738,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.15231621565559716,
+        "mirror_response_residual_rms": 0.21180007147453325,
+        "mirror_update_rms": 0.03544802639828195,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.09045084971874738,
+      "step": 395,
+      "train_examples": 10000,
+      "train_loss": 2.218377275466919
+    },
+    {
+      "epoch": 6,
+      "lr": 0.08535533905932738,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.14108329109632886,
+        "mirror_response_residual_rms": 0.19726323418619918,
+        "mirror_update_rms": 0.02993521390942853,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.08535533905932738,
+      "step": 474,
+      "train_examples": 10000,
+      "train_loss": 2.0937036754608154
+    },
+    {
+      "epoch": 7,
+      "lr": 0.07938926261462366,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.13834582525482075,
+        "mirror_response_residual_rms": 0.19534085520608319,
+        "mirror_update_rms": 0.025985602855510263,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.07938926261462366,
+      "step": 553,
+      "train_examples": 10000,
+      "train_loss": 2.218831299972534
+    },
+    {
+      "epoch": 8,
+      "lr": 0.07269952498697733,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.13345085752752778,
+        "mirror_response_residual_rms": 0.1909307264239541,
+        "mirror_update_rms": 0.0240043080261321,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.07269952498697733,
+      "step": 632,
+      "train_examples": 10000,
+      "train_loss": 2.274434162902832
+    },
+    {
+      "epoch": 9,
+      "lr": 0.06545084971874737,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.12035600897902161,
+        "mirror_response_residual_rms": 0.17304416237519363,
+        "mirror_update_rms": 0.02157844918317908,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.06545084971874737,
+      "step": 711,
+      "train_examples": 10000,
+      "train_loss": 1.8082092502593994
+    },
+    {
+      "epoch": 10,
+      "lr": 0.05782172325201155,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.1096965221826743,
+        "mirror_response_residual_rms": 0.15870117165633163,
+        "mirror_update_rms": 0.01960604709124913,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.05782172325201155,
+      "step": 790,
+      "train_examples": 10000,
+      "train_loss": 1.6496932834625244
+    },
+    {
+      "epoch": 11,
+      "lr": 0.05,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.10060992128674659,
+        "mirror_response_residual_rms": 0.14640697910423445,
+        "mirror_update_rms": 0.017701212220667454,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.05,
+      "step": 869,
+      "train_examples": 10000,
+      "train_loss": 1.5478480306625366
+    },
+    {
+      "epoch": 12,
+      "lr": 0.04217827674798845,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.09085091944110543,
+        "mirror_response_residual_rms": 0.13333263756453764,
+        "mirror_update_rms": 0.01605992521153775,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.04217827674798845,
+      "step": 948,
+      "train_examples": 10000,
+      "train_loss": 1.3823965042114257
+    },
+    {
+      "epoch": 13,
+      "lr": 0.03454915028125263,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.07902996300142369,
+        "mirror_response_residual_rms": 0.11615116335525824,
+        "mirror_update_rms": 0.014287858257776787,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.03454915028125263,
+      "step": 1027,
+      "train_examples": 10000,
+      "train_loss": 1.34172273979187
+    },
+    {
+      "epoch": 14,
+      "lr": 0.027300475013022664,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.06905828831434452,
+        "mirror_response_residual_rms": 0.10180783214913795,
+        "mirror_update_rms": 0.012587746597357776,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.027300475013022664,
+      "step": 1106,
+      "train_examples": 10000,
+      "train_loss": 1.2290157025337218
+    },
+    {
+      "epoch": 15,
+      "lr": 0.02061073738537635,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.05757729123066844,
+        "mirror_response_residual_rms": 0.08502710898907911,
+        "mirror_update_rms": 0.01099315299825323,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.02061073738537635,
+      "step": 1185,
+      "train_examples": 10000,
+      "train_loss": 1.1287344594955444
+    },
+    {
+      "epoch": 16,
+      "lr": 0.014644660940672627,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.04826044807946187,
+        "mirror_response_residual_rms": 0.07131268925507378,
+        "mirror_update_rms": 0.009481739617492971,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.014644660940672627,
+      "step": 1264,
+      "train_examples": 10000,
+      "train_loss": 1.0884003732681276
+    },
+    {
+      "epoch": 17,
+      "lr": 0.009549150281252633,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.03974752585157935,
+        "mirror_response_residual_rms": 0.05869449700782102,
+        "mirror_update_rms": 0.008195443513961818,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.009549150281252633,
+      "step": 1343,
+      "train_examples": 10000,
+      "train_loss": 1.0395743354797364
+    },
+    {
+      "epoch": 18,
+      "lr": 0.005449673790581611,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.0302168111419576,
+        "mirror_response_residual_rms": 0.044779826338416255,
+        "mirror_update_rms": 0.006658613012222196,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.005449673790581611,
+      "step": 1422,
+      "train_examples": 10000,
+      "train_loss": 0.9841103965759277
+    },
+    {
+      "epoch": 19,
+      "lr": 0.0024471741852423235,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.02212630175876517,
+        "mirror_response_residual_rms": 0.03275805770984623,
+        "mirror_update_rms": 0.00537444741444945,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.0024471741852423235,
+      "step": 1501,
+      "train_examples": 10000,
+      "train_loss": 0.9521100430488586
+    },
+    {
+      "epoch": 20,
+      "lr": 0.0006155829702431171,
+      "mirror": {
+        "conv_batch_size": 1.0,
+        "mirror_response_residual_fraction": 0.015118729649761752,
+        "mirror_response_residual_rms": 0.022381774527825898,
+        "mirror_update_rms": 0.004188984685734049,
+        "readout_batch_size": 1024.0
+      },
+      "output_lr": 0.0006155829702431171,
+      "step": 1580,
+      "train_examples": 10000,
+      "train_loss": 0.938697664642334
+    }
+  ],
+  "evaluation_protocol": {
+    "test_evaluations": 0,
+    "test_used_for_selection": false,
+    "validation_evaluations": 1
+  },
+  "final": {
+    "accuracy": 0.6508,
+    "epoch": 20,
+    "evaluation_split": "validation",
+    "finite": true,
+    "loss": 1.01295,
+    "step": 1580
+  },
+  "hardware": {
+    "cuda_device_name": "NVIDIA GeForce GTX 1080",
+    "cuda_visible_devices": "7",
+    "device": "cuda",
+    "device_total_memory_bytes": 8507949056,
+    "peak_memory_allocated_bytes": 1730831872,
+    "peak_memory_reserved_bytes": 2501902336,
+    "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": "6206483780d75ecff61c396b7f1bf7e23e5b1ca5",
+    "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": 0.36290621757507324,
+    "mirror_warmup_wall_s": 0.630126953125,
+    "predictor_warmup_wall_s": 0.0,
+    "timing_excludes_data_loading_hashing_and_model_construction": true,
+    "total_timed_wall_s": 93.04161047935486,
+    "train_wall_s": 92.04554319381714
+  },
+  "work": {
+    "apical_macs_per_example": 40108672,
+    "causal_scalar_observations": 0,
+    "components": {
+      "apical_projection_macs": 8021734400000,
+      "apical_regression_macs": 0,
+      "bp_reverse_macs_estimate": 0,
+      "local_weight_correlation_macs": 8110208000000,
+      "mirror_feedback_prediction_macs": 4850843648,
+      "mirror_local_correlation_macs": 4850843648,
+      "mirror_response_macs": 4850843648,
+      "ordinary_forward_macs": 8110208000000,
+      "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": 119,
+    "mirror_readout_probe_examples": 121856,
+    "per_example_cross_entropy_terms": 0,
+    "total_clean_forward_examples": 200000,
+    "total_forward_equivalent_examples": 200000,
+    "total_macs_estimate": 24256702930944
+  }
+}
diff --git a/results/residual_mirror_short_gate.json b/results/residual_mirror_short_gate.json
new file mode 100644
index 0000000..1c84e29
--- /dev/null
+++ b/results/residual_mirror_short_gate.json
@@ -0,0 +1,77 @@
+{
+  "checks": {
+    "accuracy_at_least_0.65": true,
+    "both_records_finite": true,
+    "candidate_selected": true,
+    "early_alignment_at_least_0.50": true,
+    "macs_at_most_1.15x_bp": true,
+    "within_10_points_of_bp": true,
+    "zero_task_loss_queries": true
+  },
+  "confirmation_test_seeds_touched": false,
+  "matched_bp": {
+    "accuracy": 0.7494,
+    "total_macs": 24330624000000
+  },
+  "protocol": "residual_response_mirror_short_v1",
+  "review_score_after": 5,
+  "review_score_before": 5,
+  "rows": [
+    {
+      "accuracy": 0.6232,
+      "all_layer_alignment": 0.9996919380991083,
+      "early_third_alignment": 0.9996043642361959,
+      "finite": true,
+      "logical_batch_loss_queries": 0,
+      "loss": 1.066288330078125,
+      "lr": 0.03,
+      "max_feedback_forward_norm_ratio": 1.0002508163452148,
+      "mean_feedback_forward_cosine": 0.9999703388465079,
+      "min_feedback_forward_norm_ratio": 0.9902048110961914,
+      "mirror_events": 119,
+      "path": "results/residual_mirror_short/rrm_lr0.03.json",
+      "peak_memory_allocated_bytes": 1730831872,
+      "source_commit": "6206483780d75ecff61c396b7f1bf7e23e5b1ca5",
+      "total_macs": 24256702930944,
+      "wall_s": 90.97272872924805
+    },
+    {
+      "accuracy": 0.6508,
+      "all_layer_alignment": 0.9993773918402823,
+      "early_third_alignment": 0.9991278549035391,
+      "finite": true,
+      "logical_batch_loss_queries": 0,
+      "loss": 1.01295,
+      "lr": 0.1,
+      "max_feedback_forward_norm_ratio": 1.0006914138793945,
+      "mean_feedback_forward_cosine": 0.9999022232858759,
+      "min_feedback_forward_norm_ratio": 0.9909704923629761,
+      "mirror_events": 119,
+      "path": "results/residual_mirror_short/rrm_lr0.1.json",
+      "peak_memory_allocated_bytes": 1730831872,
+      "source_commit": "6206483780d75ecff61c396b7f1bf7e23e5b1ca5",
+      "total_macs": 24256702930944,
+      "wall_s": 93.04161047935486
+    }
+  ],
+  "score_change_rule": "inherited short baseline cannot raise score",
+  "selected_rrm": {
+    "accuracy": 0.6508,
+    "all_layer_alignment": 0.9993773918402823,
+    "early_third_alignment": 0.9991278549035391,
+    "finite": true,
+    "logical_batch_loss_queries": 0,
+    "loss": 1.01295,
+    "lr": 0.1,
+    "max_feedback_forward_norm_ratio": 1.0006914138793945,
+    "mean_feedback_forward_cosine": 0.9999022232858759,
+    "min_feedback_forward_norm_ratio": 0.9909704923629761,
+    "mirror_events": 119,
+    "path": "results/residual_mirror_short/rrm_lr0.1.json",
+    "peak_memory_allocated_bytes": 1730831872,
+    "source_commit": "6206483780d75ecff61c396b7f1bf7e23e5b1ca5",
+    "total_macs": 24256702930944,
+    "wall_s": 93.04161047935486
+  },
+  "status": "passed"
+}