Track legacy operator-study row data; extend generated tables

Pulls the training-set-size series, snapshot-location sweep, stress
grid, scalar-gain comparison, oracle diagnostic, and derivative-probe
rows from the experiment machine, and adds three generated fragments
(train size, snapshot location, stress grid) used by the appendix.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

1 files changed, 457 insertions, 0 deletions

diff --git a/outputs/compressed_operator_T50_width64_N224/summary.json b/outputs/compressed_operator_T50_width64_N224/summary.json
new file mode 100644
index 0000000..5d1495d
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N224/summary.json
@@ -0,0 +1,457 @@
+{
+  "config": {
+    "input_dim": 16,
+    "output_dim": 4,
+    "width": 64,
+    "train_samples": 224,
+    "test_samples": 512,
+    "target_steps": 50,
+    "early_steps": [
+      1,
+      2,
+      5
+    ],
+    "lr": 0.001,
+    "init_seeds": 2,
+    "feedback_seeds": 4,
+    "data_seed": 123,
+    "feedback_scale": "relu",
+    "device": "cpu",
+    "torch_threads": 4,
+    "outdir": "outputs/compressed_operator_T50_width64_N224"
+  },
+  "rows": [
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100000,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7599533289420513,
+      "empirical_gap": 0.10729947062673295,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.756962953554878,
+      "fixed_gap": 0.1272689491222927,
+      "compressed_fa_loss": 2.756962953554878,
+      "compressed_gap": 0.1272689491222927,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.019969478495559745,
+      "compressed_gap_error": 0.019969478495559745
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100000,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7599533289420513,
+      "empirical_gap": 0.10729947062673295,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.756962953554878,
+      "fixed_gap": 0.1272689491222927,
+      "compressed_fa_loss": 2.756962953554878,
+      "compressed_gap": 0.1272689491222927,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.019969478495559745,
+      "compressed_gap_error": 0.019969478495559745
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100000,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7599533289420513,
+      "empirical_gap": 0.10729947062673295,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.756962953554878,
+      "fixed_gap": 0.1272689491222927,
+      "compressed_fa_loss": 2.756962953554878,
+      "compressed_gap": 0.1272689491222927,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.019969478495559745,
+      "compressed_gap_error": 0.019969478495559745
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100001,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7502928266889923,
+      "empirical_gap": 0.09763896837367403,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.76346229519116,
+      "fixed_gap": 0.13376829075857488,
+      "compressed_fa_loss": 2.7372354591280206,
+      "compressed_gap": 0.10754145469543541,
+      "alpha_s": 0.006632208544047822,
+      "alpha_slope": 0.006632208544047822,
+      "fixed_gap_error": 0.03612932238490085,
+      "compressed_gap_error": 0.009902486321761383
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100001,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7502928266889923,
+      "empirical_gap": 0.09763896837367403,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.76346229519116,
+      "fixed_gap": 0.13376829075857488,
+      "compressed_fa_loss": 2.7413589423824263,
+      "compressed_gap": 0.11166493794984111,
+      "alpha_s": 0.011102330585058131,
+      "alpha_slope": 0.0055511652925290655,
+      "fixed_gap_error": 0.03612932238490085,
+      "compressed_gap_error": 0.014025969576167086
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100001,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7502928266889923,
+      "empirical_gap": 0.09763896837367403,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.76346229519116,
+      "fixed_gap": 0.13376829075857488,
+      "compressed_fa_loss": 2.74322629447676,
+      "compressed_gap": 0.11353229004417464,
+      "alpha_s": 0.02533230570114322,
+      "alpha_slope": 0.005066461140228644,
+      "fixed_gap_error": 0.03612932238490085,
+      "compressed_gap_error": 0.015893321670500615
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100002,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7398792137077725,
+      "empirical_gap": 0.08722535539245424,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.729246166694613,
+      "fixed_gap": 0.0995521622620279,
+      "compressed_fa_loss": 2.729246166694613,
+      "compressed_gap": 0.0995521622620279,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.012326806869573659,
+      "compressed_gap_error": 0.012326806869573659
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100002,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7398792137077725,
+      "empirical_gap": 0.08722535539245424,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.729246166694613,
+      "fixed_gap": 0.0995521622620279,
+      "compressed_fa_loss": 2.729246166694613,
+      "compressed_gap": 0.0995521622620279,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.012326806869573659,
+      "compressed_gap_error": 0.012326806869573659
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100002,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.7398792137077725,
+      "empirical_gap": 0.08722535539245424,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.729246166694613,
+      "fixed_gap": 0.0995521622620279,
+      "compressed_fa_loss": 2.729246166694613,
+      "compressed_gap": 0.0995521622620279,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.012326806869573659,
+      "compressed_gap_error": 0.012326806869573659
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100003,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.736048180645907,
+      "empirical_gap": 0.08339432233058863,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.742223842018859,
+      "fixed_gap": 0.112529837586274,
+      "compressed_fa_loss": 2.7383423641873983,
+      "compressed_gap": 0.10864835975481313,
+      "alpha_s": 0.0011330359330606486,
+      "alpha_slope": 0.0011330359330606486,
+      "fixed_gap_error": 0.029135515255685362,
+      "compressed_gap_error": 0.025254037424224496
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100003,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.736048180645907,
+      "empirical_gap": 0.08339432233058863,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.742223842018859,
+      "fixed_gap": 0.112529837586274,
+      "compressed_fa_loss": 2.7395951782245502,
+      "compressed_gap": 0.10990117379196507,
+      "alpha_s": 0.001531075345257287,
+      "alpha_slope": 0.0007655376726286435,
+      "fixed_gap_error": 0.029135515255685362,
+      "compressed_gap_error": 0.026506851461376435
+    },
+    {
+      "init_seed": 10000,
+      "feedback_seed": 100003,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.6526538583153183,
+      "empirical_fa_loss": 2.736048180645907,
+      "empirical_gap": 0.08339432233058863,
+      "fixed_bp_loss": 2.629694004432585,
+      "fixed_fa_loss": 2.742223842018859,
+      "fixed_gap": 0.112529837586274,
+      "compressed_fa_loss": 2.7389876125749972,
+      "compressed_gap": 0.10929360814241207,
+      "alpha_s": 0.004717728402639097,
+      "alpha_slope": 0.0009435456805278193,
+      "fixed_gap_error": 0.029135515255685362,
+      "compressed_gap_error": 0.025899285811823436
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101000,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.038149366819684,
+      "empirical_gap": 0.13096769053029522,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.041025167815324,
+      "fixed_gap": 0.15510276218116203,
+      "compressed_fa_loss": 3.041025167815324,
+      "compressed_gap": 0.15510276218116203,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.024135071650866813,
+      "compressed_gap_error": 0.024135071650866813
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101000,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.038149366819684,
+      "empirical_gap": 0.13096769053029522,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.041025167815324,
+      "fixed_gap": 0.15510276218116203,
+      "compressed_fa_loss": 3.041025167815324,
+      "compressed_gap": 0.15510276218116203,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.024135071650866813,
+      "compressed_gap_error": 0.024135071650866813
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101000,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.038149366819684,
+      "empirical_gap": 0.13096769053029522,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.041025167815324,
+      "fixed_gap": 0.15510276218116203,
+      "compressed_fa_loss": 3.041025167815324,
+      "compressed_gap": 0.15510276218116203,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.024135071650866813,
+      "compressed_gap_error": 0.024135071650866813
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101001,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.0181562571281124,
+      "empirical_gap": 0.11097458083872347,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.0223555746748056,
+      "fixed_gap": 0.1364331690406435,
+      "compressed_fa_loss": 3.008193357023984,
+      "compressed_gap": 0.12227095138982191,
+      "alpha_s": 0.0034525425712833195,
+      "alpha_slope": 0.0034525425712833195,
+      "fixed_gap_error": 0.02545858820192004,
+      "compressed_gap_error": 0.011296370551098445
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101001,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.0181562571281124,
+      "empirical_gap": 0.11097458083872347,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.0223555746748056,
+      "fixed_gap": 0.1364331690406435,
+      "compressed_fa_loss": 3.008450463870124,
+      "compressed_gap": 0.1225280582359618,
+      "alpha_s": 0.006777054075219784,
+      "alpha_slope": 0.003388527037609892,
+      "fixed_gap_error": 0.02545858820192004,
+      "compressed_gap_error": 0.011553477397238332
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101001,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.0181562571281124,
+      "empirical_gap": 0.11097458083872347,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.0223555746748056,
+      "fixed_gap": 0.1364331690406435,
+      "compressed_fa_loss": 3.0091200506894507,
+      "compressed_gap": 0.12319764505528852,
+      "alpha_s": 0.01611022705826203,
+      "alpha_slope": 0.0032220454116524055,
+      "fixed_gap_error": 0.02545858820192004,
+      "compressed_gap_error": 0.01222306421656505
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101002,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.0346327332065814,
+      "empirical_gap": 0.1274510569171925,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.034693259894646,
+      "fixed_gap": 0.14877085426048398,
+      "compressed_fa_loss": 3.034693259894646,
+      "compressed_gap": 0.14877085426048398,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.02131979734329148,
+      "compressed_gap_error": 0.02131979734329148
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101002,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.0346327332065814,
+      "empirical_gap": 0.1274510569171925,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.034693259894646,
+      "fixed_gap": 0.14877085426048398,
+      "compressed_fa_loss": 3.034693259894646,
+      "compressed_gap": 0.14877085426048398,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.02131979734329148,
+      "compressed_gap_error": 0.02131979734329148
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101002,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.0346327332065814,
+      "empirical_gap": 0.1274510569171925,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.034693259894646,
+      "fixed_gap": 0.14877085426048398,
+      "compressed_fa_loss": 3.034693259894646,
+      "compressed_gap": 0.14877085426048398,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.02131979734329148,
+      "compressed_gap_error": 0.02131979734329148
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101003,
+      "target_steps": 50,
+      "early_steps": 1,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.011225185254111,
+      "empirical_gap": 0.10404350896472225,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.011970058076194,
+      "fixed_gap": 0.12604765244203175,
+      "compressed_fa_loss": 3.0113053332490938,
+      "compressed_gap": 0.12538292761493164,
+      "alpha_s": 0.00015741970796130712,
+      "alpha_slope": 0.00015741970796130712,
+      "fixed_gap_error": 0.0220041434773095,
+      "compressed_gap_error": 0.021339418650209385
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101003,
+      "target_steps": 50,
+      "early_steps": 2,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.011225185254111,
+      "empirical_gap": 0.10404350896472225,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.011970058076194,
+      "fixed_gap": 0.12604765244203175,
+      "compressed_fa_loss": 3.011970058076194,
+      "compressed_gap": 0.12604765244203175,
+      "alpha_s": 0.0,
+      "alpha_slope": 0.0,
+      "fixed_gap_error": 0.0220041434773095,
+      "compressed_gap_error": 0.0220041434773095
+    },
+    {
+      "init_seed": 10001,
+      "feedback_seed": 101003,
+      "target_steps": 50,
+      "early_steps": 5,
+      "empirical_bp_loss": 2.907181676289389,
+      "empirical_fa_loss": 3.011225185254111,
+      "empirical_gap": 0.10404350896472225,
+      "fixed_bp_loss": 2.885922405634162,
+      "fixed_fa_loss": 3.011970058076194,
+      "fixed_gap": 0.12604765244203175,
+      "compressed_fa_loss": 3.0115603248979985,
+      "compressed_gap": 0.12563791926383638,
+      "alpha_s": 0.00048492844327480887,
+      "alpha_slope": 9.698568865496177e-05,
+      "fixed_gap_error": 0.0220041434773095,
+      "compressed_gap_error": 0.02159441029911413
+    }
+  ]
+}