summaryrefslogtreecommitdiff
path: root/artifacts/manifold_gate/flickr_test512_single.json
diff options
context:
space:
mode:
Diffstat (limited to 'artifacts/manifold_gate/flickr_test512_single.json')
-rw-r--r--artifacts/manifold_gate/flickr_test512_single.json1812
1 files changed, 1812 insertions, 0 deletions
diff --git a/artifacts/manifold_gate/flickr_test512_single.json b/artifacts/manifold_gate/flickr_test512_single.json
new file mode 100644
index 0000000..7656613
--- /dev/null
+++ b/artifacts/manifold_gate/flickr_test512_single.json
@@ -0,0 +1,1812 @@
+{
+ "protocol": "Assignments permute real frozen text states; hidden pairs are used only to place the true assignment in the ranking. The energy terms are the cross-modal relation MSE and conditional KL; the language-only terms of the falsified free-particle energy are permutation-invariant on this space.",
+ "meta": {
+ "dataset": "flickr30k",
+ "split": "test",
+ "samples": 512,
+ "text_mode": "single",
+ "rows": [
+ 25,
+ 34,
+ 51,
+ 89,
+ 97,
+ 124,
+ 133,
+ 134,
+ 137,
+ 199,
+ 219,
+ 222,
+ 228,
+ 246,
+ 259,
+ 279,
+ 304,
+ 318,
+ 340,
+ 395,
+ 434,
+ 472,
+ 487,
+ 520,
+ 539,
+ 565,
+ 615,
+ 654,
+ 661,
+ 670,
+ 734,
+ 748,
+ 754,
+ 760,
+ 828,
+ 856,
+ 887,
+ 906,
+ 917,
+ 972,
+ 973,
+ 1023,
+ 1030,
+ 1044,
+ 1072,
+ 1117,
+ 1196,
+ 1202,
+ 1206,
+ 1284,
+ 1305,
+ 1306,
+ 1310,
+ 1343,
+ 1358,
+ 1390,
+ 1401,
+ 1417,
+ 1480,
+ 1576,
+ 1594,
+ 1610,
+ 1646,
+ 1723,
+ 1771,
+ 1821,
+ 1833,
+ 1895,
+ 1981,
+ 1983,
+ 1984,
+ 1987,
+ 2044,
+ 2054,
+ 2103,
+ 2112,
+ 2113,
+ 2124,
+ 2130,
+ 2131,
+ 2139,
+ 2161,
+ 2180,
+ 2197,
+ 2260,
+ 2265,
+ 2319,
+ 2330,
+ 2410,
+ 2412,
+ 2429,
+ 2433,
+ 2458,
+ 2523,
+ 2551,
+ 2572,
+ 2600,
+ 2615,
+ 2678,
+ 2690,
+ 2788,
+ 2803,
+ 2848,
+ 2851,
+ 2906,
+ 2909,
+ 2955,
+ 2956,
+ 3008,
+ 3078,
+ 3082,
+ 3087,
+ 3097,
+ 3109,
+ 3130,
+ 3162,
+ 3245,
+ 3412,
+ 3437,
+ 3451,
+ 3459,
+ 3476,
+ 3500,
+ 3539,
+ 3648,
+ 3701,
+ 3703,
+ 3724,
+ 3771,
+ 3774,
+ 3826,
+ 3834,
+ 3951,
+ 3972,
+ 4007,
+ 4027,
+ 4028,
+ 4041,
+ 4313,
+ 4317,
+ 4343,
+ 4367,
+ 4402,
+ 4452,
+ 4501,
+ 4510,
+ 4556,
+ 4562,
+ 4663,
+ 4686,
+ 4748,
+ 4801,
+ 4816,
+ 4879,
+ 4881,
+ 4882,
+ 4902,
+ 4942,
+ 4981,
+ 5016,
+ 5056,
+ 5160,
+ 5171,
+ 5240,
+ 5261,
+ 5327,
+ 5330,
+ 5343,
+ 5441,
+ 5541,
+ 5580,
+ 5581,
+ 5595,
+ 5618,
+ 5621,
+ 5701,
+ 5724,
+ 5743,
+ 5760,
+ 5763,
+ 5767,
+ 5807,
+ 5835,
+ 5854,
+ 5867,
+ 5881,
+ 5947,
+ 5964,
+ 5970,
+ 5989,
+ 6002,
+ 6005,
+ 6008,
+ 6031,
+ 6067,
+ 6068,
+ 6078,
+ 6127,
+ 6192,
+ 6242,
+ 6250,
+ 6258,
+ 6283,
+ 6300,
+ 6306,
+ 6334,
+ 6376,
+ 6486,
+ 6532,
+ 6549,
+ 6645,
+ 6661,
+ 6694,
+ 6733,
+ 6781,
+ 6796,
+ 6830,
+ 6921,
+ 7153,
+ 7170,
+ 7263,
+ 7492,
+ 7507,
+ 7542,
+ 7549,
+ 7581,
+ 7584,
+ 7597,
+ 7631,
+ 7639,
+ 7682,
+ 7702,
+ 7739,
+ 7750,
+ 7791,
+ 7874,
+ 7881,
+ 7909,
+ 7912,
+ 7921,
+ 7962,
+ 7973,
+ 7986,
+ 7996,
+ 8015,
+ 8023,
+ 8054,
+ 8070,
+ 8079,
+ 8084,
+ 8175,
+ 8185,
+ 8199,
+ 8225,
+ 8267,
+ 8274,
+ 8280,
+ 8322,
+ 8337,
+ 8362,
+ 8364,
+ 8412,
+ 8427,
+ 8486,
+ 8519,
+ 8528,
+ 8554,
+ 8561,
+ 8611,
+ 8631,
+ 8654,
+ 8674,
+ 8708,
+ 8740,
+ 8766,
+ 8776,
+ 8811,
+ 8831,
+ 8870,
+ 8872,
+ 8903,
+ 8940,
+ 8982,
+ 8993,
+ 9013,
+ 9039,
+ 9042,
+ 9058,
+ 9065,
+ 9074,
+ 9088,
+ 9223,
+ 9241,
+ 9242,
+ 9266,
+ 9274,
+ 9285,
+ 9308,
+ 9323,
+ 9328,
+ 9342,
+ 9354,
+ 9492,
+ 9502,
+ 9506,
+ 9519,
+ 9531,
+ 9572,
+ 9579,
+ 9592,
+ 9598,
+ 9609,
+ 9673,
+ 9736,
+ 9776,
+ 9797,
+ 9803,
+ 9885,
+ 9888,
+ 9908,
+ 9911,
+ 9959,
+ 9978,
+ 9979,
+ 10005,
+ 10010,
+ 10088,
+ 10097,
+ 10106,
+ 10124,
+ 10171,
+ 10235,
+ 10239,
+ 10242,
+ 10287,
+ 10330,
+ 10376,
+ 10379,
+ 10390,
+ 10469,
+ 10490,
+ 10499,
+ 10575,
+ 10577,
+ 10620,
+ 10629,
+ 10663,
+ 10666,
+ 10691,
+ 10692,
+ 10693,
+ 10732,
+ 10788,
+ 10858,
+ 10920,
+ 10925,
+ 11086,
+ 11124,
+ 11137,
+ 11152,
+ 11207,
+ 11219,
+ 11234,
+ 11239,
+ 11278,
+ 11283,
+ 11363,
+ 11374,
+ 11400,
+ 11423,
+ 11466,
+ 11514,
+ 11516,
+ 11618,
+ 11624,
+ 11656,
+ 11747,
+ 11890,
+ 11897,
+ 11906,
+ 11914,
+ 11939,
+ 11963,
+ 11979,
+ 12030,
+ 12053,
+ 12058,
+ 12077,
+ 12084,
+ 12133,
+ 12178,
+ 12184,
+ 12212,
+ 12245,
+ 12293,
+ 12305,
+ 12334,
+ 12356,
+ 12366,
+ 12375,
+ 12402,
+ 12417,
+ 12427,
+ 12441,
+ 12475,
+ 12486,
+ 12508,
+ 12542,
+ 12706,
+ 12757,
+ 12782,
+ 12813,
+ 12853,
+ 12865,
+ 12902,
+ 12927,
+ 12947,
+ 12949,
+ 12969,
+ 12994,
+ 13085,
+ 13135,
+ 13170,
+ 13197,
+ 13276,
+ 13302,
+ 13388,
+ 13417,
+ 13516,
+ 13543,
+ 13566,
+ 13580,
+ 13629,
+ 13648,
+ 13650,
+ 13724,
+ 13744,
+ 13770,
+ 13785,
+ 13837,
+ 13916,
+ 13977,
+ 13990,
+ 13992,
+ 14042,
+ 14048,
+ 14072,
+ 14117,
+ 14134,
+ 14164,
+ 14221,
+ 14231,
+ 14260,
+ 14316,
+ 14332,
+ 14333,
+ 14337,
+ 14434,
+ 14453,
+ 14479,
+ 14490,
+ 14495,
+ 14558,
+ 14570,
+ 14582,
+ 14596,
+ 14599,
+ 14626,
+ 14690,
+ 14721,
+ 14736,
+ 14773,
+ 14786,
+ 14796,
+ 14832,
+ 14841,
+ 14941,
+ 14974,
+ 14989,
+ 15004,
+ 15020,
+ 15047,
+ 15061,
+ 15067,
+ 15077,
+ 15138,
+ 15176,
+ 15186,
+ 15219,
+ 15309,
+ 15358,
+ 15374,
+ 15410,
+ 15412,
+ 15448,
+ 15457,
+ 15556,
+ 15588,
+ 15592,
+ 15650,
+ 15674,
+ 15759,
+ 15774,
+ 15792,
+ 15809,
+ 15834,
+ 15875,
+ 15878,
+ 15974,
+ 16004,
+ 16010,
+ 16018
+ ]
+ },
+ "args": {
+ "dataset": "flickr",
+ "text_orbits": "artifacts/text_orbits_qwen0p5b.pt",
+ "text_mode": "single",
+ "vg_vision": "artifacts/vg_5k/vision_features.pt",
+ "vg_text": "artifacts/vg_5k/text_features.pt",
+ "vg_ground_truth": "artifacts/vg_5k/ground_truth.private.jsonl",
+ "vg_bundle_channels": false,
+ "split": "test",
+ "samples": 512,
+ "subset_seed": 0,
+ "random_perms": 1000,
+ "derangement_samples": 200,
+ "descent_restarts": 3,
+ "descent_max_steps": 200000,
+ "descent_objective": "m30_total",
+ "descent_verify_top": 64,
+ "device": "cpu",
+ "seed": 20260729,
+ "output": "artifacts/manifold_gate/flickr_test512_single.json",
+ "trajectory_output": null
+ },
+ "channel_names": [
+ "mean"
+ ],
+ "gate_a_global_ranking": {
+ "true": {
+ "mse": 1.6527684664557813,
+ "mse_channels": [
+ 1.6527684664557813
+ ],
+ "mse_channel_mean": 1.6527684664557813,
+ "conditional_kl": 6.806409122783108,
+ "m30_total": 4.666818757468184
+ },
+ "similarity_shift": {
+ "mse": 1.8885278512129025,
+ "mse_channels": [
+ 1.8885278512129025
+ ],
+ "mse_channel_mean": 1.8885278512129025,
+ "conditional_kl": 7.589254961504268,
+ "m30_total": 5.2949066947266585
+ },
+ "random": {
+ "mse": {
+ "mean": 1.999115228652954,
+ "std": 0.03218609839677811,
+ "min": 1.9004226922988892,
+ "true_z": 10.76075553894043,
+ "true_rank_among_random": 0,
+ "count": 1000
+ },
+ "mse_channel_mean": {
+ "mean": 1.999115228652954,
+ "std": 0.03218609839677811,
+ "min": 1.9004226922988892,
+ "true_z": 10.76075553894043,
+ "true_rank_among_random": 0,
+ "count": 1000
+ },
+ "conditional_kl": {
+ "mean": 7.506174087524414,
+ "std": 0.03572128713130951,
+ "min": 7.401821613311768,
+ "true_z": 19.58957290649414,
+ "true_rank_among_random": 0,
+ "count": 1000
+ },
+ "m30_total": {
+ "mean": 5.4994659423828125,
+ "std": 0.0663023516535759,
+ "min": 5.2986555099487305,
+ "true_z": 12.558338165283203,
+ "true_rank_among_random": 0,
+ "count": 1000
+ }
+ }
+ },
+ "gate_b_transpositions": {
+ "pairs": 130816,
+ "improving_pairs": 20422,
+ "improving_fraction": 0.15611240215264188,
+ "delta_mean": 0.0022166703621225433,
+ "delta_min": -0.032824142328392855,
+ "identity_is_local_min_mse": false,
+ "worst_improving_swaps": [
+ {
+ "pair": [
+ 10,
+ 485
+ ],
+ "delta_mse": -0.032824142328392855,
+ "text_cosine": 0.8460523477700203,
+ "visual_cosine": 0.013231180192385616,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A woman in a blue shirt is walking across the street of an older looking district."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 207
+ ],
+ "delta_mse": -0.03153625217490768,
+ "text_cosine": 0.8236079454163546,
+ "visual_cosine": -0.02496001306495759,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A man in an orange vest and yellow hard hat looks on as a yellow vehicle lays track."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 36
+ ],
+ "delta_mse": -0.03064569875486119,
+ "text_cosine": 0.8078301311675153,
+ "visual_cosine": -0.003825311299838504,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A female harp player peers through the middle of her instrument while performing."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 38
+ ],
+ "delta_mse": -0.02950405445756216,
+ "text_cosine": 0.8526058046987431,
+ "visual_cosine": 0.09618040602753337,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A girl wearing a black t-shirt is holding a small pizza in a kitchen setting."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 139
+ ],
+ "delta_mse": -0.028069299167393817,
+ "text_cosine": 0.8241935818357556,
+ "visual_cosine": -0.043994813196470466,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A man dressed in all black is wearing shades and standing in snow and there is a red vehic"
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 124
+ ],
+ "delta_mse": -0.02721529153626298,
+ "text_cosine": 0.8384525572917192,
+ "visual_cosine": 0.02423010695783156,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A man in a brown jacket holding a red bag is speaking to another man with a white beard an"
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 344
+ ],
+ "delta_mse": -0.026756564977868283,
+ "text_cosine": 0.8208513625339022,
+ "visual_cosine": 0.12251593160321055,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A woman in white in front of a window, while reading a book on the couch."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 112
+ ],
+ "delta_mse": -0.02568744937056442,
+ "text_cosine": 0.785794028989254,
+ "visual_cosine": -0.011284318653752618,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "Black dog paddles through the water with a bright ball in its mouth."
+ ]
+ },
+ {
+ "pair": [
+ 485,
+ 496
+ ],
+ "delta_mse": -0.025092776948399315,
+ "text_cosine": 0.8444869648861818,
+ "visual_cosine": 0.04507989812594063,
+ "captions": [
+ "A woman in a blue shirt is walking across the street of an older looking district.",
+ "Four people are playing football by a body of water in partly cloudy weather."
+ ]
+ },
+ {
+ "pair": [
+ 207,
+ 496
+ ],
+ "delta_mse": -0.024814770989593306,
+ "text_cosine": 0.8393564158114689,
+ "visual_cosine": -0.005872958366239916,
+ "captions": [
+ "A man in an orange vest and yellow hard hat looks on as a yellow vehicle lays track.",
+ "Four people are playing football by a body of water in partly cloudy weather."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 225
+ ],
+ "delta_mse": -0.024660379136972124,
+ "text_cosine": 0.8076729832226516,
+ "visual_cosine": 0.0686640315615118,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A woman on a boat named \"El Corazon\" drops black weights into the water."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 280
+ ],
+ "delta_mse": -0.02457052026139124,
+ "text_cosine": 0.8416205024333588,
+ "visual_cosine": 0.25552117034209937,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A group of people sit near a large red brick building in the grass."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 399
+ ],
+ "delta_mse": -0.024492372917708585,
+ "text_cosine": 0.8423296065549728,
+ "visual_cosine": 0.06288150873105679,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A little boy in a blue coat is playing next to some ducks in a park."
+ ]
+ },
+ {
+ "pair": [
+ 36,
+ 496
+ ],
+ "delta_mse": -0.022955932216743444,
+ "text_cosine": 0.8199288448935761,
+ "visual_cosine": -0.005015617602786804,
+ "captions": [
+ "A female harp player peers through the middle of her instrument while performing.",
+ "Four people are playing football by a body of water in partly cloudy weather."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 248
+ ],
+ "delta_mse": -0.02255903028691505,
+ "text_cosine": 0.828754616585865,
+ "visual_cosine": 0.08270368920176861,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "In rural outdoors, blond woman sits on roof of yellow BMW vehicle, two people inside."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 256
+ ],
+ "delta_mse": -0.022304927198638868,
+ "text_cosine": 0.8373582123434972,
+ "visual_cosine": 0.04010694197546125,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A young man looks at a coffee marker on the shelf of a department store."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 173
+ ],
+ "delta_mse": -0.02225983737036606,
+ "text_cosine": 0.8120609494184147,
+ "visual_cosine": 0.006379231970411078,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "A well-dressed man plays a grand piano during an art exhibit."
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 500
+ ],
+ "delta_mse": -0.02198896331243361,
+ "text_cosine": 0.8197655296322252,
+ "visual_cosine": 0.017488156323771674,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "Standing outside in front of a red van, a man in a hat picks up a framed painting from a t"
+ ]
+ },
+ {
+ "pair": [
+ 10,
+ 407
+ ],
+ "delta_mse": -0.021338247927562257,
+ "text_cosine": 0.8077532157242538,
+ "visual_cosine": 0.08586037714293435,
+ "captions": [
+ "A mother decides to take her child on a piggyback ride outside their apartment complex.",
+ "One person stands and another sits on the summit of a mountain."
+ ]
+ },
+ {
+ "pair": [
+ 139,
+ 496
+ ],
+ "delta_mse": -0.021336972534069937,
+ "text_cosine": 0.8515468219564873,
+ "visual_cosine": 0.010595787585292235,
+ "captions": [
+ "A man dressed in all black is wearing shades and standing in snow and there is a red vehic",
+ "Four people are playing football by a body of water in partly cloudy weather."
+ ]
+ }
+ ]
+ },
+ "derangement_curve": [
+ {
+ "k": 2,
+ "delta_mean": 0.0021336651407182217,
+ "delta_std": 0.0035928429570049047,
+ "improving_fraction": 0.195
+ },
+ {
+ "k": 4,
+ "delta_mean": 0.004429618827998638,
+ "delta_std": 0.004952516406774521,
+ "improving_fraction": 0.105
+ },
+ {
+ "k": 8,
+ "delta_mean": 0.008479373529553413,
+ "delta_std": 0.00742463069036603,
+ "improving_fraction": 0.06
+ },
+ {
+ "k": 16,
+ "delta_mean": 0.018102098256349564,
+ "delta_std": 0.010749826207756996,
+ "improving_fraction": 0.025
+ },
+ {
+ "k": 32,
+ "delta_mean": 0.03536432608962059,
+ "delta_std": 0.013644617982208729,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 64,
+ "delta_mean": 0.0662442296743393,
+ "delta_std": 0.01971844583749771,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 128,
+ "delta_mean": 0.12894569337368011,
+ "delta_std": 0.02560058981180191,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 256,
+ "delta_mean": 0.2308870255947113,
+ "delta_std": 0.032980989664793015,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 512,
+ "delta_mean": 0.3461841344833374,
+ "delta_std": 0.034261565655469894,
+ "improving_fraction": 0.0
+ }
+ ],
+ "gate_c_descent_from_true": {
+ "start_accuracy": 1.0,
+ "final_accuracy": 0.06640625,
+ "final_objective": 3.418545497498914,
+ "final_energy": {
+ "mse": 1.0671021191232906,
+ "mse_channels": [
+ 1.0671021191232906
+ ],
+ "mse_channel_mean": 1.0671021191232906,
+ "conditional_kl": 6.421706296261664,
+ "m30_total": 3.418545497498914
+ },
+ "accepted_moves": 563,
+ "moved_fraction": 0.93359375,
+ "mse_local_min_certificate": false,
+ "trajectory": [
+ {
+ "step": 0,
+ "objective": 4.598629994932573,
+ "accuracy": 0.99609375
+ },
+ {
+ "step": 50,
+ "objective": 3.9509036218910034,
+ "accuracy": 0.80078125
+ },
+ {
+ "step": 100,
+ "objective": 3.769383515614464,
+ "accuracy": 0.62109375
+ },
+ {
+ "step": 150,
+ "objective": 3.6686288855038756,
+ "accuracy": 0.484375
+ },
+ {
+ "step": 200,
+ "objective": 3.6009088423028293,
+ "accuracy": 0.373046875
+ },
+ {
+ "step": 250,
+ "objective": 3.548115528944706,
+ "accuracy": 0.296875
+ },
+ {
+ "step": 300,
+ "objective": 3.5119181510606987,
+ "accuracy": 0.228515625
+ },
+ {
+ "step": 350,
+ "objective": 3.480748124288558,
+ "accuracy": 0.181640625
+ },
+ {
+ "step": 400,
+ "objective": 3.4611439787034572,
+ "accuracy": 0.138671875
+ },
+ {
+ "step": 450,
+ "objective": 3.4448355619860536,
+ "accuracy": 0.109375
+ },
+ {
+ "step": 500,
+ "objective": 3.4313819595611124,
+ "accuracy": 0.087890625
+ },
+ {
+ "step": 550,
+ "objective": 3.4214442327819965,
+ "accuracy": 0.076171875
+ }
+ ],
+ "final_permutation": [
+ 375,
+ 140,
+ 362,
+ 3,
+ 338,
+ 216,
+ 6,
+ 387,
+ 327,
+ 181,
+ 258,
+ 129,
+ 91,
+ 25,
+ 175,
+ 383,
+ 18,
+ 122,
+ 135,
+ 252,
+ 254,
+ 381,
+ 144,
+ 456,
+ 425,
+ 332,
+ 226,
+ 164,
+ 111,
+ 289,
+ 142,
+ 31,
+ 432,
+ 42,
+ 237,
+ 460,
+ 370,
+ 37,
+ 430,
+ 59,
+ 223,
+ 342,
+ 489,
+ 291,
+ 117,
+ 246,
+ 89,
+ 429,
+ 100,
+ 149,
+ 86,
+ 106,
+ 299,
+ 40,
+ 44,
+ 74,
+ 104,
+ 185,
+ 416,
+ 39,
+ 27,
+ 0,
+ 505,
+ 269,
+ 492,
+ 317,
+ 112,
+ 114,
+ 235,
+ 173,
+ 70,
+ 379,
+ 116,
+ 54,
+ 300,
+ 55,
+ 24,
+ 176,
+ 292,
+ 130,
+ 417,
+ 97,
+ 180,
+ 482,
+ 84,
+ 243,
+ 436,
+ 334,
+ 260,
+ 282,
+ 63,
+ 146,
+ 287,
+ 103,
+ 121,
+ 148,
+ 431,
+ 314,
+ 336,
+ 307,
+ 464,
+ 385,
+ 297,
+ 23,
+ 154,
+ 404,
+ 305,
+ 68,
+ 145,
+ 412,
+ 361,
+ 312,
+ 279,
+ 197,
+ 67,
+ 189,
+ 483,
+ 322,
+ 388,
+ 263,
+ 476,
+ 227,
+ 472,
+ 183,
+ 403,
+ 376,
+ 420,
+ 374,
+ 128,
+ 280,
+ 401,
+ 253,
+ 241,
+ 32,
+ 150,
+ 354,
+ 295,
+ 240,
+ 14,
+ 511,
+ 480,
+ 228,
+ 506,
+ 222,
+ 310,
+ 356,
+ 151,
+ 272,
+ 7,
+ 64,
+ 214,
+ 82,
+ 335,
+ 399,
+ 105,
+ 134,
+ 53,
+ 319,
+ 38,
+ 406,
+ 479,
+ 162,
+ 131,
+ 205,
+ 12,
+ 350,
+ 438,
+ 428,
+ 288,
+ 49,
+ 364,
+ 72,
+ 13,
+ 10,
+ 102,
+ 218,
+ 498,
+ 331,
+ 451,
+ 168,
+ 462,
+ 283,
+ 446,
+ 71,
+ 232,
+ 29,
+ 196,
+ 115,
+ 166,
+ 215,
+ 190,
+ 468,
+ 433,
+ 193,
+ 220,
+ 195,
+ 233,
+ 395,
+ 259,
+ 93,
+ 470,
+ 201,
+ 439,
+ 389,
+ 219,
+ 167,
+ 155,
+ 51,
+ 26,
+ 41,
+ 340,
+ 211,
+ 204,
+ 355,
+ 80,
+ 127,
+ 467,
+ 255,
+ 16,
+ 9,
+ 123,
+ 2,
+ 143,
+ 257,
+ 346,
+ 496,
+ 208,
+ 367,
+ 393,
+ 437,
+ 203,
+ 231,
+ 369,
+ 424,
+ 478,
+ 107,
+ 502,
+ 34,
+ 238,
+ 248,
+ 48,
+ 33,
+ 497,
+ 192,
+ 372,
+ 247,
+ 90,
+ 344,
+ 318,
+ 454,
+ 88,
+ 186,
+ 328,
+ 343,
+ 177,
+ 87,
+ 141,
+ 326,
+ 96,
+ 198,
+ 79,
+ 169,
+ 293,
+ 184,
+ 486,
+ 329,
+ 510,
+ 267,
+ 194,
+ 380,
+ 270,
+ 323,
+ 508,
+ 15,
+ 441,
+ 242,
+ 466,
+ 21,
+ 43,
+ 66,
+ 509,
+ 1,
+ 95,
+ 236,
+ 17,
+ 400,
+ 286,
+ 179,
+ 333,
+ 368,
+ 316,
+ 324,
+ 239,
+ 4,
+ 298,
+ 284,
+ 309,
+ 321,
+ 206,
+ 448,
+ 133,
+ 408,
+ 302,
+ 382,
+ 8,
+ 56,
+ 11,
+ 455,
+ 351,
+ 484,
+ 244,
+ 61,
+ 78,
+ 419,
+ 360,
+ 230,
+ 427,
+ 65,
+ 120,
+ 85,
+ 320,
+ 377,
+ 202,
+ 503,
+ 357,
+ 147,
+ 170,
+ 52,
+ 500,
+ 488,
+ 386,
+ 36,
+ 229,
+ 485,
+ 57,
+ 473,
+ 81,
+ 411,
+ 304,
+ 487,
+ 349,
+ 341,
+ 209,
+ 125,
+ 28,
+ 73,
+ 225,
+ 423,
+ 444,
+ 46,
+ 5,
+ 207,
+ 352,
+ 19,
+ 465,
+ 398,
+ 507,
+ 178,
+ 453,
+ 359,
+ 490,
+ 212,
+ 250,
+ 285,
+ 245,
+ 182,
+ 366,
+ 493,
+ 402,
+ 234,
+ 83,
+ 266,
+ 62,
+ 373,
+ 213,
+ 458,
+ 119,
+ 296,
+ 126,
+ 76,
+ 337,
+ 414,
+ 308,
+ 471,
+ 410,
+ 101,
+ 445,
+ 418,
+ 132,
+ 409,
+ 390,
+ 75,
+ 113,
+ 136,
+ 358,
+ 325,
+ 405,
+ 163,
+ 278,
+ 30,
+ 200,
+ 98,
+ 165,
+ 159,
+ 434,
+ 396,
+ 138,
+ 290,
+ 271,
+ 443,
+ 158,
+ 378,
+ 371,
+ 139,
+ 422,
+ 313,
+ 224,
+ 199,
+ 407,
+ 474,
+ 156,
+ 415,
+ 264,
+ 275,
+ 469,
+ 345,
+ 69,
+ 153,
+ 457,
+ 365,
+ 384,
+ 440,
+ 481,
+ 494,
+ 392,
+ 347,
+ 50,
+ 426,
+ 363,
+ 20,
+ 294,
+ 161,
+ 442,
+ 172,
+ 174,
+ 301,
+ 187,
+ 268,
+ 447,
+ 449,
+ 435,
+ 277,
+ 94,
+ 504,
+ 188,
+ 92,
+ 256,
+ 397,
+ 330,
+ 459,
+ 137,
+ 461,
+ 251,
+ 463,
+ 35,
+ 109,
+ 110,
+ 124,
+ 276,
+ 249,
+ 108,
+ 152,
+ 452,
+ 45,
+ 274,
+ 475,
+ 221,
+ 311,
+ 421,
+ 99,
+ 281,
+ 450,
+ 273,
+ 171,
+ 306,
+ 353,
+ 118,
+ 339,
+ 22,
+ 191,
+ 217,
+ 491,
+ 348,
+ 58,
+ 210,
+ 495,
+ 391,
+ 60,
+ 77,
+ 499,
+ 315,
+ 261,
+ 265,
+ 160,
+ 394,
+ 157,
+ 501,
+ 47,
+ 477,
+ 303,
+ 262,
+ 413
+ ]
+ },
+ "gate_c_descent_from_random": [
+ {
+ "start_accuracy": 0.001953125,
+ "final_accuracy": 0.009765625,
+ "final_objective": 3.4358233827052693,
+ "final_energy": {
+ "mse": 1.0739454577815435,
+ "mse_channels": [
+ 1.0739454577815435
+ ],
+ "mse_channel_mean": 1.0739454577815435,
+ "conditional_kl": 6.43966233571091,
+ "m30_total": 3.4358233827052693
+ },
+ "accepted_moves": 775,
+ "moved_fraction": 0.98828125,
+ "mse_local_min_certificate": false,
+ "trajectory": [
+ {
+ "step": 0,
+ "objective": 5.46065431963913,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 50,
+ "objective": 4.484675513698889,
+ "accuracy": 0.0
+ },
+ {
+ "step": 100,
+ "objective": 4.1811268123574,
+ "accuracy": 0.0
+ },
+ {
+ "step": 150,
+ "objective": 3.9866633739029957,
+ "accuracy": 0.0
+ },
+ {
+ "step": 200,
+ "objective": 3.856188436877522,
+ "accuracy": 0.0
+ },
+ {
+ "step": 250,
+ "objective": 3.752338202974607,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 300,
+ "objective": 3.671182003314846,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 350,
+ "objective": 3.6152858257239093,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 400,
+ "objective": 3.5735365990560815,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 450,
+ "objective": 3.541003000171476,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 500,
+ "objective": 3.5126356351640577,
+ "accuracy": 0.0078125
+ },
+ {
+ "step": 550,
+ "objective": 3.4929374814781515,
+ "accuracy": 0.009765625
+ },
+ {
+ "step": 600,
+ "objective": 3.47821084957316,
+ "accuracy": 0.009765625
+ },
+ {
+ "step": 650,
+ "objective": 3.4638598792741373,
+ "accuracy": 0.005859375
+ },
+ {
+ "step": 700,
+ "objective": 3.445795449712266,
+ "accuracy": 0.009765625
+ },
+ {
+ "step": 750,
+ "objective": 3.438284201303145,
+ "accuracy": 0.009765625
+ }
+ ]
+ },
+ {
+ "start_accuracy": 0.0,
+ "final_accuracy": 0.001953125,
+ "final_objective": 3.4618124064736593,
+ "final_energy": {
+ "mse": 1.0807779528672894,
+ "mse_channels": [
+ 1.0807779528672894
+ ],
+ "mse_channel_mean": 1.0807779528672894,
+ "conditional_kl": 6.5012825036954025,
+ "m30_total": 3.4618124064736593
+ },
+ "accepted_moves": 689,
+ "moved_fraction": 0.98046875,
+ "mse_local_min_certificate": false,
+ "trajectory": [
+ {
+ "step": 0,
+ "objective": 5.461043321304039,
+ "accuracy": 0.0
+ },
+ {
+ "step": 50,
+ "objective": 4.512485074621669,
+ "accuracy": 0.0
+ },
+ {
+ "step": 100,
+ "objective": 4.1970576713709535,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 150,
+ "objective": 4.023325421723034,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 200,
+ "objective": 3.899175224303395,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 250,
+ "objective": 3.786783394374952,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 300,
+ "objective": 3.7105035671720423,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 350,
+ "objective": 3.646095155333622,
+ "accuracy": 0.0
+ },
+ {
+ "step": 400,
+ "objective": 3.6029713345780925,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 450,
+ "objective": 3.559493678582583,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 500,
+ "objective": 3.5283803187770904,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 550,
+ "objective": 3.5080827389219165,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 600,
+ "objective": 3.4920972789841898,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 650,
+ "objective": 3.469433714027933,
+ "accuracy": 0.001953125
+ }
+ ]
+ },
+ {
+ "start_accuracy": 0.00390625,
+ "final_accuracy": 0.0,
+ "final_objective": 3.440659998673705,
+ "final_energy": {
+ "mse": 1.0755794966036583,
+ "mse_channels": [
+ 1.0755794966036583
+ ],
+ "mse_channel_mean": 1.0755794966036583,
+ "conditional_kl": 6.447505027331943,
+ "m30_total": 3.440659998673705
+ },
+ "accepted_moves": 710,
+ "moved_fraction": 0.990234375,
+ "mse_local_min_certificate": false,
+ "trajectory": [
+ {
+ "step": 0,
+ "objective": 5.461365666945384,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 50,
+ "objective": 4.52558486862085,
+ "accuracy": 0.005859375
+ },
+ {
+ "step": 100,
+ "objective": 4.210103421111145,
+ "accuracy": 0.005859375
+ },
+ {
+ "step": 150,
+ "objective": 4.010355258362281,
+ "accuracy": 0.005859375
+ },
+ {
+ "step": 200,
+ "objective": 3.8726392713913134,
+ "accuracy": 0.00390625
+ },
+ {
+ "step": 250,
+ "objective": 3.7565904893937323,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 300,
+ "objective": 3.6703274470262564,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 350,
+ "objective": 3.6104985220928723,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 400,
+ "objective": 3.5647283878890788,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 450,
+ "objective": 3.5281291345987578,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 500,
+ "objective": 3.5016117529619324,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 550,
+ "objective": 3.4837170613071553,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 600,
+ "objective": 3.4653405060667772,
+ "accuracy": 0.001953125
+ },
+ {
+ "step": 650,
+ "objective": 3.452521531810074,
+ "accuracy": 0.0
+ },
+ {
+ "step": 700,
+ "objective": 3.442874353289273,
+ "accuracy": 0.0
+ }
+ ]
+ }
+ ],
+ "verdict": {
+ "true_m30_total": 4.666818757468184,
+ "identity_is_local_min_mse": false,
+ "descent_from_true_stays": 0.06640625,
+ "on_manifold_counterfeit_found": true,
+ "best_random_descent_m30_total": 3.4358233827052693
+ }
+} \ No newline at end of file