summaryrefslogtreecommitdiff
path: root/artifacts/manifold_gate/flickr_test1000_orbit.json
diff options
context:
space:
mode:
Diffstat (limited to 'artifacts/manifold_gate/flickr_test1000_orbit.json')
-rw-r--r--artifacts/manifold_gate/flickr_test1000_orbit.json2909
1 files changed, 2909 insertions, 0 deletions
diff --git a/artifacts/manifold_gate/flickr_test1000_orbit.json b/artifacts/manifold_gate/flickr_test1000_orbit.json
new file mode 100644
index 0000000..a6d3c26
--- /dev/null
+++ b/artifacts/manifold_gate/flickr_test1000_orbit.json
@@ -0,0 +1,2909 @@
+{
+ "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": 1000,
+ "text_mode": "orbit_mean",
+ "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,
+ 16048,
+ 16049,
+ 16063,
+ 16070,
+ 16090,
+ 16124,
+ 16191,
+ 16199,
+ 16347,
+ 16381,
+ 16395,
+ 16416,
+ 16421,
+ 16455,
+ 16458,
+ 16532,
+ 16600,
+ 16631,
+ 16638,
+ 16715,
+ 16739,
+ 16773,
+ 16810,
+ 16871,
+ 16880,
+ 16888,
+ 16938,
+ 16989,
+ 16992,
+ 16996,
+ 17031,
+ 17037,
+ 17045,
+ 17057,
+ 17071,
+ 17109,
+ 17121,
+ 17177,
+ 17194,
+ 17202,
+ 17208,
+ 17250,
+ 17338,
+ 17346,
+ 17347,
+ 17376,
+ 17468,
+ 17483,
+ 17497,
+ 17510,
+ 17533,
+ 17573,
+ 17603,
+ 17615,
+ 17630,
+ 17652,
+ 17655,
+ 17661,
+ 17669,
+ 17673,
+ 17708,
+ 17714,
+ 17731,
+ 17733,
+ 17750,
+ 17772,
+ 17822,
+ 17823,
+ 17903,
+ 17933,
+ 17940,
+ 17945,
+ 17963,
+ 17978,
+ 17983,
+ 17997,
+ 18028,
+ 18061,
+ 18146,
+ 18155,
+ 18250,
+ 18310,
+ 18318,
+ 18418,
+ 18419,
+ 18425,
+ 18426,
+ 18448,
+ 18499,
+ 18532,
+ 18584,
+ 18666,
+ 18723,
+ 18731,
+ 18764,
+ 18820,
+ 18979,
+ 18994,
+ 18998,
+ 19005,
+ 19027,
+ 19037,
+ 19071,
+ 19075,
+ 19122,
+ 19162,
+ 19174,
+ 19247,
+ 19263,
+ 19277,
+ 19348,
+ 19354,
+ 19356,
+ 19373,
+ 19384,
+ 19435,
+ 19471,
+ 19478,
+ 19508,
+ 19523,
+ 19545,
+ 19555,
+ 19609,
+ 19624,
+ 19639,
+ 19643,
+ 19724,
+ 19738,
+ 19772,
+ 19830,
+ 19834,
+ 19838,
+ 19857,
+ 19867,
+ 19896,
+ 19910,
+ 19929,
+ 20005,
+ 20016,
+ 20071,
+ 20103,
+ 20139,
+ 20154,
+ 20229,
+ 20240,
+ 20248,
+ 20297,
+ 20302,
+ 20390,
+ 20448,
+ 20457,
+ 20459,
+ 20507,
+ 20562,
+ 20592,
+ 20640,
+ 20656,
+ 20682,
+ 20709,
+ 20740,
+ 20821,
+ 20832,
+ 20858,
+ 20891,
+ 20898,
+ 20932,
+ 20934,
+ 20946,
+ 20981,
+ 21067,
+ 21105,
+ 21121,
+ 21127,
+ 21187,
+ 21219,
+ 21222,
+ 21301,
+ 21335,
+ 21381,
+ 21423,
+ 21498,
+ 21510,
+ 21530,
+ 21544,
+ 21580,
+ 21597,
+ 21635,
+ 21696,
+ 21725,
+ 21764,
+ 21778,
+ 21799,
+ 21900,
+ 21996,
+ 22042,
+ 22067,
+ 22078,
+ 22098,
+ 22115,
+ 22118,
+ 22145,
+ 22163,
+ 22193,
+ 22223,
+ 22254,
+ 22258,
+ 22317,
+ 22327,
+ 22334,
+ 22339,
+ 22341,
+ 22383,
+ 22387,
+ 22389,
+ 22419,
+ 22425,
+ 22440,
+ 22476,
+ 22478,
+ 22548,
+ 22554,
+ 22594,
+ 22613,
+ 22651,
+ 22678,
+ 22751,
+ 22755,
+ 22776,
+ 22778,
+ 22788,
+ 22835,
+ 22847,
+ 22860,
+ 22865,
+ 22870,
+ 22886,
+ 22892,
+ 22953,
+ 22956,
+ 22968,
+ 22994,
+ 22998,
+ 23006,
+ 23065,
+ 23070,
+ 23091,
+ 23098,
+ 23099,
+ 23107,
+ 23115,
+ 23128,
+ 23144,
+ 23164,
+ 23205,
+ 23240,
+ 23252,
+ 23280,
+ 23345,
+ 23346,
+ 23351,
+ 23502,
+ 23509,
+ 23560,
+ 23617,
+ 23686,
+ 23713,
+ 23724,
+ 23756,
+ 23758,
+ 23790,
+ 23827,
+ 23850,
+ 23863,
+ 23957,
+ 23965,
+ 23986,
+ 24043,
+ 24071,
+ 24095,
+ 24145,
+ 24169,
+ 24181,
+ 24244,
+ 24271,
+ 24277,
+ 24315,
+ 24327,
+ 24350,
+ 24425,
+ 24457,
+ 24476,
+ 24495,
+ 24517,
+ 24521,
+ 24535,
+ 24545,
+ 24624,
+ 24777,
+ 24806,
+ 24829,
+ 24836,
+ 24846,
+ 24863,
+ 24974,
+ 25058,
+ 25069,
+ 25133,
+ 25149,
+ 25188,
+ 25235,
+ 25315,
+ 25316,
+ 25376,
+ 25456,
+ 25470,
+ 25479,
+ 25494,
+ 25516,
+ 25525,
+ 25541,
+ 25554,
+ 25583,
+ 25626,
+ 25637,
+ 25753,
+ 25763,
+ 25776,
+ 25795,
+ 25819,
+ 25820,
+ 25918,
+ 25952,
+ 25986,
+ 25987,
+ 26015,
+ 26039,
+ 26049,
+ 26050,
+ 26084,
+ 26094,
+ 26133,
+ 26142,
+ 26160,
+ 26256,
+ 26352,
+ 26366,
+ 26370,
+ 26377,
+ 26393,
+ 26407,
+ 26411,
+ 26419,
+ 26440,
+ 26446,
+ 26512,
+ 26536,
+ 26598,
+ 26615,
+ 26618,
+ 26645,
+ 26682,
+ 26697,
+ 26806,
+ 26843,
+ 26846,
+ 26906,
+ 26922,
+ 26946,
+ 26969,
+ 26982,
+ 26984,
+ 26998,
+ 27025,
+ 27048,
+ 27168,
+ 27238,
+ 27240,
+ 27250,
+ 27303,
+ 27321,
+ 27391,
+ 27457,
+ 27495,
+ 27636,
+ 27671,
+ 27682,
+ 27726,
+ 27733,
+ 27804,
+ 27817,
+ 27830,
+ 27863,
+ 27872,
+ 27988,
+ 28005,
+ 28026,
+ 28041,
+ 28042,
+ 28057,
+ 28063,
+ 28066,
+ 28067,
+ 28068,
+ 28113,
+ 28123,
+ 28139,
+ 28142,
+ 28240,
+ 28246,
+ 28328,
+ 28389,
+ 28470,
+ 28480,
+ 28570,
+ 28582,
+ 28605,
+ 28661,
+ 28662,
+ 28694,
+ 28767,
+ 28819,
+ 28827,
+ 28873,
+ 28879,
+ 28885,
+ 28893,
+ 28923,
+ 28955,
+ 28966,
+ 28978,
+ 29010,
+ 29043,
+ 29084,
+ 29087,
+ 29108,
+ 29177,
+ 29185,
+ 29197,
+ 29250,
+ 29301,
+ 29323,
+ 29352,
+ 29354,
+ 29357,
+ 29364,
+ 29380,
+ 29424,
+ 29480,
+ 29489,
+ 29508,
+ 29608,
+ 29629,
+ 29632,
+ 29636,
+ 29754,
+ 29772,
+ 29791,
+ 29830,
+ 29862,
+ 29916,
+ 29944,
+ 29952,
+ 30065,
+ 30105,
+ 30111,
+ 30201,
+ 30236,
+ 30283,
+ 30285,
+ 30384,
+ 30456,
+ 30480,
+ 30494,
+ 30503,
+ 30542,
+ 30549,
+ 30557,
+ 30619,
+ 30652,
+ 30660,
+ 30664,
+ 30665,
+ 30674,
+ 30781,
+ 30843,
+ 30893,
+ 30942,
+ 30943
+ ]
+ },
+ "args": {
+ "dataset": "flickr",
+ "text_orbits": "artifacts/text_orbits_qwen0p5b.pt",
+ "text_mode": "orbit_mean",
+ "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": 1000,
+ "subset_seed": 0,
+ "random_perms": 1000,
+ "derangement_samples": 200,
+ "descent_restarts": 2,
+ "descent_max_steps": 200000,
+ "descent_objective": "m30_total",
+ "descent_verify_top": 64,
+ "device": "cpu",
+ "seed": 20260729,
+ "output": "artifacts/manifold_gate/flickr_test1000_orbit.json",
+ "trajectory_output": null
+ },
+ "channel_names": [
+ "mean"
+ ],
+ "gate_a_global_ranking": {
+ "true": {
+ "mse": 1.4181541165023395,
+ "mse_channels": [
+ 1.4181541165023395
+ ],
+ "mse_channel_mean": 1.4181541165023395,
+ "conditional_kl": 7.303621430403564,
+ "m30_total": 4.297032519085391
+ },
+ "similarity_shift": {
+ "mse": 1.7524232502697978,
+ "mse_channels": [
+ 1.7524232502697978
+ ],
+ "mse_channel_mean": 1.7524232502697978,
+ "conditional_kl": 8.055903734465232,
+ "m30_total": 5.116027247432642
+ },
+ "random": {
+ "mse": {
+ "mean": 1.9993809461593628,
+ "std": 0.02299228124320507,
+ "min": 1.9282969236373901,
+ "true_z": 25.27921485900879,
+ "true_rank_among_random": 0,
+ "count": 1000
+ },
+ "mse_channel_mean": {
+ "mean": 1.9993809461593628,
+ "std": 0.02299228124320507,
+ "min": 1.9282969236373901,
+ "true_z": 25.27921485900879,
+ "true_rank_among_random": 0,
+ "count": 1000
+ },
+ "conditional_kl": {
+ "mean": 8.068471908569336,
+ "std": 0.015005611814558506,
+ "min": 8.015178680419922,
+ "true_z": 50.970970153808594,
+ "true_rank_among_random": 0,
+ "count": 1000
+ },
+ "m30_total": {
+ "mean": 5.612456798553467,
+ "std": 0.04651624709367752,
+ "min": 5.462587833404541,
+ "true_z": 28.27881622314453,
+ "true_rank_among_random": 0,
+ "count": 1000
+ }
+ }
+ },
+ "gate_b_transpositions": {
+ "pairs": 499500,
+ "improving_pairs": 36354,
+ "improving_fraction": 0.07278078078078078,
+ "delta_mean": 0.0018503485803867197,
+ "delta_min": -0.010426752737885799,
+ "identity_is_local_min_mse": false,
+ "worst_improving_swaps": [
+ {
+ "pair": [
+ 7,
+ 887
+ ],
+ "delta_mse": -0.010426752737885799,
+ "text_cosine": 0.9112697119287383,
+ "visual_cosine": 0.012999432491695342,
+ "captions": [
+ "A baseball player in red leaps into the air to avoid a player in blue, who is shortly behi",
+ "A small white car is stuck on the track, while the train car that hit it at a slow speed, "
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 912
+ ],
+ "delta_mse": -0.009977160226987076,
+ "text_cosine": 0.9186392206840316,
+ "visual_cosine": 0.12189675787950585,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "A mother in blue and child walk down a sidewalk next to a brick street."
+ ]
+ },
+ {
+ "pair": [
+ 7,
+ 620
+ ],
+ "delta_mse": -0.009572153312812727,
+ "text_cosine": 0.9091739942624605,
+ "visual_cosine": 0.11518513167659843,
+ "captions": [
+ "A baseball player in red leaps into the air to avoid a player in blue, who is shortly behi",
+ "A young man wearing a blue, yellow, and white striped polo plays rugby on a green grass fi"
+ ]
+ },
+ {
+ "pair": [
+ 119,
+ 887
+ ],
+ "delta_mse": -0.00951008419037142,
+ "text_cosine": 0.8583824651899804,
+ "visual_cosine": 0.03486489149216182,
+ "captions": [
+ "Two brown dogs run across a large snowy yard.",
+ "A small white car is stuck on the track, while the train car that hit it at a slow speed, "
+ ]
+ },
+ {
+ "pair": [
+ 112,
+ 119
+ ],
+ "delta_mse": -0.009373189141166026,
+ "text_cosine": 0.9037848844166759,
+ "visual_cosine": 0.10057322407848752,
+ "captions": [
+ "Black dog paddles through the water with a bright ball in its mouth.",
+ "Two brown dogs run across a large snowy yard."
+ ]
+ },
+ {
+ "pair": [
+ 124,
+ 353
+ ],
+ "delta_mse": -0.009337327585576254,
+ "text_cosine": 0.9356184031383584,
+ "visual_cosine": 0.04395308917744514,
+ "captions": [
+ "A man in a brown jacket holding a red bag is speaking to another man with a white beard an",
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant."
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 711
+ ],
+ "delta_mse": -0.009309806487737143,
+ "text_cosine": 0.9353961651998521,
+ "visual_cosine": 0.21049132984996302,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "A woman in a red shirt raising her arm to the passing crowd below."
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 814
+ ],
+ "delta_mse": -0.009302473701978911,
+ "text_cosine": 0.9503749750376366,
+ "visual_cosine": 0.05902332143098782,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "View of a Victorian building in the background with various people walking in the foregrou"
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 598
+ ],
+ "delta_mse": -0.009187930982977965,
+ "text_cosine": 0.9253927632361363,
+ "visual_cosine": -0.04472085752883089,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "A group of five dark-skinned people sitting at what looks to be a farmer's market right be"
+ ]
+ },
+ {
+ "pair": [
+ 139,
+ 353
+ ],
+ "delta_mse": -0.009184219843979989,
+ "text_cosine": 0.9368068986190529,
+ "visual_cosine": 0.06421594963687959,
+ "captions": [
+ "A man dressed in all black is wearing shades and standing in snow and there is a red vehic",
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant."
+ ]
+ },
+ {
+ "pair": [
+ 38,
+ 353
+ ],
+ "delta_mse": -0.009107006232139244,
+ "text_cosine": 0.9287309606348609,
+ "visual_cosine": 0.03619221265132004,
+ "captions": [
+ "A girl wearing a black t-shirt is holding a small pizza in a kitchen setting.",
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant."
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 485
+ ],
+ "delta_mse": -0.008928643513675345,
+ "text_cosine": 0.9169712791076585,
+ "visual_cosine": 0.09770033346759531,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "A woman in a blue shirt is walking across the street of an older looking district."
+ ]
+ },
+ {
+ "pair": [
+ 7,
+ 814
+ ],
+ "delta_mse": -0.008705416038757248,
+ "text_cosine": 0.8594920467806633,
+ "visual_cosine": 0.06152192565965657,
+ "captions": [
+ "A baseball player in red leaps into the air to avoid a player in blue, who is shortly behi",
+ "View of a Victorian building in the background with various people walking in the foregrou"
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 637
+ ],
+ "delta_mse": -0.008698074602965674,
+ "text_cosine": 0.9204155751797897,
+ "visual_cosine": 0.18417737911640408,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "Man taking picture of church while the american flag blows in the wind"
+ ]
+ },
+ {
+ "pair": [
+ 857,
+ 912
+ ],
+ "delta_mse": -0.008630598677762053,
+ "text_cosine": 0.9485110774745427,
+ "visual_cosine": 0.15742457821032282,
+ "captions": [
+ "A man wearing a red t-shirt sweeps the sidewalk in front of a brick building.",
+ "A mother in blue and child walk down a sidewalk next to a brick street."
+ ]
+ },
+ {
+ "pair": [
+ 173,
+ 353
+ ],
+ "delta_mse": -0.00834796133748083,
+ "text_cosine": 0.9055003896110118,
+ "visual_cosine": -0.03926777550622213,
+ "captions": [
+ "A well-dressed man plays a grand piano during an art exhibit.",
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant."
+ ]
+ },
+ {
+ "pair": [
+ 139,
+ 857
+ ],
+ "delta_mse": -0.008312040922027506,
+ "text_cosine": 0.9478876890190026,
+ "visual_cosine": 0.034838581189204694,
+ "captions": [
+ "A man dressed in all black is wearing shades and standing in snow and there is a red vehic",
+ "A man wearing a red t-shirt sweeps the sidewalk in front of a brick building."
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 620
+ ],
+ "delta_mse": -0.008310476299143216,
+ "text_cosine": 0.9211233763419764,
+ "visual_cosine": -3.737601427457512e-05,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "A young man wearing a blue, yellow, and white striped polo plays rugby on a green grass fi"
+ ]
+ },
+ {
+ "pair": [
+ 280,
+ 353
+ ],
+ "delta_mse": -0.008292779368278127,
+ "text_cosine": 0.9360765627588535,
+ "visual_cosine": 0.11861060016570629,
+ "captions": [
+ "A group of people sit near a large red brick building in the grass.",
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant."
+ ]
+ },
+ {
+ "pair": [
+ 353,
+ 545
+ ],
+ "delta_mse": -0.008242990152866564,
+ "text_cosine": 0.9297933809347412,
+ "visual_cosine": 0.1354597419537468,
+ "captions": [
+ "A group of people at a protest to stop the building of the Kingsworth coal power plant.",
+ "A man smiles, while clinking ale bottles, with an unseen person, at a public establishment"
+ ]
+ }
+ ]
+ },
+ "derangement_curve": [
+ {
+ "k": 2,
+ "delta_mean": 0.0020294501446187496,
+ "delta_std": 0.0019611273892223835,
+ "improving_fraction": 0.065
+ },
+ {
+ "k": 4,
+ "delta_mean": 0.0037164243403822184,
+ "delta_std": 0.00235636904835701,
+ "improving_fraction": 0.02
+ },
+ {
+ "k": 8,
+ "delta_mean": 0.007854697294533253,
+ "delta_std": 0.0033502227161079645,
+ "improving_fraction": 0.005
+ },
+ {
+ "k": 16,
+ "delta_mean": 0.01491572055965662,
+ "delta_std": 0.0056511457078158855,
+ "improving_fraction": 0.005
+ },
+ {
+ "k": 32,
+ "delta_mean": 0.029481416568160057,
+ "delta_std": 0.007464383728802204,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 64,
+ "delta_mean": 0.05770965665578842,
+ "delta_std": 0.010395304299890995,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 128,
+ "delta_mean": 0.11144812405109406,
+ "delta_std": 0.013801022432744503,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 256,
+ "delta_mean": 0.2150510996580124,
+ "delta_std": 0.018227186053991318,
+ "improving_fraction": 0.0
+ },
+ {
+ "k": 512,
+ "delta_mean": 0.383868932723999,
+ "delta_std": 0.021471111103892326,
+ "improving_fraction": 0.0
+ }
+ ],
+ "gate_c_descent_from_true": {
+ "start_accuracy": 1.0,
+ "final_accuracy": 0.11,
+ "final_objective": 3.405150311192098,
+ "final_energy": {
+ "mse": 0.9789151563996484,
+ "mse_channels": [
+ 0.9789151563996484
+ ],
+ "mse_channel_mean": 0.9789151563996484,
+ "conditional_kl": 7.236599991964006,
+ "m30_total": 3.405150311192098
+ },
+ "accepted_moves": 1068,
+ "moved_fraction": 0.89,
+ "mse_local_min_certificate": false,
+ "trajectory": [
+ {
+ "step": 0,
+ "objective": 4.277498153865173,
+ "accuracy": 0.998
+ },
+ {
+ "step": 50,
+ "objective": 3.919446604438576,
+ "accuracy": 0.898
+ },
+ {
+ "step": 100,
+ "objective": 3.7878258677339405,
+ "accuracy": 0.799
+ },
+ {
+ "step": 150,
+ "objective": 3.7133583802543875,
+ "accuracy": 0.709
+ },
+ {
+ "step": 200,
+ "objective": 3.658219070149186,
+ "accuracy": 0.63
+ },
+ {
+ "step": 250,
+ "objective": 3.6174599672729513,
+ "accuracy": 0.555
+ },
+ {
+ "step": 300,
+ "objective": 3.58595309307303,
+ "accuracy": 0.497
+ },
+ {
+ "step": 350,
+ "objective": 3.559678032582238,
+ "accuracy": 0.446
+ },
+ {
+ "step": 400,
+ "objective": 3.5348517578172833,
+ "accuracy": 0.399
+ },
+ {
+ "step": 450,
+ "objective": 3.5145857169628534,
+ "accuracy": 0.358
+ },
+ {
+ "step": 500,
+ "objective": 3.498124476262949,
+ "accuracy": 0.325
+ },
+ {
+ "step": 550,
+ "objective": 3.4831418374605816,
+ "accuracy": 0.291
+ },
+ {
+ "step": 600,
+ "objective": 3.4679514945606065,
+ "accuracy": 0.262
+ },
+ {
+ "step": 650,
+ "objective": 3.4581062516765226,
+ "accuracy": 0.235
+ },
+ {
+ "step": 700,
+ "objective": 3.4484287599269337,
+ "accuracy": 0.214
+ },
+ {
+ "step": 750,
+ "objective": 3.4398340133968057,
+ "accuracy": 0.193
+ },
+ {
+ "step": 800,
+ "objective": 3.4332483430785663,
+ "accuracy": 0.173
+ },
+ {
+ "step": 850,
+ "objective": 3.428467211382965,
+ "accuracy": 0.155
+ },
+ {
+ "step": 900,
+ "objective": 3.4233100283625335,
+ "accuracy": 0.146
+ },
+ {
+ "step": 950,
+ "objective": 3.416486796112691,
+ "accuracy": 0.13
+ },
+ {
+ "step": 1000,
+ "objective": 3.4107746547593427,
+ "accuracy": 0.123
+ },
+ {
+ "step": 1050,
+ "objective": 3.406421229045149,
+ "accuracy": 0.113
+ }
+ ],
+ "final_permutation": [
+ 236,
+ 263,
+ 778,
+ 3,
+ 135,
+ 302,
+ 96,
+ 933,
+ 208,
+ 170,
+ 918,
+ 552,
+ 832,
+ 88,
+ 218,
+ 227,
+ 49,
+ 661,
+ 346,
+ 50,
+ 57,
+ 446,
+ 712,
+ 998,
+ 530,
+ 423,
+ 657,
+ 100,
+ 605,
+ 601,
+ 988,
+ 79,
+ 845,
+ 247,
+ 237,
+ 35,
+ 847,
+ 37,
+ 75,
+ 4,
+ 40,
+ 41,
+ 42,
+ 492,
+ 631,
+ 999,
+ 46,
+ 47,
+ 84,
+ 278,
+ 883,
+ 872,
+ 767,
+ 488,
+ 741,
+ 939,
+ 116,
+ 334,
+ 548,
+ 507,
+ 45,
+ 61,
+ 770,
+ 813,
+ 64,
+ 822,
+ 285,
+ 67,
+ 627,
+ 69,
+ 70,
+ 194,
+ 72,
+ 452,
+ 213,
+ 497,
+ 749,
+ 77,
+ 269,
+ 541,
+ 823,
+ 82,
+ 172,
+ 11,
+ 993,
+ 838,
+ 20,
+ 87,
+ 24,
+ 250,
+ 852,
+ 284,
+ 43,
+ 641,
+ 94,
+ 95,
+ 728,
+ 710,
+ 98,
+ 174,
+ 256,
+ 866,
+ 899,
+ 472,
+ 708,
+ 785,
+ 80,
+ 971,
+ 66,
+ 972,
+ 862,
+ 737,
+ 119,
+ 29,
+ 923,
+ 707,
+ 293,
+ 280,
+ 588,
+ 454,
+ 962,
+ 925,
+ 368,
+ 123,
+ 784,
+ 421,
+ 564,
+ 510,
+ 147,
+ 760,
+ 375,
+ 474,
+ 326,
+ 133,
+ 620,
+ 874,
+ 350,
+ 304,
+ 549,
+ 214,
+ 232,
+ 141,
+ 846,
+ 849,
+ 282,
+ 108,
+ 146,
+ 344,
+ 983,
+ 433,
+ 746,
+ 340,
+ 559,
+ 430,
+ 154,
+ 450,
+ 156,
+ 10,
+ 332,
+ 776,
+ 160,
+ 249,
+ 573,
+ 618,
+ 994,
+ 230,
+ 442,
+ 161,
+ 850,
+ 169,
+ 764,
+ 171,
+ 656,
+ 694,
+ 981,
+ 132,
+ 397,
+ 519,
+ 144,
+ 149,
+ 411,
+ 574,
+ 365,
+ 165,
+ 196,
+ 865,
+ 400,
+ 812,
+ 188,
+ 201,
+ 317,
+ 331,
+ 362,
+ 984,
+ 90,
+ 292,
+ 487,
+ 880,
+ 676,
+ 740,
+ 168,
+ 461,
+ 763,
+ 644,
+ 607,
+ 733,
+ 206,
+ 207,
+ 536,
+ 859,
+ 594,
+ 882,
+ 876,
+ 182,
+ 53,
+ 468,
+ 473,
+ 81,
+ 702,
+ 873,
+ 150,
+ 869,
+ 801,
+ 223,
+ 224,
+ 765,
+ 151,
+ 493,
+ 766,
+ 191,
+ 528,
+ 966,
+ 184,
+ 274,
+ 731,
+ 48,
+ 751,
+ 483,
+ 186,
+ 688,
+ 257,
+ 241,
+ 769,
+ 388,
+ 730,
+ 345,
+ 868,
+ 950,
+ 727,
+ 112,
+ 609,
+ 376,
+ 692,
+ 253,
+ 679,
+ 412,
+ 456,
+ 299,
+ 806,
+ 525,
+ 772,
+ 788,
+ 262,
+ 167,
+ 105,
+ 427,
+ 758,
+ 696,
+ 589,
+ 71,
+ 343,
+ 842,
+ 272,
+ 596,
+ 234,
+ 36,
+ 562,
+ 273,
+ 74,
+ 162,
+ 926,
+ 1,
+ 220,
+ 393,
+ 91,
+ 369,
+ 267,
+ 301,
+ 755,
+ 674,
+ 447,
+ 92,
+ 811,
+ 391,
+ 110,
+ 295,
+ 296,
+ 99,
+ 934,
+ 720,
+ 624,
+ 777,
+ 789,
+ 717,
+ 235,
+ 560,
+ 904,
+ 370,
+ 932,
+ 638,
+ 372,
+ 311,
+ 848,
+ 478,
+ 114,
+ 335,
+ 494,
+ 504,
+ 550,
+ 744,
+ 915,
+ 377,
+ 684,
+ 324,
+ 911,
+ 830,
+ 9,
+ 553,
+ 314,
+ 387,
+ 527,
+ 275,
+ 126,
+ 27,
+ 6,
+ 19,
+ 187,
+ 18,
+ 338,
+ 300,
+ 175,
+ 211,
+ 222,
+ 279,
+ 33,
+ 76,
+ 243,
+ 669,
+ 885,
+ 289,
+ 242,
+ 626,
+ 561,
+ 451,
+ 664,
+ 355,
+ 356,
+ 209,
+ 97,
+ 930,
+ 690,
+ 619,
+ 251,
+ 470,
+ 364,
+ 479,
+ 286,
+ 836,
+ 863,
+ 579,
+ 309,
+ 181,
+ 956,
+ 373,
+ 30,
+ 357,
+ 480,
+ 979,
+ 402,
+ 380,
+ 569,
+ 672,
+ 308,
+ 974,
+ 628,
+ 735,
+ 386,
+ 961,
+ 277,
+ 221,
+ 390,
+ 210,
+ 312,
+ 341,
+ 967,
+ 992,
+ 523,
+ 233,
+ 860,
+ 288,
+ 964,
+ 781,
+ 809,
+ 819,
+ 794,
+ 405,
+ 406,
+ 106,
+ 179,
+ 705,
+ 990,
+ 283,
+ 965,
+ 951,
+ 102,
+ 415,
+ 597,
+ 199,
+ 825,
+ 419,
+ 648,
+ 600,
+ 913,
+ 695,
+ 131,
+ 183,
+ 491,
+ 153,
+ 608,
+ 671,
+ 291,
+ 643,
+ 32,
+ 722,
+ 815,
+ 255,
+ 663,
+ 437,
+ 313,
+ 245,
+ 217,
+ 726,
+ 428,
+ 637,
+ 444,
+ 270,
+ 861,
+ 800,
+ 410,
+ 449,
+ 495,
+ 713,
+ 462,
+ 453,
+ 166,
+ 895,
+ 545,
+ 457,
+ 828,
+ 408,
+ 606,
+ 216,
+ 738,
+ 463,
+ 352,
+ 354,
+ 466,
+ 378,
+ 103,
+ 469,
+ 140,
+ 152,
+ 383,
+ 698,
+ 396,
+ 195,
+ 706,
+ 783,
+ 176,
+ 155,
+ 498,
+ 603,
+ 204,
+ 63,
+ 851,
+ 353,
+ 113,
+ 750,
+ 668,
+ 840,
+ 824,
+ 379,
+ 351,
+ 15,
+ 699,
+ 310,
+ 485,
+ 616,
+ 424,
+ 604,
+ 349,
+ 782,
+ 759,
+ 856,
+ 425,
+ 481,
+ 621,
+ 796,
+ 508,
+ 989,
+ 935,
+ 512,
+ 413,
+ 636,
+ 318,
+ 514,
+ 987,
+ 465,
+ 996,
+ 662,
+ 44,
+ 521,
+ 101,
+ 85,
+ 524,
+ 417,
+ 107,
+ 121,
+ 622,
+ 857,
+ 774,
+ 739,
+ 532,
+ 645,
+ 816,
+ 581,
+ 122,
+ 361,
+ 982,
+ 576,
+ 58,
+ 647,
+ 659,
+ 414,
+ 104,
+ 86,
+ 557,
+ 28,
+ 486,
+ 407,
+ 328,
+ 700,
+ 490,
+ 716,
+ 761,
+ 177,
+ 650,
+ 853,
+ 460,
+ 884,
+ 163,
+ 180,
+ 276,
+ 646,
+ 439,
+ 958,
+ 854,
+ 797,
+ 31,
+ 633,
+ 614,
+ 612,
+ 834,
+ 826,
+ 501,
+ 817,
+ 459,
+ 542,
+ 578,
+ 238,
+ 977,
+ 158,
+ 582,
+ 52,
+ 143,
+ 2,
+ 348,
+ 754,
+ 39,
+ 821,
+ 921,
+ 591,
+ 592,
+ 593,
+ 117,
+ 623,
+ 509,
+ 254,
+ 805,
+ 757,
+ 125,
+ 271,
+ 572,
+ 516,
+ 499,
+ 189,
+ 68,
+ 294,
+ 762,
+ 780,
+ 384,
+ 540,
+ 467,
+ 613,
+ 654,
+ 893,
+ 148,
+ 595,
+ 363,
+ 65,
+ 359,
+ 709,
+ 666,
+ 687,
+ 55,
+ 59,
+ 190,
+ 464,
+ 130,
+ 818,
+ 327,
+ 839,
+ 139,
+ 366,
+ 203,
+ 398,
+ 945,
+ 496,
+ 897,
+ 244,
+ 115,
+ 506,
+ 786,
+ 431,
+ 976,
+ 239,
+ 729,
+ 520,
+ 420,
+ 513,
+ 178,
+ 858,
+ 917,
+ 653,
+ 23,
+ 374,
+ 336,
+ 963,
+ 611,
+ 888,
+ 747,
+ 877,
+ 949,
+ 436,
+ 947,
+ 792,
+ 808,
+ 634,
+ 901,
+ 202,
+ 670,
+ 367,
+ 83,
+ 673,
+ 266,
+ 678,
+ 448,
+ 677,
+ 129,
+ 563,
+ 940,
+ 34,
+ 434,
+ 305,
+ 701,
+ 685,
+ 787,
+ 215,
+ 924,
+ 908,
+ 587,
+ 401,
+ 120,
+ 937,
+ 128,
+ 721,
+ 890,
+ 697,
+ 630,
+ 844,
+ 555,
+ 118,
+ 319,
+ 795,
+ 704,
+ 240,
+ 489,
+ 229,
+ 952,
+ 978,
+ 124,
+ 252,
+ 986,
+ 927,
+ 714,
+ 814,
+ 775,
+ 929,
+ 718,
+ 719,
+ 137,
+ 665,
+ 831,
+ 571,
+ 535,
+ 54,
+ 145,
+ 625,
+ 683,
+ 577,
+ 640,
+ 281,
+ 568,
+ 438,
+ 734,
+ 639,
+ 78,
+ 768,
+ 127,
+ 551,
+ 347,
+ 632,
+ 655,
+ 743,
+ 193,
+ 745,
+ 752,
+ 56,
+ 748,
+ 997,
+ 219,
+ 342,
+ 403,
+ 753,
+ 138,
+ 537,
+ 791,
+ 173,
+ 159,
+ 136,
+ 689,
+ 889,
+ 441,
+ 798,
+ 17,
+ 385,
+ 829,
+ 691,
+ 912,
+ 502,
+ 290,
+ 771,
+ 539,
+ 575,
+ 725,
+ 711,
+ 471,
+ 886,
+ 246,
+ 779,
+ 458,
+ 265,
+ 371,
+ 916,
+ 615,
+ 920,
+ 14,
+ 973,
+ 531,
+ 810,
+ 790,
+ 773,
+ 649,
+ 793,
+ 723,
+ 157,
+ 742,
+ 803,
+ 389,
+ 799,
+ 642,
+ 534,
+ 26,
+ 878,
+ 418,
+ 0,
+ 922,
+ 198,
+ 894,
+ 5,
+ 533,
+ 567,
+ 62,
+ 337,
+ 938,
+ 802,
+ 404,
+ 598,
+ 682,
+ 500,
+ 602,
+ 879,
+ 260,
+ 570,
+ 995,
+ 941,
+ 526,
+ 900,
+ 429,
+ 395,
+ 518,
+ 667,
+ 835,
+ 833,
+ 185,
+ 475,
+ 330,
+ 93,
+ 248,
+ 435,
+ 959,
+ 358,
+ 323,
+ 936,
+ 566,
+ 287,
+ 529,
+ 329,
+ 142,
+ 556,
+ 867,
+ 980,
+ 681,
+ 25,
+ 225,
+ 843,
+ 503,
+ 322,
+ 13,
+ 8,
+ 231,
+ 841,
+ 660,
+ 855,
+ 864,
+ 546,
+ 522,
+ 804,
+ 617,
+ 586,
+ 870,
+ 871,
+ 339,
+ 515,
+ 268,
+ 875,
+ 599,
+ 756,
+ 258,
+ 212,
+ 333,
+ 543,
+ 675,
+ 360,
+ 426,
+ 325,
+ 580,
+ 7,
+ 21,
+ 192,
+ 73,
+ 891,
+ 892,
+ 409,
+ 60,
+ 321,
+ 953,
+ 484,
+ 827,
+ 22,
+ 898,
+ 394,
+ 303,
+ 903,
+ 943,
+ 905,
+ 455,
+ 307,
+ 629,
+ 511,
+ 910,
+ 89,
+ 583,
+ 422,
+ 914,
+ 948,
+ 477,
+ 259,
+ 703,
+ 919,
+ 955,
+ 820,
+ 445,
+ 12,
+ 505,
+ 658,
+ 482,
+ 228,
+ 590,
+ 887,
+ 909,
+ 200,
+ 736,
+ 538,
+ 381,
+ 226,
+ 896,
+ 724,
+ 51,
+ 440,
+ 715,
+ 432,
+ 942,
+ 985,
+ 944,
+ 610,
+ 392,
+ 517,
+ 320,
+ 652,
+ 38,
+ 584,
+ 807,
+ 315,
+ 954,
+ 382,
+ 16,
+ 957,
+ 565,
+ 547,
+ 960,
+ 881,
+ 476,
+ 837,
+ 205,
+ 680,
+ 416,
+ 399,
+ 585,
+ 969,
+ 970,
+ 261,
+ 109,
+ 111,
+ 928,
+ 975,
+ 554,
+ 264,
+ 946,
+ 306,
+ 906,
+ 907,
+ 732,
+ 298,
+ 316,
+ 968,
+ 134,
+ 197,
+ 686,
+ 297,
+ 544,
+ 991,
+ 931,
+ 651,
+ 164,
+ 902,
+ 443,
+ 693,
+ 558,
+ 635
+ ]
+ },
+ "gate_c_descent_from_random": [
+ {
+ "start_accuracy": 0.0,
+ "final_accuracy": 0.007,
+ "final_objective": 3.4390894907477456,
+ "final_energy": {
+ "mse": 0.9895618197693262,
+ "mse_channels": [
+ 0.9895618197693262
+ ],
+ "mse_channel_mean": 0.9895618197693262,
+ "conditional_kl": 7.2998292560454665,
+ "m30_total": 3.4390894907477456
+ },
+ "accepted_moves": 1570,
+ "moved_fraction": 0.997,
+ "mse_local_min_certificate": false,
+ "trajectory": [
+ {
+ "step": 0,
+ "objective": 5.597609347319356,
+ "accuracy": 0.0
+ },
+ {
+ "step": 50,
+ "objective": 4.946372313171372,
+ "accuracy": 0.0
+ },
+ {
+ "step": 100,
+ "objective": 4.654184850246987,
+ "accuracy": 0.002
+ },
+ {
+ "step": 150,
+ "objective": 4.463813106952113,
+ "accuracy": 0.002
+ },
+ {
+ "step": 200,
+ "objective": 4.314262503480761,
+ "accuracy": 0.003
+ },
+ {
+ "step": 250,
+ "objective": 4.195773832430993,
+ "accuracy": 0.003
+ },
+ {
+ "step": 300,
+ "objective": 4.0941040480389015,
+ "accuracy": 0.004
+ },
+ {
+ "step": 350,
+ "objective": 4.01164989296559,
+ "accuracy": 0.004
+ },
+ {
+ "step": 400,
+ "objective": 3.935606736377906,
+ "accuracy": 0.006
+ },
+ {
+ "step": 450,
+ "objective": 3.871490581163375,
+ "accuracy": 0.007
+ },
+ {
+ "step": 500,
+ "objective": 3.8127381772193747,
+ "accuracy": 0.008
+ },
+ {
+ "step": 550,
+ "objective": 3.7651033285919775,
+ "accuracy": 0.008
+ },
+ {
+ "step": 600,
+ "objective": 3.721924656197852,
+ "accuracy": 0.008
+ },
+ {
+ "step": 650,
+ "objective": 3.683580682424319,
+ "accuracy": 0.007
+ },
+ {
+ "step": 700,
+ "objective": 3.651839503301641,
+ "accuracy": 0.007
+ },
+ {
+ "step": 750,
+ "objective": 3.624898919721512,
+ "accuracy": 0.007
+ },
+ {
+ "step": 800,
+ "objective": 3.598634243046188,
+ "accuracy": 0.007
+ },
+ {
+ "step": 850,
+ "objective": 3.5762127826221315,
+ "accuracy": 0.006
+ },
+ {
+ "step": 900,
+ "objective": 3.5567511336898123,
+ "accuracy": 0.005
+ },
+ {
+ "step": 950,
+ "objective": 3.5407558065949307,
+ "accuracy": 0.006
+ },
+ {
+ "step": 1000,
+ "objective": 3.5260970845329753,
+ "accuracy": 0.008
+ },
+ {
+ "step": 1050,
+ "objective": 3.513192698733376,
+ "accuracy": 0.01
+ },
+ {
+ "step": 1100,
+ "objective": 3.5014664336230354,
+ "accuracy": 0.01
+ },
+ {
+ "step": 1150,
+ "objective": 3.4898559480379627,
+ "accuracy": 0.009
+ },
+ {
+ "step": 1200,
+ "objective": 3.480066425914335,
+ "accuracy": 0.009
+ },
+ {
+ "step": 1250,
+ "objective": 3.471920968021096,
+ "accuracy": 0.009
+ },
+ {
+ "step": 1300,
+ "objective": 3.465659972450599,
+ "accuracy": 0.009
+ },
+ {
+ "step": 1350,
+ "objective": 3.4593446393329126,
+ "accuracy": 0.009
+ },
+ {
+ "step": 1400,
+ "objective": 3.452995267194754,
+ "accuracy": 0.008
+ },
+ {
+ "step": 1450,
+ "objective": 3.4486890076891026,
+ "accuracy": 0.007
+ },
+ {
+ "step": 1500,
+ "objective": 3.4452994916715776,
+ "accuracy": 0.007
+ },
+ {
+ "step": 1550,
+ "objective": 3.4403541330265277,
+ "accuracy": 0.008
+ }
+ ]
+ },
+ {
+ "start_accuracy": 0.0,
+ "final_accuracy": 0.003,
+ "final_objective": 3.415587757343612,
+ "final_energy": {
+ "mse": 0.9780128775843049,
+ "mse_channels": [
+ 0.9780128775843049
+ ],
+ "mse_channel_mean": 0.9780128775843049,
+ "conditional_kl": 7.29781001087501,
+ "m30_total": 3.415587757343612
+ },
+ "accepted_moves": 1533,
+ "moved_fraction": 0.999,
+ "mse_local_min_certificate": false,
+ "trajectory": [
+ {
+ "step": 0,
+ "objective": 5.552746933395847,
+ "accuracy": 0.0
+ },
+ {
+ "step": 50,
+ "objective": 4.932615684601798,
+ "accuracy": 0.0
+ },
+ {
+ "step": 100,
+ "objective": 4.622246346984176,
+ "accuracy": 0.0
+ },
+ {
+ "step": 150,
+ "objective": 4.429738094320414,
+ "accuracy": 0.001
+ },
+ {
+ "step": 200,
+ "objective": 4.280313440567166,
+ "accuracy": 0.001
+ },
+ {
+ "step": 250,
+ "objective": 4.159440750123266,
+ "accuracy": 0.001
+ },
+ {
+ "step": 300,
+ "objective": 4.049590289624388,
+ "accuracy": 0.001
+ },
+ {
+ "step": 350,
+ "objective": 3.955685464731336,
+ "accuracy": 0.001
+ },
+ {
+ "step": 400,
+ "objective": 3.8767857344026937,
+ "accuracy": 0.001
+ },
+ {
+ "step": 450,
+ "objective": 3.8111240445779524,
+ "accuracy": 0.001
+ },
+ {
+ "step": 500,
+ "objective": 3.757118912041849,
+ "accuracy": 0.001
+ },
+ {
+ "step": 550,
+ "objective": 3.710246848387948,
+ "accuracy": 0.002
+ },
+ {
+ "step": 600,
+ "objective": 3.669528231884107,
+ "accuracy": 0.002
+ },
+ {
+ "step": 650,
+ "objective": 3.6320682331077636,
+ "accuracy": 0.002
+ },
+ {
+ "step": 700,
+ "objective": 3.601386190719876,
+ "accuracy": 0.002
+ },
+ {
+ "step": 750,
+ "objective": 3.576336842533314,
+ "accuracy": 0.003
+ },
+ {
+ "step": 800,
+ "objective": 3.5562407748493827,
+ "accuracy": 0.003
+ },
+ {
+ "step": 850,
+ "objective": 3.5360567539121037,
+ "accuracy": 0.002
+ },
+ {
+ "step": 900,
+ "objective": 3.520007579076145,
+ "accuracy": 0.002
+ },
+ {
+ "step": 950,
+ "objective": 3.5036578191686054,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1000,
+ "objective": 3.4908761959728194,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1050,
+ "objective": 3.478616327847004,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1100,
+ "objective": 3.467597011450415,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1150,
+ "objective": 3.458198373072019,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1200,
+ "objective": 3.4502041312846305,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1250,
+ "objective": 3.442524855805853,
+ "accuracy": 0.002
+ },
+ {
+ "step": 1300,
+ "objective": 3.43552730001292,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1350,
+ "objective": 3.4309810567793724,
+ "accuracy": 0.001
+ },
+ {
+ "step": 1400,
+ "objective": 3.42582373008698,
+ "accuracy": 0.002
+ },
+ {
+ "step": 1450,
+ "objective": 3.421249800948337,
+ "accuracy": 0.002
+ },
+ {
+ "step": 1500,
+ "objective": 3.419015840292782,
+ "accuracy": 0.002
+ }
+ ]
+ }
+ ],
+ "verdict": {
+ "true_m30_total": 4.297032519085391,
+ "identity_is_local_min_mse": false,
+ "descent_from_true_stays": 0.11,
+ "on_manifold_counterfeit_found": true,
+ "best_random_descent_m30_total": 3.415587757343612
+ }
+} \ No newline at end of file