nki-kernel-bench / release /RESULTS.csv
jburtoft's picture
nki-kernel-bench v0.1
0fef070
Raw History Blame Contribute Delete
256 kB
family,domain,version,order,provenance,labels,port_status,shape,launch_grid,us_r0,us_r1,total_time_us,noise_pct,hw_min_cosine,n_instructions,ramp_frac,ramp_flag,opening_ramp_us,warm_est_us,half_A_us,half_B_us,half_spread,controlled_us,instance_type
attention_decode_d256,attention,v1.0.0,0,hugging-face,release,ported,d256_h8kv4_s512,1,79.809,81.4199,79.809,2.018,0.9999975039888553,705,0.00053,False,0.264,79.545,80.9674,66.7699,1.2126,66.7699,trn2.48xlarge
attention_decode_d256,attention,v1.0.0,0,hugging-face,release,ported,d512_h8kv2_s1024,1,122.609,121.8373,121.8373,0.633,0.9999975472962962,930,0.00046,False,0.003,121.834,88.6174,122.5781,1.3832,88.6174,trn2.48xlarge
attention_decode_d256,attention,v1.0.0,0,hugging-face,release,ported,d256_b2_h16kv8_s2048,1,930.8319,929.6577,929.6577,0.126,0.9999974439904485,8416,0.00136,False,0.067,929.591,933.8069,703.668,1.3271,703.668,trn2.48xlarge
attn_scores_pair_d64,attention,serial,1,jburtoft,baseline,ported,p8,1,37.1491,37.2658,37.1491,0.314,0.9999986415758428,169,0.0,False,0.0,37.149,37.1633,37.6008,1.0118,37.1633,trn2.48xlarge
attn_scores_pair_d64,attention,serial,1,jburtoft,baseline,ported,p32,1,106.1223,106.5115,106.1223,0.367,0.9999986124563984,516,0.00207,False,0.111,106.011,98.8932,105.6848,1.0687,98.8932,trn2.48xlarge
attn_scores_pair_d64,attention,partvec,2,jburtoft,optimization,ported,p8,1,31.7866,31.6583,31.6583,0.405,0.9999986415758428,149,0.0,False,0.006,31.652,31.7525,31.9583,1.0065,31.7525,trn2.48xlarge
attn_scores_pair_d64,attention,partvec,2,jburtoft,optimization,ported,p32,1,78.8549,78.9415,78.8549,0.11,0.9999986124563984,369,5e-05,False,0.004,78.851,78.5482,83.629,1.0647,78.5482,trn2.48xlarge
bsa_gqa_prefill_allq,attention,v5_qloop,1,jburtoft,rejected,verbatim,hq8_hkv2_top8,1,1044.85,1045.7217,1044.85,0.083,0.999999999999436,8922,0.00745,False,0.055,1044.795,1046.9183,1045.2183,1.0016,1045.2183,trn2.48xlarge
bsa_gqa_prefill_allq,attention,v5_qloop,1,jburtoft,rejected,verbatim,hq16_hkv4_top8_s2,1,2167.2908,2168.0307,2167.2908,0.034,0.9999999999994271,17730,0.00743,False,0.054,2167.237,2168.2817,2171.0841,1.0013,2168.2817,trn2.48xlarge
bsa_gqa_prefill_masked,attention,v10_masked,1,jburtoft,fix,ported,hq8_hkv2_top8,2,395.3619,394.8977,394.8977,0.118,0.999999999999427,6138,0.00544,False,0.054,394.844,381.3861,395.141,1.0361,381.3861,trn2.48xlarge
bsa_gqa_prefill_masked,attention,v10_masked,1,jburtoft,fix,ported,hq16_hkv4_top8_s2,2,799.4104,802.6046,799.4104,0.4,0.9999999999994544,12189,0.00737,False,0.052,799.358,802.9838,747.463,1.0743,747.463,trn2.48xlarge
bsa_gqa_prefill_qtile2,attention,v5_1_qbatch,1,jburtoft,optimization,verbatim,hq8_hkv2_top8,1,509.8475,510.0534,509.8475,0.04,0.999999999999427,4514,0.0057,False,0.056,509.792,509.7759,509.5084,1.0005,509.5084,trn2.48xlarge
bsa_gqa_prefill_qtile2,attention,v5_1_qbatch,1,jburtoft,optimization,verbatim,hq16_hkv4_top8_s2,1,1089.4107,1090.3316,1089.4107,0.085,0.9999999999994367,8911,0.00756,False,0.054,1089.357,1090.755,1088.6283,1.002,1088.6283,trn2.48xlarge
bsa_gqa_prefill_qtile2,attention,v7_fusedsm,2,jburtoft,optimization,ported,hq8_hkv2_top8,1,497.6584,498.1342,497.6584,0.096,0.999999999999427,4518,0.00546,False,0.054,497.604,497.9559,496.0234,1.0039,496.0234,trn2.48xlarge
bsa_gqa_prefill_qtile2,attention,v7_fusedsm,2,jburtoft,optimization,ported,hq16_hkv4_top8_s2,1,1049.2075,1052.1009,1049.2075,0.276,0.9999999999994367,8915,0.00759,False,0.055,1049.152,1048.6101,1051.3925,1.0027,1048.6101,trn2.48xlarge
bsa_gqa_prefill_qtile2,attention,v10_spmd,3,jburtoft,optimization,verbatim,hq8_hkv2_top8,2,274.8404,277.6962,274.8404,1.039,0.999999999999427,4623,0.00606,False,0.055,274.785,276.6546,275.2854,1.005,275.2854,trn2.48xlarge
bsa_gqa_prefill_qtile2,attention,v10_spmd,3,jburtoft,optimization,verbatim,hq16_hkv4_top8_s2,2,540.8108,540.3125,540.3125,0.092,0.9999999999994367,9074,0.00683,False,0.052,540.26,542.1566,540.7575,1.0026,540.7575,trn2.48xlarge
bsa_gqa_prefill_qtile2_bf16,attention,v11_bf16,1,jburtoft,optimization,ported,hq8_hkv2_top8,2,247.5804,247.4613,247.4613,0.048,0.9999986234782189,5039,0.00608,False,0.054,247.407,246.9879,245.6204,1.0056,245.6204,trn2.48xlarge
bsa_gqa_prefill_qtile2_bf16,attention,v11_bf16,1,jburtoft,optimization,ported,hq16_hkv4_top8_s2,2,464.976,464.1085,464.1085,0.187,0.9999986258816087,9741,0.00477,False,0.053,464.056,473.4593,462.196,1.0244,462.196,trn2.48xlarge
bsa_gqa_prefill_state_masked,attention,v12_masked,1,jburtoft,fix,ported,hq8_hkv2_top8,2,367.4319,368.3744,367.4319,0.257,0.9999999999995296,6163,0.00407,False,0.053,367.379,370.2944,381.6711,1.0307,370.2944,trn2.48xlarge
bsa_gqa_prefill_state_masked,attention,v12_masked,1,jburtoft,fix,ported,hq16_hkv4_top8_s2,2,729.4964,724.8172,724.8172,0.646,0.9999999999995602,12316,0.00522,False,0.053,724.764,727.8547,765.348,1.0515,727.8547,trn2.48xlarge
bsa_gqa_prefill_state_qtile2,attention,v12_state,1,jburtoft,optimization,verbatim,hq8_hkv2_top8,2,268.7287,266.5712,266.5712,0.809,0.9999999999995296,4677,0.00569,False,0.054,266.517,269.6246,267.2813,1.0088,267.2813,trn2.48xlarge
bsa_gqa_prefill_state_qtile2,attention,v12_state,1,jburtoft,optimization,verbatim,hq16_hkv4_top8_s2,2,531.1642,530.5042,530.5042,0.124,0.9999999999995602,9068,0.00585,False,0.053,530.451,533.6708,530.2458,1.0065,530.2458,trn2.48xlarge
bsa_single_q_causal,attention,v2,1,jburtoft,optimization,ported,kv16_top8,1,90.8057,90.4399,90.4399,0.404,0.9999999999994462,421,0.00145,False,0.051,90.389,91.0399,90.334,1.0078,90.334,trn2.48xlarge
bsa_single_q_causal,attention,v2,1,jburtoft,optimization,ported,kv64_top16,1,113.4157,113.8923,113.4157,0.42,0.9999999999993507,703,0.0014,False,0.057,113.359,118.2548,113.7565,1.0395,113.7565,trn2.48xlarge
bsa_single_q_gqa_causal,attention,v4,1,jburtoft,optimization,verbatim,hq8_hkv2_top8,1,279.5479,279.5579,279.5479,0.004,0.999999999999425,2310,0.00472,False,0.054,279.494,279.3779,278.9737,1.0014,278.9737,trn2.48xlarge
bsa_single_q_gqa_causal,attention,v4,1,jburtoft,optimization,verbatim,hq16_hkv4_top8,1,558.9808,559.6733,558.9808,0.124,0.9999999999994479,4517,0.00715,False,0.053,558.928,559.2874,559.4474,1.0003,559.2874,trn2.48xlarge
bsa_single_q_mh_causal,attention,v3,1,jburtoft,optimization;technique-altered,ported,h4_kv16_top8,1,283.8004,283.4612,283.4612,0.12,0.9999999999994413,1379,0.0075,False,0.128,283.333,263.2871,283.7454,1.0777,263.2871,trn2.48xlarge
bsa_single_q_mh_causal,attention,v3,1,jburtoft,optimization;technique-altered,ported,h8_kv32_top8,1,515.7217,515.0767,515.0767,0.125,0.9999999999994478,2647,0.00585,False,0.056,515.021,466.3134,515.0809,1.1046,466.3134,trn2.48xlarge
bsa_single_q_mh_causal,attention,v3_1,2,jburtoft,optimization,ported,h4_kv16_top8,1,1579.1209,1579.1818,1579.1209,0.004,0.9999999999994413,4413,0.00205,False,0.051,1579.07,1776.7405,1580.1142,1.1244,1580.1142,trn2.48xlarge
bsa_single_q_mh_causal,attention,v3_1,2,jburtoft,optimization,ported,h8_kv32_top8,1,3114.2225,3113.7443,3113.7443,0.015,0.9999999999994478,8708,0.00266,False,0.054,3113.69,3119.7718,3501.5102,1.1224,3119.7718,trn2.48xlarge
bsa_single_q_proto32,attention,gather_then_flash,1,jburtoft,wip,ported,bs32_kv8_top3,1,34.6099,34.4208,34.4208,0.549,0.9999999999995883,249,0.00171,False,0.0,34.421,34.7274,34.6541,1.0021,34.6541,trn2.48xlarge
bsa_single_q_proto32,attention,gather_then_flash,1,jburtoft,wip,ported,bs32_kv8_top3_s1,1,34.2608,34.4783,34.2608,0.635,0.9999999999995511,249,0.00187,False,0.0,34.261,34.7249,33.9641,1.0224,33.9641,trn2.48xlarge
encoder_attn_core_d64,attention,pt_vector,1,jburtoft,shipped,verbatim,b2_l128_nh12,2,35.0649,35.1108,35.0649,0.131,0.999997769506111,459,0.02085,False,0.754,34.311,34.7233,35.4074,1.0197,34.7233,trn2.48xlarge
encoder_attn_core_d64,attention,pt_vector,1,jburtoft,shipped,verbatim,b2_l512_nh12,2,103.3057,103.4348,103.3057,0.125,0.999997527228802,2375,0.00018,False,0.019,103.287,103.5415,102.899,1.0062,102.899,trn2.48xlarge
encoder_attn_core_d64,attention,pt_vector_nobatch,2,jburtoft,rejected,verbatim,b2_l128_nh12,2,52.7182,52.5849,52.5849,0.253,0.999997769506111,549,0.00264,False,0.004,52.581,55.6057,53.1874,1.0455,53.1874,trn2.48xlarge
encoder_attn_core_d64,attention,pt_vector_nobatch,2,jburtoft,rejected,verbatim,b2_l512_nh12,2,113.8515,109.7532,109.7532,3.734,0.999997527228802,2481,0.0013,False,0.0,109.753,107.3223,109.8523,1.0236,107.3223,trn2.48xlarge
encoder_attn_core_d64,attention,pt_eng1,3,jburtoft,rejected,verbatim,b2_l128_nh12,2,35.4149,35.0749,35.0749,0.969,0.999997769506111,458,0.02246,False,0.798,34.277,35.2524,35.2249,1.0008,35.2249,trn2.48xlarge
encoder_attn_core_d64,attention,pt_eng1,3,jburtoft,rejected,verbatim,b2_l512_nh12,2,114.9373,114.4515,114.4515,0.424,0.999997527228802,2356,3e-05,False,0.004,114.447,114.8723,114.4282,1.0039,114.4282,trn2.48xlarge
gte_attn_block,attention,v1.0.0,1,hugging-face,release,verbatim,b4_l128_h768,2,95.7099,94.9724,94.9724,0.777,0.9999847122859853,1986,0.00315,False,0.742,94.231,93.9107,94.9965,1.0116,93.9107,trn2.48xlarge
gte_attn_block,attention,v1.0.0,1,hugging-face,release,verbatim,b2_l512_h768,2,167.2731,164.5114,164.5114,1.679,0.9999843590322636,2841,0.01153,False,1.968,162.543,165.4981,167.9614,1.0149,165.4981,trn2.48xlarge
gte_attn_block,attention,v1.1.0,2,hugging-face,release;optimization,verbatim,b4_l128_h768,2,94.6499,94.1582,94.1582,0.522,0.9999847122859853,1966,0.00143,False,1.354,92.804,93.7765,96.3698,1.0277,93.7765,trn2.48xlarge
gte_attn_block,attention,v1.1.0,2,hugging-face,release;optimization,verbatim,b2_l512_h768,2,164.5231,163.5097,163.5097,0.62,0.9999843590322636,2793,0.01327,False,1.288,162.221,165.7547,163.5606,1.0134,163.5606,trn2.48xlarge
gte_attn_block,attention,dev_v1,101,jburtoft,wip,ported,b4_l128_h768,2,103.8148,103.6432,103.6432,0.166,0.999991307567856,2141,0.00325,False,0.192,103.451,104.1815,99.2648,1.0495,99.2648,trn2.48xlarge
gte_attn_block,attention,dev_v1,101,jburtoft,wip,ported,b2_l512_h768,2,189.3137,188.4772,188.4772,0.444,0.9999918931701074,3649,0.00541,False,0.942,187.535,188.4368,188.0445,1.0021,188.0445,trn2.48xlarge
gte_attn_block,attention,dev_v2,102,jburtoft,wip,ported,b4_l128_h768,2,96.2465,94.4299,94.4299,1.924,0.999991307567856,2038,0.00234,False,0.0,94.43,95.2699,95.5965,1.0034,95.2699,trn2.48xlarge
gte_attn_block,attention,dev_v2,102,jburtoft,wip,ported,b2_l512_h768,2,189.0572,192.848,189.0572,2.005,0.9999918931701074,3530,0.00642,False,1.171,187.886,189.4305,189.5839,1.0008,189.4305,trn2.48xlarge
gte_attn_block,attention,dev_v3,103,jburtoft,wip,ported,b4_l128_h768,2,98.8432,96.8848,96.8848,2.021,0.999991307567856,2003,0.00863,False,0.833,96.052,98.7848,96.5682,1.023,96.5682,trn2.48xlarge
gte_attn_block,attention,dev_v3,103,jburtoft,wip,ported,b2_l512_h768,2,181.2472,177.7014,177.7014,1.995,0.9999918931701074,2812,0.01047,False,1.535,176.166,182.7364,180.6397,1.0116,180.6397,trn2.48xlarge
gte_attn_block,attention,dev_v4,104,jburtoft,wip,ported,b4_l128_h768,2,93.5624,93.1065,93.1065,0.49,0.9999847122859853,1945,0.0193,False,0.99,92.116,94.7057,94.1449,1.006,94.1449,trn2.48xlarge
gte_attn_block,attention,dev_v4,104,jburtoft,wip,ported,b2_l512_h768,2,164.5497,164.9239,164.5497,0.227,0.9999843590322636,2794,0.0131,False,1.064,163.486,169.2981,167.0064,1.0137,167.0064,trn2.48xlarge
gte_attn_block,attention,dev_v5,105,jburtoft,wip,ported,b4_l128_h768,2,96.7682,93.9599,93.9599,2.989,0.9999847122859853,1948,0.00399,False,0.0,93.96,94.9307,96.5365,1.0169,94.9307,trn2.48xlarge
gte_attn_block,attention,dev_v5,105,jburtoft,wip,ported,b2_l512_h768,2,163.7047,169.6322,163.7047,3.621,0.9999843590322636,2796,0.00883,False,1.171,162.534,166.3081,167.1714,1.0052,166.3081,trn2.48xlarge
gte_attn_block,attention,flags_shipped,106,jburtoft,shipped,ported,b4_l128_h768,2,94.1057,98.839,94.1057,5.03,0.9999847122859853,1948,0.00217,False,0.0,94.106,93.559,97.5165,1.0423,93.559,trn2.48xlarge
gte_attn_block,attention,flags_shipped,106,jburtoft,shipped,ported,b2_l512_h768,2,165.3589,170.3297,165.3589,3.006,0.9999843590322636,2822,0.01564,False,1.544,163.814,162.9964,166.7231,1.0229,162.9964,trn2.48xlarge
gte_attn_block,attention,flags_pt1,107,jburtoft,rejected,ported,b4_l128_h768,2,101.7948,99.3873,99.3873,2.422,0.9999847122859853,2077,0.00565,False,0.26,99.128,95.2999,96.7973,1.0157,95.2999,trn2.48xlarge
gte_attn_block,attention,flags_pt1,107,jburtoft,rejected,ported,b2_l512_h768,2,178.7622,180.1172,178.7622,0.758,0.9999843590322636,3228,0.01353,False,1.429,177.333,179.0547,180.0922,1.0058,179.0547,trn2.48xlarge
gte_attn_block,attention,flags_proj1,108,jburtoft,rejected,ported,b4_l128_h768,2,96.7826,97.989,96.7826,1.247,0.9999847122859853,1947,0.00635,False,0.021,96.762,96.0346,99.7811,1.039,96.0346,trn2.48xlarge
gte_attn_block,attention,flags_proj1,108,jburtoft,rejected,ported,b2_l512_h768,2,179.1997,177.6497,177.6497,0.873,0.9999843590322636,2823,0.02212,False,1.044,176.606,181.5764,178.9172,1.0149,178.9172,trn2.48xlarge
gte_attn_block,attention,flags_proj2,109,jburtoft,rejected,ported,b4_l128_h768,2,97.624,98.604,97.624,1.004,0.9999866547235352,1964,0.01352,False,0.861,96.763,95.3999,99.0057,1.0378,95.3999,trn2.48xlarge
gte_attn_block,attention,flags_proj2,109,jburtoft,rejected,ported,b2_l512_h768,2,176.0997,176.3016,176.0997,0.115,0.9999871046968152,2760,0.01332,False,0.938,175.161,179.1883,182.0933,1.0162,179.1883,trn2.48xlarge
gte_attn_block,attention,flags_early1,110,jburtoft,rejected,ported,b4_l128_h768,2,97.1932,97.9982,97.1932,0.828,0.9999847122859853,1989,0.00078,False,0.012,97.181,97.874,98.9857,1.0114,97.874,trn2.48xlarge
gte_attn_block,attention,flags_early1,110,jburtoft,rejected,ported,b2_l512_h768,2,167.2906,167.8506,167.2906,0.335,0.9999843590322636,2859,0.00106,False,0.039,167.252,167.0991,165.9083,1.0072,165.9083,trn2.48xlarge
gte_attn_block,attention,flags_sm1,111,jburtoft,rejected,ported,b4_l128_h768,2,99.6157,99.7165,99.6157,0.101,0.9999847122859853,1912,0.0099,False,0.556,99.06,99.314,96.8149,1.0258,96.8149,trn2.48xlarge
gte_attn_block,attention,flags_sm1,111,jburtoft,rejected,ported,b2_l512_h768,2,187.0639,187.0355,187.0355,0.015,0.9999843590322636,2830,0.01207,False,1.297,185.739,189.9172,186.693,1.0173,186.693,trn2.48xlarge
gte_attn_block,attention,flags_misc2,112,jburtoft,rejected,ported,b4_l128_h768,2,97.4815,98.959,97.4815,1.516,0.9999847122859853,1940,0.00367,False,0.0,97.482,100.3007,100.6115,1.0031,100.3007,trn2.48xlarge
gte_attn_block,attention,flags_misc2,112,jburtoft,rejected,ported,b2_l512_h768,2,157.4989,159.2031,157.4989,1.082,0.9999843590322636,2777,0.02263,False,1.972,155.527,164.1597,155.9256,1.0528,155.9256,trn2.48xlarge
gte_attn_block,attention,pubstage,120,jburtoft,wip,verbatim,b4_l128_h768,2,94.5507,94.589,94.5507,0.041,0.9999847122859853,1945,0.00484,False,0.116,94.435,95.2223,97.0998,1.0197,95.2223,trn2.48xlarge
gte_attn_block,attention,pubstage,120,jburtoft,wip,verbatim,b2_l512_h768,2,166.8272,164.2131,164.2131,1.592,0.9999843590322636,2837,0.00618,False,1.054,163.159,166.2814,165.1956,1.0066,165.1956,trn2.48xlarge
gte_attn_block,attention,pub_gen2,121,jburtoft,release,verbatim,b4_l128_h768,2,94.8998,96.5957,94.8998,1.787,0.9999847122859853,1947,0.0045,False,1.242,93.658,153.0264,96.3532,1.5882,96.3532,trn2.48xlarge
gte_attn_block,attention,pub_gen2,121,jburtoft,release,verbatim,b2_l512_h768,2,165.4964,165.0847,165.0847,0.249,0.9999843590322636,2779,0.01116,False,1.422,163.663,167.0797,165.6639,1.0085,165.6639,trn2.48xlarge
minimax_msa_gqa_prefill,attention,v1.0.0,0,hugging-face,release,verbatim,hq16_hkv2_top8,2,552.36,552.0949,552.0949,0.048,0.9999986180897691,11172,0.00728,False,0.054,552.041,465.0035,551.2258,1.1854,465.0035,trn2.48xlarge
minimax_msa_gqa_prefill,attention,v1.0.0,0,hugging-face,release,verbatim,hq32_hkv4_top16,2,2244.7323,2244.9498,2244.7323,0.01,0.9999986278227551,44247,0.00741,False,0.051,2244.681,2241.9374,1737.734,1.2901,1737.734,trn2.48xlarge
minimax_msa_gqa_prefill,attention,fori_q_blocks,101,jburtoft,rejected,verbatim,hq16_hkv2_top8,2,694.8939,694.1389,694.1389,0.109,0.9999986180897691,12427,0.0035,False,0.014,694.124,695.4889,611.6966,1.137,611.6966,trn2.48xlarge
minimax_msa_gqa_prefill,attention,fori_q_blocks,101,jburtoft,rejected,verbatim,hq32_hkv4_top16,2,2768.6523,2762.4031,2762.4031,0.226,0.9999986278227551,48613,0.00444,False,0.002,2762.402,2771.2206,2263.4107,1.2244,2263.4107,trn2.48xlarge
minimax_msa_gqa_prefill_state,attention,v1.0.0,0,hugging-face,release,ported,hq16_hkv2_top8,2,459.1576,459.2618,459.1576,0.023,0.9999999999995715,11051,0.00219,False,0.052,459.106,459.886,550.0033,1.196,459.886,trn2.48xlarge
minimax_msa_gqa_prefill_state,attention,v1.0.0,0,hugging-face,release,ported,hq32_hkv4_top16,2,1709.199,1696.1849,1696.1849,0.767,0.9999999999995544,43707,0.00282,False,0.053,1696.132,1697.7891,2155.6858,1.2697,1697.7891,trn2.48xlarge
minimax_msa_single_q,attention,v1.0.0,0,hugging-face,release,verbatim,kv16_top8,1,92.0907,91.7699,91.7699,0.35,0.9999999999994141,415,0.00647,False,0.051,91.719,90.9474,91.794,1.0093,90.9474,trn2.48xlarge
minimax_msa_single_q,attention,v1.0.0,0,hugging-face,release,verbatim,kv64_top16,1,115.7257,115.7515,115.7257,0.022,0.9999999999993741,696,0.00571,False,0.055,115.671,119.8015,115.7632,1.0349,115.7632,trn2.48xlarge
minimax_msa_single_q,attention,proto_v1,101,jburtoft,wip,verbatim,kv16_top8,1,90.5457,90.9282,90.5457,0.422,0.9999999999994141,417,0.00225,False,0.051,90.495,90.8815,90.4882,1.0043,90.4882,trn2.48xlarge
minimax_msa_single_q,attention,proto_v1,101,jburtoft,wip,verbatim,kv64_top16,1,112.6548,112.8673,112.6548,0.189,0.9999999999993741,696,0.0019,False,0.05,112.605,112.0282,116.7173,1.0419,112.0282,trn2.48xlarge
na2d_fused_rpb,attention,fused,1,jburtoft,optimization,ported,bh2_h16_w16_k7,1,905.8528,905.5694,905.5694,0.031,0.9999999999996,5235,0.0,False,0.0,905.569,904.8578,904.3794,1.0005,904.3794,trn2.48xlarge
na2d_fused_rpb,attention,fused,1,jburtoft,optimization,ported,bh4_h12_w12_k5,1,930.8102,930.5286,930.5286,0.03,0.9999999999999328,5381,0.0,False,0.0,930.529,930.7252,932.2019,1.0016,930.7252,trn2.48xlarge
na2d_gather,attention,gather,1,jburtoft,optimization,ported,bh2_h16_w16_k7,1,618.509,618.4157,618.4157,0.015,0.9999999999996076,3704,0.0,False,0.0,618.416,618.6349,772.3455,1.2485,618.6349,trn2.48xlarge
na2d_gather,attention,gather,1,jburtoft,optimization,ported,bh4_h16_w8_k5,1,325.8595,326.0795,325.8595,0.068,0.9999999999996471,1977,0.0,False,0.0,325.86,325.7112,402.4927,1.2357,325.7112,trn2.48xlarge
na2d_pregathered,attention,naive,1,jburtoft,baseline,ported,bh1_h8_w8_k3,1,332.332,331.2253,331.2253,0.334,0.9999999999997412,2153,0.00064,False,0.004,331.221,331.7237,292.9029,1.1325,292.9029,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.28,1,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,72.0782,70.1074,70.1074,2.811,0.9999912708466182,1096,0.00844,False,0.334,69.773,67.8324,70.4024,1.0379,67.8324,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.28,1,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,87.154,93.3515,87.154,7.111,0.999989857562307,1969,0.0,False,0.0,87.154,85.319,84.3257,1.0118,84.3257,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.29,2,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,69.8332,70.9257,69.8332,1.564,0.9999912708466182,1070,0.019,False,0.736,69.097,69.1541,70.4457,1.0187,69.1541,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.29,2,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,83.924,80.4265,80.4265,4.349,0.999989857562307,1903,0.00019,False,0.0,80.426,80.7982,81.3674,1.007,80.7982,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.30,3,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,69.7482,69.5382,69.5382,0.302,0.9999912708466182,1089,0.0186,False,0.342,69.197,68.6041,68.7424,1.002,68.6041,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.30,3,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,81.844,82.7865,81.844,1.152,0.999989857562307,1904,0.00019,False,0.0,81.844,78.939,85.8499,1.0875,78.939,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.31,4,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,70.8399,70.0024,70.0024,1.196,0.9999920905170497,1218,0.00994,False,0.34,69.662,70.0024,70.6641,1.0095,70.0024,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.31,4,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,88.3607,86.0232,86.0232,2.717,0.999989857562307,1957,0.0,False,0.0,86.023,86.0265,91.6265,1.0651,86.0265,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.32,5,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,63.2574,63.0149,63.0149,0.385,0.9999920905170497,1154,0.00519,False,0.33,62.684,60.9707,64.6924,1.061,60.9707,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.32,5,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,93.6049,93.2899,93.2899,0.338,0.999989857562307,1904,0.00013,False,0.0,93.29,94.9649,97.0932,1.0224,94.9649,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.33a,6,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,63.6799,62.0082,62.0082,2.696,0.9999920905170497,1150,0.00532,False,0.334,61.674,64.0766,65.3966,1.0206,64.0766,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.33a,6,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,96.4415,94.7607,94.7607,1.774,0.999989857562307,1900,0.00113,False,0.0,94.761,94.2982,93.529,1.0082,93.529,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.33b,7,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,66.9699,66.6732,66.6732,0.445,0.99999214193059,1164,0.01775,False,0.0,66.673,67.2732,64.4174,1.0443,64.4174,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.33b,7,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,90.2557,91.4849,90.2557,1.362,0.9999874319786706,1951,0.00027,False,0.026,90.229,92.1015,99.0332,1.0753,92.1015,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.33c,8,nki-lib,release,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,64.6307,64.0349,64.0349,0.93,0.9999920905170497,1145,0.00516,False,0.34,63.695,62.4099,62.9207,1.0082,62.4099,trn2.48xlarge
nkilib_attention_block_tkg,attention,2.33c,8,nki-lib,release,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,101.5623,95.8973,95.8973,5.907,0.999989857562307,1905,0.00121,False,0.0,95.897,99.5215,101.0382,1.0152,99.5215,trn2.48xlarge
nkilib_attention_block_tkg,attention,c0759719d,101,nki-lib,mainline,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,69.7166,67.8532,67.8532,2.746,0.9999912708466182,1094,0.02186,False,0.518,67.335,71.6707,70.6199,1.0149,70.6199,trn2.48xlarge
nkilib_attention_block_tkg,attention,c0759719d,101,nki-lib,mainline,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,89.5815,86.2824,86.2824,3.824,0.999989857562307,1915,0.0,False,0.0,86.282,87.5765,84.4957,1.0365,84.4957,trn2.48xlarge
nkilib_attention_block_tkg,attention,caf64d7f2,102,jburtoft,feature,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,71.1957,70.4899,70.4899,1.001,0.9999912708466182,1089,0.01515,False,0.715,69.775,68.2082,72.9299,1.0692,68.2082,trn2.48xlarge
nkilib_attention_block_tkg,attention,caf64d7f2,102,jburtoft,feature,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,85.0224,89.464,85.0224,5.224,0.999989857562307,1909,0.0,False,0.0,85.022,87.784,89.5274,1.0199,87.784,trn2.48xlarge
nkilib_attention_block_tkg,attention,cdefa7d17,103,jburtoft,feature,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,71.3707,69.9624,69.9624,2.013,0.9999912708466182,1057,0.01223,False,0.702,69.261,70.3449,68.9624,1.02,68.9624,trn2.48xlarge
nkilib_attention_block_tkg,attention,cdefa7d17,103,jburtoft,feature,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,89.204,86.9032,86.9032,2.648,0.999989857562307,1919,0.0,False,0.0,86.903,83.3899,82.1224,1.0154,82.1224,trn2.48xlarge
nkilib_attention_block_tkg,attention,cb2a087bf,104,jburtoft,fix,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,71.2382,69.4157,69.4157,2.625,0.9999912708466182,1082,0.01553,False,0.708,68.708,70.5416,69.4049,1.0164,69.4049,trn2.48xlarge
nkilib_attention_block_tkg,attention,cb2a087bf,104,jburtoft,fix,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,90.474,92.3265,90.474,2.048,0.999989857562307,1918,0.0,False,0.0,90.474,87.299,87.7757,1.0055,87.299,trn2.48xlarge
nkilib_attention_block_tkg,attention,c3fbc64fd,105,jburtoft,fix,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,69.6066,70.4891,69.6066,1.268,0.9999912708466182,1089,0.01487,False,0.876,68.731,69.8691,69.2024,1.0096,69.2024,trn2.48xlarge
nkilib_attention_block_tkg,attention,c3fbc64fd,105,jburtoft,fix,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,84.2899,87.3049,84.2899,3.577,0.999989857562307,1909,0.0,False,0.0,84.29,85.2599,86.9099,1.0194,85.2599,trn2.48xlarge
nkilib_attention_block_tkg,attention,c894d0d91,106,jburtoft,feature,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,71.9457,69.4241,69.4241,3.632,0.9999912708466182,1067,0.01809,False,0.737,68.687,72.9557,69.7291,1.0463,69.7291,trn2.48xlarge
nkilib_attention_block_tkg,attention,c894d0d91,106,jburtoft,feature,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,80.0715,78.1724,78.1724,2.429,0.999989857562307,1880,0.00026,False,0.0,78.172,83.4957,86.5624,1.0367,83.4957,trn2.48xlarge
nkilib_attention_block_tkg,attention,cdaad3625,107,jburtoft,fix,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,70.2491,68.8099,68.8099,2.092,0.9999912708466182,1089,0.01791,False,1.392,67.418,73.4449,69.6566,1.0544,69.6566,trn2.48xlarge
nkilib_attention_block_tkg,attention,cdaad3625,107,jburtoft,fix,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,82.5124,78.3615,78.3615,5.297,0.999989857562307,1905,0.00021,False,0.0,78.362,79.924,81.3807,1.0182,79.924,trn2.48xlarge
nkilib_attention_block_tkg,attention,c416bf8ce,108,jburtoft,feature,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,63.9666,62.8107,62.8107,1.84,0.9999920905170497,1151,0.00515,False,0.328,62.482,62.5441,65.1149,1.0411,62.5441,trn2.48xlarge
nkilib_attention_block_tkg,attention,c416bf8ce,108,jburtoft,feature,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,95.6623,98.3098,95.6623,2.768,0.999989857562307,1909,0.0,False,0.0,95.662,94.519,96.2823,1.0187,94.519,trn2.48xlarge
nkilib_attention_block_tkg,attention,c2ce2f1a2,109,jburtoft,fix,ported,b4_q8_d64_h3072_ctx2048_t4_kt,2,60.0766,62.3116,60.0766,3.72,0.9999920905170497,1148,0.00529,False,0.332,59.745,62.8216,63.5007,1.0108,62.8216,trn2.48xlarge
nkilib_attention_block_tkg,attention,c2ce2f1a2,109,jburtoft,fix,ported,b16_q1_d128_h4096_ctx2048_t1_qkn,2,93.3965,96.0357,93.3965,2.826,0.999989857562307,1923,0.0,False,0.0,93.396,94.0099,95.4174,1.015,94.0099,trn2.48xlarge
nkilib_attention_bwd,attention,2.28,1,nki-lib,release,ported,b1_hq2_hkv1_s256_d128,1,32.3441,31.7758,31.7758,1.788,0.999991130177371,276,0.0,False,0.012,31.764,31.8424,31.7049,1.0043,31.7049,trn2.48xlarge
nkilib_attention_bwd,attention,2.28,1,nki-lib,release,ported,b1_hq4_hkv2_s512_d64,1,72.2674,72.0457,72.0457,0.308,0.9999943913693192,813,0.01082,False,0.781,71.265,71.4099,73.5816,1.0304,71.4099,trn2.48xlarge
nkilib_attention_bwd,attention,2.29,2,nki-lib,release,ported,b1_hq2_hkv1_s256_d128,1,31.9991,32.4358,31.9991,1.365,0.999991130177371,275,0.0,False,0.0,31.999,32.24,31.6516,1.0186,31.6516,trn2.48xlarge
nkilib_attention_bwd,attention,2.29,2,nki-lib,release,ported,b1_hq4_hkv2_s512_d64,1,71.8466,71.6324,71.6324,0.299,0.9999943913693192,812,0.00815,False,0.584,71.048,72.2157,72.4182,1.0028,72.2157,trn2.48xlarge
nkilib_attention_bwd,attention,2.30,3,nki-lib,release,ported,b1_hq2_hkv1_s256_d128,1,33.3433,33.3933,33.3433,0.15,0.99999475003281,270,0.0,False,0.004,33.339,33.1308,33.1949,1.0019,33.1308,trn2.48xlarge
nkilib_attention_bwd,attention,2.30,3,nki-lib,release,ported,b1_hq4_hkv2_s512_d64,1,72.4924,74.3666,72.4924,2.585,0.999994683755705,800,0.00736,False,1.165,71.327,72.4299,72.0299,1.0056,72.0299,trn2.48xlarge
nkilib_attention_bwd,attention,2.31,4,nki-lib,release,ported,b1_hq2_hkv1_s256_d128,1,32.8191,32.5941,32.5941,0.69,0.99999475003281,270,0.0,False,0.002,32.592,33.1766,32.9866,1.0058,32.9866,trn2.48xlarge
nkilib_attention_bwd,attention,2.31,4,nki-lib,release,ported,b1_hq4_hkv2_s512_d64,1,71.5466,72.1041,71.5466,0.779,0.999994683755705,800,0.01566,False,1.129,70.418,72.0566,72.0016,1.0008,72.0016,trn2.48xlarge
nkilib_attention_bwd,attention,2.32,5,nki-lib,release,ported,b1_hq2_hkv1_s256_d128,1,34.1083,33.3224,33.3224,2.358,0.99999475003281,270,0.0,False,0.0,33.322,33.6441,33.1674,1.0144,33.1674,trn2.48xlarge
nkilib_attention_bwd,attention,2.32,5,nki-lib,release,ported,b1_hq4_hkv2_s512_d64,1,71.7182,72.0566,71.7182,0.472,0.999994683755705,800,0.01588,False,1.172,70.546,72.0924,72.8641,1.0107,72.0924,trn2.48xlarge
nkilib_attention_bwd,attention,2.33,6,nki-lib,release,ported,b1_hq2_hkv1_s256_d128,1,33.0191,32.9158,32.9158,0.314,0.99999475003281,270,0.0,False,0.008,32.908,33.3191,33.1799,1.0042,33.1799,trn2.48xlarge
nkilib_attention_bwd,attention,2.33,6,nki-lib,release,ported,b1_hq4_hkv2_s512_d64,1,72.1524,72.6124,72.1524,0.638,0.999994683755705,800,0.01116,False,1.145,71.007,71.2641,74.7657,1.0491,71.2641,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,2.32,1,nki-lib,release,ported,b1_hq2_hkv1_d128_seg256x2,1,49.2616,50.9374,49.2616,3.402,0.9999946000619819,445,6e-05,False,1.818,47.444,50.3708,49.8683,1.0101,49.8683,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,2.32,1,nki-lib,release,ported,b1_hq4_hkv2_d64_seg128_256_128,1,78.8357,78.7449,78.7449,0.115,0.9999946789617906,786,0.00617,False,0.486,78.259,77.304,76.9099,1.0051,76.9099,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,2.33,2,nki-lib,release,ported,b1_hq2_hkv1_d128_seg256x2,1,49.7791,49.6283,49.6283,0.304,0.9999946000619819,445,0.01473,False,1.03,48.598,50.1041,48.9858,1.0228,48.9858,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,2.33,2,nki-lib,release,ported,b1_hq4_hkv2_d64_seg128_256_128,1,76.2557,76.5449,76.2557,0.379,0.9999946789617906,786,0.01125,False,0.858,75.398,78.6549,75.644,1.0398,75.644,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,c30438f58,11,jburtoft,wip;tile-pruning,ported,b1_hq2_hkv1_d128_seg256x2,1,49.0908,49.9283,49.0908,1.706,0.9999946000619819,445,0.00531,False,0.951,48.14,50.6541,49.7166,1.0189,49.7166,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,c30438f58,11,jburtoft,wip;tile-pruning,ported,b1_hq4_hkv2_d64_seg128_256_128,1,77.6424,76.6224,76.6224,1.331,0.9999946789617906,786,0.00699,False,0.965,75.657,77.3299,78.7132,1.0179,77.3299,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,c6bbca8f3,12,jburtoft,wip;tile-pruning,ported,b1_hq2_hkv1_d128_seg256x2,1,49.8766,49.7616,49.7616,0.231,0.9999946000619819,445,0.01841,False,0.948,48.814,50.9558,48.9033,1.042,48.9033,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,c6bbca8f3,12,jburtoft,wip;tile-pruning,ported,b1_hq4_hkv2_d64_seg128_256_128,1,77.7224,77.0874,77.0874,0.824,0.9999946789617906,786,0.01182,False,1.359,75.728,77.3824,78.3674,1.0127,77.3824,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,cee0dff71,13,jburtoft,wip;tile-pruning,ported,b1_hq2_hkv1_d128_seg256x2,1,50.9374,49.6349,49.6349,2.624,0.9999946000619819,445,0.00123,False,1.737,47.898,49.7891,49.4641,1.0066,49.4641,trn2.48xlarge
nkilib_attention_bwd__seqpack,attention,cee0dff71,13,jburtoft,wip;tile-pruning,ported,b1_hq4_hkv2_d64_seg128_256_128,1,76.1657,76.8224,76.1657,0.862,0.9999946789617906,786,0.00668,False,0.516,75.65,77.2765,75.9749,1.0171,75.9749,trn2.48xlarge
nkilib_attention_cte,attention,2.28,1,nki-lib,release,ported,b1_s512_d128_causal,1,35.8058,35.3999,35.3999,1.147,0.9999996525161696,228,0.0,False,0.0,35.4,35.1266,35.5708,1.0126,35.1266,trn2.48xlarge
nkilib_attention_cte,attention,2.28,1,nki-lib,release,ported,b2_q256_kv1024_d64_full,1,40.5324,39.7199,39.7199,2.046,0.999996910144017,322,0.00094,False,0.0,39.72,40.6341,40.9674,1.0082,40.6341,trn2.48xlarge
nkilib_attention_cte,attention,2.28,1,nki-lib,release,ported,b1_s1024_d64_causal,1,51.9266,52.3408,51.9266,0.798,0.9999976372909297,403,0.0,False,0.001,51.926,52.4224,52.0524,1.0071,52.0524,trn2.48xlarge
nkilib_attention_cte,attention,2.29,2,nki-lib,release,ported,b1_s512_d128_causal,1,35.6741,35.7099,35.6741,0.1,0.9999996525161696,228,0.0,False,0.0,35.674,35.7991,35.8608,1.0017,35.7991,trn2.48xlarge
nkilib_attention_cte,attention,2.29,2,nki-lib,release,ported,b2_q256_kv1024_d64_full,1,40.3616,39.2991,39.2991,2.704,0.999996910144017,322,0.00094,False,0.0,39.299,41.5783,39.7458,1.0461,39.7458,trn2.48xlarge
nkilib_attention_cte,attention,2.29,2,nki-lib,release,ported,b1_s1024_d64_causal,1,52.2774,52.3124,52.2774,0.067,0.9999976372909297,403,2e-05,False,0.0,52.277,51.4091,51.9716,1.0109,51.4091,trn2.48xlarge
nkilib_attention_cte,attention,2.30,3,nki-lib,release,ported,b1_s512_d128_causal,1,35.9474,35.2083,35.2083,2.099,0.9999996525161696,231,0.0,False,0.0,35.208,35.3716,36.4391,1.0302,35.3716,trn2.48xlarge
nkilib_attention_cte,attention,2.30,3,nki-lib,release,ported,b2_q256_kv1024_d64_full,1,40.6699,39.9158,39.9158,1.889,0.999996910144017,330,0.00091,False,0.0,39.916,41.0733,41.3599,1.007,41.0733,trn2.48xlarge
nkilib_attention_cte,attention,2.30,3,nki-lib,release,ported,b1_s1024_d64_causal,1,52.0224,52.3332,52.0224,0.597,0.9999976372909297,413,2e-05,False,0.001,52.021,52.3733,52.4857,1.0021,52.3733,trn2.48xlarge
nkilib_attention_cte,attention,2.31,4,nki-lib,release,ported,b1_s512_d128_causal,1,35.7266,35.3349,35.3349,1.109,0.9999996525161696,231,0.0,False,0.0,35.335,35.9999,36.1833,1.0051,35.9999,trn2.48xlarge
nkilib_attention_cte,attention,2.31,4,nki-lib,release,ported,b2_q256_kv1024_d64_full,1,41.3566,40.7649,40.7649,1.451,0.999996910144017,330,0.00085,False,0.0,40.765,40.2058,40.5416,1.0084,40.2058,trn2.48xlarge
nkilib_attention_cte,attention,2.31,4,nki-lib,release,ported,b1_s1024_d64_causal,1,54.5541,52.4508,52.4508,4.01,0.9999976372909297,413,0.0,False,0.0,52.451,52.1858,53.1824,1.0191,52.1858,trn2.48xlarge
nkilib_attention_cte,attention,2.32,5,nki-lib,release,ported,b1_s512_d128_causal,1,35.7716,35.9766,35.7716,0.573,0.9999996525161696,231,0.0,False,0.0,35.772,36.2433,35.2074,1.0294,35.2074,trn2.48xlarge
nkilib_attention_cte,attention,2.32,5,nki-lib,release,ported,b2_q256_kv1024_d64_full,1,41.0708,41.4933,41.0708,1.029,0.999996910144017,330,0.00082,False,0.0,41.071,40.0783,39.8374,1.006,39.8374,trn2.48xlarge
nkilib_attention_cte,attention,2.32,5,nki-lib,release,ported,b1_s1024_d64_causal,1,52.4299,53.1099,52.4299,1.297,0.9999976372909297,413,2e-05,False,0.0,52.43,52.3199,52.8299,1.0097,52.3199,trn2.48xlarge
nkilib_attention_cte,attention,2.33,6,nki-lib,release,ported,b1_s512_d128_causal,1,30.28,29.4783,29.4783,2.72,0.9999996525161696,227,0.0,False,0.0,29.478,29.3933,29.0841,1.0106,29.0841,trn2.48xlarge
nkilib_attention_cte,attention,2.33,6,nki-lib,release,ported,b2_q256_kv1024_d64_full,1,40.3308,40.1241,40.1241,0.515,0.9999969098855456,318,0.00047,False,0.0,40.124,40.0149,40.5283,1.0128,40.0149,trn2.48xlarge
nkilib_attention_cte,attention,2.33,6,nki-lib,release,ported,b1_s1024_d64_causal,1,38.2233,37.5633,37.5633,1.757,0.9999976373230489,388,0.00251,False,0.119,37.444,38.6116,38.0891,1.0137,38.0891,trn2.48xlarge
nkilib_attention_cte,attention,c0759719d,101,nki-lib,mainline,ported,b1_s512_d128_causal,1,35.0949,35.5883,35.0949,1.406,0.9999996525161696,228,0.0,False,0.0,35.095,35.3624,35.8216,1.013,35.3624,trn2.48xlarge
nkilib_attention_cte,attention,c0759719d,101,nki-lib,mainline,ported,b2_q256_kv1024_d64_full,1,39.4674,40.3149,39.4674,2.147,0.999996910144017,322,0.00084,False,0.0,39.467,39.8299,40.2133,1.0096,39.8299,trn2.48xlarge
nkilib_attention_cte,attention,c0759719d,101,nki-lib,mainline,ported,b1_s1024_d64_causal,1,52.0158,51.8316,51.8316,0.355,0.9999976372909297,403,0.00019,False,0.025,51.807,51.5341,52.0858,1.0107,51.5341,trn2.48xlarge
nkilib_attention_cte,attention,c715b2187,102,jburtoft,feature,ported,b1_s512_d128_causal,1,35.6749,35.4074,35.4074,0.755,0.9999996525161696,228,0.0,False,0.0,35.407,35.4083,34.9958,1.0118,34.9958,trn2.48xlarge
nkilib_attention_cte,attention,c715b2187,102,jburtoft,feature,ported,b2_q256_kv1024_d64_full,1,40.8866,40.2058,40.2058,1.693,0.999996910144017,322,0.00087,False,0.0,40.206,39.9624,40.3458,1.0096,39.9624,trn2.48xlarge
nkilib_attention_cte,attention,c715b2187,102,jburtoft,feature,ported,b1_s1024_d64_causal,1,52.1399,51.3674,51.3674,1.504,0.9999976372909297,403,0.0,False,0.0,51.367,51.4474,52.4591,1.0197,51.4474,trn2.48xlarge
nkilib_attention_cte,attention,c9b0c2e04,103,jburtoft,fix,ported,b1_s512_d128_causal,1,35.4799,36.0633,35.4799,1.644,0.9999996525161696,228,0.0,False,0.0,35.48,35.6583,35.5666,1.0026,35.5666,trn2.48xlarge
nkilib_attention_cte,attention,c9b0c2e04,103,jburtoft,fix,ported,b2_q256_kv1024_d64_full,1,39.7641,41.8533,39.7641,5.254,0.999996910144017,322,0.00084,False,0.0,39.764,39.9758,39.8699,1.0027,39.8699,trn2.48xlarge
nkilib_attention_cte,attention,c9b0c2e04,103,jburtoft,fix,ported,b1_s1024_d64_causal,1,51.9874,51.8399,51.8399,0.285,0.9999976372909297,403,4e-05,False,0.025,51.815,51.9941,52.0199,1.0005,51.9941,trn2.48xlarge
nkilib_attention_cte,attention,ca1c88a85,104,jburtoft,fix,ported,b1_s512_d128_causal,1,35.5349,35.0808,35.0808,1.294,0.9999996525161696,228,0.0,False,0.0,35.081,36.0041,35.6191,1.0108,35.6191,trn2.48xlarge
nkilib_attention_cte,attention,ca1c88a85,104,jburtoft,fix,ported,b2_q256_kv1024_d64_full,1,40.4649,40.9424,40.4649,1.18,0.999996910144017,322,0.00084,False,0.0,40.465,40.4716,39.7641,1.0178,39.7641,trn2.48xlarge
nkilib_attention_cte,attention,ca1c88a85,104,jburtoft,fix,ported,b1_s1024_d64_causal,1,51.7366,52.3324,51.7366,1.152,0.9999976372909297,403,4e-05,False,0.001,51.736,52.1208,52.0224,1.0019,52.0224,trn2.48xlarge
nkilib_attention_cte,attention,c4b43b319,105,jburtoft,fix,ported,b1_s512_d128_causal,1,35.4691,36.4008,35.4691,2.627,0.9999996525161696,228,0.0,False,0.0,35.469,35.7516,35.7466,1.0001,35.7466,trn2.48xlarge
nkilib_attention_cte,attention,c4b43b319,105,jburtoft,fix,ported,b2_q256_kv1024_d64_full,1,40.6299,40.2249,40.2249,1.007,0.999996910144017,322,0.00094,False,0.0,40.225,40.1499,39.9066,1.0061,39.9066,trn2.48xlarge
nkilib_attention_cte,attention,c4b43b319,105,jburtoft,fix,ported,b1_s1024_d64_causal,1,51.8674,52.2741,51.8674,0.784,0.9999976372909297,403,2e-05,False,0.027,51.84,52.2833,51.8708,1.008,51.8708,trn2.48xlarge
nkilib_attention_cte,attention,c25c9f36e,106,jburtoft,fix,ported,b1_s512_d128_causal,1,35.6741,35.5966,35.5966,0.218,0.9999996525161696,228,0.0,False,0.0,35.597,34.9866,35.9999,1.029,34.9866,trn2.48xlarge
nkilib_attention_cte,attention,c25c9f36e,106,jburtoft,fix,ported,b2_q256_kv1024_d64_full,1,39.8633,41.6041,39.8633,4.367,0.999996910144017,322,0.00091,False,0.0,39.863,39.5366,39.5883,1.0013,39.5366,trn2.48xlarge
nkilib_attention_cte,attention,c25c9f36e,106,jburtoft,fix,ported,b1_s1024_d64_causal,1,52.0841,53.0766,52.0841,1.906,0.9999976372909297,403,8e-05,False,0.006,52.078,51.8083,52.1908,1.0074,51.8083,trn2.48xlarge
nkilib_attention_cte,attention,ce9ef98fc,107,nki-lib,mainline,ported,b1_s512_d128_causal,1,35.8499,35.9058,35.8499,0.156,0.9999996525161696,231,0.0,False,0.0,35.85,35.8974,35.9766,1.0022,35.8974,trn2.48xlarge
nkilib_attention_cte,attention,ce9ef98fc,107,nki-lib,mainline,ported,b2_q256_kv1024_d64_full,1,40.4983,40.6016,40.4983,0.255,0.9999969098855456,322,0.00094,False,0.0,40.498,41.1658,41.0799,1.0021,41.0799,trn2.48xlarge
nkilib_attention_cte,attention,ce9ef98fc,107,nki-lib,mainline,ported,b1_s1024_d64_causal,1,51.5341,51.9291,51.5341,0.766,0.9999976373230489,407,4e-05,False,0.002,51.532,51.0041,51.5841,1.0114,51.0041,trn2.48xlarge
nkilib_attention_cte__d256,attention,2.32,1,nki-lib,release,ported,b1_s512_d256_causal,1,37.9374,37.9958,37.9374,0.154,0.9999977799454328,242,0.0,False,0.0,37.937,37.5058,37.8783,1.0099,37.5058,trn2.48xlarge
nkilib_attention_cte__d256,attention,2.32,1,nki-lib,release,ported,b2_q256_kv1024_d256_full,1,47.0333,46.8433,46.8433,0.406,0.9999969520297132,359,0.0,False,0.0,46.843,47.0883,47.0433,1.001,47.0433,trn2.48xlarge
nkilib_attention_cte__d256,attention,2.33,2,nki-lib,release,ported,b1_s512_d256_causal,1,31.4475,31.7024,31.4475,0.811,0.9999977799454328,240,0.0,False,0.0,31.448,30.6158,31.5508,1.0305,30.6158,trn2.48xlarge
nkilib_attention_cte__d256,attention,2.33,2,nki-lib,release,ported,b2_q256_kv1024_d256_full,1,47.9083,46.9474,46.9474,2.047,0.9999969519599937,344,0.0,False,0.001,46.946,46.3583,47.0774,1.0155,46.3583,trn2.48xlarge
nkilib_attention_cte__d256,attention,c715b2187,11,jburtoft,feature,ported,b1_s512_d256_causal,1,38.2691,37.8408,37.8408,1.132,0.9999977799454328,239,0.0,False,0.0,37.841,37.5616,37.6891,1.0034,37.5616,trn2.48xlarge
nkilib_attention_cte__d256,attention,c715b2187,11,jburtoft,feature,ported,b2_q256_kv1024_d256_full,1,46.9033,47.5941,46.9033,1.473,0.9999969520297132,351,0.00013,False,0.026,46.877,47.4458,46.8191,1.0134,46.8191,trn2.48xlarge
nkilib_attention_cte__d256,attention,c9b0c2e04,12,jburtoft,fix,ported,b1_s512_d256_causal,1,48.5358,48.6441,48.5358,0.223,0.9999977799454328,271,2e-05,False,0.0,48.536,48.3733,48.1158,1.0054,48.1158,trn2.48xlarge
nkilib_attention_cte__d256,attention,c9b0c2e04,12,jburtoft,fix,ported,b2_q256_kv1024_d256_full,1,57.8124,57.6424,57.6424,0.295,0.9999969520297132,380,0.0,False,0.0,57.642,57.0224,55.2974,1.0312,55.2974,trn2.48xlarge
nkilib_attention_cte__d256,attention,ca1c88a85,13,jburtoft,fix,ported,b1_s512_d256_causal,1,49.7316,48.5616,48.5616,2.409,0.9999977799454328,272,4e-05,False,0.002,48.56,48.1033,48.8091,1.0147,48.1033,trn2.48xlarge
nkilib_attention_cte__d256,attention,ca1c88a85,13,jburtoft,fix,ported,b2_q256_kv1024_d256_full,1,56.9532,57.1216,56.9532,0.296,0.9999969520297132,381,0.0,False,0.0,56.953,56.8199,55.9432,1.0157,55.9432,trn2.48xlarge
nkilib_attention_cte__d256,attention,c4b43b319,14,jburtoft,fix,ported,b1_s512_d256_causal,1,48.7399,48.6133,48.6133,0.26,0.9999977799454328,272,0.00026,False,0.0,48.613,48.7474,49.1858,1.009,48.7474,trn2.48xlarge
nkilib_attention_cte__d256,attention,c4b43b319,14,jburtoft,fix,ported,b2_q256_kv1024_d256_full,1,56.1366,57.3024,56.1366,2.077,0.9999969520297132,381,0.0,False,0.0,56.137,56.9016,57.4207,1.0091,56.9016,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,2.32,1,nki-lib,release,ported,s2048_4x512_full,1,94.0257,93.5707,93.5707,0.486,0.999996522783688,1401,0.00232,False,0.23,93.341,93.7974,92.2299,1.017,92.2299,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,2.32,1,nki-lib,release,ported,s2048_unaligned_causal,1,89.4307,90.4174,89.4307,1.103,0.9999975434369631,937,3e-05,False,0.0,89.431,90.524,89.8057,1.008,89.8057,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,2.33,2,nki-lib,release,ported,s2048_4x512_full,1,97.0249,96.2057,96.2057,0.852,0.999996522783688,1328,0.03747,False,0.218,95.988,96.7298,97.0523,1.0033,96.7298,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,2.33,2,nki-lib,release,ported,s2048_unaligned_causal,1,79.6624,79.8032,79.6624,0.177,0.9999975434760754,909,0.00018,False,0.0,79.662,80.2649,79.9365,1.0041,79.9365,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cdbddfa3e,11,jburtoft,rejected;tile-pruning,ported,s2048_4x512_full,1,75.3249,76.2982,75.3249,1.292,0.999996522783688,598,2e-05,False,0.0,75.324,76.7332,76.3165,1.0055,76.3165,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cdbddfa3e,11,jburtoft,rejected;tile-pruning,ported,s2048_unaligned_causal,1,83.9424,82.8474,82.8474,1.322,0.9999975434369631,646,2e-05,False,0.002,82.845,83.7457,83.8782,1.0016,83.7457,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cceabdb3a,12,jburtoft,wip;tile-pruning;fix,ported,s2048_4x512_full,1,84.8149,83.8157,83.8157,1.192,0.999996522783688,1062,4e-05,False,0.0,83.816,83.8232,84.3182,1.0059,83.8232,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cceabdb3a,12,jburtoft,wip;tile-pruning;fix,ported,s2048_unaligned_causal,1,86.059,86.1574,86.059,0.114,0.9999975434369631,839,0.0003,False,0.001,86.058,85.559,84.884,1.008,84.884,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c4e277ad0,13,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,84.2724,83.7324,83.7324,0.645,0.999996522783688,1062,1e-05,False,0.0,83.732,84.5365,83.7315,1.0096,83.7315,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c4e277ad0,13,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,85.5357,85.4549,85.4549,0.095,0.9999975434369631,839,0.00028,False,0.001,85.454,85.1699,85.9957,1.0097,85.1699,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c0ae44bc7,14,jburtoft,rejected;tile-pruning,ported,s2048_4x512_full,1,84.4665,83.4965,83.4965,1.162,0.999996522783688,1062,0.0,False,0.0,83.496,83.9107,84.1465,1.0028,83.9107,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c0ae44bc7,14,jburtoft,rejected;tile-pruning,ported,s2048_unaligned_causal,1,84.9365,86.234,84.9365,1.528,0.9999975434369631,839,0.00032,False,0.002,84.935,85.299,84.944,1.0042,84.944,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c41b61da8,15,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,82.7274,83.8224,82.7274,1.324,0.999996522783688,1062,0.0003,False,0.002,82.725,84.0657,83.6782,1.0046,83.6782,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c41b61da8,15,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,85.5432,86.1924,85.5432,0.759,0.9999975434369631,839,0.00031,False,0.0,85.543,85.6282,85.6049,1.0003,85.6049,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,caddd694b,16,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,83.3357,85.314,83.3357,2.374,0.999996522783688,1062,0.00028,False,0.0,83.336,84.1107,84.4624,1.0042,84.1107,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,caddd694b,16,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,84.844,85.5074,84.844,0.782,0.9999975434369631,839,0.00033,False,0.003,84.841,84.8124,85.764,1.0112,84.8124,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cb428f4d5,17,jburtoft,wip;tile-pruning;fix,ported,s2048_4x512_full,1,84.089,84.3657,84.089,0.329,0.999996522783688,1062,0.00038,False,0.001,84.088,82.9474,84.2649,1.0159,82.9474,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cb428f4d5,17,jburtoft,wip;tile-pruning;fix,ported,s2048_unaligned_causal,1,85.2907,84.9457,84.9457,0.406,0.9999975434369631,839,0.00032,False,0.0,84.946,84.969,86.864,1.0223,84.969,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cfa3b60ab,18,jburtoft,wip;tile-pruning;fix,ported,s2048_4x512_full,1,83.1232,83.3982,83.1232,0.331,0.999996522783688,1062,0.00029,False,0.0,83.123,83.9549,83.8507,1.0012,83.8507,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cfa3b60ab,18,jburtoft,wip;tile-pruning;fix,ported,s2048_unaligned_causal,1,85.8915,85.5282,85.5282,0.425,0.9999975434369631,839,0.00033,False,0.0,85.528,85.2249,84.6374,1.0069,84.6374,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cc5828660,19,jburtoft,wip;tile-pruning;feature,ported,s2048_4x512_full,1,83.1024,83.2007,83.1024,0.118,0.999996522783688,1062,4e-05,False,0.0,83.102,83.5665,84.2374,1.008,83.5665,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cc5828660,19,jburtoft,wip;tile-pruning;feature,ported,s2048_unaligned_causal,1,85.3274,85.4199,85.3274,0.108,0.9999975434369631,839,0.0003,False,0.0,85.327,86.1949,85.5882,1.0071,85.5882,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cce84c2f3,20,jburtoft,wip;tile-pruning;optimization,ported,s2048_4x512_full,1,83.3915,83.9724,83.3915,0.697,0.999996522783688,1101,4e-05,False,0.0,83.392,82.7857,83.8774,1.0132,82.7857,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cce84c2f3,20,jburtoft,wip;tile-pruning;optimization,ported,s2048_unaligned_causal,1,84.979,85.9049,84.979,1.09,0.9999975434369631,872,0.00032,False,0.0,84.979,85.8324,85.859,1.0003,85.8324,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c6bbca8f3,21,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,84.849,82.919,82.919,2.328,0.999996522783688,1101,0.00037,False,0.002,82.917,85.259,84.4832,1.0092,84.4832,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c6bbca8f3,21,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,86.5432,86.5282,86.5282,0.017,0.9999975434369631,872,0.00029,False,0.004,86.524,86.389,86.4957,1.0012,86.389,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c3afcbd17,22,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,84.9532,84.4357,84.4357,0.613,0.999996522783688,1101,0.00028,False,0.0,84.436,84.7565,85.2974,1.0064,84.7565,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c3afcbd17,22,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,85.8815,86.2132,85.8815,0.386,0.9999975434369631,872,0.00033,False,0.002,85.88,86.4665,84.6632,1.0213,84.6632,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c8591763f,23,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,85.9857,85.304,85.304,0.799,0.999996522783688,1102,3e-05,False,0.0,85.304,84.5915,85.294,1.0083,84.5915,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c8591763f,23,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,86.1024,86.1432,86.1024,0.047,0.9999975434369631,872,0.00031,False,0.004,86.099,86.8332,86.1857,1.0075,86.1857,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c2355f9e3,24,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,84.689,83.979,83.979,0.845,0.999996522783688,1102,0.00024,False,0.0,83.979,84.4599,84.364,1.0011,84.364,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,c2355f9e3,24,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,85.8699,86.1124,85.8699,0.282,0.9999975434369631,872,0.00031,False,0.0,85.87,85.9657,85.784,1.0021,85.784,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cee0dff71,25,jburtoft,wip;tile-pruning,ported,s2048_4x512_full,1,84.3374,83.7574,83.7574,0.692,0.999996522783688,1102,0.00026,False,0.0,83.757,85.4907,84.4682,1.0121,84.4682,trn2.48xlarge
nkilib_attention_cte__seqpack,attention,cee0dff71,25,jburtoft,wip;tile-pruning,ported,s2048_unaligned_causal,1,86.2299,85.744,85.744,0.567,0.9999975434369631,872,0.00031,False,0.0,85.744,86.6307,85.5724,1.0124,85.5724,trn2.48xlarge
nkilib_attention_tkg,attention,2.32,1,nki-lib,release,ported,b4_h2_sa7_sp512_d128,2,51.4016,52.8299,51.4016,2.779,0.9999983699136334,646,0.00021,False,0.0,51.402,52.8499,53.1541,1.0058,52.8499,trn2.48xlarge
nkilib_attention_tkg,attention,2.32,1,nki-lib,release,ported,b4_h2_sa7_sp2048_d128_tpk,2,49.4441,50.7124,49.4441,2.565,0.9999983755320578,878,0.0083,False,0.0,49.444,50.2499,49.7474,1.0101,49.7474,trn2.48xlarge
nkilib_attention_tkg,attention,2.32,1,nki-lib,release,ported,b4_h2_sa7_sp512_d64_tpk,2,46.2666,45.8449,45.8449,0.92,0.999998444730485,651,0.0,False,0.0,45.845,46.6483,45.5774,1.0235,45.5774,trn2.48xlarge
nkilib_attention_tkg,attention,2.33a,2,nki-lib,release,ported,b4_h2_sa7_sp512_d128,2,52.3307,52.7566,52.3307,0.814,0.9999983699136334,647,0.00027,False,0.0,52.331,53.0858,52.2783,1.0154,52.2783,trn2.48xlarge
nkilib_attention_tkg,attention,2.33a,2,nki-lib,release,ported,b4_h2_sa7_sp2048_d128_tpk,2,50.7508,49.8141,49.8141,1.88,0.9999983755320578,879,0.00863,False,0.0,49.814,51.5066,50.1641,1.0268,50.1641,trn2.48xlarge
nkilib_attention_tkg,attention,2.33a,2,nki-lib,release,ported,b4_h2_sa7_sp512_d64_tpk,2,48.7674,47.3149,47.3149,3.07,0.999998444730485,652,0.0,False,0.0,47.315,65.6582,45.2624,1.4506,45.2624,trn2.48xlarge
nkilib_attention_tkg,attention,2.33b,3,nki-lib,release,ported,b4_h2_sa7_sp512_d128,2,52.3749,52.7233,52.3749,0.665,0.9999983699136334,645,0.00026,False,0.0,52.375,52.9141,53.6457,1.0138,52.9141,trn2.48xlarge
nkilib_attention_tkg,attention,2.33b,3,nki-lib,release,ported,b4_h2_sa7_sp2048_d128_tpk,2,50.0116,50.7674,50.0116,1.511,0.9999983755320578,877,0.01687,False,0.0,50.012,49.7449,50.6574,1.0183,49.7449,trn2.48xlarge
nkilib_attention_tkg,attention,2.33b,3,nki-lib,release,ported,b4_h2_sa7_sp512_d64_tpk,2,47.4566,46.9608,46.9608,1.056,0.999998444730485,651,0.0,False,0.0,46.961,46.8724,46.5516,1.0069,46.5516,trn2.48xlarge
nkilib_attention_tkg,attention,2.33c,4,nki-lib,release,ported,b4_h2_sa7_sp512_d128,2,52.8799,52.3582,52.3582,0.996,0.9999983699136334,646,0.00017,False,0.0,52.358,52.8758,53.1066,1.0044,52.8758,trn2.48xlarge
nkilib_attention_tkg,attention,2.33c,4,nki-lib,release,ported,b4_h2_sa7_sp2048_d128_tpk,2,50.3999,48.9008,48.9008,3.066,0.9999983755320578,878,0.00861,False,0.0,48.901,51.1941,52.4608,1.0247,51.1941,trn2.48xlarge
nkilib_attention_tkg,attention,2.33c,4,nki-lib,release,ported,b4_h2_sa7_sp512_d64_tpk,2,47.2541,46.1674,46.1674,2.354,0.999998444730485,651,0.0,False,0.0,46.167,47.2783,47.3191,1.0009,47.2783,trn2.48xlarge
nkilib_attention_tkg,attention,2.33d,5,nki-lib,release,ported,b4_h2_sa7_sp512_d128,2,52.4099,52.4357,52.4099,0.049,0.9999983699136334,649,0.0003,False,0.0,52.41,51.7799,52.6524,1.0169,51.7799,trn2.48xlarge
nkilib_attention_tkg,attention,2.33d,5,nki-lib,release,ported,b4_h2_sa7_sp2048_d128_tpk,2,50.9241,50.3658,50.3658,1.108,0.9999983755320578,877,0.01722,False,0.0,50.366,50.3283,49.6916,1.0128,49.6916,trn2.48xlarge
nkilib_attention_tkg,attention,2.33d,5,nki-lib,release,ported,b4_h2_sa7_sp512_d64_tpk,2,47.0324,45.9366,45.9366,2.385,0.999998444730485,647,0.0,False,0.0,45.937,45.9699,47.8474,1.0408,45.9699,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig1,attention,2.30,1,nki-lib,release,ported,b4_q1_ctx4096_sa5,2,29.1075,28.86,28.86,0.858,1.0,214,0.0,False,0.0,28.86,29.0508,28.6675,1.0134,28.6675,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig1,attention,2.30,1,nki-lib,release,ported,b4_q2_ctx2048_sa7_am,2,24.1008,23.795,23.795,1.285,1.0,222,0.0,False,0.0,23.795,23.38,23.9366,1.0238,23.38,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig1,attention,2.31,2,nki-lib,release,ported,b4_q1_ctx4096_sa5,2,28.67,28.2366,28.2366,1.535,1.0,220,0.0,False,0.0,28.237,27.8416,28.595,1.0271,27.8416,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig1,attention,2.31,2,nki-lib,release,ported,b4_q2_ctx2048_sa7_am,2,24.1775,24.2083,24.1775,0.127,1.0,222,0.0,False,0.0,24.177,24.07,24.255,1.0077,24.07,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig2,attention,2.32,1,nki-lib,release,ported,b4_q1_ctx4096_sa5,2,22.3908,22.4183,22.3908,0.123,1.0,212,0.0,False,0.0,22.391,22.3983,22.3325,1.0029,22.3325,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig2,attention,2.32,1,nki-lib,release,ported,b4_q2_ctx2048_sa7_am,2,22.5516,22.8916,22.5516,1.508,1.0,195,0.0,False,0.0,22.552,22.6075,22.6341,1.0012,22.6075,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig2,attention,2.33a,2,nki-lib,release,ported,b4_q1_ctx4096_sa5,2,21.8708,22.4483,21.8708,2.641,1.0,206,0.0,False,0.0,21.871,22.335,22.7408,1.0182,22.335,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig2,attention,2.33a,2,nki-lib,release,ported,b4_q2_ctx2048_sa7_am,2,22.3816,22.0791,22.0791,1.37,1.0,193,0.0,False,0.0,22.079,23.0091,22.7575,1.0111,22.7575,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig3,attention,2.33b,1,nki-lib,release,ported,b4_q1_ctx4096_sa5,2,29.7316,29.935,29.7316,0.684,1.0,206,0.0,False,0.0,29.732,30.2833,28.9233,1.047,28.9233,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig3,attention,2.33b,1,nki-lib,release,ported,b4_q2_ctx2048_sa7_am,2,24.1233,24.0583,24.0583,0.27,1.0,198,0.0,False,0.0,24.058,23.8091,23.9416,1.0056,23.8091,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig3,attention,2.33c,2,nki-lib,release,ported,b4_q1_ctx4096_sa5,2,29.8241,29.5908,29.5908,0.788,1.0,218,0.0,False,0.0,29.591,30.1208,29.5766,1.0184,29.5766,trn2.48xlarge
nkilib_gen_mask_tkg_hbm__sig3,attention,2.33c,2,nki-lib,release,ported,b4_q2_ctx2048_sa7_am,2,24.4266,24.7141,24.4266,1.177,1.0,199,0.0,False,0.0,24.427,24.3808,23.9533,1.0178,23.9533,trn2.48xlarge
nkilib_ms_deformable_attention,attention,2.31,1,nki-lib,release,ported,b1_q256_h8_c32_l4_p8,1,1156.299,1154.724,1154.724,0.136,0.9999927113094705,9604,0.00113,False,0.012,1154.712,1157.7574,1154.7932,1.0026,1154.7932,trn2.48xlarge
nkilib_ms_deformable_attention,attention,2.31,1,nki-lib,release,ported,b1_q263_h8_c32_l4_p8,1,2672.9808,2670.7575,2670.7575,0.083,0.9999928000307565,14431,0.00076,False,0.009,2670.748,2671.4841,2672.6434,1.0004,2671.4841,trn2.48xlarge
nkilib_ms_deformable_attention,attention,2.33,2,nki-lib,release,ported,b1_q256_h8_c32_l4_p8,1,1029.2551,1028.5068,1028.5068,0.073,0.9999960733975678,8028,0.00094,False,0.0,1028.507,1028.6317,1029.4768,1.0008,1028.6317,trn2.48xlarge
nkilib_ms_deformable_attention,attention,2.33,2,nki-lib,release,ported,b1_q263_h8_c32_l4_p8,1,5862.6542,5863.2442,5862.6542,0.01,0.9999962328282345,20158,0.00038,False,0.0,5862.654,5861.9352,5865.1832,1.0006,5861.9352,trn2.48xlarge
nkilib_ms_deformable_attention_bwd,attention,2.31,1,nki-lib,release,ported,b1_q256_h8_c32_l4_p8,2,4880.2583,4881.2856,4880.2583,0.021,0.9999828725920927,32182,0.0,False,0.002,4880.256,4883.8942,4899.6871,1.0032,4883.8942,trn2.48xlarge
nkilib_ms_deformable_attention_bwd,attention,2.31,1,nki-lib,release,ported,b1_q263_h8_c32_l4_p8,2,11665.9757,11733.6623,11665.9757,0.58,0.9999826448996745,62487,1e-05,False,0.003,11665.973,11854.1615,12080.2466,1.0191,11854.1615,trn2.48xlarge
nkilib_ms_deformable_attention_bwd,attention,2.32,2,nki-lib,release,ported,b1_q256_h8_c32_l4_p8,2,4875.0066,4901.2741,4875.0066,0.539,0.9999828725920927,32254,0.0,False,0.002,4875.005,4892.2133,4859.8475,1.0067,4859.8475,trn2.48xlarge
nkilib_ms_deformable_attention_bwd,attention,2.32,2,nki-lib,release,ported,b1_q263_h8_c32_l4_p8,2,11870.387,12037.8919,11870.387,1.411,0.9999826448996745,62494,1e-05,False,0.004,11870.384,12061.7459,11885.1932,1.0149,11885.1932,trn2.48xlarge
nkilib_ms_deformable_attention_bwd,attention,2.33,3,nki-lib,release,ported,b1_q256_h8_c32_l4_p8,2,4884.5257,4887.9851,4884.5257,0.071,0.9999828725920927,30504,3e-05,False,0.005,4884.521,4883.3415,4876.988,1.0013,4876.988,trn2.48xlarge
nkilib_ms_deformable_attention_bwd,attention,2.33,3,nki-lib,release,ported,b1_q263_h8_c32_l4_p8,2,11786.0176,11782.0371,11782.0371,0.034,0.9999826448996745,58653,4e-05,False,0.008,11782.03,11859.5958,11878.6618,1.0016,11859.5958,trn2.48xlarge
nkilib_rope,attention,2.28,1,nki-lib,release,ported,d128_b1_h512_s128,2,369.3311,369.1586,369.1586,0.047,0.9999959783884041,259,0.0,False,0.0,369.159,368.4894,368.3603,1.0004,368.3603,trn2.48xlarge
nkilib_rope,attention,2.28,1,nki-lib,release,ported,d64_b64_h8_s128,2,279.8029,271.1179,271.1179,3.203,0.9999959665774075,285,0.0,False,0.0,271.118,270.9804,272.3262,1.005,270.9804,trn2.48xlarge
nkilib_rope,attention,2.28,1,nki-lib,release,ported,d128_b4_h8_s1024,2,108.6548,107.8857,107.8857,0.713,0.9999959685249628,130,0.0,False,0.0,107.886,108.174,108.2965,1.0011,108.174,trn2.48xlarge
nkilib_rope,attention,2.29,2,nki-lib,release,ported,d128_b1_h512_s128,2,368.4094,368.1436,368.1436,0.072,0.9999959783884041,244,0.0,False,0.0,368.144,369.0686,368.9494,1.0003,368.9494,trn2.48xlarge
nkilib_rope,attention,2.29,2,nki-lib,release,ported,d64_b64_h8_s128,2,272.1754,271.8662,271.8662,0.114,0.9999959665774075,285,0.0,False,0.0,271.866,278.4696,271.3837,1.0261,271.3837,trn2.48xlarge
nkilib_rope,attention,2.29,2,nki-lib,release,ported,d128_b4_h8_s1024,2,107.9998,108.0348,107.9998,0.032,0.9999959685249628,126,0.0,False,0.0,108.0,108.4232,108.2307,1.0018,108.2307,trn2.48xlarge
nkilib_rope,attention,2.31,3,nki-lib,release,ported,d128_b1_h512_s128,2,368.1119,369.9528,368.1119,0.5,0.9999959783884041,244,0.0,False,0.0,368.112,369.4669,368.1611,1.0035,368.1611,trn2.48xlarge
nkilib_rope,attention,2.31,3,nki-lib,release,ported,d64_b64_h8_s128,2,271.8921,270.3088,270.3088,0.586,0.9999959665774075,285,0.0,False,0.0,270.309,268.5929,282.8012,1.0529,268.5929,trn2.48xlarge
nkilib_rope,attention,2.31,3,nki-lib,release,ported,d128_b4_h8_s1024,2,107.9023,107.864,107.864,0.036,0.9999959685249628,130,0.0,False,0.0,107.864,108.3982,108.399,1.0,108.3982,trn2.48xlarge
nkilib_rope,attention,2.32,4,nki-lib,release,ported,d128_b1_h512_s128,2,288.8012,294.0879,288.8012,1.831,0.9999959783884041,178,0.0,False,0.0,288.801,287.8079,289.467,1.0058,287.8079,trn2.48xlarge
nkilib_rope,attention,2.32,4,nki-lib,release,ported,d64_b64_h8_s128,2,179.8389,177.9947,177.9947,1.036,0.9999959665774075,194,0.0,False,0.0,177.995,177.3639,175.3289,1.0116,175.3289,trn2.48xlarge
nkilib_rope,attention,2.32,4,nki-lib,release,ported,d128_b4_h8_s1024,2,101.7548,101.199,101.199,0.549,0.9999959685249628,158,0.0,False,0.0,101.199,101.5798,101.4215,1.0016,101.4215,trn2.48xlarge
nkilib_rope,attention,caf64d7f2,101,jburtoft,feature,ported,d128_b1_h512_s128,2,371.2994,368.7144,368.7144,0.701,0.9999959783884041,295,0.0,False,0.0,368.714,370.1269,368.6636,1.004,368.6636,trn2.48xlarge
nkilib_rope,attention,caf64d7f2,101,jburtoft,feature,ported,d64_b64_h8_s128,2,268.8596,275.0437,268.8596,2.3,0.9999959665774075,235,0.0,False,0.0,268.86,282.1104,270.2271,1.044,270.2271,trn2.48xlarge
nkilib_rope,attention,caf64d7f2,101,jburtoft,feature,ported,d128_b4_h8_s1024,2,108.2857,110.1457,108.2857,1.718,0.9999959685249628,130,0.0,False,0.0,108.286,108.0548,108.3057,1.0023,108.0548,trn2.48xlarge
nkilib_rope,attention,c7cce0205,102,jburtoft,feature,ported,d128_b1_h512_s128,2,368.4294,369.8294,368.4294,0.38,0.9999959783884041,243,0.0,False,0.0,368.429,368.4719,368.4502,1.0001,368.4502,trn2.48xlarge
nkilib_rope,attention,c7cce0205,102,jburtoft,feature,ported,d64_b64_h8_s128,2,276.9812,272.6762,272.6762,1.579,0.9999959665774075,285,0.0,False,0.0,272.676,267.9204,276.0787,1.0305,267.9204,trn2.48xlarge
nkilib_rope,attention,c7cce0205,102,jburtoft,feature,ported,d128_b4_h8_s1024,2,108.7665,107.9065,107.9065,0.797,0.9999959685249628,130,0.0,False,0.0,107.906,107.9015,107.7448,1.0015,107.7448,trn2.48xlarge
nkilib_rope_hf,attention,2.28,1,nki-lib,release,ported,b1_q32_k8_s256_d128_f32,2,72.9724,72.8341,72.8341,0.19,0.9999999999999991,775,0.0,False,0.0,72.834,76.0949,73.2499,1.0388,73.2499,trn2.48xlarge
nkilib_rope_hf,attention,2.28,1,nki-lib,release,ported,b2_q16_k4_s512_d128_bf16,2,86.754,87.0615,86.754,0.354,0.9999971168479289,780,0.0,False,0.0,86.754,86.7624,86.6915,1.0008,86.6915,trn2.48xlarge
nkilib_rope_hf,attention,2.28,1,nki-lib,release,ported,b1_q32_k8_s512_d64_f32,2,84.9265,84.9574,84.9265,0.036,0.9999999999999991,776,0.0,False,0.0,84.927,85.4324,84.7507,1.008,84.7507,trn2.48xlarge
nkilib_rope_hf,attention,2.31,2,nki-lib,release,ported,b1_q32_k8_s256_d128_f32,2,73.409,73.3666,73.3666,0.058,0.9999999999999991,774,0.0,False,0.0,73.367,75.1116,73.3549,1.0239,73.3549,trn2.48xlarge
nkilib_rope_hf,attention,2.31,2,nki-lib,release,ported,b2_q16_k4_s512_d128_bf16,2,86.9957,87.2657,86.9957,0.31,0.9999971168479289,781,0.0,False,0.0,86.996,86.9274,86.6574,1.0031,86.6574,trn2.48xlarge
nkilib_rope_hf,attention,2.31,2,nki-lib,release,ported,b1_q32_k8_s512_d64_f32,2,85.2624,85.8357,85.2624,0.672,0.9999999999999991,775,0.0,False,0.0,85.262,85.1249,85.8107,1.0081,85.1249,trn2.48xlarge
nkilib_swa_fused_cte,attention,2.32,1,nki-lib,release;technique-altered,ported,tp4_tiny_prior0,2,72.1132,70.2466,70.2466,2.657,0.9999952788764835,1202,0.00388,False,0.013,70.234,69.6532,69.4757,1.0026,69.4757,trn2.48xlarge
nkilib_swa_fused_cte,attention,2.32,1,nki-lib,release;technique-altered,ported,tp4_tiny_prior128,2,69.7807,71.1532,69.7807,1.967,0.9999974502345658,1201,0.00366,False,0.027,69.754,70.1932,71.6682,1.021,70.1932,trn2.48xlarge
nkilib_swa_fused_cte,attention,2.32,1,nki-lib,release;technique-altered,ported,tp8_tiny_prior128,2,61.5666,60.4774,60.4774,1.801,0.999997300683052,945,1e-05,False,0.001,60.477,61.0124,60.5324,1.0079,60.5324,trn2.48xlarge
nkilib_swa_fused_cte,attention,2.33,2,nki-lib,release,ported,tp4_tiny_prior0,2,69.6074,71.3249,69.6074,2.467,0.9999952788764835,1225,0.00391,False,0.015,69.593,72.1457,71.3049,1.0118,71.3049,trn2.48xlarge
nkilib_swa_fused_cte,attention,2.33,2,nki-lib,release,ported,tp4_tiny_prior128,2,71.9299,71.2966,71.2966,0.888,0.9999974502345658,1239,0.00431,False,0.027,71.27,70.6074,70.9107,1.0043,70.6074,trn2.48xlarge
nkilib_swa_fused_cte,attention,2.33,2,nki-lib,release,ported,tp8_tiny_prior128,2,61.3582,59.7099,59.7099,2.761,0.999997300683052,946,5e-05,False,0.002,59.707,60.0707,60.4099,1.0056,60.0707,trn2.48xlarge
pv_head_pairs_d64,attention,serial,1,jburtoft,baseline,ported,h4_s64,1,40.1508,41.3849,40.1508,3.074,0.9999985058308429,139,0.0,False,0.002,40.149,40.5999,41.6274,1.0253,40.5999,trn2.48xlarge
pv_head_pairs_d64,attention,serial,1,jburtoft,baseline,ported,h20_s128,1,102.1423,102.924,102.1423,0.765,0.9999986240352755,367,0.0,False,0.0,102.142,95.0257,102.3607,1.0772,95.0257,trn2.48xlarge
pv_head_pairs_d64,attention,rowtile,2,jburtoft,optimization,ported,h4_s64,1,40.9158,41.2158,40.9158,0.733,0.9999985058308429,125,0.0,False,0.0,40.916,40.1991,41.0666,1.0216,40.1991,trn2.48xlarge
pv_head_pairs_d64,attention,rowtile,2,jburtoft,optimization,ported,h20_s128,1,82.509,82.9599,82.509,0.546,0.9999986240352755,327,0.0,False,0.0,82.509,88.104,83.0299,1.0611,83.0299,trn2.48xlarge
pv_head_pairs_d64,attention,rowtile_amortized,3,jburtoft,optimization,ported,h4_s64,1,40.3674,40.6141,40.3674,0.611,0.9999985058308429,125,0.0,False,0.0,40.367,41.0474,40.7383,1.0076,40.7383,trn2.48xlarge
pv_head_pairs_d64,attention,rowtile_amortized,3,jburtoft,optimization,ported,h20_s128,1,88.5532,88.7132,88.5532,0.181,0.9999986240352755,327,0.0,False,0.001,88.552,83.1174,88.5632,1.0655,83.1174,trn2.48xlarge
pv_pair_d64,attention,pair_primitive,1,jburtoft,shipped,ported,s128_n1,1,31.2508,31.2133,31.2133,0.12,0.9999984920239886,83,0.0,False,0.0,31.213,31.7883,30.7058,1.0353,30.7058,trn2.48xlarge
pv_pair_d64,attention,pair_primitive,1,jburtoft,shipped,ported,s128_n64,1,20.8766,20.7658,20.7658,0.534,0.9999986415098638,83,0.0,False,0.0,20.766,20.3716,20.9208,1.027,20.3716,trn2.48xlarge
qk_head_pairs_packed_k64,attention,v6_pair_k64,1,jburtoft,rejected,ported,r4,1,21.9358,21.9741,21.9358,0.175,0.9999999999999993,95,0.0,False,0.0,21.936,21.9316,21.5775,1.0164,21.5775,trn2.48xlarge
qk_head_pairs_packed_k64,attention,v6_pair_k64,1,jburtoft,rejected,ported,r16,1,28.5191,28.275,28.275,0.863,0.9999999999999912,142,0.00095,False,0.027,28.248,28.7808,28.3641,1.0147,28.3641,trn2.48xlarge
qk_heads_packed_k32,attention,v1_shared_explicit,1,jburtoft,shipped,ported,r4,1,23.9066,24.4041,23.9066,2.081,0.9999999999999994,105,0.0,False,0.0,23.907,24.63,24.3075,1.0133,24.3075,trn2.48xlarge
qk_heads_packed_k32,attention,v1_shared_explicit,1,jburtoft,shipped,ported,r16,1,36.2316,35.9874,35.9874,0.679,0.9999999999999916,176,0.00186,False,0.067,35.92,35.6783,35.8866,1.0058,35.6783,trn2.48xlarge
qk_heads_packed_k32,attention,v3_separate_explicit,2,jburtoft,rejected,ported,r4,1,22.7658,22.74,22.74,0.113,0.9999999999999994,126,0.0,False,0.0,22.74,22.755,22.9733,1.0096,22.755,trn2.48xlarge
qk_heads_packed_k32,attention,v3_separate_explicit,2,jburtoft,rejected,ported,r16,1,32.5283,32.4058,32.4058,0.378,0.9999999999999916,269,0.00825,False,0.268,32.138,31.9141,32.1625,1.0078,31.9141,trn2.48xlarge
qk_heads_packed_k32,attention,v4_shared_implicit,3,jburtoft,rejected,ported,r4,1,24.5575,24.4,24.4,0.645,0.9999999999999994,112,0.0018,False,0.044,24.356,24.265,24.6916,1.0176,24.265,trn2.48xlarge
qk_heads_packed_k32,attention,v4_shared_implicit,3,jburtoft,rejected,ported,r16,1,39.5249,39.5808,39.5249,0.141,0.9999999999999916,232,0.00121,False,0.048,39.477,39.7049,39.8933,1.0047,39.7049,trn2.48xlarge
qk_heads_packed_k32,attention,v5_pad128,4,jburtoft,rejected,ported,r4,1,24.0,23.8075,23.8075,0.809,0.9999999999999994,152,0.0,False,0.0,23.808,23.7475,23.3966,1.015,23.3966,trn2.48xlarge
qk_heads_packed_k32,attention,v5_pad128,4,jburtoft,rejected,ported,r16,1,32.8774,32.8958,32.8774,0.056,0.9999999999999916,343,0.00538,False,0.189,32.688,32.9699,33.3058,1.0102,32.9699,trn2.48xlarge
qk_pair_shared_k_d64,attention,pair_primitive,1,jburtoft,shipped,ported,d64_m64_s512,1,20.9558,21.4841,20.9558,2.521,0.9999986205666643,86,0.0,False,0.0,20.956,21.2525,21.6983,1.021,21.2525,trn2.48xlarge
qk_pair_shared_k_d64,attention,pair_primitive,1,jburtoft,shipped,ported,d64_m32_s256,1,20.47,20.67,20.47,0.977,0.9999986353582637,86,0.0,False,0.0,20.47,20.7841,20.2783,1.0249,20.2783,trn2.48xlarge
rope_rotate_half_dn,attention,v1,1,jburtoft,wip;technique-altered,ported,d64_n256,1,21.995,21.9725,21.9725,0.102,0.9999999999999992,69,0.0,False,0.0,21.973,22.2675,21.8233,1.0204,21.8233,trn2.48xlarge
rope_rotate_half_dn,attention,v1,1,jburtoft,wip;technique-altered,ported,d128_n512,1,25.07,24.9458,24.9458,0.498,0.9999999999999993,69,0.0,False,0.0,24.946,24.9908,25.3441,1.0141,24.9908,trn2.48xlarge
tri_attention_nnh,attention,v1,1,jburtoft,release,verbatim,n128,1,2287.5839,2282.5857,2282.5857,0.219,0.9999979597076083,23898,0.00335,False,0.023,2282.563,2049.8359,2290.3355,1.1173,2049.8359,trn2.48xlarge
tri_attention_nnh,attention,v1,1,jburtoft,release,verbatim,n256,1,13063.3656,13063.0955,13063.0955,0.002,0.9999979517908177,163089,0.00036,False,0.05,13063.046,13060.3509,13006.1563,1.0042,13006.1563,trn2.48xlarge
tri_attention_nnh,attention,v2,2,jburtoft,optimization,verbatim,n128,1,5709.487,5732.2253,5709.487,0.398,0.9999979597076083,18090,0.00322,False,0.032,5709.455,5684.1951,5690.3735,1.0011,5684.1951,trn2.48xlarge
tri_attention_nnh,attention,v2,2,jburtoft,optimization,verbatim,n256,1,23889.1579,23871.5764,23871.5764,0.074,0.9999979517908177,129016,0.00635,False,0.058,23871.518,23854.8126,23852.3614,1.0001,23852.3614,trn2.48xlarge
tri_attention_nnh,attention,submission,3,jburtoft,shipped;technique-altered,ported,n128,1,2312.3664,2319.8521,2312.3664,0.324,0.9999979597076083,23898,0.00338,False,0.022,2312.344,2316.243,2041.4419,1.1346,2041.4419,trn2.48xlarge
tri_attention_nnh,attention,submission,3,jburtoft,shipped;technique-altered,ported,n256,1,13109.9941,13113.3441,13109.9941,0.026,0.9999979517908177,163089,0.00037,False,0.056,13109.938,12984.3215,13109.385,1.0096,12984.3215,trn2.48xlarge
tri_attention_nnh,attention,submission_portable,4,jburtoft,fix,ported,n128,1,2312.0898,2309.2956,2309.2956,0.121,0.9999979597076083,23900,0.00324,False,0.023,2309.273,2314.7881,2045.0943,1.1319,2045.0943,trn2.48xlarge
tri_attention_nnh,attention,submission_portable,4,jburtoft,fix,ported,n256,1,13091.3872,13107.0474,13091.3872,0.12,0.9999979517908177,163091,0.00038,False,0.062,13091.325,12980.6455,13090.9439,1.0085,12980.6455,trn2.48xlarge
tri_attention_nnh,attention,k11,5,jburtoft,optimization,ported,n128,1,1821.8838,1819.5988,1819.5988,0.126,0.9999979597076083,23767,0.00553,False,0.002,1819.597,1822.1221,2107.1541,1.1564,1822.1221,trn2.48xlarge
tri_attention_nnh,attention,k11,5,jburtoft,optimization,ported,n256,1,12603.4599,12601.6475,12601.6475,0.014,0.9999979517908177,169188,0.00062,False,0.025,12601.622,12837.3625,12602.6459,1.0186,12602.6459,trn2.48xlarge
tri_attention_nnh,attention,k11_portable,6,jburtoft,fix,ported,n128,1,2107.8668,2101.9983,2101.9983,0.279,0.9999979597076083,23767,0.00464,False,0.026,2101.972,1819.8696,2101.0891,1.1545,1819.8696,trn2.48xlarge
tri_attention_nnh,attention,k11_portable,6,jburtoft,fix,ported,n256,1,12844.489,12835.8305,12835.8305,0.067,0.9999979517908177,169188,0.00079,False,0.023,12835.808,12838.0042,12621.9187,1.0171,12621.9187,trn2.48xlarge
tri_attention_rowbias,attention,v1,1,jburtoft,shipped,ported,n16_j128,1,309.142,307.7362,307.7362,0.457,0.9999986215027445,3032,0.00099,False,0.0,307.736,311.4103,259.2613,1.2011,259.2613,trn2.48xlarge
tri_attention_rowbias,attention,v1,1,jburtoft,shipped,ported,n8_j256,1,419.6427,419.831,419.6427,0.045,0.9999986237883056,5373,0.00093,False,0.104,419.539,406.0885,420.0577,1.0344,406.0885,trn2.48xlarge
tri_attn_cp_local_step,attention,stage_a,1,jburtoft,baseline,ported,b1_n8_h4_d32_j64,1,194.448,192.5864,192.5864,0.967,0.9999999999997876,1289,0.00263,False,0.088,192.498,197.5197,142.3031,1.388,142.3031,trn2.48xlarge
tri_attn_cp_local_step,attention,stage_a,1,jburtoft,baseline,ported,b1_n4_h4_d32_j128,1,104.9582,106.5332,104.9582,1.501,0.9999999999997358,686,0.01046,False,0.502,104.456,89.9999,105.8307,1.1759,89.9999,trn2.48xlarge
tri_attn_cp_local_step,attention,stage_c_rowtiled,2,jburtoft,optimization,ported,b1_n8_h4_d32_j64,1,121.4323,121.179,121.179,0.209,0.9999999999997876,1228,0.0018,False,0.224,120.956,120.3756,153.0014,1.271,120.3756,trn2.48xlarge
tri_attn_cp_local_step,attention,stage_c_rowtiled,2,jburtoft,optimization,ported,b1_n4_h4_d32_j128,1,78.1365,77.0799,77.0799,1.371,0.9999999999997358,651,0.0115,False,0.896,76.184,86.5474,78.7307,1.0993,78.7307,trn2.48xlarge
vit_attention_block__sig1,attention,v1.0.0,1,hugging-face,release,ported,vits_n256_b2,2,156.2023,156.4048,156.2023,0.13,0.999994067872274,2781,0.00067,False,0.002,156.2,156.1223,156.1231,1.0,156.1223,trn2.48xlarge
vit_attention_block__sig1,attention,v1.0.0,1,hugging-face,release,ported,vitb_n512_b1,2,160.0956,162.5481,160.0956,1.532,0.9999950553762845,3088,0.00021,False,0.015,160.081,161.3156,157.6714,1.0231,157.6714,trn2.48xlarge
vit_attention_block__sig1,attention,proj_pre_batch,101,jburtoft,wip,ported,vitb_n512_b1,2,157.9481,161.5089,157.9481,2.254,0.9999950553762845,3049,0.00148,False,0.07,157.878,158.0956,158.8973,1.0051,158.0956,trn2.48xlarge
vit_attention_block__sig1,attention,proj_fused_restage,102,jburtoft,rejected,ported,vits_n256_b2,2,157.5464,155.3948,155.3948,1.385,0.999994067872274,2851,0.00078,False,0.0,155.395,158.3364,157.4106,1.0059,157.4106,trn2.48xlarge
vit_attention_block__sig1,attention,proj_fused_restage,102,jburtoft,rejected,ported,vitb_n512_b1,2,157.5314,160.0439,157.5314,1.595,0.9999950553762845,3031,0.00122,False,0.066,157.465,158.9922,157.1881,1.0115,157.1881,trn2.48xlarge
vit_attention_block__sig2,attention,v1.3.0,1,hugging-face,release,ported,vits_n256_b2,2,145.8998,145.0856,145.0856,0.561,0.999994067872274,2623,0.00259,False,0.046,145.039,146.1006,148.2889,1.015,146.1006,trn2.48xlarge
vit_attention_block__sig2,attention,v1.3.0,1,hugging-face,release,ported,vitb_n512_b1,2,148.0864,148.1056,148.0864,0.013,0.9999950553762845,2900,0.0239,False,1.925,146.161,153.0373,147.5373,1.0373,147.5373,trn2.48xlarge
vit_attention_block__sig2,attention,v1.5.0,2,hugging-face,release;optimization,ported,vits_n256_b2,2,139.1306,140.5948,139.1306,1.052,0.999994067872274,2705,0.0015,False,0.0,139.131,136.6565,139.8906,1.0237,136.6565,trn2.48xlarge
vit_attention_block__sig2,attention,v1.5.0,2,hugging-face,release;optimization,ported,vitb_n512_b1,2,148.5264,146.9556,146.9556,1.069,0.9999950553762845,2867,0.03403,False,1.757,145.199,147.9514,148.0706,1.0008,147.9514,trn2.48xlarge
vit_attention_block__sig2,attention,v1.6.0,3,hugging-face,release;optimization,ported,vits_n256_b2,2,136.6648,137.1964,136.6648,0.389,0.999994067872274,2735,0.00153,False,0.0,136.665,139.7998,135.9381,1.0284,135.9381,trn2.48xlarge
vit_attention_block__sig2,attention,v1.6.0,3,hugging-face,release;optimization,ported,vitb_n512_b1,2,146.5714,147.4356,146.5714,0.59,0.9999950553762845,2881,0.02567,False,1.955,144.616,148.0948,150.9706,1.0194,148.0948,trn2.48xlarge
vit_attention_block__sig2,attention,kopt_xtpe,101,jburtoft,rejected,ported,vits_n256_b2,2,150.5714,149.9614,149.9614,0.407,0.999994067872274,2787,2e-05,False,0.0,149.961,154.1489,148.4848,1.0381,148.4848,trn2.48xlarge
vit_attention_block__sig2,attention,kopt_xtpe,101,jburtoft,rejected,ported,vitb_n512_b1,2,152.9014,156.4573,152.9014,2.326,0.9999950553762845,3134,0.01154,False,0.027,152.874,149.5314,152.8564,1.0222,149.5314,trn2.48xlarge
vit_attention_block__sig2,attention,kopt_opovl,102,jburtoft,rejected,ported,vits_n256_b2,2,165.0289,164.0639,164.0639,0.588,0.9999940678238359,2805,3e-05,False,0.072,163.991,160.7906,163.0847,1.0143,160.7906,trn2.48xlarge
vit_attention_block__sig2,attention,kopt_opovl,102,jburtoft,rejected,ported,vitb_n512_b1,2,168.2989,170.0039,168.2989,1.013,0.9999950553926461,3097,0.02332,False,2.011,166.288,166.8514,166.9864,1.0008,166.8514,trn2.48xlarge
vit_attention_block__sig2,attention,t035_proto,103,jburtoft,wip,ported,vits_n256_b2,2,140.444,139.5839,139.5839,0.616,0.999994067872274,2701,0.00163,False,0.008,139.576,140.2381,136.8815,1.0245,136.8815,trn2.48xlarge
vit_attention_block__sig2,attention,t035_proto,103,jburtoft,wip,ported,vitb_n512_b1,2,148.8948,147.8764,147.8764,0.689,0.9999950553762845,2835,0.03168,False,1.646,146.231,150.3156,146.8398,1.0237,146.8398,trn2.48xlarge
vit_attention_block_l1__sig1,attention,v1.0.0,1,hugging-face,release,ported,vits_n256_b2,1,156.2464,156.2281,156.2281,0.012,0.9999945965225223,1363,0.00842,False,0.08,156.149,156.1864,155.7323,1.0029,155.7323,trn2.48xlarge
vit_attention_block_l1__sig1,attention,v1.0.0,1,hugging-face,release,ported,vitb_n512_b1,1,286.7004,282.0112,282.0112,1.663,0.9999957205504713,2859,0.01936,False,0.709,281.302,289.5746,283.3721,1.0219,283.3721,trn2.48xlarge
vit_attention_block_l1__sig2,attention,v1.3.0,1,hugging-face,release,ported,vits_n256_b2,1,133.9248,134.5531,133.9248,0.469,0.9999945965225223,1282,0.02855,False,0.744,133.181,133.9698,139.2556,1.0395,133.9698,trn2.48xlarge
vit_attention_block_l1__sig2,attention,v1.3.0,1,hugging-face,release,ported,vitb_n512_b1,1,252.2188,251.9879,251.9879,0.092,0.9999957205504713,2697,0.02055,False,2.009,249.979,259.3529,252.8021,1.0259,252.8021,trn2.48xlarge
vit_attention_block_l1__sig2,attention,v1.5.0,2,hugging-face,release;optimization,ported,vits_n256_b2,1,130.2656,130.2198,130.2198,0.035,0.9999945965225223,1337,0.00913,False,0.012,130.208,125.1256,130.1465,1.0401,125.1256,trn2.48xlarge
vit_attention_block_l1__sig2,attention,v1.5.0,2,hugging-face,release;optimization,ported,vitb_n512_b1,1,257.8329,256.1638,256.1638,0.652,0.9999957205504713,2677,0.02936,False,1.97,254.194,245.5204,253.7496,1.0335,245.5204,trn2.48xlarge
vit_attention_block_l1_ln__sig1,attention,v1.0.0,1,hugging-face,release,ported,vits_n256_b2,1,161.2297,160.7731,160.7731,0.284,0.9999985808908289,1420,0.00131,False,0.0,160.773,161.0856,161.2698,1.0011,161.0856,trn2.48xlarge
vit_attention_block_l1_ln__sig1,attention,v1.0.0,1,hugging-face,release,ported,vitb_n512_b1,1,284.1112,286.8179,284.1112,0.953,0.9999985998954434,2905,0.02488,False,0.737,283.374,288.4262,287.502,1.0032,287.502,trn2.48xlarge
vit_attention_block_l1_ln__sig2,attention,v1.3.0,1,hugging-face,release,ported,vits_n256_b2,1,139.2381,138.8398,138.8398,0.287,0.9999985808908289,1339,0.03356,False,0.749,138.091,142.9081,137.9356,1.036,137.9356,trn2.48xlarge
vit_attention_block_l1_ln__sig2,attention,v1.3.0,1,hugging-face,release,ported,vitb_n512_b1,1,245.4238,249.458,245.4238,1.644,0.9999985998954434,2755,0.02033,False,2.013,243.411,255.8846,245.9246,1.0405,245.9246,trn2.48xlarge
vit_attention_block_l1_ln__sig2,attention,v1.5.0,2,hugging-face,release;optimization,ported,vits_n256_b2,1,132.124,131.5506,131.5506,0.436,0.9999985808908289,1385,0.01922,False,0.411,131.14,131.3115,136.2856,1.0379,131.3115,trn2.48xlarge
vit_attention_block_l1_ln__sig2,attention,v1.5.0,2,hugging-face,release;optimization,ported,vitb_n512_b1,1,241.5113,239.8913,239.8913,0.675,0.9999985998954434,2722,0.01997,False,2.012,237.879,246.4605,238.7155,1.0324,238.7155,trn2.48xlarge
vit_attention_block_l1_ln__sig2,attention,v1.8.0,3,hugging-face,release;optimization,ported,vits_n256_b2,1,137.2423,137.054,137.054,0.137,0.9999985808908289,1385,0.00154,False,0.752,136.302,132.0381,135.9123,1.0293,132.0381,trn2.48xlarge
vit_attention_block_l1_ln__sig2,attention,v1.8.0,3,hugging-face,release;optimization,ported,vitb_n512_b1,1,247.2196,246.0105,246.0105,0.491,0.9999985998954434,2722,0.03191,False,1.797,244.214,240.9363,248.4096,1.031,240.9363,trn2.48xlarge
vit_flash_attn_s256,attention,v1,1,jburtoft,release,ported,bh4_d64,1,56.9441,56.6374,56.6374,0.542,0.9999999999995204,550,0.00509,False,0.291,56.346,55.0249,55.2191,1.0035,55.0249,trn2.48xlarge
vit_flash_attn_s256,attention,v1,1,jburtoft,release,ported,bh8_d128,1,104.8465,104.9598,104.8465,0.108,0.999999999999521,1020,0.00275,False,0.29,104.556,103.9957,104.5932,1.0057,103.9957,trn2.48xlarge
vit_flash_attn_s256,attention,v2,2,jburtoft,rejected,ported,bh4_d64,1,52.0608,52.1683,52.0608,0.206,0.9999999999996634,443,0.00613,False,0.13,51.931,52.4766,52.0666,1.0079,52.0666,trn2.48xlarge
vit_flash_attn_s256,attention,v2,2,jburtoft,rejected,ported,bh8_d128,1,85.7474,86.5265,85.7474,0.909,0.9999999999996757,783,0.01061,False,0.129,85.618,86.3699,85.6907,1.0079,85.6907,trn2.48xlarge
vit_train_attn_bwd,attention,v2,1,jburtoft,shipped,verbatim,g8_n256_d64,1,83.7874,83.7874,83.7874,0.0,0.9999957183832731,760,0.00152,False,0.127,83.66,84.3724,83.5224,1.0102,83.5224,trn2.48xlarge
vit_train_attn_fwd,attention,v2,1,jburtoft,shipped,verbatim,g8_n256_d64,1,55.1174,55.0149,55.0149,0.186,0.9999975619689994,531,0.0023,False,0.211,54.804,55.0841,55.2524,1.0031,55.0841,trn2.48xlarge
vit_train_attn_fwd,attention,v2,1,jburtoft,shipped,verbatim,g12_n128_d64,1,38.8866,39.8374,38.8866,2.445,0.9999976648075818,377,0.00023,False,0.009,38.878,39.5824,39.0716,1.0131,39.0716,trn2.48xlarge
vjepa2_attention_block,attention,v1.0.0,1,hugging-face,release,ported,vjepa2_n512,2,172.1831,167.1664,167.1664,3.001,0.999995230251069,3093,0.02465,False,0.972,166.194,167.0997,169.8831,1.0167,167.0997,trn2.48xlarge
vjepa2_attention_block,attention,v1.0.0,1,hugging-face,release,ported,vjepa2_n1024,2,306.992,307.1162,306.992,0.04,0.9999961653947347,7693,0.01304,False,0.965,306.027,306.9295,294.1354,1.0435,294.1354,trn2.48xlarge
nkilib_conv1d,conv,2.29,1,nki-lib,release,ported,b1_c16_32_l20_k3,1,20.6158,20.3133,20.3133,1.489,0.9999999999999978,117,0.0,False,0.0,20.313,20.7516,21.1058,1.0171,20.7516,trn2.48xlarge
nkilib_conv1d,conv,2.29,1,nki-lib,release,ported,b2_c64_128_l40_k5_s2_p2_d2,1,23.8433,23.75,23.75,0.393,0.9999999999999959,157,0.0,False,0.0,23.75,23.6991,23.8766,1.0075,23.6991,trn2.48xlarge
nkilib_conv1d,conv,2.29,1,nki-lib,release,ported,b1_c256_256_l512_k3_p1,1,33.9841,34.1099,33.9841,0.37,0.9999999999999951,183,0.04773,False,1.822,32.162,34.2933,34.4424,1.0043,34.2933,trn2.48xlarge
nkilib_conv1d,conv,2.32,2,nki-lib,release,ported,b1_c16_32_l20_k3,1,20.7025,20.6175,20.6175,0.412,0.9999999999999978,117,0.0,False,0.0,20.617,20.4583,20.6083,1.0073,20.4583,trn2.48xlarge
nkilib_conv1d,conv,2.32,2,nki-lib,release,ported,b2_c64_128_l40_k5_s2_p2_d2,1,23.9408,23.2708,23.2708,2.879,0.9999999999999959,157,0.0,False,0.0,23.271,23.8075,23.9758,1.0071,23.8075,trn2.48xlarge
nkilib_conv1d,conv,2.32,2,nki-lib,release,ported,b1_c256_256_l512_k3_p1,1,35.1099,35.3366,35.1099,0.646,0.9999999999999951,183,0.05682,True,1.995,33.115,34.4683,34.4358,1.0009,34.4358,trn2.48xlarge
nkilib_conv3d,conv,2.30,1,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_p0,1,43.4358,43.5224,43.4358,0.199,1.0,229,0.0,False,0.0,43.436,43.2133,43.3224,1.0025,43.2133,trn2.48xlarge
nkilib_conv3d,conv,2.30,1,nki-lib,release,ported,b2_c32_64_d4_8x8_k3_p1,1,50.7874,50.5641,50.5641,0.442,0.9999999998487602,350,0.0,False,0.0,50.564,50.8708,44.1574,1.152,44.1574,trn2.48xlarge
nkilib_conv3d,conv,2.31,2,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_p0,1,43.5299,43.6333,43.5299,0.238,1.0,277,0.0,False,0.0,43.53,43.8649,43.5516,1.0072,43.5516,trn2.48xlarge
nkilib_conv3d,conv,2.31,2,nki-lib,release,ported,b2_c32_64_d4_8x8_k3_p1,1,52.0933,51.8858,51.8858,0.4,0.9999999998487602,501,0.0,False,0.0,51.886,66.6732,51.8191,1.2867,51.8191,trn2.48xlarge
nkilib_conv3d,conv,2.32,3,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_p0,1,43.8241,43.9724,43.8241,0.338,1.0,277,0.0,False,0.0,43.824,43.7749,44.2158,1.0101,43.7749,trn2.48xlarge
nkilib_conv3d,conv,2.32,3,nki-lib,release,ported,b2_c32_64_d4_8x8_k3_p1,1,51.8883,51.5224,51.5224,0.71,0.9999999998487602,501,0.0,False,0.0,51.522,52.1833,66.5041,1.2744,52.1833,trn2.48xlarge
nkilib_conv3d,conv,2.32,3,nki-lib,release,ported,b1_c32_64_d4_8x16_k325_p1122,1,48.2833,48.5624,48.2833,0.578,0.9999999999906206,370,0.0,False,0.0,48.283,55.0074,48.2508,1.14,48.2508,trn2.48xlarge
nkilib_conv3d,conv,2.33,4,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_p0,1,44.9566,45.3158,44.9566,0.799,1.0,280,0.0,False,0.0,44.957,44.8941,45.1174,1.005,44.8941,trn2.48xlarge
nkilib_conv3d,conv,2.33,4,nki-lib,release,ported,b2_c32_64_d4_8x8_k3_p1,1,56.8666,57.1416,56.8666,0.484,0.9999999998487602,511,0.0,False,0.0,56.867,56.9332,57.0141,1.0014,56.9332,trn2.48xlarge
nkilib_conv3d,conv,2.33,4,nki-lib,release,ported,b1_c32_64_d4_8x16_k325_p1122,1,53.5166,53.5916,53.5166,0.14,0.9999999999906206,378,0.0,False,0.0,53.517,53.4474,53.6841,1.0044,53.4474,trn2.48xlarge
nkilib_conv3d_core,conv,2.32,1,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_p0,1,43.6841,43.8716,43.6841,0.429,1.0,277,0.0,False,0.0,43.684,43.9558,43.9566,1.0,43.9558,trn2.48xlarge
nkilib_conv3d_core,conv,2.32,1,nki-lib,release,ported,b2_c32_64_d4_8x8_k3_p1,1,51.4608,51.8566,51.4608,0.769,0.9999999998487602,501,0.0,False,0.0,51.461,66.2374,52.3541,1.2652,52.3541,trn2.48xlarge
nkilib_conv3d_core,conv,2.32,1,nki-lib,release,ported,b1_c32_64_d4_8x16_k325_p1122,1,48.7116,48.2474,48.2474,0.962,0.9999999999906206,370,0.0,False,0.0,48.247,55.1732,48.3316,1.1416,48.3316,trn2.48xlarge
nkilib_conv3d_core,conv,2.33,2,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_p0,1,43.5033,43.9799,43.5033,1.096,1.0,277,0.0,False,0.0,43.503,43.6016,43.6049,1.0001,43.6016,trn2.48xlarge
nkilib_conv3d_core,conv,2.33,2,nki-lib,release,ported,b2_c32_64_d4_8x8_k3_p1,1,66.3724,66.3366,66.3366,0.054,0.9999999998487602,501,0.0,False,0.0,66.337,66.5274,51.4391,1.2933,51.4391,trn2.48xlarge
nkilib_conv3d_core,conv,2.33,2,nki-lib,release,ported,b1_c32_64_d4_8x16_k325_p1122,1,55.1199,55.1757,55.1199,0.101,0.9999999999906206,370,0.0,False,0.0,55.12,48.5458,55.3007,1.1391,48.5458,trn2.48xlarge
nkilib_conv3d_temporal_unroll,conv,2.32,1,nki-lib,release,ported,b1_c96_3_d3_4x4_k1,1,26.3258,26.0616,26.0616,1.014,1.0,168,0.00011,False,0.003,26.059,26.5291,26.0991,1.0165,26.0991,trn2.48xlarge
nkilib_conv3d_temporal_unroll,conv,2.32,1,nki-lib,release,ported,b1_c96_3_d3_4x4_k3,1,42.4133,42.7724,42.4133,0.847,0.9999999999999999,272,0.00014,False,0.006,42.407,41.8866,42.7416,1.0204,41.8866,trn2.48xlarge
nkilib_conv3d_temporal_unroll,conv,2.32,1,nki-lib,release,ported,b1_c96_3_d3_8x8_k3_p201111,1,57.3791,56.9332,56.9332,0.783,0.9999999771849377,1193,5e-05,False,0.003,56.93,55.5724,57.3424,1.0319,55.5724,trn2.48xlarge
nkilib_conv3d_temporal_unroll,conv,2.33,2,nki-lib,release,ported,b1_c96_3_d3_4x4_k1,1,26.3525,26.2708,26.2708,0.311,1.0,168,6e-05,False,0.002,26.269,26.6216,26.425,1.0074,26.425,trn2.48xlarge
nkilib_conv3d_temporal_unroll,conv,2.33,2,nki-lib,release,ported,b1_c96_3_d3_4x4_k3,1,42.2883,43.0683,42.2883,1.844,0.9999999999999999,272,0.00014,False,0.006,42.282,43.1233,42.8691,1.0059,42.8691,trn2.48xlarge
nkilib_conv3d_temporal_unroll,conv,2.33,2,nki-lib,release,ported,b1_c96_3_d3_8x8_k3_p201111,1,56.4566,56.5124,56.4566,0.099,0.9999999771849377,1193,5e-05,False,0.005,56.452,56.6749,57.1682,1.0087,56.6749,trn2.48xlarge
nkilib_conv3d_transpose__sig1,conv,2.32,1,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_s112_p011,1,98.8107,99.0548,98.8107,0.247,0.999999999981304,1113,1e-05,False,0.0,98.811,98.9323,79.6865,1.2415,79.6865,trn2.48xlarge
nkilib_conv3d_transpose__sig1,conv,2.32,1,nki-lib,release,ported,b1_c32_64_d1_16x16_k133_s122_p011,1,36.5616,36.3741,36.3741,0.515,0.9999999999928205,303,0.0,False,0.0,36.374,33.3308,36.3116,1.0894,33.3308,trn2.48xlarge
nkilib_conv3d_transpose__sig2,conv,2.33,1,nki-lib,release,ported,b1_c16_32_d4_8x8_k3_s112_p011,1,79.6715,79.5015,79.5015,0.214,0.999999999981304,1113,0.0,False,0.0,79.502,79.3499,99.2257,1.2505,79.3499,trn2.48xlarge
nkilib_conv3d_transpose__sig2,conv,2.33,1,nki-lib,release,ported,b1_c32_64_d1_16x16_k133_s122_p011,1,33.1708,32.9616,32.9616,0.635,0.9999999999928205,303,0.0,False,0.0,32.962,36.1566,33.3549,1.084,33.3549,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.28,1,nki-lib,release,ported,c16_w512_s64,2,27.9208,28.3241,27.9208,1.444,0.9999999999999999,291,0.0,False,0.001,27.92,28.0958,27.4383,1.024,27.4383,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.28,1,nki-lib,release,ported,c256_w512_s64_p10,2,1194.0314,1200.6123,1194.0314,0.551,0.999999999998995,11371,2e-05,False,0.0,1194.031,1163.3957,1025.6851,1.1343,1025.6851,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.28,1,nki-lib,release,ported,c16_w512_s7,2,26.9191,27.1033,26.9191,0.684,1.0,374,0.0,False,0.0,26.919,27.3016,26.8433,1.0171,26.8433,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.29,2,nki-lib,release,ported,c16_w512_s64,2,28.8975,29.0841,28.8975,0.646,0.9999999999999999,342,0.0,False,0.0,28.898,28.6533,30.0375,1.0483,28.6533,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.29,2,nki-lib,release,ported,c256_w512_s64_p10,2,648.4798,646.824,646.824,0.256,0.999999999998995,13377,0.0,False,0.0,646.824,649.4073,647.9681,1.0022,647.9681,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.29,2,nki-lib,release,ported,c16_w512_s7,2,26.9833,27.2108,26.9833,0.843,1.0,362,0.0,False,0.0,26.983,27.06,27.7475,1.0254,27.06,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.33,3,nki-lib,release,ported,c16_w512_s64,2,28.6208,29.8616,28.6208,4.335,0.9999999999999999,348,0.0,False,0.0,28.621,30.9425,28.6583,1.0797,28.6583,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.33,3,nki-lib,release,ported,c256_w512_s64_p10,2,648.4465,648.5473,648.4465,0.016,0.999999999998995,13379,0.0,False,0.0,648.447,649.2873,646.5731,1.0042,646.5731,trn2.48xlarge
nkilib_depthwise_conv1d,conv,2.33,3,nki-lib,release,ported,c16_w512_s7,2,27.4658,27.485,27.4658,0.07,1.0,374,0.0,False,0.0,27.466,27.535,27.1408,1.0145,27.1408,trn2.48xlarge
adamw_flat,elementwise,v1,1,jburtoft,shipped,verbatim,m8192,1,140.0306,139.9498,139.9498,0.058,0.9999986223052979,183,0.0,False,0.0,139.95,140.9056,140.3298,1.0041,140.3298,trn2.48xlarge
adamw_flat,elementwise,v1,1,jburtoft,shipped,verbatim,m32768,1,480.3184,480.0042,480.0042,0.065,0.9999986236626398,499,0.0,False,0.0,480.004,479.7468,479.8859,1.0003,479.7468,trn2.48xlarge
gelu_erf_bwd,elementwise,v1,0,hugging-face,release,ported,r3216_c4096,1,219.883,220.5855,219.883,0.319,0.9999966925639417,265,0.0,False,0.0,219.883,219.518,220.2038,1.0031,219.518,trn2.48xlarge
gelu_erf_bwd,elementwise,v1,0,hugging-face,release,ported,r300_c1024,1,25.1216,25.2366,25.1216,0.458,0.999996688709708,95,0.0,False,0.0,25.122,24.6216,24.49,1.0054,24.49,trn2.48xlarge
gelu_erf_bwd,elementwise,db,101,jburtoft,rejected,ported,r3216_c4096,1,211.7688,210.6413,210.6413,0.535,0.9999966925639417,299,0.0,False,0.0,210.641,210.9772,211.6805,1.0033,210.9772,trn2.48xlarge
gelu_erf_bwd,elementwise,db,101,jburtoft,rejected,ported,r300_c1024,1,27.1766,26.3233,26.3233,3.242,0.999996688709708,96,0.0,False,0.0,26.323,26.9408,27.05,1.0041,26.9408,trn2.48xlarge
gelu_erf_bwd,elementwise,hwdge,102,jburtoft,rejected,ported,r3216_c4096,1,221.6688,220.8922,220.8922,0.352,0.9999966925639417,261,0.0,False,0.0,220.892,220.9172,221.1313,1.001,220.9172,trn2.48xlarge
gelu_erf_bwd,elementwise,hwdge,102,jburtoft,rejected,ported,r300_c1024,1,26.3916,26.5416,26.3916,0.568,0.999996688709708,91,0.0,False,0.0,26.392,26.2308,26.6375,1.0155,26.2308,trn2.48xlarge
gelu_erf_fwd,elementwise,v1,0,hugging-face,release,ported,r3216_c4096,1,157.3939,156.9506,156.9506,0.282,0.9999987950887599,172,0.0,False,0.0,156.951,157.4606,157.1181,1.0022,157.1181,trn2.48xlarge
gelu_erf_fwd,elementwise,v1,0,hugging-face,release,ported,r300_c1024,1,22.0825,23.1083,22.0825,4.645,0.9999987954181854,61,0.0,False,0.0,22.082,22.7641,22.7191,1.002,22.7191,trn2.48xlarge
gelu_erf_fwd,elementwise,db,101,jburtoft,rejected,ported,r3216_c4096,1,181.6981,181.3714,181.3714,0.18,0.9999987950887599,173,0.0,False,0.0,181.371,181.2897,181.5531,1.0015,181.2897,trn2.48xlarge
gelu_erf_fwd,elementwise,db,101,jburtoft,rejected,ported,r300_c1024,1,25.5483,25.0583,25.0583,1.955,0.9999987954181854,62,0.0,False,0.0,25.058,24.9658,25.68,1.0286,24.9658,trn2.48xlarge
gelu_erf_fwd,elementwise,hwdge,102,jburtoft,rejected,ported,r3216_c4096,1,156.0556,156.8381,156.0556,0.501,0.9999987950887599,166,0.0,False,0.0,156.056,156.3023,156.7339,1.0028,156.3023,trn2.48xlarge
gelu_erf_fwd,elementwise,hwdge,102,jburtoft,rejected,ported,r300_c1024,1,23.4425,23.405,23.405,0.16,0.9999987954181854,57,0.0,False,0.0,23.405,23.6116,23.2525,1.0154,23.2525,trn2.48xlarge
gelu_erf_fwd,elementwise,unroll2x,103,jburtoft,rejected,ported,r3216_c4096,1,156.7614,155.8156,155.8156,0.607,0.9999987950887599,170,0.0,False,0.0,155.816,156.2997,156.5989,1.0019,156.2997,trn2.48xlarge
gelu_erf_fwd,elementwise,unroll2x,103,jburtoft,rejected,ported,r300_c1024,1,22.3625,22.9641,22.3625,2.69,0.9999987954181854,61,0.0,False,0.0,22.363,23.0908,22.8825,1.0091,22.8825,trn2.48xlarge
gelu_erf_fwd,elementwise,wide,104,jburtoft,optimization,ported,r3216_c4096,1,237.0171,237.3763,237.0171,0.152,0.9999987950887599,65,0.0,False,0.0,237.017,237.2405,237.5971,1.0015,237.2405,trn2.48xlarge
gelu_erf_fwd,elementwise,wide,104,jburtoft,optimization,ported,r300_c1024,1,26.875,27.0233,26.875,0.552,0.9999987954181854,54,0.0,False,0.0,26.875,27.0708,27.9116,1.0311,27.0708,trn2.48xlarge
gelu_tanh_fused,elementwise,v1,1,jburtoft,rejected,ported,r512_c3072,1,82.0849,82.269,82.0849,0.224,0.9999981407663491,124,0.0,False,0.0,82.085,82.0032,82.2974,1.0036,82.0032,trn2.48xlarge
gelu_tanh_fused,elementwise,v1,1,jburtoft,rejected,ported,r256_c4096,1,63.4366,63.3199,63.3199,0.184,0.9999981411359474,99,0.0,False,0.0,63.32,63.5224,64.0516,1.0083,63.5224,trn2.48xlarge
nkilib_dynamic_elementwise_add,elementwise,2.29,1,nki-lib,release,ported,m256_h512,1,48.7783,48.9041,48.7783,0.258,0.9999999999999998,426,0.0,False,0.0,48.778,49.0166,48.5708,1.0092,48.5708,trn2.48xlarge
nkilib_dynamic_elementwise_add,elementwise,2.29,1,nki-lib,release,ported,m2048_h2048,1,368.2586,369.0686,368.2586,0.22,1.0000000000000004,2538,0.0,False,0.0,368.259,368.1736,368.8919,1.002,368.1736,trn2.48xlarge
nkilib_dynamic_elementwise_add,elementwise,2.32,2,nki-lib,release,ported,m256_h512,1,48.4874,48.6866,48.4874,0.411,0.9999999999999998,426,0.0,False,0.0,48.487,48.7449,48.6616,1.0017,48.6616,trn2.48xlarge
nkilib_dynamic_elementwise_add,elementwise,2.32,2,nki-lib,release,ported,m2048_h2048,1,367.9986,368.8286,367.9986,0.226,1.0000000000000004,2538,0.0,False,0.0,367.999,368.0453,368.9678,1.0025,368.0453,trn2.48xlarge
nkilib_dynamic_elementwise_add,elementwise,2.33,3,nki-lib,release,ported,m256_h512,1,48.9466,48.3049,48.3049,1.328,0.9999999999999998,426,0.0,False,0.0,48.305,48.0691,48.8733,1.0167,48.0691,trn2.48xlarge
nkilib_dynamic_elementwise_add,elementwise,2.33,3,nki-lib,release,ported,m2048_h2048,1,368.2836,368.6219,368.2836,0.092,1.0000000000000004,2538,0.0,False,0.0,368.284,368.7002,368.4619,1.0006,368.4619,trn2.48xlarge
nkilib_foreach_add_scalar,elementwise,2.30,1,nki-lib,release,ported,n4096,2,21.3366,21.2316,21.2316,0.495,0.9999999999999999,118,0.0,False,0.0,21.232,21.445,21.6025,1.0073,21.445,trn2.48xlarge
nkilib_foreach_add_scalar,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,26.1341,25.8525,25.8525,1.089,1.0,129,0.0,False,0.0,25.852,26.4458,25.86,1.0227,25.86,trn2.48xlarge
nkilib_foreach_add_scalar,elementwise,2.30,1,nki-lib,release,ported,n257,2,31.435,32.3041,31.435,2.765,0.9999999999999999,132,0.0,False,0.0,31.435,31.8583,31.3775,1.0153,31.3775,trn2.48xlarge
nkilib_foreach_add_scalar,elementwise,2.33,2,nki-lib,release,ported,n4096,2,21.2508,21.8583,21.2508,2.859,0.9999999999999999,118,0.0,False,0.0,21.251,21.7958,21.0,1.0379,21.0,trn2.48xlarge
nkilib_foreach_add_scalar,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,26.105,26.115,26.105,0.038,1.0,131,0.0,False,0.0,26.105,25.4408,25.8233,1.015,25.4408,trn2.48xlarge
nkilib_foreach_add_scalar,elementwise,2.33,2,nki-lib,release,ported,n257,2,32.1299,32.0766,32.0766,0.166,0.9999999999999999,132,0.0,False,0.0,32.077,32.0608,30.9541,1.0358,30.9541,trn2.48xlarge
nkilib_foreach_add_tensor,elementwise,2.30,1,nki-lib,release,ported,n4096,2,21.735,21.9375,21.735,0.932,0.9999970308703838,128,0.0,False,0.0,21.735,21.5141,27.1641,1.2626,21.5141,trn2.48xlarge
nkilib_foreach_add_tensor,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,29.7425,30.3525,29.7425,2.051,0.9999968702675905,138,0.0,False,0.0,29.742,30.7425,29.9175,1.0276,29.9175,trn2.48xlarge
nkilib_foreach_add_tensor,elementwise,2.30,1,nki-lib,release,ported,n257,2,32.9991,33.3424,32.9991,1.04,0.9999962094197127,141,0.0,False,0.0,32.999,33.0824,33.6041,1.0158,33.0824,trn2.48xlarge
nkilib_foreach_add_tensor,elementwise,2.33,2,nki-lib,release,ported,n4096,2,21.8291,22.1758,21.8291,1.588,0.9999970308703838,124,0.0,False,0.0,21.829,21.8425,21.9883,1.0067,21.8425,trn2.48xlarge
nkilib_foreach_add_tensor,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,29.2358,29.6741,29.2358,1.499,0.9999968702675905,143,0.0,False,0.0,29.236,29.0958,30.5141,1.0487,29.0958,trn2.48xlarge
nkilib_foreach_add_tensor,elementwise,2.33,2,nki-lib,release,ported,n257,2,34.5799,33.5541,33.5541,3.057,0.9999962094197127,145,0.0,False,0.0,33.554,32.5975,33.1816,1.0179,32.5975,trn2.48xlarge
nkilib_foreach_addcdiv,elementwise,2.30,1,nki-lib,release,ported,n4096,2,22.9066,22.3,22.3,2.72,0.9999984965660028,138,0.0,False,0.0,22.3,21.9833,22.8533,1.0396,21.9833,trn2.48xlarge
nkilib_foreach_addcdiv,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,46.8449,47.4958,46.8449,1.389,0.9999986853531637,154,0.0,False,0.0,46.845,47.4266,46.3949,1.0222,46.3949,trn2.48xlarge
nkilib_foreach_addcdiv,elementwise,2.30,1,nki-lib,release,ported,n257,2,34.4041,34.3016,34.3016,0.299,0.9999988118060184,157,0.0,False,0.0,34.302,34.7433,36.3333,1.0458,34.7433,trn2.48xlarge
nkilib_foreach_addcdiv,elementwise,2.33,2,nki-lib,release,ported,n4096,2,22.6708,22.4991,22.4991,0.763,0.9999984965660028,138,0.0,False,0.0,22.499,23.1033,22.3933,1.0317,22.3933,trn2.48xlarge
nkilib_foreach_addcdiv,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,48.2149,47.3833,47.3833,1.755,0.9999986853531637,154,0.0,False,0.0,47.383,47.7099,47.4166,1.0062,47.4166,trn2.48xlarge
nkilib_foreach_addcdiv,elementwise,2.33,2,nki-lib,release,ported,n257,2,34.6866,35.1258,34.6866,1.266,0.9999988118060184,157,0.0,False,0.0,34.687,33.9791,34.6816,1.0207,33.9791,trn2.48xlarge
nkilib_foreach_addcmul,elementwise,2.30,1,nki-lib,release,ported,n4096,2,22.365,23.0233,22.365,2.943,0.9999982131596241,135,0.0,False,0.0,22.365,22.3833,22.8725,1.0219,22.3833,trn2.48xlarge
nkilib_foreach_addcmul,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,32.2625,32.4325,32.2625,0.527,0.9999982911230288,150,0.0,False,0.0,32.263,32.1608,31.9599,1.0063,31.9599,trn2.48xlarge
nkilib_foreach_addcmul,elementwise,2.30,1,nki-lib,release,ported,n257,2,34.8699,34.9641,34.8699,0.27,0.9999984058664139,154,0.0,False,0.0,34.87,33.4899,34.5483,1.0316,33.4899,trn2.48xlarge
nkilib_foreach_addcmul,elementwise,2.33,2,nki-lib,release,ported,n4096,2,22.6391,23.2566,22.6391,2.728,0.9999982131596241,135,0.0,False,0.0,22.639,22.9158,22.515,1.0178,22.515,trn2.48xlarge
nkilib_foreach_addcmul,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,32.405,32.0475,32.0475,1.116,0.9999982911230288,160,0.0,False,0.0,32.047,31.8591,33.2249,1.0429,31.8591,trn2.48xlarge
nkilib_foreach_addcmul,elementwise,2.33,2,nki-lib,release,ported,n257,2,34.4683,34.6733,34.4683,0.595,0.9999984058664139,151,0.0,False,0.0,34.468,34.5699,33.8441,1.0214,33.8441,trn2.48xlarge
nkilib_foreach_div_scalar,elementwise,2.30,1,nki-lib,release,ported,n4096,2,21.2466,21.2275,21.2275,0.09,1.0,126,0.0,False,0.0,21.227,21.1975,21.5825,1.0182,21.1975,trn2.48xlarge
nkilib_foreach_div_scalar,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,25.6183,25.8933,25.6183,1.073,1.0,124,0.0,False,0.0,25.618,26.09,25.6158,1.0185,25.6158,trn2.48xlarge
nkilib_foreach_div_scalar,elementwise,2.30,1,nki-lib,release,ported,n257,2,31.4458,31.4933,31.4458,0.151,1.0,138,0.0,False,0.0,31.446,31.3016,32.1133,1.0259,31.3016,trn2.48xlarge
nkilib_foreach_div_scalar,elementwise,2.33,2,nki-lib,release,ported,n4096,2,25.6008,21.1841,21.1841,20.849,1.0,128,0.0,False,0.0,21.184,21.5091,21.2716,1.0112,21.2716,trn2.48xlarge
nkilib_foreach_div_scalar,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,25.5158,25.8358,25.5158,1.254,1.0,128,0.0,False,0.0,25.516,25.615,25.2791,1.0133,25.2791,trn2.48xlarge
nkilib_foreach_div_scalar,elementwise,2.33,2,nki-lib,release,ported,n257,2,31.7191,31.7733,31.7191,0.171,1.0,138,0.0,False,0.0,31.719,31.4425,31.7441,1.0096,31.4425,trn2.48xlarge
nkilib_foreach_div_tensor,elementwise,2.30,1,nki-lib,release,ported,n4096,2,20.9733,20.9916,20.9733,0.087,0.9999963197359251,125,0.0,False,0.0,20.973,20.9575,20.9816,1.0011,20.9575,trn2.48xlarge
nkilib_foreach_div_tensor,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,44.6574,44.4766,44.4766,0.407,0.9999965061728338,130,0.0,False,0.0,44.477,44.6108,44.5549,1.0013,44.5549,trn2.48xlarge
nkilib_foreach_div_tensor,elementwise,2.30,1,nki-lib,release,ported,n257,2,32.2008,32.2791,32.2008,0.243,0.9999957044825528,137,0.0,False,0.0,32.201,31.6133,32.9066,1.0409,31.6133,trn2.48xlarge
nkilib_foreach_div_tensor,elementwise,2.33,2,nki-lib,release,ported,n4096,2,20.7525,20.7708,20.7525,0.088,0.9999963197359251,123,0.0,False,0.0,20.753,20.7641,20.7216,1.0021,20.7216,trn2.48xlarge
nkilib_foreach_div_tensor,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,44.7608,44.5233,44.5233,0.533,0.9999965061728338,134,0.0,False,0.0,44.523,44.8983,44.6541,1.0055,44.6541,trn2.48xlarge
nkilib_foreach_div_tensor,elementwise,2.33,2,nki-lib,release,ported,n257,2,32.2533,32.2558,32.2533,0.008,0.9999957044825528,141,0.0,False,0.0,32.253,31.9933,32.0866,1.0029,31.9933,trn2.48xlarge
nkilib_foreach_l1_norm,elementwise,2.30,1,nki-lib,release,ported,n4096,2,23.89,23.7816,23.7816,0.456,1.0,251,0.0,False,0.0,23.782,23.5383,23.355,1.0078,23.355,trn2.48xlarge
nkilib_foreach_l1_norm,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,32.7874,33.0116,32.7874,0.684,1.0,249,0.0,False,0.0,32.787,32.9974,32.8074,1.0058,32.8074,trn2.48xlarge
nkilib_foreach_l1_norm,elementwise,2.30,1,nki-lib,release,ported,n257,2,24.0391,25.0166,24.0391,4.066,1.0,256,0.0,False,0.0,24.039,24.3158,28.6983,1.1802,24.3158,trn2.48xlarge
nkilib_foreach_l1_norm,elementwise,2.33,2,nki-lib,release,ported,n4096,2,23.4983,23.5966,23.4983,0.418,1.0,251,0.0,False,0.0,23.498,23.8508,23.2016,1.028,23.2016,trn2.48xlarge
nkilib_foreach_l1_norm,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,32.8274,33.0383,32.8274,0.642,1.0,251,0.0,False,0.0,32.827,33.0883,32.7991,1.0088,32.7991,trn2.48xlarge
nkilib_foreach_l1_norm,elementwise,2.33,2,nki-lib,release,ported,n257,2,24.3408,24.9583,24.3408,2.537,1.0,256,0.0,False,0.0,24.341,24.9491,24.47,1.0196,24.47,trn2.48xlarge
nkilib_foreach_l2_norm,elementwise,2.30,1,nki-lib,release,ported,n4096,2,24.6216,24.1191,24.1191,2.083,1.0,255,0.0,False,0.0,24.119,23.835,23.7766,1.0025,23.7766,trn2.48xlarge
nkilib_foreach_l2_norm,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,33.4308,33.6358,33.4308,0.613,1.0,250,0.0,False,0.0,33.431,33.4691,33.1291,1.0103,33.1291,trn2.48xlarge
nkilib_foreach_l2_norm,elementwise,2.30,1,nki-lib,release,ported,n257,2,25.3708,25.2775,25.2775,0.369,1.0,258,0.0,False,0.0,25.277,24.8316,25.2108,1.0153,24.8316,trn2.48xlarge
nkilib_foreach_l2_norm,elementwise,2.33,2,nki-lib,release,ported,n4096,2,23.4958,23.6966,23.4958,0.855,1.0,253,0.0,False,0.0,23.496,23.6066,24.0641,1.0194,23.6066,trn2.48xlarge
nkilib_foreach_l2_norm,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,33.3624,33.0225,33.0225,1.029,1.0,249,0.0,False,0.0,33.023,33.1491,33.7474,1.018,33.1491,trn2.48xlarge
nkilib_foreach_l2_norm,elementwise,2.33,2,nki-lib,release,ported,n257,2,25.4025,24.7775,24.7775,2.522,1.0,258,0.0,False,0.0,24.777,25.295,24.7933,1.0202,24.7933,trn2.48xlarge
nkilib_foreach_lerp,elementwise,2.30,1,nki-lib,release,ported,n4096,2,22.6433,22.3783,22.3783,1.184,0.9999975453681919,126,0.0,False,0.0,22.378,22.5491,22.7183,1.0075,22.5491,trn2.48xlarge
nkilib_foreach_lerp,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,32.2416,31.8849,31.8849,1.119,0.9999974810080693,152,0.0,False,0.0,31.885,31.8591,31.4433,1.0132,31.4433,trn2.48xlarge
nkilib_foreach_lerp,elementwise,2.30,1,nki-lib,release,ported,n257,2,33.2499,33.2291,33.2291,0.063,0.999997039483421,144,0.0,False,0.0,33.229,34.2633,33.9674,1.0087,33.9674,trn2.48xlarge
nkilib_foreach_lerp,elementwise,2.33,2,nki-lib,release,ported,n4096,2,22.195,22.1741,22.1741,0.094,0.9999975453681919,126,0.0,False,0.0,22.174,22.1583,22.2158,1.0026,22.1583,trn2.48xlarge
nkilib_foreach_lerp,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,31.7791,31.7991,31.7791,0.063,0.9999974810080693,144,0.0,False,0.0,31.779,31.0041,31.7916,1.0254,31.0041,trn2.48xlarge
nkilib_foreach_lerp,elementwise,2.33,2,nki-lib,release,ported,n257,2,32.7541,33.8999,32.7541,3.498,0.999997039483421,148,0.0,False,0.0,32.754,32.9983,33.5149,1.0157,32.9983,trn2.48xlarge
nkilib_foreach_linf_norm,elementwise,2.30,1,nki-lib,release,ported,n4096,2,23.9658,24.0358,23.9658,0.292,1.0,251,0.0,False,0.0,23.966,24.0175,23.83,1.0079,23.83,trn2.48xlarge
nkilib_foreach_linf_norm,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,33.2841,32.6399,32.6399,1.974,1.0,248,0.0,False,0.0,32.64,32.4349,32.7216,1.0088,32.4349,trn2.48xlarge
nkilib_foreach_linf_norm,elementwise,2.30,1,nki-lib,release,ported,n257,2,24.9541,25.0466,24.9541,0.371,1.0,256,0.0,False,0.0,24.954,24.8866,24.8375,1.002,24.8375,trn2.48xlarge
nkilib_foreach_linf_norm,elementwise,2.33,2,nki-lib,release,ported,n4096,2,23.8133,23.6483,23.6483,0.698,1.0,251,0.0,False,0.0,23.648,23.8933,23.3916,1.0214,23.3916,trn2.48xlarge
nkilib_foreach_linf_norm,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,32.7549,32.715,32.715,0.122,1.0,248,0.0,False,0.0,32.715,33.1191,32.9866,1.004,32.9866,trn2.48xlarge
nkilib_foreach_linf_norm,elementwise,2.33,2,nki-lib,release,ported,n257,2,24.16,25.0283,24.16,3.594,1.0,256,0.0,False,0.0,24.16,24.4641,24.7275,1.0108,24.4641,trn2.48xlarge
nkilib_foreach_mul_scalar,elementwise,2.30,1,nki-lib,release,ported,n4096,2,21.4958,21.6633,21.4958,0.779,0.9999999999999999,118,0.0,False,0.0,21.496,21.2366,21.3291,1.0044,21.2366,trn2.48xlarge
nkilib_foreach_mul_scalar,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,25.9108,25.6566,25.6566,0.991,0.9999999999999997,132,0.0,False,0.0,25.657,25.7991,26.0758,1.0107,25.7991,trn2.48xlarge
nkilib_foreach_mul_scalar,elementwise,2.30,1,nki-lib,release,ported,n257,2,31.8233,32.5225,31.8233,2.197,1.0,136,0.0,False,0.0,31.823,32.1908,32.5374,1.0108,32.1908,trn2.48xlarge
nkilib_foreach_mul_scalar,elementwise,2.33,2,nki-lib,release,ported,n4096,2,21.185,21.4125,21.185,1.074,0.9999999999999999,118,0.0,False,0.0,21.185,21.5458,21.1241,1.02,21.1241,trn2.48xlarge
nkilib_foreach_mul_scalar,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,25.8291,25.9625,25.8291,0.516,0.9999999999999997,137,0.0,False,0.0,25.829,25.8641,26.255,1.0151,25.8641,trn2.48xlarge
nkilib_foreach_mul_scalar,elementwise,2.33,2,nki-lib,release,ported,n257,2,31.5683,31.7816,31.5683,0.676,1.0,136,0.0,False,0.0,31.568,32.6166,31.3691,1.0398,31.3691,trn2.48xlarge
nkilib_foreach_mul_tensor,elementwise,2.30,1,nki-lib,release,ported,n4096,2,20.9775,20.7833,20.7833,0.934,1.0,119,0.0,False,0.0,20.783,20.8033,20.7883,1.0007,20.7883,trn2.48xlarge
nkilib_foreach_mul_tensor,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,28.2608,27.6733,27.6733,2.123,1.0000000000000002,133,0.0,False,0.0,27.673,28.2141,27.7675,1.0161,27.7675,trn2.48xlarge
nkilib_foreach_mul_tensor,elementwise,2.30,1,nki-lib,release,ported,n257,2,31.7625,31.6325,31.6325,0.411,1.0,134,0.0,False,0.0,31.633,31.3949,31.225,1.0054,31.225,trn2.48xlarge
nkilib_foreach_mul_tensor,elementwise,2.33,2,nki-lib,release,ported,n4096,2,21.1566,20.6316,20.6316,2.545,1.0,119,0.0,False,0.0,20.632,21.3525,20.39,1.0472,20.39,trn2.48xlarge
nkilib_foreach_mul_tensor,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,28.3058,29.02,28.3058,2.523,1.0000000000000002,130,0.0,False,0.0,28.306,28.9241,28.3841,1.019,28.3841,trn2.48xlarge
nkilib_foreach_mul_tensor,elementwise,2.33,2,nki-lib,release,ported,n257,2,32.4908,31.2966,31.2966,3.816,1.0,138,0.0,False,0.0,31.297,31.2033,31.7225,1.0166,31.2033,trn2.48xlarge
nkilib_foreach_sqrt,elementwise,2.30,1,nki-lib,release,ported,n4096,2,20.2525,20.5041,20.2525,1.242,1.0,118,0.0,False,0.0,20.253,20.1166,20.0341,1.0041,20.0341,trn2.48xlarge
nkilib_foreach_sqrt,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,26.0758,26.045,26.045,0.118,0.9999999999999998,123,0.0,False,0.0,26.045,26.2933,26.1866,1.0041,26.1866,trn2.48xlarge
nkilib_foreach_sqrt,elementwise,2.30,1,nki-lib,release,ported,n257,2,31.8133,30.2916,30.2916,5.024,1.0,128,0.0,False,0.0,30.292,31.085,30.9358,1.0048,30.9358,trn2.48xlarge
nkilib_foreach_sqrt,elementwise,2.33,2,nki-lib,release,ported,n4096,2,20.055,19.9141,19.9141,0.708,1.0,119,0.0,False,0.0,19.914,20.3966,20.0291,1.0183,20.0291,trn2.48xlarge
nkilib_foreach_sqrt,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,25.5708,25.5583,25.5583,0.049,0.9999999999999998,123,0.0,False,0.0,25.558,25.8475,26.1766,1.0127,25.8475,trn2.48xlarge
nkilib_foreach_sqrt,elementwise,2.33,2,nki-lib,release,ported,n257,2,30.7416,31.0616,30.7416,1.041,1.0,132,0.0,False,0.0,30.742,31.6591,30.7975,1.028,30.7975,trn2.48xlarge
nkilib_foreach_sub_scalar,elementwise,2.30,1,nki-lib,release,ported,n4096,2,21.555,20.9733,20.9733,2.774,1.0000000000000002,118,0.0,False,0.0,20.973,21.3958,21.4941,1.0046,21.3958,trn2.48xlarge
nkilib_foreach_sub_scalar,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,25.9058,25.8433,25.8433,0.242,1.0,129,0.0,False,0.0,25.843,26.2916,25.74,1.0214,25.74,trn2.48xlarge
nkilib_foreach_sub_scalar,elementwise,2.30,1,nki-lib,release,ported,n257,2,31.1733,32.6891,31.1733,4.862,0.9999999999999999,132,0.0,False,0.0,31.173,30.9625,32.1158,1.0372,30.9625,trn2.48xlarge
nkilib_foreach_sub_scalar,elementwise,2.33,2,nki-lib,release,ported,n4096,2,21.0608,21.2541,21.0608,0.918,1.0000000000000002,118,0.0,False,0.0,21.061,21.3641,21.7833,1.0196,21.3641,trn2.48xlarge
nkilib_foreach_sub_scalar,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,25.7525,25.9325,25.7525,0.699,1.0,128,0.0,False,0.0,25.753,25.4341,26.1833,1.0295,25.4341,trn2.48xlarge
nkilib_foreach_sub_scalar,elementwise,2.33,2,nki-lib,release,ported,n257,2,31.3666,32.5891,31.3666,3.897,0.9999999999999999,132,0.0,False,0.0,31.367,31.6575,31.7758,1.0037,31.6575,trn2.48xlarge
nkilib_foreach_sub_tensor,elementwise,2.30,1,nki-lib,release,ported,n4096,2,21.785,22.0066,21.785,1.017,0.9999968496514282,128,0.0,False,0.0,21.785,21.7875,21.4091,1.0177,21.4091,trn2.48xlarge
nkilib_foreach_sub_tensor,elementwise,2.30,1,nki-lib,release,ported,r128_c6144,2,29.6966,30.7325,29.6966,3.488,0.9999968599176271,148,0.0,False,0.0,29.697,29.2741,30.1225,1.029,29.2741,trn2.48xlarge
nkilib_foreach_sub_tensor,elementwise,2.30,1,nki-lib,release,ported,n257,2,33.2399,32.7541,32.7541,1.483,0.999996569735891,145,0.0,False,0.0,32.754,34.3891,37.7083,1.0965,34.3891,trn2.48xlarge
nkilib_foreach_sub_tensor,elementwise,2.33,2,nki-lib,release,ported,n4096,2,22.3516,21.5966,21.5966,3.496,0.9999968496514282,127,0.0,False,0.0,21.597,22.0266,21.5158,1.0237,21.5158,trn2.48xlarge
nkilib_foreach_sub_tensor,elementwise,2.33,2,nki-lib,release,ported,r128_c6144,2,29.7841,30.2333,29.7841,1.508,0.9999968599176271,146,0.0,False,0.0,29.784,30.4158,30.1191,1.0099,30.1191,trn2.48xlarge
nkilib_foreach_sub_tensor,elementwise,2.33,2,nki-lib,release,ported,n257,2,51.9649,32.6008,32.6008,59.398,0.999996569735891,141,0.0,False,0.0,32.601,33.0366,32.9091,1.0039,32.9091,trn2.48xlarge
silu_gate_bwd,elementwise,gate_7b,1,jburtoft,shipped,ported,r512_c2048,1,53.7824,53.1099,53.1099,1.266,0.999995504072024,131,0.0,False,0.0,53.11,53.2732,54.0974,1.0155,53.2732,trn2.48xlarge
silu_gate_bwd,elementwise,gate_7b,1,jburtoft,shipped,ported,r300_c1024,1,33.7008,33.4908,33.4908,0.627,0.9999955036244043,118,0.0,False,0.0,33.491,33.7458,33.3208,1.0128,33.3208,trn2.48xlarge
silu_gate_bwd,elementwise,mul_hplus,2,jburtoft,shipped,ported,r512_c2048,1,53.7049,53.9816,53.7049,0.515,0.999995504072024,131,0.0,False,0.0,53.705,53.4324,53.5058,1.0014,53.4324,trn2.48xlarge
silu_gate_bwd,elementwise,mul_hplus,2,jburtoft,shipped,ported,r300_c1024,1,33.6966,33.3608,33.3608,1.007,0.9999955036244043,117,0.0,False,0.0,33.361,33.1608,33.4558,1.0089,33.1608,trn2.48xlarge
silu_gate_fwd,elementwise,gate_7b,1,jburtoft,shipped,ported,r512_c2048,1,33.7924,32.7358,32.7358,3.228,0.99999719612152,102,0.0,False,0.0,32.736,33.7383,33.3441,1.0118,33.3441,trn2.48xlarge
silu_gate_fwd,elementwise,gate_7b,1,jburtoft,shipped,ported,r300_c1024,1,24.2158,24.1608,24.1608,0.228,0.9999972489778551,95,0.0,False,0.0,24.161,24.5183,25.8483,1.0542,24.5183,trn2.48xlarge
silu_gate_fwd,elementwise,mul_hplus,2,jburtoft,shipped,ported,r512_c2048,1,33.9633,33.5958,33.5958,1.094,0.99999719612152,102,0.0,False,0.0,33.596,33.4891,33.1824,1.0092,33.1824,trn2.48xlarge
silu_gate_fwd,elementwise,mul_hplus,2,jburtoft,shipped,ported,r300_c1024,1,24.5775,25.1125,24.5775,2.177,0.9999972489778551,95,0.0,False,0.0,24.578,24.7341,24.3116,1.0174,24.3116,trn2.48xlarge
fft1d_1024,fft,flat,1,jburtoft,release,ported,n1024,1,86.5249,87.4449,86.5249,1.063,0.9999999999259862,539,0.00124,False,0.107,86.418,86.8107,86.6824,1.0015,86.6824,trn2.48xlarge
fft1d_1024,fft,traced,2,jburtoft,optimization,ported,n1024,1,86.6974,86.5215,86.5215,0.203,0.9999999999259862,539,0.00123,False,0.106,86.416,85.3549,86.324,1.0114,85.3549,trn2.48xlarge
fft1d_2048,fft,flat,1,jburtoft,release,ported,n2048,1,238.4988,238.2138,238.2138,0.12,0.9999999999264595,1104,0.00738,False,0.112,238.102,238.1238,238.8263,1.003,238.1238,trn2.48xlarge
fft1d_2048,fft,traced,2,jburtoft,optimization,ported,n2048,1,239.0238,238.1221,238.1221,0.379,0.9999999999264595,1104,0.00743,False,0.109,238.013,238.2105,238.4446,1.001,238.2105,trn2.48xlarge
fft1d_2048,fft,opt,3,jburtoft,optimization,ported,n2048,1,222.8746,223.598,222.8746,0.325,0.9999999999264595,994,0.0032,False,0.026,222.849,220.9547,223.3788,1.011,220.9547,trn2.48xlarge
fft1d_2048,fft,2level,4,jburtoft,optimization,ported,n2048,1,201.0597,201.8988,201.0597,0.417,0.9999999999264595,858,0.00679,False,0.026,201.034,201.9314,201.518,1.0021,201.518,trn2.48xlarge
fft1d_4096,fft,flat,1,jburtoft,release,ported,n4096,1,770.7546,768.9196,768.9196,0.239,0.9999999999264286,2615,0.01614,False,0.549,768.371,770.1763,770.9155,1.001,770.1763,trn2.48xlarge
fft1d_4096,fft,traced,2,jburtoft,shipped,ported,n4096,1,770.7888,769.4271,769.4271,0.177,0.9999999999264286,2615,0.01597,False,0.547,768.88,770.3696,770.6438,1.0004,770.3696,trn2.48xlarge
fft1d_4096,fft,opt,3,jburtoft,rejected,ported,n4096,1,728.458,727.8913,727.8913,0.078,0.9999999999264286,2398,0.0,False,0.0,727.891,728.0089,728.6097,1.0008,728.0089,trn2.48xlarge
fft1d_4096,fft,2level,4,jburtoft,optimization;technique-altered,ported,n4096,1,587.0391,587.6341,587.0391,0.101,0.9999999999264286,1870,0.00321,False,0.108,586.931,587.0016,587.0666,1.0001,587.0016,trn2.48xlarge
fnet_fft128_c2r,fft,v2,0,hugging-face,release,ported,n128,1,22.1141,21.8975,21.8975,0.989,0.999999999999993,98,0.0,False,0.0,21.898,22.2358,22.0408,1.0088,22.0408,trn2.48xlarge
fnet_fft128_r2c,fft,v2,0,hugging-face,release,ported,n128,1,21.2283,21.1891,21.1891,0.185,0.9999999999999933,96,0.0,False,0.0,21.189,21.3783,21.2791,1.0047,21.2791,trn2.48xlarge
fnet_fft1d_128,fft,d2520595,0,hugging-face,release,ported,n128,1,25.3991,24.9275,24.9275,1.892,0.9999999999258347,140,0.01158,False,0.293,24.634,24.6708,24.5991,1.0029,24.5991,trn2.48xlarge
fnet_fft1d_128,fft,beta1_masked,100,jburtoft,release,ported,n128,1,24.7775,24.5625,24.5625,0.875,0.9999999999258338,115,0.00948,False,0.239,24.324,24.6358,24.9325,1.012,24.6358,trn2.48xlarge
fnet_fft1d_128,fft,nki2,101,jburtoft,release,ported,n128,1,24.8791,25.2833,24.8791,1.625,0.9999999999258347,140,0.01159,False,0.294,24.585,24.8775,24.98,1.0041,24.8775,trn2.48xlarge
fnet_fft1d_128,fft,traced,102,jburtoft,optimization,ported,n128,1,24.8733,24.9866,24.8733,0.456,0.9999999999258347,140,0.01158,False,0.288,24.585,24.6683,24.9558,1.0117,24.6683,trn2.48xlarge
fnet_fft1d_256,fft,d2520595,0,hugging-face,release,ported,n256,1,31.9083,30.5075,30.5075,4.592,0.9999999999262615,197,0.00248,False,0.078,30.43,31.0825,29.8091,1.0427,29.8091,trn2.48xlarge
fnet_fft1d_256,fft,beta1_masked,100,jburtoft,release,ported,n256,1,29.8975,30.2958,29.8975,1.332,0.99999999992626,177,0.00928,False,0.387,29.51,30.8525,30.28,1.0189,30.28,trn2.48xlarge
fnet_fft1d_256,fft,nki2,101,jburtoft,release,ported,n256,1,31.6075,31.0458,31.0458,1.809,0.9999999999262615,197,0.00263,False,0.082,30.964,30.8925,31.0466,1.005,30.8925,trn2.48xlarge
fnet_fft1d_256,fft,traced,102,jburtoft,optimization,ported,n256,1,30.485,30.7058,30.485,0.724,0.9999999999262615,197,0.00261,False,0.08,30.405,30.515,30.3125,1.0067,30.3125,trn2.48xlarge
fnet_fft1d_512,fft,d2520595,0,hugging-face,release,ported,n512,1,45.6091,48.8858,45.6091,7.184,0.9999999999263676,300,0.00219,False,0.548,45.061,45.8191,47.0716,1.0273,45.8191,trn2.48xlarge
fnet_fft1d_512,fft,flat,101,jburtoft,release,ported,n512,1,46.7616,49.0941,46.7616,4.988,0.9999999999263676,300,0.00544,False,0.27,46.492,45.4758,46.1716,1.0153,45.4758,trn2.48xlarge
fnet_fft1d_512,fft,traced,102,jburtoft,optimization,ported,n512,1,48.6849,45.5824,45.5824,6.806,0.9999999999263676,300,0.00548,False,0.329,45.253,45.5208,48.8899,1.074,45.5208,trn2.48xlarge
fnet_fft256_c2r,fft,v2,0,hugging-face,release,ported,n256,1,27.8816,27.9283,27.8816,0.167,0.9999999999999925,138,0.01414,False,0.398,27.484,27.8925,28.3058,1.0148,27.8925,trn2.48xlarge
fnet_fft256_r2c,fft,v2,0,hugging-face,release,ported,n256,1,26.6483,26.3425,26.3425,1.161,0.9999999999999928,127,0.0,False,0.0,26.343,26.505,26.39,1.0044,26.39,trn2.48xlarge
fnet_fft512_c2r,fft,v2,0,hugging-face,release,ported,n512,1,42.0091,42.2916,42.0091,0.672,0.9999999999999917,219,0.00262,False,0.11,41.899,40.9599,41.7858,1.0202,40.9599,trn2.48xlarge
fnet_fft512_r2c,fft,v2,0,hugging-face,release,ported,n512,1,35.5608,35.6058,35.5608,0.127,0.999999999999992,181,0.01056,False,0.38,35.181,35.3399,35.2133,1.0036,35.2133,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,17758870,1,hugging-face,,ported,bh2_s128,1,72.4474,72.1007,72.1007,0.481,0.999999999999662,560,0.00218,False,0.159,71.942,71.3949,72.1374,1.0104,71.3949,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,17758870,1,hugging-face,,ported,bh4_s256,1,214.388,215.1897,214.388,0.374,0.999999999999515,1925,0.0006,False,0.128,214.26,220.9413,213.2297,1.0362,213.2297,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,v7,2,hugging-face,release;fix,ported,bh2_s128,1,98.8982,98.9673,98.8982,0.07,0.9999999999996618,1101,0.00167,False,0.166,98.732,99.2348,99.0465,1.0019,99.0465,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,v7,2,hugging-face,release;fix,ported,bh4_s256,1,329.5545,330.5037,329.5545,0.288,0.9999999999995147,4099,0.00083,False,0.167,329.388,330.577,343.1336,1.038,330.577,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,ad2d5824,3,hugging-face,rejected,ported,bh2_s128,1,98.689,98.7557,98.689,0.068,0.9999999999996618,1101,0.00166,False,0.166,98.523,99.0173,99.0773,1.0006,99.0173,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,ad2d5824,3,hugging-face,rejected,ported,bh4_s256,1,343.1836,342.6453,342.6453,0.157,0.9999999999995147,4099,0.00119,False,0.164,342.481,330.0036,342.3761,1.0375,330.0036,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,v10,4,hugging-face,release;optimization,ported,bh2_s128,1,88.3682,87.8849,87.8849,0.55,0.9999999999996622,1078,0.00505,False,0.243,87.642,88.4424,88.259,1.0021,88.259,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,v10,4,hugging-face,release;optimization,ported,bh4_s256,1,283.007,283.4037,283.007,0.14,0.999999999999515,3916,0.00381,False,0.242,282.765,295.9279,283.1587,1.0451,283.1587,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,bf16_gemm,101,jburtoft,rejected,ported,bh2_s128,1,86.5599,86.3474,86.3474,0.246,0.9999966425177674,1070,0.00217,False,0.081,86.266,86.4482,86.609,1.0019,86.4482,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,bf16_gemm,101,jburtoft,rejected,ported,bh4_s256,1,269.1804,269.4987,269.1804,0.118,0.9999960148287717,3892,0.00069,False,0.083,269.097,269.3779,282.3954,1.0483,269.3779,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,cumsum_matmul,102,jburtoft,rejected,ported,bh2_s128,1,86.1215,85.6182,85.6182,0.588,0.9999999999996769,1094,0.00028,False,0.028,85.59,86.2582,85.4957,1.0089,85.4957,trn2.48xlarge
deltanet_chunked_prefill,linear_attention,cumsum_matmul,102,jburtoft,rejected,ported,bh4_s256,1,290.1887,290.1229,290.1229,0.023,0.9999999999996139,3983,0.00113,False,0.159,289.964,289.8721,278.3121,1.0415,278.3121,trn2.48xlarge
deltanet_fused_chunked_bwd,linear_attention,f48da815,1,hugging-face,release;technique-altered,ported,s128,1,81.6665,84.8999,81.6665,3.959,0.9999999999987697,682,0.0032,False,0.106,81.56,84.214,83.6249,1.007,83.6249,trn2.48xlarge
deltanet_fused_chunked_bwd,linear_attention,f48da815,1,hugging-face,release;technique-altered,ported,s384,1,186.313,187.7522,186.313,0.772,0.9999999999990543,1903,0.00568,False,0.108,186.205,178.0639,186.488,1.0473,178.0639,trn2.48xlarge
deltanet_fused_chunked_bwd_batched__sig1,linear_attention,v3.0,1,hugging-face,release,ported,bh1_s128,1,83.2199,83.2457,83.2199,0.031,0.9999999999987697,673,0.0032,False,0.106,83.114,82.8532,84.9624,1.0255,82.8532,trn2.48xlarge
deltanet_fused_chunked_bwd_batched__sig1,linear_attention,v3.0,1,hugging-face,release,ported,bh2_s256,1,239.123,238.5521,238.5521,0.239,0.9999999999992325,2430,0.01234,False,0.263,238.289,249.3971,236.5155,1.0545,236.5155,trn2.48xlarge
deltanet_fused_chunked_bwd_batched__sig2,linear_attention,17758870,1,hugging-face,,ported,bh1_s128,1,75.1449,74.2265,74.2265,1.237,0.9999999999987697,673,0.0014,False,0.104,74.122,75.369,75.0324,1.0045,75.0324,trn2.48xlarge
deltanet_fused_chunked_bwd_batched__sig2,linear_attention,17758870,1,hugging-face,,ported,bh2_s256,1,254.1163,254.1146,254.1146,0.001,0.9999999999992325,2424,0.00972,False,0.24,253.875,254.4779,249.2904,1.0208,249.2904,trn2.48xlarge
deltanet_fused_chunked_bwd_batched__sig2,linear_attention,22b60ce8,2,hugging-face,release;optimization,ported,bh1_s128,1,62.8049,62.7757,62.7757,0.047,0.9999999999991667,421,0.00172,False,0.108,62.668,62.7774,62.7482,1.0005,62.7482,trn2.48xlarge
deltanet_fused_chunked_bwd_batched__sig2,linear_attention,22b60ce8,2,hugging-face,release;optimization,ported,bh2_s256,1,187.413,184.9722,184.9722,1.32,0.9999999999992648,1419,0.00689,False,0.278,184.694,183.9605,185.6355,1.0091,183.9605,trn2.48xlarge
deltanet_fused_chunked_fwd,linear_attention,f48da815,1,hugging-face,,ported,s128,1,47.0733,47.3083,47.0733,0.499,0.9999999999996529,338,0.01406,False,0.198,46.875,46.2216,47.5633,1.029,46.2216,trn2.48xlarge
deltanet_fused_chunked_fwd,linear_attention,f48da815,1,hugging-face,,ported,s256,1,72.8774,73.0949,72.8774,0.298,0.9999999999996871,571,0.00918,False,0.189,72.688,73.4824,73.0899,1.0054,73.0899,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig1,linear_attention,v3.0,1,hugging-face,release,ported,bh2_s128,1,71.7391,71.9041,71.7391,0.23,0.999999999999662,576,0.00933,False,0.19,71.549,71.7382,71.5382,1.0028,71.5382,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig1,linear_attention,v3.0,1,hugging-face,release,ported,bh4_s256,1,221.0713,221.1472,221.0713,0.034,0.999999999999515,1971,0.00297,False,0.188,220.883,219.3055,220.098,1.0036,219.3055,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig2,linear_attention,17758870,1,hugging-face,,ported,bh2_s128,1,70.9224,71.8707,70.9224,1.337,0.999999999999662,574,0.00226,False,0.16,70.762,71.5024,71.3141,1.0026,71.3141,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig2,linear_attention,17758870,1,hugging-face,,ported,bh4_s256,1,217.0272,214.0055,214.0055,1.412,0.999999999999515,1974,0.00074,False,0.159,213.847,216.3088,216.5388,1.0011,216.3088,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig2,linear_attention,v8,2,hugging-face,release;fix,ported,bh2_s128,1,98.3015,98.0573,98.0573,0.249,0.9999999999996618,1112,0.00166,False,0.163,97.894,98.1865,97.9207,1.0027,97.9207,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig2,linear_attention,v8,2,hugging-face,release;fix,ported,bh4_s256,1,337.4411,336.6978,336.6978,0.221,0.9999999999995147,4143,0.00086,False,0.161,336.537,327.6895,338.5728,1.0332,327.6895,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig2,linear_attention,v10,3,hugging-face,release;optimization,ported,bh2_s128,1,86.714,87.3499,86.714,0.733,0.9999999999996622,1080,0.00181,False,0.162,86.552,86.7632,86.6507,1.0013,86.6507,trn2.48xlarge
deltanet_fused_chunked_fwd_batched__sig2,linear_attention,v10,3,hugging-face,release;optimization,ported,bh4_s256,1,281.5662,281.4304,281.4304,0.048,0.999999999999515,4013,0.00058,False,0.165,281.265,281.3729,291.2204,1.035,281.3729,trn2.48xlarge
deltanet_fused_chunked_fwd_nostate,linear_attention,baseline,1,jburtoft,baseline,ported,s128,1,46.4491,46.4274,46.4274,0.047,0.9999999999997087,336,0.00269,False,0.125,46.302,45.7233,46.7424,1.0223,45.7233,trn2.48xlarge
deltanet_fused_chunked_fwd_nostate,linear_attention,baseline,1,jburtoft,baseline,ported,s256,1,73.6682,72.6224,72.6224,1.44,0.9999999999996815,559,0.00179,False,0.131,72.491,72.7182,71.9616,1.0105,71.9616,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,b09577d0,1,hugging-face,,ported,s64,1,335.7187,334.8953,334.8953,0.246,0.9999999999999806,2668,0.0,False,0.001,334.894,335.0753,366.3586,1.0934,335.0753,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,b09577d0,1,hugging-face,,ported,s256,1,1237.8281,1237.8989,1237.8281,0.006,0.999999999999978,10515,0.0,False,0.001,1237.827,1283.423,1238.6064,1.0362,1238.6064,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,d0731412,2,hugging-face,optimization,ported,s64,1,405.9502,405.1677,405.1677,0.193,0.9999999999999806,2480,4e-05,False,0.0,405.168,405.6635,328.2562,1.2358,328.2562,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,d0731412,2,hugging-face,optimization,ported,s256,1,1293.2305,1291.4072,1291.4072,0.141,0.999999999999978,9594,1e-05,False,0.0,1291.407,1209.5565,1293.5813,1.0695,1209.5565,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,da078c21,3,hugging-face,,ported,s64,1,327.812,328.372,327.812,0.171,0.9999999999999806,2480,0.0,False,0.001,327.811,403.421,328.4412,1.2283,328.4412,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,da078c21,3,hugging-face,,ported,s256,1,1207.7565,1207.6348,1207.6348,0.01,0.999999999999978,9594,0.0,False,0.0,1207.635,1205.9023,1287.958,1.068,1205.9023,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,v3.1,4,hugging-face,release;optimization,ported,s64,1,369.9286,371.2444,369.9286,0.356,0.9999999999999806,1775,1e-05,False,0.0,369.929,370.4719,370.5786,1.0003,370.4719,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,v3.1,4,hugging-face,release;optimization,ported,s256,1,1436.6644,1438.9911,1436.6644,0.162,0.999999999999978,6785,0.0,False,0.0,1436.664,1437.0519,1446.6228,1.0067,1437.0519,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,v3.2,5,hugging-face,release;optimization,ported,s64,1,272.1437,270.9804,270.9804,0.429,0.9999999999999802,1709,0.00304,False,0.047,270.933,272.3321,272.2362,1.0004,272.2362,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,v3.2,5,hugging-face,release;optimization,ported,s256,1,1043.3317,1040.2533,1040.2533,0.296,0.999999999999978,6526,0.00084,False,0.044,1040.209,1045.2125,1045.0658,1.0001,1045.0658,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,wide2,101,jburtoft,rejected,ported,s64,1,314.1729,313.7395,313.7395,0.138,0.9999999999999803,3229,3e-05,False,0.01,313.729,400.7727,313.7453,1.2774,313.7453,trn2.48xlarge
deltanet_recurrent_fwd,linear_attention,wide2,101,jburtoft,rejected,ported,s256,1,1148.5366,1148.9791,1148.5366,0.039,0.9999999999999779,12829,1e-05,False,0.012,1148.525,1150.7799,1253.1056,1.0889,1150.7799,trn2.48xlarge
deltanet_recurrent_fwd_batched,linear_attention,v4.0,1,hugging-face,release;optimization,ported,g4_s64,1,870.982,876.1894,870.982,0.598,0.9999999999999788,6546,0.00117,False,0.0,870.982,871.9345,872.3828,1.0005,871.9345,trn2.48xlarge
deltanet_recurrent_fwd_batched,linear_attention,v4.0,1,hugging-face,release;optimization,ported,g8_s128,1,3638.0009,3636.9828,3636.9828,0.028,0.9999999999999767,25854,0.00259,False,0.0,3636.983,3643.5951,3643.4811,1.0,3643.4811,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,b09577d0,1,hugging-face,,ported,s64,1,335.9778,336.397,335.9778,0.125,0.9999999999999823,2646,0.0,False,0.0,335.978,336.2986,366.3503,1.0894,336.2986,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,b09577d0,1,hugging-face,,ported,s256,1,1237.9531,1238.6922,1237.9531,0.06,0.9999999999999774,10339,0.0,False,0.0,1237.953,1275.5089,1238.6122,1.0298,1238.6122,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,d0731412,2,hugging-face,optimization,ported,s64,1,402.4444,405.946,402.4444,0.87,0.9999999999999823,2477,4e-05,False,0.0,402.444,404.3894,329.0928,1.2288,329.0928,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,d0731412,2,hugging-face,optimization,ported,s256,1,1287.0746,1288.2813,1287.0746,0.094,0.9999999999999774,9678,1e-05,False,0.0,1287.075,1207.2865,1289.4522,1.0681,1207.2865,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,869f5380,3,hugging-face,,ported,s64,1,401.6069,401.4552,401.4552,0.038,0.9999999999999823,2477,5e-05,False,0.0,401.455,329.0495,397.5194,1.2081,329.0495,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,869f5380,3,hugging-face,,ported,s256,1,1289.8889,1289.5863,1289.5863,0.023,0.9999999999999774,9678,1e-05,False,0.0,1289.586,1289.0246,1206.3747,1.0685,1206.3747,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,v3.1,4,hugging-face,release;optimization,ported,s64,1,370.2852,371.1644,370.2852,0.237,0.9999999999999823,1777,0.0,False,0.0,370.285,366.6211,372.4494,1.0159,366.6211,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,v3.1,4,hugging-face,release;optimization,ported,s256,1,1442.1419,1443.0045,1442.1419,0.06,0.9999999999999774,6789,0.0,False,0.0,1442.142,1443.4727,1444.1202,1.0004,1443.4727,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,v3.2,5,hugging-face,release;optimization,ported,s64,1,277.7646,276.0346,276.0346,0.627,0.9999999999999822,1721,0.00297,False,0.047,275.988,275.9546,278.3837,1.0088,275.9546,trn2.48xlarge
deltanet_recurrent_fwd_state,linear_attention,v3.2,5,hugging-face,release;optimization,ported,s256,1,1045.0726,1047.0992,1045.0726,0.194,0.9999999999999772,6538,0.00078,False,0.047,1045.026,1044.0884,1044.0625,1.0,1044.0625,trn2.48xlarge
deltanet_recurrent_fwd_state_tiled,linear_attention,6dceb510,1,hugging-face,wip,ported,s128,1,540.6067,538.4208,538.4208,0.406,0.9999999999999796,3321,0.00153,False,0.047,538.374,534.8508,536.0683,1.0023,534.8508,trn2.48xlarge
deltanet_recurrent_fwd_state_tiled,linear_attention,6dceb510,1,hugging-face,wip,ported,s256,1,977.8093,980.8294,977.8093,0.309,0.9999999999999772,6547,0.00289,False,0.043,977.766,980.2468,974.2085,1.0062,974.2085,trn2.48xlarge
deltanet_tkg_batched,linear_attention,b09577d0,1,hugging-face,,ported,h8,1,67.2174,66.8232,66.8232,0.59,0.9999999999999919,422,1e-05,False,0.0,66.823,75.2324,66.8024,1.1262,66.8024,trn2.48xlarge
deltanet_tkg_batched,linear_attention,b09577d0,1,hugging-face,,ported,h16,1,112.5982,112.8523,112.5982,0.226,0.9999999999999921,722,0.00019,False,0.005,112.593,112.6323,139.3289,1.237,112.6323,trn2.48xlarge
deltanet_tkg_batched,linear_attention,d0731412,2,hugging-face,optimization,ported,h8,1,74.0874,73.7624,73.7624,0.441,0.9999999999999919,406,1e-05,False,0.0,73.762,66.4216,73.4357,1.1056,66.4216,trn2.48xlarge
deltanet_tkg_batched,linear_attention,d0731412,2,hugging-face,optimization,ported,h16,1,135.824,135.5006,135.5006,0.239,0.9999999999999921,691,0.00015,False,0.002,135.499,136.269,110.3482,1.2349,110.3482,trn2.48xlarge
deltanet_tkg_batched,linear_attention,6a4cee02,3,hugging-face,,ported,h8,1,74.1599,73.4207,73.4207,1.007,0.9999999999999919,406,0.0,False,0.0,73.421,73.6891,66.2824,1.1117,66.2824,trn2.48xlarge
deltanet_tkg_batched,linear_attention,6a4cee02,3,hugging-face,,ported,h16,1,135.6831,135.7456,135.6831,0.046,0.9999999999999921,691,0.0001,False,0.0,135.683,110.809,136.0439,1.2277,110.809,trn2.48xlarge
deltanet_tkg_batched,linear_attention,v3.1,4,hugging-face,release;optimization,ported,h8,1,49.9199,50.0549,49.9199,0.27,0.9999999999999919,344,0.00216,False,0.086,49.834,49.8833,49.7924,1.0018,49.7924,trn2.48xlarge
deltanet_tkg_batched,linear_attention,v3.1,4,hugging-face,release;optimization,ported,h16,1,70.3299,70.0416,70.0416,0.412,0.9999999999999921,579,0.00027,False,0.0,70.042,69.9316,69.7224,1.003,69.7224,trn2.48xlarge
deltanet_tkg_batched,linear_attention,keyfold,101,jburtoft,rejected,ported,h8,1,48.9649,49.4858,48.9649,1.064,0.9999999999999917,338,0.0,False,0.0,48.965,49.7566,48.8516,1.0185,48.8516,trn2.48xlarge
deltanet_tkg_batched,linear_attention,keyfold,101,jburtoft,rejected,ported,h16,1,68.9149,68.7116,68.7116,0.296,0.9999999999999921,566,0.0,False,0.0,68.712,68.5024,68.6066,1.0015,68.5024,trn2.48xlarge
deltanet_tkg_batched,linear_attention,fold_hooks,102,jburtoft,wip,ported,h8,1,66.1957,67.3882,66.1957,1.801,0.9999999999999919,406,2e-05,False,0.0,66.196,66.0816,73.3291,1.1097,66.0816,trn2.48xlarge
deltanet_tkg_batched,linear_attention,fold_hooks,102,jburtoft,wip,ported,h16,1,110.5082,110.5265,110.5082,0.017,0.9999999999999921,692,4e-05,False,0.0,110.508,135.1965,110.7657,1.2206,110.7657,trn2.48xlarge
deltanet_tkg_batched_bh,linear_attention,v3.3,1,hugging-face,release;optimization,ported,bh16,1,69.9674,69.5749,69.5749,0.564,0.9999999999999921,579,0.00031,False,0.0,69.575,69.9557,70.4057,1.0064,69.9557,trn2.48xlarge
deltanet_tkg_batched_bh,linear_attention,v3.3,1,hugging-face,release;optimization,ported,bh64,1,242.7271,241.9813,241.9813,0.308,0.9999999999999922,1921,0.00116,False,0.001,241.98,241.3971,220.2213,1.0962,220.2213,trn2.48xlarge
deltanet_tkg_batched_bh,linear_attention,v9,2,hugging-face,release;optimization,ported,bh16,1,70.5716,70.2324,70.2324,0.483,0.9999999999999921,579,0.00027,False,0.001,70.231,69.8582,69.8266,1.0005,69.8266,trn2.48xlarge
deltanet_tkg_batched_bh,linear_attention,v9,2,hugging-face,release;optimization,ported,bh64,1,220.9405,220.3788,220.3788,0.255,0.9999999999999922,1921,0.00149,False,0.001,220.378,241.2021,220.8522,1.0921,220.8522,trn2.48xlarge
kda_chunk_bwd,linear_attention,v1.2,0,hugging-face,release,ported,c128,1,48.7766,48.4341,48.4341,0.707,0.9999999999993071,389,0.00888,False,0.269,48.165,47.8958,49.4849,1.0332,47.8958,trn2.48xlarge
kda_chunk_step,linear_attention,v1.1,0,hugging-face,release;fix,ported,c128,1,44.8041,44.3808,44.3808,0.954,0.9999999999992921,310,0.00527,False,0.237,44.144,44.5799,45.1108,1.0119,44.5799,trn2.48xlarge
kda_chunk_step_exact,linear_attention,v1.4,0,hugging-face,release,ported,c128,1,101.1673,101.6698,101.1673,0.497,0.999999999999426,1232,0.00214,False,0.22,100.947,114.1198,101.4707,1.1247,101.4707,trn2.48xlarge
kda_chunk_step_exact_bwd,linear_attention,v1.5,0,hugging-face,release,verbatim,c128,1,433.3327,433.3876,433.3327,0.013,0.9999999999989921,5462,0.0001,False,0.043,433.29,433.6868,500.1859,1.1533,433.6868,trn2.48xlarge
kda_chunk_step_exact_multihead,linear_attention,v1.4,0,hugging-face,release;optimization,ported,nv2,1,160.3706,160.3239,160.3239,0.029,0.9999999999994824,2260,0.00132,False,0.212,160.112,160.3389,199.553,1.2446,160.3389,trn2.48xlarge
kda_chunk_step_exact_multihead,linear_attention,v1.4,0,hugging-face,release;optimization,ported,nv4,1,288.4645,288.3679,288.3679,0.033,0.9999999999994903,4433,0.00075,False,0.215,288.153,367.0753,288.1254,1.274,288.1254,trn2.48xlarge
kda_chunk_step_perv,linear_attention,v1.0,0,hugging-face,release,ported,c128,1,44.7891,44.1574,44.1574,1.431,0.9999999999992921,307,0.00527,False,0.237,43.92,44.8924,44.8774,1.0003,44.8774,trn2.48xlarge
kda_chunk_step_perv,linear_attention,v1.2,1,hugging-face,release,ported,c128,1,43.9249,44.5208,43.9249,1.357,0.9999999999992921,310,0.00526,False,0.241,43.684,45.0324,44.8533,1.004,44.8533,trn2.48xlarge
kda_decode_batch,linear_attention,v1.4,0,hugging-face,release,ported,b2_nv16,1,191.5905,191.2097,191.2097,0.199,0.999999999999992,1256,0.0,False,0.167,191.043,209.2188,191.568,1.0921,191.568,trn2.48xlarge
kda_decode_batch,linear_attention,v1.4,0,hugging-face,release,ported,b1_nv8,1,60.7274,60.6591,60.6591,0.113,0.9999999999999923,391,0.0027,False,0.164,60.495,60.4757,65.4107,1.0816,60.4757,trn2.48xlarge
kda_fused_chunked_bwd,linear_attention,v1.3,0,hugging-face,release;optimization,ported,s256,1,74.7549,72.8641,72.8641,2.595,0.9999999999992605,678,0.0036,False,0.492,72.372,73.5574,71.3882,1.0304,71.3882,trn2.48xlarge
kda_fused_chunked_bwd,linear_attention,v1.3,0,hugging-face,release;optimization,ported,s512,1,127.0956,126.2306,126.2306,0.685,0.9999999999991326,1255,0.00473,False,0.305,125.926,120.2806,126.3115,1.0501,120.2806,trn2.48xlarge
kda_fused_chunked_fwd,linear_attention,v1.3,0,hugging-face,release;optimization,ported,s256,1,66.9732,65.8466,65.8466,1.711,0.9999999999992597,514,0.00348,False,0.236,65.611,65.1657,66.5307,1.0209,65.1657,trn2.48xlarge
kda_fused_chunked_fwd,linear_attention,v1.3,0,hugging-face,release;optimization,ported,s512,1,106.2507,108.8057,106.2507,2.405,0.9999999999991935,925,0.00219,False,0.24,106.011,108.4323,105.599,1.0268,105.599,trn2.48xlarge
kda_recurrent_bwd,linear_attention,v1.2,0,hugging-face,release,ported,s64,1,942.0743,945.6477,942.0743,0.379,0.9999999999999625,7073,0.01272,False,0.304,941.77,906.0528,945.7235,1.0438,906.0528,trn2.48xlarge
kda_recurrent_bwd,linear_attention,v1.2,0,hugging-face,release,ported,s192,1,2884.7812,2864.1305,2864.1305,0.721,0.9999999999999583,21003,0.01044,False,0.304,2863.826,2789.9048,2652.0542,1.052,2652.0542,trn2.48xlarge
kda_recurrent_bwd_batched,linear_attention,v1.7,0,hugging-face,release;optimization,verbatim,b1_h2_s64,1,1839.2121,1689.3224,1689.3224,8.873,0.9999999999999624,13919,0.00744,False,0.305,1689.017,1814.9621,1921.7161,1.0588,1814.9621,trn2.48xlarge
kda_recurrent_bwd_batched,linear_attention,v1.7,0,hugging-face,release;optimization,verbatim,b2_h2_s128,1,6512.9949,6898.2975,6512.9949,5.916,0.9999999999999575,55390,0.0038,False,0.305,6512.69,6872.9799,6826.2676,1.0068,6826.2676,trn2.48xlarge
kda_recurrent_fwd,linear_attention,v1.1,1,hugging-face,release;fix,ported,s64,1,403.4294,402.8936,402.8936,0.133,0.9999999999999838,2470,0.00219,False,0.255,402.639,405.8085,358.4586,1.1321,358.4586,trn2.48xlarge
kda_recurrent_fwd,linear_attention,v1.1,1,hugging-face,release;fix,ported,s192,1,1029.9259,1028.6109,1028.6109,0.128,0.9999999999999845,7327,0.00065,False,0.257,1028.354,999.981,1043.5742,1.0436,999.981,trn2.48xlarge
kda_recurrent_fwd,linear_attention,v1.1,1,hugging-face,release;fix,ported,s512,1,2636.9283,2638.2643,2636.9283,0.051,0.9999999999999837,19477,0.00026,False,0.256,2636.672,2596.8542,2643.6525,1.018,2596.8542,trn2.48xlarge
kda_recurrent_fwd,linear_attention,v1.4,2,hugging-face,release;optimization,ported,s64,1,319.3462,310.5395,310.5395,2.836,0.9999999999999835,2287,0.00622,False,0.304,310.236,319.317,312.8945,1.0205,312.8945,trn2.48xlarge
kda_recurrent_fwd,linear_attention,v1.4,2,hugging-face,release;optimization,ported,s192,1,836.6879,842.5054,836.6879,0.695,0.999999999999984,6692,0.00118,False,0.298,836.39,817.6246,941.7977,1.1519,817.6246,trn2.48xlarge
kda_recurrent_fwd,linear_attention,v1.4,2,hugging-face,release;optimization,ported,s512,1,2124.4041,2124.8534,2124.4041,0.021,0.9999999999999835,17752,0.00095,False,0.298,2124.106,2366.2113,2125.2034,1.1134,2125.2034,trn2.48xlarge
kda_recurrent_fwd_perv,linear_attention,v1.0,0,hugging-face,release,ported,s64,1,445.691,445.326,445.326,0.082,0.9999999999999837,2829,0.00048,False,0.003,445.323,444.3718,413.5343,1.0746,413.5343,trn2.48xlarge
kda_recurrent_fwd_perv,linear_attention,v1.0,0,hugging-face,release,ported,s192,1,1221.3914,1222.2705,1221.3914,0.072,0.9999999999999841,8337,0.00017,False,0.003,1221.388,1191.5556,1219.1789,1.0232,1191.5556,trn2.48xlarge
kda_recurrent_fwd_perv,linear_attention,v1.0,0,hugging-face,release,ported,s512,1,3169.8209,3171.5841,3169.8209,0.056,0.9999999999999842,22099,7e-05,False,0.003,3169.818,3170.5485,3142.366,1.009,3142.366,trn2.48xlarge
kda_recurrent_fwd_state,linear_attention,v1.1,0,hugging-face,release;fix,ported,s64,1,358.8853,359.6628,358.8853,0.217,0.9999999999999838,2475,0.00071,False,0.257,358.628,359.6111,404.8444,1.1258,359.6111,trn2.48xlarge
kda_recurrent_fwd_state,linear_attention,v1.1,0,hugging-face,release;fix,ported,s192,1,1001.0576,999.691,999.691,0.137,0.9999999999999845,7330,0.00026,False,0.257,999.434,999.8902,1027.9767,1.0281,999.8902,trn2.48xlarge
kda_recurrent_fwd_state,linear_attention,v1.1,0,hugging-face,release;fix,ported,s512,1,2597.3001,2596.4675,2596.4675,0.032,0.9999999999999837,19480,0.0001,False,0.256,2596.212,2639.5284,2597.8643,1.016,2597.8643,trn2.48xlarge
kda_recurrent_fwd_state,linear_attention,v1.4,1,hugging-face,release;optimization,ported,s64,1,312.4462,313.9578,312.4462,0.484,0.9999999999999835,2288,0.00402,False,0.302,312.144,316.3762,315.8129,1.0018,315.8129,trn2.48xlarge
kda_recurrent_fwd_state,linear_attention,v1.4,1,hugging-face,release;optimization,ported,s192,1,844.5945,838.3754,838.3754,0.742,0.999999999999984,6696,0.00239,False,0.297,838.078,939.3852,851.922,1.1027,851.922,trn2.48xlarge
kda_recurrent_fwd_state,linear_attention,v1.4,1,hugging-face,release;optimization,ported,s512,1,2124.8909,2123.385,2123.385,0.071,0.9999999999999835,17754,0.00127,False,0.3,2123.085,2412.8528,2130.385,1.1326,2130.385,trn2.48xlarge
kda_recurrent_fwd_state_perv,linear_attention,v1.0,0,hugging-face,release,ported,s64,1,414.6008,414.9044,414.6008,0.073,0.9999999999999837,2834,0.0,False,0.002,414.599,413.9706,444.9164,1.0748,413.9706,trn2.48xlarge
kda_recurrent_fwd_state_perv,linear_attention,v1.0,0,hugging-face,release,ported,s192,1,1191.5398,1191.6156,1191.5398,0.006,0.9999999999999841,8341,0.0,False,0.003,1191.537,1221.1322,1191.4007,1.025,1191.4007,trn2.48xlarge
kda_recurrent_fwd_state_perv,linear_attention,v1.0,0,hugging-face,release,ported,s512,1,3141.6318,3141.9508,3141.6318,0.01,0.9999999999999842,22102,0.0,False,0.002,3141.63,3141.1692,3172.6726,1.01,3141.1692,trn2.48xlarge
kda_recurrent_fwd_state_perv,linear_attention,v1.2,1,hugging-face,release,ported,s64,1,536.4259,531.5542,531.5542,0.917,0.9999999999999837,2927,0.00896,False,0.0,531.554,529.1992,528.0942,1.0021,528.0942,trn2.48xlarge
kda_recurrent_fwd_state_perv,linear_attention,v1.2,1,hugging-face,release,ported,s192,1,1569.4909,1578.2642,1569.4909,0.559,0.9999999999999841,8811,0.00742,False,0.001,1569.49,1569.1892,1569.5626,1.0002,1569.1892,trn2.48xlarge
kda_recurrent_fwd_state_perv,linear_attention,v1.2,1,hugging-face,release,ported,s512,1,4019.673,3978.2845,3978.2845,1.04,0.9999999999999842,23532,0.00601,False,0.001,3978.284,4012.7146,4014.1237,1.0004,4012.7146,trn2.48xlarge
mamba2_ssd__sig1,linear_attention,2ebe0d2b,0,hugging-face,release,ported,b1_h4_l256,1,72.6532,72.8107,72.6532,0.217,0.99999999999918,652,0.00259,False,0.188,72.465,72.7757,70.1482,1.0375,70.1482,trn2.48xlarge
mamba2_ssd__sig1,linear_attention,2ebe0d2b,0,hugging-face,release,ported,b1_h8_l1024,1,413.7385,413.3952,413.3952,0.083,0.9999999999989042,4094,0.00326,False,0.189,413.206,413.8402,373.6686,1.1075,373.6686,trn2.48xlarge
mamba2_ssd__sig1,linear_attention,2ebe0d2b,0,hugging-face,release,ported,b2_h4_l512,1,211.038,210.5822,210.5822,0.216,0.9999999999990475,2160,0.00088,False,0.185,210.397,208.0813,210.1913,1.0101,208.0813,trn2.48xlarge
mamba2_ssd__sig2,linear_attention,v2.0,0,hugging-face,release;optimization,ported,b1_h4_l256,1,64.1282,64.1957,64.1282,0.105,0.9999999999992868,590,0.00466,False,0.192,63.936,64.6724,58.3932,1.1075,58.3932,trn2.48xlarge
mamba2_ssd__sig2,linear_attention,v2.0,0,hugging-face,release;optimization,ported,b1_h8_l1024,1,319.1687,318.8395,318.8395,0.103,0.999999999999071,3391,0.00385,False,0.218,318.622,273.4787,318.6603,1.1652,273.4787,trn2.48xlarge
mamba2_ssd__sig2,linear_attention,v2.0,0,hugging-face,release;optimization,ported,b2_h4_l512,1,179.2914,177.7589,177.7589,0.862,0.9999999999989637,1836,0.00467,False,0.218,177.541,155.0089,177.3814,1.1443,155.0089,trn2.48xlarge
mamba3_mimo_decode,linear_attention,v1.1.0,0,hugging-face,release,ported,b1_h32,1,276.9987,276.3137,276.3137,0.248,0.9999999999999987,2298,0.00042,False,0.056,276.257,317.6178,276.9012,1.147,276.9012,trn2.48xlarge
mamba3_mimo_decode,linear_attention,v1.1.0,0,hugging-face,release,ported,b4_h8,1,260.7696,260.0854,260.0854,0.263,0.9999999999999987,2299,0.00052,False,0.054,260.031,260.8138,300.4304,1.1519,260.8138,trn2.48xlarge
mamba3_mimo_ssd,linear_attention,v1.0.0,0,hugging-face,release,ported,b1_h4_l128,1,248.9771,248.7388,248.7388,0.096,0.9999999999986817,3064,0.00142,False,0.021,248.718,324.637,248.838,1.3046,248.838,trn2.48xlarge
mamba3_mimo_ssd,linear_attention,v1.0.0,0,hugging-face,release,ported,b1_h8_l256,1,936.891,936.3519,936.3519,0.058,0.9999999999990563,11882,0.00195,False,0.021,936.331,1223.994,936.991,1.3063,936.991,trn2.48xlarge
mamba3_rope_bc,linear_attention,v1,1,jburtoft,baseline,ported,b1_l4_h8,1,172.0489,173.2197,172.0489,0.681,0.9999999999999974,237,0.0,False,0.0,172.049,171.5072,172.7172,1.0071,171.5072,trn2.48xlarge
mamba3_rope_bc,linear_attention,v1,1,jburtoft,baseline,ported,b2_l2_h32,1,693.7439,682.7989,682.7989,1.603,0.9999999999999976,295,0.0,False,0.0,682.799,683.9765,691.5698,1.0111,683.9765,trn2.48xlarge
mamba3_rope_bc_pairs,linear_attention,v2,1,jburtoft,optimization,ported,b1_l4_h8,1,162.7381,158.8356,158.8356,2.457,0.9999999999999974,202,0.0,False,0.0,158.836,177.1114,172.9722,1.0239,172.9722,trn2.48xlarge
mamba3_rope_bc_pairs,linear_attention,v2,1,jburtoft,optimization,ported,b2_l2_h32,1,791.4579,794.2063,791.4579,0.347,0.9999999999999976,263,0.0,False,0.0,791.458,793.2488,796.1413,1.0036,793.2488,trn2.48xlarge
mamba3_siso_decode_state,linear_attention,v1.0.0,0,hugging-face,release,ported,b1_h32,1,378.8569,383.2319,378.8569,1.155,0.999999999999999,2120,0.00227,False,0.023,378.834,377.5519,270.2987,1.3968,270.2987,trn2.48xlarge
mamba3_siso_decode_state,linear_attention,v1.0.0,0,hugging-face,release,ported,b4_h8,1,377.1361,377.2436,377.1361,0.029,0.9999999999999992,2102,0.00199,False,0.023,377.113,254.1229,373.0611,1.468,254.1229,trn2.48xlarge
mamba3_siso_ssd,linear_attention,v1.0.0,0,hugging-face,release,ported,b1_h4_l256,1,144.9998,145.6973,144.9998,0.481,0.9999999999991783,1311,0.00568,False,0.0,145.0,143.8548,119.7498,1.2013,119.7498,trn2.48xlarge
mamba3_siso_ssd,linear_attention,v1.0.0,0,hugging-face,release,ported,b1_h8_l512,1,521.3909,523.1542,521.3909,0.338,0.9999999999995142,4763,0.00715,False,0.0,521.391,523.8933,421.7318,1.2422,421.7318,trn2.48xlarge
mamba3_trap_kscale,linear_attention,v2,1,jburtoft,shipped,ported,t4_n128,1,43.0241,42.8724,42.8724,0.354,0.999999999999999,119,0.0,False,0.0,42.872,42.2108,42.4949,1.0067,42.2108,trn2.48xlarge
mamba3_trap_kscale,linear_attention,v2,1,jburtoft,shipped,ported,t16_n64,1,107.1282,107.6757,107.1282,0.511,0.9999999999999992,299,0.0,False,0.0,107.128,113.9098,107.0082,1.0645,107.0082,trn2.48xlarge
nkilib_linear_scan,linear_attention,2.30,1,nki-lib,release,ported,p128_l1024,1,29.4191,30.2816,29.4191,2.932,0.9999999999999933,60,0.0,False,0.0,29.419,29.9416,30.9916,1.0351,29.9416,trn2.48xlarge
nkilib_linear_scan,linear_attention,2.30,1,nki-lib,release,ported,b2_p200_l4100,1,92.2182,93.1624,92.2182,1.024,0.9999999999999927,139,0.0,False,0.0,92.218,91.4357,90.8707,1.0062,90.8707,trn2.48xlarge
nkilib_linear_scan,linear_attention,2.33,2,nki-lib,release,ported,p128_l1024,1,30.5125,29.4208,29.4208,3.711,0.9999999999999933,60,0.0,False,0.0,29.421,29.3125,29.8608,1.0187,29.3125,trn2.48xlarge
nkilib_linear_scan,linear_attention,2.33,2,nki-lib,release,ported,b2_p200_l4100,1,92.4265,94.594,92.4265,2.345,0.9999999999999927,139,0.0,False,0.0,92.427,91.7574,91.6407,1.0013,91.6407,trn2.48xlarge
nkilib_selective_scan,linear_attention,2.30,1,nki-lib,release,ported,b1_c128_l256_n8,1,36.5958,37.3833,36.5958,2.152,0.9999999999999525,266,0.00345,False,0.291,36.305,37.4916,37.7233,1.0062,37.4916,trn2.48xlarge
nkilib_selective_scan,linear_attention,2.30,1,nki-lib,release,ported,b2_c256_l1024_n16,1,464.4318,463.9693,463.9693,0.1,0.9999999999997895,2865,0.00029,False,0.134,463.835,469.8293,464.2793,1.012,464.2793,trn2.48xlarge
nkilib_selective_scan,linear_attention,2.32,2,nki-lib,release,ported,b1_c128_l256_n8,1,39.3166,38.8458,38.8458,1.212,0.9999999999999525,265,0.00333,False,0.292,38.554,37.3699,39.5824,1.0592,37.3699,trn2.48xlarge
nkilib_selective_scan,linear_attention,2.32,2,nki-lib,release,ported,b2_c256_l1024_n16,1,469.5284,469.2918,469.2918,0.05,0.9999999999997895,2865,0.00062,False,0.13,469.162,469.3634,464.2701,1.011,464.2701,trn2.48xlarge
nkilib_selective_scan,linear_attention,2.33,3,nki-lib,release,ported,b1_c128_l256_n8,1,39.6308,38.8316,38.8316,2.058,0.9999999999999525,265,0.00341,False,0.133,38.699,37.5099,39.1641,1.0441,37.5099,trn2.48xlarge
nkilib_selective_scan,linear_attention,2.33,3,nki-lib,release,ported,b2_c256_l1024_n16,1,470.7726,469.4376,469.4376,0.284,0.9999999999997895,2866,0.00062,False,0.129,469.309,464.0343,469.3934,1.0115,464.0343,trn2.48xlarge
nkilib_ssd,linear_attention,2.30,1,nki-lib,release,ported,b1_h2_l256_p64_n16_q64,1,66.7557,66.2007,66.2007,0.838,0.9999999999993989,617,0.00168,False,0.056,66.145,69.1582,66.9699,1.0327,66.9699,trn2.48xlarge
nkilib_ssd,linear_attention,2.30,1,nki-lib,release,ported,b2_h1_l512_p128_n64_q128,1,78.9632,78.829,78.829,0.17,0.9999999999987866,682,0.00405,False,0.324,78.505,78.6532,82.7624,1.0522,78.6532,trn2.48xlarge
nkilib_ssd,linear_attention,2.30,1,nki-lib,release,ported,b1_h8_l256_p64_n64_q128,1,138.4289,138.1998,138.1998,0.166,0.9999999999991415,1304,0.00577,False,0.43,137.77,138.629,137.9473,1.0049,137.9473,trn2.48xlarge
nkilib_ssd,linear_attention,2.31,2,nki-lib,release,ported,b1_h2_l256_p64_n16_q64,1,69.8024,70.1249,69.8024,0.462,0.9999999999993626,622,0.00155,False,0.108,69.694,70.3024,69.0324,1.0184,69.0324,trn2.48xlarge
nkilib_ssd,linear_attention,2.31,2,nki-lib,release,ported,b2_h1_l512_p128_n64_q128,1,84.2649,84.639,84.2649,0.444,0.9999999999987388,686,0.00888,False,0.322,83.943,81.5449,84.7999,1.0399,81.5449,trn2.48xlarge
nkilib_ssd,linear_attention,2.31,2,nki-lib,release,ported,b1_h8_l256_p64_n64_q128,1,165.7164,165.9997,165.7164,0.171,0.9999999999991478,1308,0.00311,False,0.16,165.556,166.2697,134.0331,1.2405,134.0331,trn2.48xlarge
nkilib_ssd,linear_attention,2.33,3,nki-lib,release,ported,b1_h2_l256_p64_n16_q64,1,68.7366,69.1457,68.7366,0.595,0.9999999999993626,616,0.00157,False,0.108,68.629,67.0074,68.3149,1.0195,67.0074,trn2.48xlarge
nkilib_ssd,linear_attention,2.33,3,nki-lib,release,ported,b2_h1_l512_p128_n64_q128,1,77.5182,76.9349,76.9349,0.758,0.9999999999987388,683,0.0041,False,0.325,76.61,73.0949,75.8732,1.038,73.0949,trn2.48xlarge
nkilib_ssd,linear_attention,2.33,3,nki-lib,release,ported,b1_h8_l256_p64_n64_q128,1,163.6981,163.8481,163.6981,0.092,0.9999999999991478,1291,0.00748,False,0.159,163.539,163.0222,141.5139,1.152,141.5139,trn2.48xlarge
gte_gated_mlp_ln,matmul,v1.0.0,1,hugging-face,release,verbatim,r512_k768_i3072,2,103.4365,102.8865,102.8865,0.535,0.9999950533936827,2130,0.01568,False,1.614,101.273,101.8965,99.9557,1.0194,99.9557,trn2.48xlarge
gte_gated_mlp_ln,matmul,dev_v1,101,jburtoft,wip,verbatim,r512_k768_i3072,2,101.0065,102.9232,101.0065,1.898,0.9999950533936827,2082,0.01183,False,1.266,99.74,106.7332,106.1665,1.0053,106.1665,trn2.48xlarge
gte_gated_mlp_ln,matmul,dev_v1_xt1,102,jburtoft,rejected,verbatim,r512_k768_i3072,2,103.414,105.289,103.414,1.813,0.9999950533936827,2189,0.00948,False,0.0,103.414,101.7548,103.529,1.0174,101.7548,trn2.48xlarge
gte_gated_mlp_ln,matmul,flags_shipped,103,jburtoft,shipped,verbatim,r512_k768_i3072,2,100.3982,108.1582,100.3982,7.729,0.9999950533936827,2088,0.00737,False,1.366,99.033,104.1798,103.9582,1.0021,103.9582,trn2.48xlarge
gte_gated_mlp_ln,matmul,flags_xt1,104,jburtoft,rejected,verbatim,r512_k768_i3072,2,102.2698,102.8232,102.2698,0.541,0.9999950533936827,2190,0.00261,False,0.0,102.27,97.7032,103.3248,1.0575,97.7032,trn2.48xlarge
gte_gated_mlp_ln,matmul,flags_opt1,105,jburtoft,rejected,verbatim,r512_k768_i3072,2,99.7957,99.0748,99.0748,0.728,0.9999950533936827,2083,0.01082,False,0.738,98.336,95.7865,99.174,1.0354,95.7865,trn2.48xlarge
gte_gated_mlp_ln,matmul,flags_opt2,106,jburtoft,rejected,verbatim,r512_k768_i3072,2,99.0965,100.3182,99.0965,1.233,0.9999950533936827,2130,0.0,False,0.0,99.096,318.3278,103.0823,3.0881,103.0823,trn2.48xlarge
gte_gated_mlp_ln,matmul,pub_gen2,107,jburtoft,release,verbatim,r512_k768_i3072,2,102.3373,106.0973,102.3373,3.674,0.9999950533936827,2088,0.01211,False,1.344,100.993,105.3907,102.4248,1.029,102.4248,trn2.48xlarge
gte_gated_mlp_ln_stream,matmul,v1.0.0,1,hugging-face,release,verbatim,r512_k1024_i4096,2,161.0406,167.7989,161.0406,4.197,0.999995051683273,3361,0.01968,False,1.468,159.573,139.5998,154.0064,1.1032,139.5998,trn2.48xlarge
matmul_dual_k64,matmul,sequential,1,jburtoft,baseline,verbatim,m256_n1024,1,26.8341,26.8816,26.8341,0.177,0.999998614836502,115,0.0,False,0.0,26.834,26.795,26.8083,1.0005,26.795,trn2.48xlarge
matmul_dual_k64,matmul,sequential,1,jburtoft,baseline,verbatim,m512_n2048,1,51.3858,51.3183,51.3183,0.132,0.9999986166361733,243,0.0,False,0.0,51.318,51.4549,51.0058,1.0088,51.0058,trn2.48xlarge
matmul_dual_k64,matmul,rowtiled,2,jburtoft,optimization,verbatim,m256_n1024,1,26.6283,27.0683,26.6283,1.652,0.999998614836502,113,0.0,False,0.0,26.628,27.0166,27.1841,1.0062,27.0166,trn2.48xlarge
matmul_dual_k64,matmul,rowtiled,2,jburtoft,optimization,verbatim,m512_n2048,1,51.1191,50.7774,50.7774,0.673,0.9999986166361733,223,0.0,False,0.0,50.777,51.5616,51.3633,1.0039,51.3633,trn2.48xlarge
matmul_k64,matmul,k64,1,jburtoft,baseline,verbatim,m256_n1024,1,23.29,22.6958,22.6958,2.618,0.9999986175755646,97,0.0,False,0.0,22.696,22.9516,23.0866,1.0059,22.9516,trn2.48xlarge
matmul_k64,matmul,k64,1,jburtoft,baseline,verbatim,m512_n2048,1,34.2699,34.6366,34.2699,1.07,0.999998619544375,146,0.0,False,0.0,34.27,34.4341,34.0916,1.01,34.0916,trn2.48xlarge
matmul_k64,matmul,padded_k128,2,jburtoft,rejected,verbatim,m256_n1024,1,24.9591,24.6708,24.6708,1.169,0.9999986175755646,109,0.0,False,0.0,24.671,24.7975,24.5866,1.0086,24.5866,trn2.48xlarge
matmul_k64,matmul,padded_k128,2,jburtoft,rejected,verbatim,m512_n2048,1,48.4249,48.5691,48.4249,0.298,0.999998619544375,247,2e-05,False,0.001,48.424,48.0341,48.0891,1.0011,48.0341,trn2.48xlarge
matmul_k64_m64_strips,matmul,full,1,jburtoft,baseline,ported,i8,1,26.2458,26.4375,26.2458,0.73,0.999998617752423,112,0.0,False,0.0,26.246,26.4575,26.5458,1.0033,26.4575,trn2.48xlarge
matmul_k64_m64_strips,matmul,full,1,jburtoft,baseline,ported,i32,1,57.9232,57.5657,57.5657,0.621,0.9999986194491695,242,0.00035,False,0.028,57.538,58.4766,57.8007,1.0117,57.8007,trn2.48xlarge
matmul_k64_m64_strips,matmul,rowtile,2,jburtoft,optimization,ported,i8,1,26.5208,26.6475,26.5208,0.478,0.999998617752423,112,0.0,False,0.0,26.521,25.8841,25.9441,1.0023,25.8841,trn2.48xlarge
matmul_k64_m64_strips,matmul,rowtile,2,jburtoft,optimization,ported,i32,1,57.6016,57.8841,57.6016,0.49,0.9999986194491695,242,0.00031,False,0.018,57.584,57.8099,58.1607,1.0061,57.8099,trn2.48xlarge
matmul_k64_m64_strips,matmul,coltile,3,jburtoft,optimization,ported,i8,1,25.96,26.47,25.96,1.965,0.999998617752423,112,0.0,False,0.0,25.96,26.7016,26.3041,1.0151,26.3041,trn2.48xlarge
matmul_k64_m64_strips,matmul,coltile,3,jburtoft,optimization,ported,i32,1,58.0774,57.8507,57.8507,0.392,0.9999986194491695,242,0.00034,False,0.022,57.829,58.6041,57.9549,1.0112,57.9549,trn2.48xlarge
matmul_k64_m64_strips,matmul,ksweep,4,jburtoft,baseline,ported,i8,1,26.5308,26.3525,26.3525,0.677,0.999998617752423,112,0.0,False,0.0,26.352,26.0241,26.3616,1.013,26.0241,trn2.48xlarge
matmul_k64_m64_strips,matmul,ksweep,4,jburtoft,baseline,ported,i32,1,57.8432,57.6091,57.6091,0.406,0.9999986194491695,242,0.00033,False,0.019,57.59,57.3132,57.9366,1.0109,57.3132,trn2.48xlarge
matmul_smallm_4x,matmul,notile,1,jburtoft,baseline,ported,i4,1,29.6483,29.4233,29.4233,0.765,0.999998593039335,143,0.0,False,0.0,29.423,30.2433,29.4091,1.0284,29.4091,trn2.48xlarge
matmul_smallm_4x,matmul,notile,1,jburtoft,baseline,ported,i16,1,63.9932,64.3499,63.9932,0.557,0.999998593039335,351,0.00689,False,0.441,63.552,64.2582,63.7874,1.0074,63.7874,trn2.48xlarge
matmul_smallm_4x,matmul,coltile,2,jburtoft,optimization,ported,i4,1,29.1983,29.2166,29.1983,0.063,0.999998593039335,142,0.0,False,0.0,29.198,29.7991,29.1125,1.0236,29.1125,trn2.48xlarge
matmul_smallm_4x,matmul,coltile,2,jburtoft,optimization,ported,i16,1,61.2766,60.9107,60.9107,0.601,0.999998593039335,314,0.02099,False,1.488,59.423,62.3691,61.3799,1.0161,61.3799,trn2.48xlarge
matmul_smalln_4x,matmul,notile,1,jburtoft,baseline,ported,i4,1,29.9316,30.005,29.9316,0.245,0.999998566503961,136,0.0,False,0.0,29.932,30.0925,29.9508,1.0047,29.9508,trn2.48xlarge
matmul_smalln_4x,matmul,notile,1,jburtoft,baseline,ported,i16,1,63.0324,63.6882,63.0324,1.04,0.999998566503961,285,5e-05,False,0.003,63.029,63.0307,63.3907,1.0057,63.0307,trn2.48xlarge
matmul_smalln_4x,matmul,coltile,2,jburtoft,rejected;technique-altered,ported,i4,1,23.5008,23.0191,23.0191,2.093,0.999998566503961,105,0.0,False,0.0,23.019,22.8766,23.1141,1.0104,22.8766,trn2.48xlarge
matmul_smalln_4x,matmul,coltile,2,jburtoft,rejected;technique-altered,ported,i16,1,31.7516,31.6683,31.6683,0.263,0.999998566503961,183,0.0,False,0.0,31.668,32.0058,30.7058,1.0423,30.7058,trn2.48xlarge
mlp_gelu_fused_fwd,matmul,v1,1,jburtoft,shipped,ported,r256_d512_h2048,1,60.9349,60.4157,60.4157,0.859,0.9999972421991087,498,0.04004,False,1.969,58.447,58.7291,56.7132,1.0355,56.7132,trn2.48xlarge
mlp_gelu_fused_fwd,matmul,v1,1,jburtoft,shipped,ported,r200_d1024_h4096,1,260.3138,262.6571,260.3138,0.9,0.9999972707585213,1762,0.00895,False,0.493,259.821,259.6954,219.1897,1.1848,219.1897,trn2.48xlarge
nkilib_mlp,matmul,2.27,1,nki-lib,release,ported,tkg_b1_s1_h2048_i512,1,40.7891,40.6941,40.6941,0.233,0.9999967168515151,266,0.0,False,0.0,40.694,40.7733,41.6366,1.0212,40.7733,trn2.48xlarge
nkilib_mlp,matmul,2.27,1,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,74.4282,75.1282,74.4282,0.941,0.9999964668263503,478,0.00113,False,0.018,74.41,77.0549,75.9265,1.0149,75.9265,trn2.48xlarge
nkilib_mlp,matmul,2.27,1,nki-lib,release,ported,cte_b1_s512_h1024_i448,1,59.4091,59.2691,59.2691,0.236,0.9999949167026401,434,0.07004,True,2.148,57.121,59.7224,58.7216,1.017,58.7216,trn2.48xlarge
nkilib_mlp,matmul,2.28,2,nki-lib,release,ported,tkg_b1_s1_h2048_i512,1,37.8091,38.7599,37.8091,2.515,0.9999967168515151,265,0.0,False,0.0,37.809,38.2774,38.3341,1.0015,38.2774,trn2.48xlarge
nkilib_mlp,matmul,2.28,2,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,70.9624,72.5766,70.9624,2.275,0.9999964668263503,476,0.13422,True,3.48,67.482,74.1357,71.1874,1.0414,71.1874,trn2.48xlarge
nkilib_mlp,matmul,2.28,2,nki-lib,release,ported,cte_b1_s512_h1024_i448,1,59.2132,58.6257,58.6257,1.002,0.9999949167026401,436,0.07052,True,2.163,56.463,59.8907,59.3766,1.0087,59.3766,trn2.48xlarge
nkilib_mlp,matmul,2.29,3,nki-lib,release,ported,tkg_b1_s1_h2048_i512,1,38.5449,37.8308,37.8308,1.888,0.9999967168515151,302,0.0,False,0.0,37.831,37.5733,38.3849,1.0216,37.5733,trn2.48xlarge
nkilib_mlp,matmul,2.29,3,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,70.8957,72.0007,70.8957,1.559,0.9999964668263503,475,0.00051,False,0.0,70.896,71.3891,73.3807,1.0279,71.3891,trn2.48xlarge
nkilib_mlp,matmul,2.29,3,nki-lib,release,ported,cte_b1_s512_h1024_i448,1,58.5757,59.0149,58.5757,0.75,0.9999949167026401,436,0.06193,True,2.173,56.403,58.6041,59.4224,1.014,58.6041,trn2.48xlarge
nkilib_mlp,matmul,2.30,4,nki-lib,release,ported,tkg_b1_s1_h2048_i512,1,37.6808,38.2616,37.6808,1.541,0.9999967168515151,304,0.00714,False,0.0,37.681,38.0183,37.7199,1.0079,37.7199,trn2.48xlarge
nkilib_mlp,matmul,2.30,4,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,73.1299,71.4541,71.4541,2.345,0.9999964668263503,539,0.02497,False,0.3,71.154,72.2266,71.5824,1.009,71.5824,trn2.48xlarge
nkilib_mlp,matmul,2.30,4,nki-lib,release,ported,cte_b1_s512_h1024_i448,1,58.0524,58.6624,58.0524,1.051,0.9999949167026401,436,0.06592,True,2.207,55.845,57.5666,58.3382,1.0134,57.5666,trn2.48xlarge
nkilib_mlp,matmul,2.31,5,nki-lib,release,ported,tkg_b1_s1_h2048_i512,1,37.3999,38.0258,37.3999,1.674,0.9999967168515151,304,0.00742,False,0.094,37.306,38.4241,37.6449,1.0207,37.6449,trn2.48xlarge
nkilib_mlp,matmul,2.31,5,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,73.9991,73.5541,73.5541,0.605,0.9999964668263503,539,0.02708,False,0.342,73.212,76.5057,73.8007,1.0367,73.8007,trn2.48xlarge
nkilib_mlp,matmul,2.31,5,nki-lib,release,ported,cte_b1_s512_h1024_i448,1,58.5274,59.5424,58.5274,1.734,0.9999949167026401,436,0.06489,True,2.207,56.32,58.8166,60.0374,1.0208,58.8166,trn2.48xlarge
nkilib_mlp,matmul,2.32,6,nki-lib,release,ported,tkg_b1_s1_h2048_i512,1,37.4674,37.8449,37.4674,1.008,0.9999967168515151,304,0.00048,False,0.0,37.467,37.8733,37.7274,1.0039,37.7274,trn2.48xlarge
nkilib_mlp,matmul,2.32,6,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,71.8549,72.1757,71.8549,0.446,0.9999964668263503,539,0.04326,False,1.229,70.626,72.9674,73.1607,1.0026,72.9674,trn2.48xlarge
nkilib_mlp,matmul,2.32,6,nki-lib,release,ported,cte_b1_s512_h1024_i448,1,59.5641,58.5257,58.5257,1.774,0.9999949167026401,436,0.03937,False,2.183,56.343,59.0132,60.6324,1.0274,59.0132,trn2.48xlarge
nkilib_mlp,matmul,2.33,7,nki-lib,release,ported,tkg_b1_s1_h2048_i512,1,38.1366,38.5458,38.1366,1.073,0.9999967168515151,304,0.00047,False,0.0,38.137,37.3299,37.8091,1.0128,37.3299,trn2.48xlarge
nkilib_mlp,matmul,2.33,7,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,72.9615,74.2741,72.9615,1.799,0.9999964668263503,539,0.16765,True,2.374,70.588,72.3007,72.2924,1.0001,72.2924,trn2.48xlarge
nkilib_mlp,matmul,2.33,7,nki-lib,release,ported,cte_b1_s512_h1024_i448,1,50.1924,50.9249,50.1924,1.459,0.9999949167026401,402,0.00807,False,0.405,49.787,50.2291,50.2958,1.0013,50.2291,trn2.48xlarge
nkilib_mlp,matmul,c0759719d,101,nki-lib,mainline,ported,tkg_b1_s1_h2048_i512,1,38.6374,37.8708,37.8708,2.024,0.9999967168515151,265,0.00047,False,0.009,37.862,38.2574,38.2741,1.0004,38.2574,trn2.48xlarge
nkilib_mlp,matmul,c0759719d,101,nki-lib,mainline,ported,tkg_b4_s1_h4096_i896,1,73.4341,72.4299,72.4299,1.386,0.9999964668263503,476,0.00075,False,0.018,72.412,72.3616,71.2399,1.0157,71.2399,trn2.48xlarge
nkilib_mlp,matmul,c0759719d,101,nki-lib,mainline,ported,cte_b1_s512_h1024_i448,1,58.9041,57.7207,57.7207,2.05,0.9999949167026401,437,0.05797,True,1.664,56.057,59.1016,59.2682,1.0028,59.1016,trn2.48xlarge
nkilib_mlp,matmul,cbe2e248e,102,jburtoft,fix,ported,tkg_b1_s1_h2048_i512,1,37.3749,38.1049,37.3749,1.953,0.9999967168515151,302,0.0,False,0.0,37.375,38.5324,39.0316,1.013,38.5324,trn2.48xlarge
nkilib_mlp,matmul,cbe2e248e,102,jburtoft,fix,ported,tkg_b4_s1_h4096_i896,1,73.1607,74.1441,73.1607,1.344,0.9999964668263503,475,0.23987,True,3.187,69.974,71.3566,71.8607,1.0071,71.3566,trn2.48xlarge
nkilib_mlp,matmul,cbe2e248e,102,jburtoft,fix,ported,cte_b1_s512_h1024_i448,1,59.2874,58.7749,58.7749,0.872,0.9999949167026401,436,0.06016,True,2.182,56.593,58.4557,57.9832,1.0081,57.9832,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.27,1,nki-lib,release,ported,b1_s128_h3072_n16_d64,1,42.8083,42.7991,42.7991,0.021,0.9999999999611275,168,0.0342,False,1.482,41.317,42.9308,42.5049,1.01,42.5049,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.27,1,nki-lib,release,ported,b1_s1024_h2048_n1_d64,1,48.2066,47.8458,47.8458,0.754,0.9999999999001221,169,0.0079,False,0.336,47.51,48.2649,47.9891,1.0057,47.9891,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.27,1,nki-lib,release,ported,b2_s512_h4096_n4_d128,1,91.4932,90.5224,90.5224,1.072,0.9999999998782116,662,0.04329,False,2.001,88.521,88.0657,90.1224,1.0234,88.0657,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.28,2,nki-lib,release,ported,b1_s128_h3072_n16_d64,1,43.6549,43.8749,43.6549,0.504,0.9999999999611275,161,0.03337,False,1.467,42.188,44.0549,43.8266,1.0052,43.8266,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.28,2,nki-lib,release,ported,b1_s1024_h2048_n1_d64,1,42.7366,42.6983,42.6983,0.09,0.9999999999001221,162,0.00737,False,0.315,42.383,43.0483,42.3058,1.0176,42.3058,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.28,2,nki-lib,release,ported,b2_s512_h4096_n4_d128,1,85.8249,85.774,85.774,0.059,0.9999999998782116,656,0.01877,False,1.61,84.164,85.3257,86.6807,1.0159,85.3257,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.29,3,nki-lib,release,ported,b1_s128_h3072_n16_d64,1,44.0366,44.0899,44.0366,0.121,0.9999999999611275,161,0.03334,False,1.468,42.569,43.7274,43.7608,1.0008,43.7274,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.29,3,nki-lib,release,ported,b1_s1024_h2048_n1_d64,1,42.7333,43.4391,42.7333,1.652,0.9999999999001221,162,0.00725,False,0.315,42.418,43.3149,43.5183,1.0047,43.3149,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.29,3,nki-lib,release,ported,b2_s512_h4096_n4_d128,1,86.934,85.1649,85.1649,2.077,0.9999999998782116,657,0.02272,False,2.0,83.165,85.999,85.8857,1.0013,85.8857,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.30,4,nki-lib,release,ported,b1_s128_h3072_n16_d64,1,43.0991,43.2408,43.0991,0.329,0.9999999999611275,161,0.03404,False,1.467,41.632,44.4249,44.4791,1.0012,44.4249,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.30,4,nki-lib,release,ported,b1_s1024_h2048_n1_d64,1,42.5791,42.5408,42.5408,0.09,0.9999999999001221,162,0.0074,False,0.315,42.226,43.2124,42.9216,1.0068,42.9216,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.30,4,nki-lib,release,ported,b2_s512_h4096_n4_d128,1,86.1582,86.1474,86.1474,0.013,0.9999999998782116,657,0.02321,False,2.0,84.147,85.6799,85.4857,1.0023,85.4857,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.31,5,nki-lib,release,ported,b1_s128_h3072_n16_d64,1,43.4049,44.6733,43.4049,2.922,0.9999999999611275,161,0.03275,False,1.691,41.714,43.8266,43.8199,1.0002,43.8199,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.31,5,nki-lib,release,ported,b1_s1024_h2048_n1_d64,1,43.0774,42.5024,42.5024,1.353,0.9999999999001221,162,0.00741,False,0.315,42.187,43.2549,42.5574,1.0164,42.5574,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.31,5,nki-lib,release,ported,b2_s512_h4096_n4_d128,1,85.4849,86.1015,85.4849,0.721,0.9999999998782116,656,0.01931,False,1.651,83.834,86.1582,85.6724,1.0057,85.6724,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.32,6,nki-lib,release,ported,b1_s128_h3072_n16_d64,1,43.5683,44.5383,43.5683,2.226,0.9999999999611275,161,0.03289,False,1.464,42.104,43.7591,44.1008,1.0078,43.7591,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.32,6,nki-lib,release,ported,b1_s1024_h2048_n1_d64,1,43.1074,42.9116,42.9116,0.456,0.9999999999001221,162,0.00779,False,0.336,42.576,43.4033,42.3766,1.0242,42.3766,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.32,6,nki-lib,release,ported,b2_s512_h4096_n4_d128,1,85.9565,85.6374,85.6374,0.373,0.9999999998782116,656,0.02309,False,1.977,83.66,87.019,85.394,1.019,85.394,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.33,7,nki-lib,release,ported,b1_s128_h3072_n16_d64,1,44.3749,43.5774,43.5774,1.83,0.9999999999611275,161,0.03403,False,1.483,42.094,44.2083,43.5974,1.014,43.5974,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.33,7,nki-lib,release,ported,b1_s1024_h2048_n1_d64,1,42.3366,42.6749,42.3366,0.799,0.9999999999001221,162,0.00736,False,0.312,42.025,42.7674,43.1008,1.0078,42.7674,trn2.48xlarge
nkilib_output_projection_cte,matmul,2.33,7,nki-lib,release,ported,b2_s512_h4096_n4_d128,1,86.4432,85.3232,85.3232,1.313,0.9999999998782116,657,0.02289,False,1.976,83.347,85.354,86.5449,1.014,85.354,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.27,1,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,32.5774,32.3441,32.3441,0.721,0.9999999997547063,150,0.04927,False,1.672,30.672,33.4616,33.2341,1.0068,33.2341,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.27,1,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,39.6583,39.7791,39.6583,0.305,0.9999999999984777,153,0.03572,False,1.992,37.666,40.2299,40.1458,1.0021,40.1458,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.27,1,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,66.7649,67.2316,66.7649,0.699,0.9999999999100105,430,0.02951,False,1.97,64.795,68.0782,68.1799,1.0015,68.0782,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.28,2,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,33.4216,33.4083,33.4083,0.04,0.9999999997547063,126,0.04649,False,1.553,31.855,33.2108,32.4866,1.0223,32.4866,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.28,2,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,40.0674,40.2724,40.0674,0.512,0.9999999999984777,147,0.02426,False,0.972,39.095,40.5733,39.6958,1.0221,39.6958,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.28,2,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,67.7307,67.5974,67.5974,0.197,0.9999999999100105,304,0.02098,False,1.425,66.172,67.4732,68.2749,1.0119,67.4732,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.29,3,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,33.5241,32.6116,32.6116,2.798,0.9999999997547063,126,0.05038,True,1.953,30.659,32.1741,33.2499,1.0334,32.1741,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.29,3,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,40.0741,39.8599,39.8599,0.537,0.9999999999984777,147,0.03538,False,1.953,37.907,40.2841,39.8208,1.0116,39.8208,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.29,3,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,68.3641,67.1716,67.1716,1.775,0.9999999999100105,304,0.02211,False,1.485,65.687,68.1199,68.0824,1.0006,68.0824,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.30,4,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,31.9,31.205,31.205,2.227,0.9999999997547063,134,0.05094,True,1.962,29.243,31.6633,30.9991,1.0214,30.9991,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.30,4,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,40.4024,40.4599,40.4024,0.142,0.9999999999984777,147,0.04871,False,1.968,38.434,40.2566,39.6699,1.0148,39.6699,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.30,4,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,68.9024,68.6141,68.6141,0.42,0.9999999999100105,304,0.02074,False,1.668,66.946,67.6849,67.8874,1.003,67.6849,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.31a,5,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,31.4908,32.2849,31.4908,2.522,0.9999999997547063,134,0.04377,False,1.971,29.52,31.3216,31.6433,1.0103,31.3216,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.31a,5,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,40.0291,40.2116,40.0291,0.456,0.9999999999984777,147,0.03539,False,1.667,38.362,39.8899,39.5108,1.0096,39.5108,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.31a,5,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,67.9599,66.5682,66.5682,2.091,0.9999999999100105,304,0.02457,False,1.967,64.601,68.5966,68.0449,1.0081,68.0449,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.31b,6,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,31.5858,31.9916,31.5858,1.285,0.9999999997547063,134,0.04707,False,1.791,29.795,32.4025,31.7741,1.0198,31.7741,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.31b,6,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,40.2466,40.0483,40.0483,0.495,0.9999999999984777,147,0.02676,False,1.669,38.379,39.9891,40.2224,1.0058,39.9891,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.31b,6,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,67.7557,68.0341,67.7557,0.411,0.9999999999100105,304,0.02468,False,1.681,66.075,67.3499,66.7507,1.009,66.7507,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.32a,7,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,34.6291,35.1533,34.6291,1.514,0.9999999997547063,174,0.00017,False,0.006,34.623,33.9466,34.2733,1.0096,33.9466,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.32a,7,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,47.4508,47.9508,47.4508,1.054,0.9999999999984777,193,4e-05,False,0.004,47.447,47.4258,47.2783,1.0031,47.2783,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.32a,7,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,76.9682,78.2499,76.9682,1.665,0.9999999999100105,422,4e-05,False,0.003,76.965,78.7607,77.7365,1.0132,77.7365,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.32b,8,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,32.0149,31.6825,31.6825,1.049,0.9999999997547063,134,0.05198,True,1.967,29.716,31.3483,31.1658,1.0059,31.1658,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.32b,8,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,40.2808,39.8716,39.8716,1.026,0.9999999999984777,147,0.02895,False,1.968,37.904,40.2216,40.3508,1.0032,40.2216,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.32b,8,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,67.3916,67.8991,67.3916,0.753,0.9999999999100105,304,0.02106,False,1.419,65.973,68.4991,67.5891,1.0135,67.5891,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33a,9,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,35.6466,34.3233,34.3233,3.855,0.9999999997547063,174,0.00013,False,0.004,34.319,35.1491,34.0249,1.033,34.0249,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33a,9,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,47.5491,47.4741,47.4741,0.158,0.9999999999984777,193,2e-05,False,0.001,47.473,47.6674,46.8333,1.0178,46.8333,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33a,9,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,77.6807,78.0574,77.6807,0.485,0.9999999999100105,422,8e-05,False,0.006,77.675,77.7924,77.754,1.0005,77.754,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33b,10,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,36.3349,36.8733,36.3349,1.482,0.9999999987736029,186,6e-05,False,0.002,36.333,35.8516,36.0858,1.0065,35.8516,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33b,10,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,46.8691,46.2974,46.2974,1.235,0.9999999999770703,215,9e-05,False,0.004,46.293,46.8499,46.7249,1.0027,46.7249,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33b,10,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,83.4132,84.2982,83.4132,1.061,0.9999999999099998,443,2e-05,False,0.0,83.413,85.3274,84.349,1.0116,84.349,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33c,11,nki-lib,release,ported,b4_n8_s4_d64_h3072,1,33.7299,34.6274,33.7299,2.661,0.9999999997547063,174,0.00017,False,0.006,33.724,34.9799,34.4774,1.0146,34.4774,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33c,11,nki-lib,release,ported,b4_n2_s4_d128_h8192,1,47.8166,48.1691,47.8166,0.737,0.9999999999984777,193,8e-05,False,0.006,47.811,47.6383,48.6283,1.0208,47.6383,trn2.48xlarge
nkilib_output_projection_tkg,matmul,2.33c,11,nki-lib,release,ported,b16_n8_s1_d128_h8192,1,77.749,77.584,77.584,0.213,0.9999999999100105,422,4e-05,False,0.008,77.576,77.2949,76.9807,1.0041,76.9807,trn2.48xlarge
nkilib_qkv,matmul,2.27,1,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,33.5374,33.8383,33.5374,0.897,0.9999955940257647,173,0.0,False,0.0,33.537,34.4149,33.1074,1.0395,33.1074,trn2.48xlarge
nkilib_qkv,matmul,2.27,1,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,44.3183,43.5016,43.5016,1.877,0.999995361394554,211,0.0,False,0.0,43.502,43.2916,43.9741,1.0158,43.2916,trn2.48xlarge
nkilib_qkv,matmul,2.27,1,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,56.2882,56.4616,56.2882,0.308,0.9999999992393251,242,0.03388,False,1.907,54.381,56.3016,54.3991,1.035,54.3991,trn2.48xlarge
nkilib_qkv,matmul,2.28,2,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,32.9374,32.7216,32.7216,0.66,0.9999955940257647,173,0.0,False,0.0,32.722,33.1908,33.9091,1.0216,33.1908,trn2.48xlarge
nkilib_qkv,matmul,2.28,2,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,43.5641,43.4049,43.4049,0.367,0.999995361394554,211,0.0,False,0.0,43.405,44.3258,43.5233,1.0184,43.5233,trn2.48xlarge
nkilib_qkv,matmul,2.28,2,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,56.0741,58.3866,56.0741,4.124,0.9999999992393251,243,0.03401,False,1.907,54.167,54.1624,53.2291,1.0175,53.2291,trn2.48xlarge
nkilib_qkv,matmul,2.29,3,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,33.5241,33.2508,33.2508,0.822,0.9999955940257647,173,0.0,False,0.0,33.251,33.9366,32.7199,1.0372,32.7199,trn2.48xlarge
nkilib_qkv,matmul,2.29,3,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,43.6558,43.8908,43.6558,0.538,0.999995361394554,211,0.0,False,0.0,43.656,43.4358,44.3533,1.0211,43.4358,trn2.48xlarge
nkilib_qkv,matmul,2.29,3,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,56.3499,54.4874,54.4874,3.418,0.9999999992393251,242,0.03572,False,2.012,52.475,55.9782,54.3641,1.0297,54.3641,trn2.48xlarge
nkilib_qkv,matmul,2.30,4,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,34.2158,33.9558,33.9558,0.766,0.9999955940257647,173,0.0,False,0.0,33.956,33.3783,34.3683,1.0297,33.3783,trn2.48xlarge
nkilib_qkv,matmul,2.30,4,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,43.4391,44.5833,43.4391,2.634,0.999995361394554,211,0.0,False,0.0,43.439,44.1833,43.4533,1.0168,43.4533,trn2.48xlarge
nkilib_qkv,matmul,2.30,4,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,57.1566,59.6999,57.1566,4.45,0.9999999992393251,242,0.03375,False,2.015,55.142,54.9257,54.9041,1.0004,54.9041,trn2.48xlarge
nkilib_qkv,matmul,2.31,5,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,33.8316,34.4916,33.8316,1.951,0.9999955940257647,173,0.0,False,0.0,33.832,34.7033,32.7599,1.0593,32.7599,trn2.48xlarge
nkilib_qkv,matmul,2.31,5,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,43.7241,44.3158,43.7241,1.353,0.999995361394554,211,0.0,False,0.0,43.724,43.6783,43.9699,1.0067,43.6783,trn2.48xlarge
nkilib_qkv,matmul,2.31,5,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,54.0807,53.0941,53.0941,1.858,0.9999999992393251,242,0.0362,False,1.922,51.172,55.9941,53.4274,1.048,53.4274,trn2.48xlarge
nkilib_qkv,matmul,2.32,6,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,32.5783,32.9258,32.5783,1.067,0.9999955940257647,173,0.0,False,0.018,32.56,32.8966,33.7041,1.0245,32.8966,trn2.48xlarge
nkilib_qkv,matmul,2.32,6,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,43.3291,43.4133,43.3291,0.194,0.999995361394554,211,0.0,False,0.0,43.329,44.1458,43.9691,1.004,43.9691,trn2.48xlarge
nkilib_qkv,matmul,2.32,6,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,55.9574,53.4182,53.4182,4.753,0.9999999992393251,242,0.03597,False,1.992,51.426,53.5024,54.3891,1.0166,53.5024,trn2.48xlarge
nkilib_qkv,matmul,2.33a,7,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,34.0266,33.6408,33.6408,1.147,0.9999955940257647,173,0.0,False,0.0,33.641,34.0799,33.1533,1.0279,33.1533,trn2.48xlarge
nkilib_qkv,matmul,2.33a,7,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,44.2974,43.5433,43.5433,1.732,0.999995361394554,211,0.0,False,0.0,43.543,43.5266,43.6299,1.0024,43.5266,trn2.48xlarge
nkilib_qkv,matmul,2.33a,7,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,55.7591,57.8157,55.7591,3.688,0.9999999992393251,242,0.03445,False,2.01,53.749,51.2258,51.1408,1.0017,51.1408,trn2.48xlarge
nkilib_qkv,matmul,2.33b,8,nki-lib,release,ported,tkg_b1_s4_h4096_i512,1,34.0791,34.2466,34.0791,0.492,0.9999955940257647,173,0.0,False,0.0,34.079,33.2258,34.0349,1.0244,33.2258,trn2.48xlarge
nkilib_qkv,matmul,2.33b,8,nki-lib,release,ported,tkg_b4_s1_h4096_i896,1,43.8949,44.1858,43.8949,0.663,0.999995361394554,211,0.0,False,0.0,43.895,43.8966,44.0274,1.003,43.8966,trn2.48xlarge
nkilib_qkv,matmul,2.33b,8,nki-lib,release,ported,cte_b1_s256_h4096_i512,1,55.8232,52.1841,52.1841,6.974,0.9999999992393251,242,0.0316,False,2.013,50.171,54.7507,53.1407,1.0303,53.1407,trn2.48xlarge
rowtile_pair_k64,matmul,v0_baseline,1,jburtoft,rejected;runs-on-2.33;technique-altered,ported,k64_n512,1,21.56,21.8616,21.56,1.399,0.999998625465808,83,0.0,False,0.0,21.56,22.1025,21.6225,1.0222,21.6225,trn2.48xlarge
rowtile_pair_k64,matmul,v1_swap_order,2,jburtoft,rejected;technique-altered,ported,k64_n512,1,21.6041,21.5958,21.5958,0.038,0.999998625465808,83,0.0,False,0.0,21.596,21.4858,21.6858,1.0093,21.4858,trn2.48xlarge
rowtile_pair_k64,matmul,v2_stationary_128p,3,jburtoft,rejected;technique-altered,ported,k64_n512,1,21.44,21.61,21.44,0.793,0.999998625465808,85,0.0,False,0.0,21.44,21.3225,21.4758,1.0072,21.3225,trn2.48xlarge
rowtile_pair_k64,matmul,v3_no_tile_position,4,jburtoft,optimization,ported,k64_n512,1,21.7225,21.7233,21.7225,0.004,0.999998625465808,83,0.0,False,0.0,21.723,22.1525,21.7316,1.0194,21.7316,trn2.48xlarge
rowtile_pair_k64,matmul,v4_only_second_tiled,5,jburtoft,rejected;technique-altered,ported,k64_n512,1,21.4658,21.8975,21.4658,2.011,0.999998625465808,83,0.0,False,0.0,21.466,22.2375,21.3658,1.0408,21.3658,trn2.48xlarge
rowtile_pair_k64,matmul,v5_concat_stationary,6,jburtoft,rejected;technique-altered,ported,k64_n512,1,21.5616,21.4858,21.4858,0.353,0.999998625465808,83,0.0,False,0.0,21.486,21.7208,21.8008,1.0037,21.7208,trn2.48xlarge
rowtile_pair_k64,matmul,v6_concat_both,7,jburtoft,rejected;technique-altered,ported,k64_n512,1,22.0058,21.345,21.345,3.096,0.999998625465808,83,0.0,False,0.0,21.345,21.9716,21.5925,1.0176,21.5925,trn2.48xlarge
rowtile_pair_k64,matmul,v7_concat_both_notile,8,jburtoft,optimization,ported,k64_n512,1,21.8841,21.6958,21.6958,0.868,0.999998625465808,83,0.0,False,0.0,21.696,21.8608,21.7166,1.0066,21.7166,trn2.48xlarge
rowtile_pair_k64,matmul,v8_par_dim,9,jburtoft,rejected;technique-altered,ported,k64_n512,1,21.4508,21.7716,21.4508,1.496,0.999998625465808,83,0.0,False,0.0,21.451,21.5141,21.5758,1.0029,21.5141,trn2.48xlarge
rowtile_pair_k64,matmul,pair_primitive,10,jburtoft,shipped,ported,k64_n512,1,21.5958,21.3791,21.3791,1.014,0.999998625465808,83,0.0,False,0.0,21.379,21.7191,21.5208,1.0092,21.5208,trn2.48xlarge
rowtile_pair_k64_strips,matmul,serial,1,jburtoft,baseline,ported,p4,1,27.56,27.1858,27.1858,1.376,0.9999986168444653,121,0.0,False,0.0,27.186,27.4508,27.1625,1.0106,27.1625,trn2.48xlarge
rowtile_pair_k64_strips,matmul,serial,1,jburtoft,baseline,ported,p16,1,59.7699,59.0441,59.0441,1.229,0.9999986183141996,276,0.00105,False,0.063,58.981,59.2382,58.8491,1.0066,58.8491,trn2.48xlarge
rowtile_pair_k64_strips,matmul,v3_paired,2,jburtoft,optimization,ported,p4,1,26.5066,26.2625,26.2625,0.929,0.9999986168444653,109,0.0,False,0.0,26.262,26.26,26.5841,1.0123,26.26,trn2.48xlarge
rowtile_pair_k64_strips,matmul,v3_paired,2,jburtoft,optimization,ported,p16,1,48.3758,48.5741,48.3758,0.41,0.9999986183141996,227,4e-05,False,0.002,48.374,48.7316,48.3133,1.0087,48.3133,trn2.48xlarge
rowtile_pair_k64_strips,matmul,v7_paired,3,jburtoft,optimization,ported,p4,1,25.7375,26.5366,25.7375,3.105,0.9999986168444653,109,0.0,False,0.0,25.738,26.5433,26.5025,1.0015,26.5025,trn2.48xlarge
rowtile_pair_k64_strips,matmul,v7_paired,3,jburtoft,optimization,ported,p16,1,48.2541,47.9758,47.9758,0.58,0.9999986183141996,227,2e-05,False,0.001,47.975,48.7291,47.8649,1.0181,47.8649,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,notile,1,jburtoft,baseline,ported,p4,1,26.0,25.7841,25.7841,0.837,0.9999986150363323,115,0.0,False,0.0,25.784,25.8658,25.7666,1.0038,25.7666,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,notile,1,jburtoft,baseline,ported,p16,1,53.5341,53.6199,53.5341,0.16,0.9999986190791771,253,0.0,False,0.0,53.534,53.8183,53.8241,1.0001,53.8183,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,partvec,2,jburtoft,optimization,ported,p4,1,25.4208,25.1583,25.1583,1.043,0.9999986150363323,105,0.0,False,0.0,25.158,25.0775,25.8866,1.0323,25.0775,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,partvec,2,jburtoft,optimization,ported,p16,1,43.8133,43.6191,43.6191,0.445,0.9999986190791771,210,0.0,False,0.0,43.619,43.8433,44.2874,1.0101,43.8433,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,rowtile,3,jburtoft,rejected;technique-altered,ported,p4,1,26.7758,26.38,26.38,1.5,0.9999986150363323,103,0.0,False,0.0,26.38,26.6483,26.3125,1.0128,26.3125,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,rowtile,3,jburtoft,rejected;technique-altered,ported,p16,1,48.0674,48.7674,48.0674,1.456,0.9999986190791771,197,0.00086,False,0.042,48.025,48.8891,48.9008,1.0002,48.8891,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,k64_notile,4,jburtoft,baseline,ported,p4,1,26.0466,25.6233,25.6233,1.652,0.9999986150363323,115,0.0,False,0.0,25.623,26.2525,25.7433,1.0198,25.7433,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,k64_notile,4,jburtoft,baseline,ported,p16,1,53.8474,53.7566,53.7566,0.169,0.9999986190791771,253,2e-05,False,0.001,53.756,53.4382,53.5624,1.0023,53.4382,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,k64_rowtile,5,jburtoft,optimization,ported,p4,1,27.6,27.1441,27.1441,1.68,0.9999986150363323,115,0.0,False,0.042,27.102,26.9791,27.185,1.0076,26.9791,trn2.48xlarge
rowtile_shared_b_k64_strips,matmul,k64_rowtile,5,jburtoft,optimization,ported,p16,1,58.6207,58.9607,58.6207,0.58,0.9999986190791771,245,0.00068,False,0.041,58.58,58.6874,59.0466,1.0061,58.6874,trn2.48xlarge
vit_mlp_fp8,matmul,v1.4.0,1,hugging-face,release,ported,r512_k768_h3072,2,64.3007,64.0132,64.0132,0.449,0.999995281689818,943,0.03868,False,1.236,62.777,65.8116,68.1432,1.0354,65.8116,trn2.48xlarge
vit_mlp_fp8_ln,matmul,v1.4.0,1,hugging-face,release,ported,r512_k768_h3072,2,70.9866,71.5649,70.9866,0.815,0.9999982960185373,988,0.02596,False,1.223,69.764,71.9474,72.3182,1.0052,71.9474,trn2.48xlarge
vit_mlp_k4_xp__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r512_k768_h3072,2,77.1207,78.7732,77.1207,2.143,0.9999972426174132,1553,0.02382,False,2.143,74.978,76.5374,90.3857,1.1809,76.5374,trn2.48xlarge
vit_mlp_k4_xp__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r1024_k1024_h4096,2,173.9064,172.9872,172.9872,0.531,0.9999972693592825,2730,0.01132,False,1.996,170.992,182.4197,174.1531,1.0475,174.1531,trn2.48xlarge
vit_mlp_k4_xp__sig2,matmul,v1.1.0,1,hugging-face,release,ported,r512_k768_h3072,2,69.5657,68.9874,68.9874,0.838,0.9999972426174132,1426,0.00796,False,0.0,68.987,72.5016,69.8216,1.0384,69.8216,trn2.48xlarge
vit_mlp_k4_xp__sig2,matmul,v1.1.0,1,hugging-face,release,ported,r1024_k1024_h4096,2,153.2398,154.0823,153.2398,0.55,0.9999972693592825,2736,0.00639,False,0.0,153.24,154.0531,154.5006,1.0029,154.0531,trn2.48xlarge
vit_mlp_res_ln__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r512_k768_h3072,2,97.029,97.269,97.029,0.247,0.9999984855492186,1471,0.02023,False,1.962,95.066,105.1065,82.5382,1.2734,82.5382,trn2.48xlarge
vit_mlp_res_ln__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r1024_k1024_h4096,2,189.8297,192.7539,189.8297,1.54,0.9999984829255563,2826,0.01022,False,1.98,187.85,178.8481,196.1322,1.0966,178.8481,trn2.48xlarge
vit_mlp_res_ln__sig2,matmul,v1.1.0,1,hugging-face,release,ported,r512_k768_h3072,2,74.5607,77.4457,74.5607,3.869,0.9999984855492186,1453,0.00733,False,0.0,74.561,76.574,75.394,1.0157,75.394,trn2.48xlarge
vit_mlp_res_ln__sig2,matmul,v1.1.0,1,hugging-face,release,ported,r1024_k1024_h4096,2,160.3506,160.3623,160.3506,0.007,0.9999984829255563,2814,0.00616,False,0.003,160.348,160.0856,161.1797,1.0068,160.0856,trn2.48xlarge
vit_mlp_res_ln__sig2,matmul,v1.8.0,2,hugging-face,release;optimization,ported,r512_k768_h3072,2,76.1382,77.2649,76.1382,1.48,0.9999984855492186,1451,0.00911,False,0.0,76.138,75.8874,76.0015,1.0015,75.8874,trn2.48xlarge
vit_mlp_res_ln__sig2,matmul,v1.8.0,2,hugging-face,release;optimization,ported,r1024_k1024_h4096,2,161.0889,160.3189,160.3189,0.48,0.9999984829255563,2832,7e-05,False,0.01,160.308,160.4998,160.4697,1.0002,160.4697,trn2.48xlarge
vit_swiglu_stream__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r512_k768_i2048,2,106.7898,107.174,106.7898,0.36,0.9999972886487962,1576,0.03432,False,1.471,105.319,104.5448,80.8674,1.2928,80.8674,trn2.48xlarge
vit_swiglu_stream__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r512_k1280_i3456,2,229.4313,229.3205,229.3205,0.048,0.999997277725014,3800,0.02464,False,0.732,228.588,185.3305,232.9971,1.2572,185.3305,trn2.48xlarge
vit_swiglu_stream__sig2,matmul,v1.2.0,1,hugging-face,release,ported,r512_k768_i2048,2,74.1099,77.354,74.1099,4.377,0.9999972886487962,1466,0.02929,False,1.075,73.035,86.2607,79.2757,1.0881,79.2757,trn2.48xlarge
vit_swiglu_stream__sig2,matmul,v1.2.0,1,hugging-face,release,ported,r512_k1280_i3456,2,156.5873,155.0823,155.0823,0.97,0.999997277725014,3678,0.00469,False,0.727,154.355,158.8331,222.3022,1.3996,158.8331,trn2.48xlarge
vit_swiglu_stream_ln__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r512_k768_i2048,2,87.0549,84.2199,84.2199,3.366,0.9999985045492936,1699,0.01631,False,1.616,82.604,84.9682,110.7115,1.303,84.9682,trn2.48xlarge
vit_swiglu_stream_ln__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r512_k1280_i3456,2,193.9814,193.5222,193.5222,0.237,0.9999985020746848,3872,0.04933,False,0.734,192.788,243.388,194.6889,1.2501,194.6889,trn2.48xlarge
vit_swiglu_stream_ln__sig2,matmul,v1.2.0,1,hugging-face,release,ported,r512_k768_i2048,2,85.7857,90.4482,85.7857,5.435,0.9999985045492936,1562,0.03327,False,1.601,84.185,85.329,89.324,1.0468,85.329,trn2.48xlarge
vit_swiglu_stream_ln__sig2,matmul,v1.2.0,1,hugging-face,release,ported,r512_k1280_i3456,2,225.7738,225.088,225.088,0.305,0.9999985020746848,3747,0.04227,False,0.782,224.306,220.7388,178.9697,1.2334,178.9697,trn2.48xlarge
vjepa2_mlp_k4_xp__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r512_k768_h3072,2,73.1807,76.724,73.1807,4.842,0.9999972426174132,1485,0.02794,False,2.073,71.108,98.7015,75.1491,1.3134,75.1491,trn2.48xlarge
vjepa2_mlp_k4_xp__sig1,matmul,v1.0.0,1,hugging-face,release,ported,r1024_k1024_h4096,2,173.2431,172.6631,172.6631,0.336,0.9999972693592825,2758,0.01148,False,1.982,170.682,176.3539,183.1289,1.0384,176.3539,trn2.48xlarge
vjepa2_mlp_k4_xp__sig2,matmul,a8773c55,1,hugging-face,release,ported,r1024_k1024_h4096,2,155.1689,153.4014,153.4014,1.152,0.9999972693592825,2661,0.00964,False,0.0,153.401,154.9498,152.3456,1.0171,152.3456,trn2.48xlarge
nkilib_argsort_unstable,misc,2.30,1,nki-lib,release,ported,n64_asc,2,25.25,25.3225,25.25,0.287,1.0,178,0.0,False,0.0,25.25,24.7008,25.4016,1.0284,24.7008,trn2.48xlarge
nkilib_argsort_unstable,misc,2.30,1,nki-lib,release,ported,n128_desc,2,33.1649,33.0199,33.0199,0.439,1.0,245,0.0,False,0.0,33.02,32.495,32.6349,1.0043,32.495,trn2.48xlarge
nkilib_argsort_unstable,misc,2.30,1,nki-lib,release,ported,n1024_asc,2,364.6853,365.1319,364.6853,0.122,0.9999999999999998,1136,0.0,False,0.0,364.685,364.5753,365.2344,1.0018,364.5753,trn2.48xlarge
nkilib_argsort_unstable,misc,2.31,2,nki-lib,release,ported,n64_asc,2,24.7908,25.4975,24.7908,2.851,1.0,176,0.0,False,0.0,24.791,25.3325,24.9725,1.0144,24.9725,trn2.48xlarge
nkilib_argsort_unstable,misc,2.31,2,nki-lib,release,ported,n128_desc,2,32.8508,33.1208,32.8508,0.822,1.0,240,0.0,False,0.0,32.851,32.8358,33.0658,1.007,32.8358,trn2.48xlarge
nkilib_argsort_unstable,misc,2.31,2,nki-lib,release,ported,n1024_asc,2,365.0544,365.0544,365.0544,0.0,0.9999999999999998,1140,0.0,False,0.0,365.054,365.2511,364.7386,1.0014,364.7386,trn2.48xlarge
nkilib_cascaded_max,misc,2.28,1,nki-lib,release,ported,b4_s5_v4058,1,23.1583,23.2091,23.1583,0.219,0.9999999999999998,126,0.0,False,0.0,23.158,23.05,23.2125,1.007,23.05,trn2.48xlarge
nkilib_cascaded_max,misc,2.28,1,nki-lib,release,ported,b4_s5_v8192,1,25.9941,26.0866,25.9941,0.356,1.0,132,0.0,False,0.0,25.994,26.26,26.4425,1.0069,26.26,trn2.48xlarge
nkilib_cascaded_max,misc,2.29,2,nki-lib,release,ported,b4_s5_v4058,1,23.7775,22.7116,22.7116,4.693,0.9999999999999998,126,0.0,False,0.0,22.712,22.9758,22.94,1.0016,22.94,trn2.48xlarge
nkilib_cascaded_max,misc,2.29,2,nki-lib,release,ported,b4_s5_v8192,1,26.6525,26.2091,26.2091,1.692,1.0,132,0.0,False,0.0,26.209,25.9291,26.8875,1.037,25.9291,trn2.48xlarge
nkilib_cascaded_max,misc,2.31,3,nki-lib,release,ported,b4_s5_v4058,1,21.5908,22.2441,21.5908,3.026,0.9999999999999998,125,0.0,False,0.0,21.591,22.19,22.0691,1.0055,22.0691,trn2.48xlarge
nkilib_cascaded_max,misc,2.31,3,nki-lib,release,ported,b4_s5_v8192,1,24.82,24.29,24.29,2.182,1.0,130,0.0,False,0.0,24.29,25.0625,24.6791,1.0155,24.6791,trn2.48xlarge
nkilib_cross_entropy_backward,misc,2.28,1,nki-lib,release,ported,n64_v32128_pb32,2,164.1831,163.9456,163.9456,0.145,0.9999999869166177,188,0.0,False,0.0,163.946,163.8514,164.1206,1.0016,163.8514,trn2.48xlarge
nkilib_cross_entropy_backward,misc,2.28,1,nki-lib,release,ported,n256_v8192_pb64,2,94.6665,94.6724,94.6665,0.006,0.9999999693308237,267,0.0,False,0.0,94.666,95.0857,94.3557,1.0077,94.3557,trn2.48xlarge
nkilib_cross_entropy_backward,misc,2.29,2,nki-lib,release,ported,n64_v32128_pb32,2,164.5014,163.3673,163.3673,0.694,0.9999999869166177,188,0.0,False,0.0,163.367,164.1656,164.4122,1.0015,164.1656,trn2.48xlarge
nkilib_cross_entropy_backward,misc,2.29,2,nki-lib,release,ported,n256_v8192_pb64,2,94.0524,94.4549,94.0524,0.428,0.9999999693308237,270,0.0,False,0.0,94.052,94.9065,94.5099,1.0042,94.5099,trn2.48xlarge
nkilib_cross_entropy_backward,misc,2.33,3,nki-lib,release,ported,n64_v32128_pb32,2,163.5672,164.4881,163.5672,0.563,0.9999999869166177,188,0.0,False,0.0,163.567,163.7922,164.0414,1.0015,163.7922,trn2.48xlarge
nkilib_cross_entropy_backward,misc,2.33,3,nki-lib,release,ported,n256_v8192_pb64,2,94.7182,94.3974,94.3974,0.34,0.9999999693308237,266,0.0,False,0.0,94.397,94.639,94.8274,1.002,94.639,trn2.48xlarge
nkilib_cross_entropy_forward,misc,2.28,1,nki-lib,release,ported,n64_v32128_pb32,2,138.6556,138.0081,138.0081,0.469,0.9999982329017276,588,0.0,False,0.0,138.008,138.034,138.9223,1.0064,138.034,trn2.48xlarge
nkilib_cross_entropy_forward,misc,2.28,1,nki-lib,release,ported,n256_v8192_pb64,2,207.6572,208.343,207.6572,0.33,0.9999958362370613,1910,0.0,False,0.0,207.657,208.0838,207.2947,1.0038,207.2947,trn2.48xlarge
nkilib_cross_entropy_forward,misc,2.29,2,nki-lib,release,ported,n64_v32128_pb32,2,138.2831,143.4173,138.2831,3.713,0.9999982329017276,588,0.0,False,0.0,138.283,137.9331,137.8965,1.0003,137.8965,trn2.48xlarge
nkilib_cross_entropy_forward,misc,2.29,2,nki-lib,release,ported,n256_v8192_pb64,2,205.6222,207.3697,205.6222,0.85,0.9999958362370613,1910,0.0,False,0.0,205.622,207.3947,208.128,1.0035,207.3947,trn2.48xlarge
nkilib_cross_entropy_forward,misc,2.33,3,nki-lib,release,ported,n64_v32128_pb32,2,143.5923,138.0548,138.0548,4.011,0.9999982329017276,605,0.0,False,0.0,138.055,137.9498,138.5815,1.0046,137.9498,trn2.48xlarge
nkilib_cross_entropy_forward,misc,2.33,3,nki-lib,release,ported,n256_v8192_pb64,2,207.8038,207.8938,207.8038,0.043,0.9999958362370613,1910,0.0,False,0.0,207.804,203.7855,202.8855,1.0044,202.8855,trn2.48xlarge
nkilib_cumsum,misc,2.28,1,nki-lib,release,ported,b128_h2048,1,27.865,28.0216,27.865,0.562,0.9999999999997718,57,0.0,False,0.0,27.865,27.9916,28.2733,1.0101,27.9916,trn2.48xlarge
nkilib_cumsum,misc,2.28,1,nki-lib,release,ported,b200_h5000,1,46.7233,46.2358,46.2358,1.054,0.9999999999994615,86,0.0,False,0.0,46.236,45.6624,45.9758,1.0069,45.6624,trn2.48xlarge
nkilib_cumsum,misc,2.28,1,nki-lib,release,ported,b64_s3_h1000,1,25.815,25.5325,25.5325,1.106,0.9999999999999021,64,0.0,False,0.0,25.532,24.9825,25.7533,1.0309,24.9825,trn2.48xlarge
nkilib_cumsum,misc,2.32,2,nki-lib,release,ported,b128_h2048,1,27.8966,28.0508,27.8966,0.553,0.9999999999997718,57,0.0,False,0.0,27.897,27.9908,28.2708,1.01,27.9908,trn2.48xlarge
nkilib_cumsum,misc,2.32,2,nki-lib,release,ported,b200_h5000,1,46.0791,46.6774,46.0791,1.298,0.9999999999994615,86,0.0,False,0.0,46.079,46.6108,45.8008,1.0177,45.8008,trn2.48xlarge
nkilib_cumsum,misc,2.32,2,nki-lib,release,ported,b64_s3_h1000,1,24.8816,25.4475,24.8816,2.274,0.9999999999999021,64,0.0,False,0.0,24.882,25.6033,25.515,1.0035,25.515,trn2.48xlarge
nkilib_cumsum,misc,2.33,3,nki-lib,release,ported,b128_h2048,1,25.9633,25.6483,25.6483,1.228,0.9999999999997718,56,0.0,False,0.0,25.648,26.0925,25.7725,1.0124,25.7725,trn2.48xlarge
nkilib_cumsum,misc,2.33,3,nki-lib,release,ported,b200_h5000,1,43.1016,43.4949,43.1016,0.912,0.9999999999994615,83,0.0,False,0.0,43.102,43.7616,43.4616,1.0069,43.4616,trn2.48xlarge
nkilib_cumsum,misc,2.33,3,nki-lib,release,ported,b64_s3_h1000,1,23.6991,24.0066,23.6991,1.298,0.9999999999999021,62,0.0,False,0.0,23.699,23.8666,24.2041,1.0141,23.8666,trn2.48xlarge
nkilib_gather,misc,2.31,1,nki-lib,release,ported,n128_d512_k256_f32,1,24.1566,24.0083,24.0083,0.618,1.0000000000000004,38,0.0,False,0.0,24.008,24.2275,23.9266,1.0126,23.9266,trn2.48xlarge
nkilib_gather,misc,2.31,1,nki-lib,release,ported,n256_d2048_k2048_bf16,1,74.8865,75.2374,74.8865,0.469,1.0,115,0.0,False,0.0,74.886,74.9657,74.4299,1.0072,74.4299,trn2.48xlarge
nkilib_gather,misc,2.31,1,nki-lib,release,ported,n4096_d2880_k1000_f32,1,84.4415,84.0149,84.0149,0.508,0.9999999999999999,107,0.0,False,0.0,84.015,83.879,85.3332,1.0173,83.879,trn2.48xlarge
nkilib_gather,misc,2.33,2,nki-lib,release,ported,n128_d512_k256_f32,1,23.6483,24.3441,23.6483,2.942,1.0000000000000004,38,0.0,False,0.0,23.648,24.4808,24.2375,1.01,24.2375,trn2.48xlarge
nkilib_gather,misc,2.33,2,nki-lib,release,ported,n256_d2048_k2048_bf16,1,75.0532,74.5549,74.5549,0.668,1.0,115,0.0,False,0.0,74.555,74.8049,74.8832,1.001,74.8049,trn2.48xlarge
nkilib_gather,misc,2.33,2,nki-lib,release,ported,n4096_d2880_k1000_f32,1,85.0115,84.4874,84.4874,0.62,0.9999999999999999,107,0.0,False,0.0,84.487,84.4624,85.8349,1.0162,84.4624,trn2.48xlarge
nkilib_gpsimd_topk,misc,2.32,1,nki-lib,release,ported,bs16_v3168_k256,1,52.8466,53.0824,52.8466,0.446,0.9999999999999999,283,0.0,False,0.0,52.847,52.7833,52.4558,1.0062,52.4558,trn2.48xlarge
nkilib_gpsimd_topk,misc,2.32,1,nki-lib,release,ported,bs20_v4058_k99,1,70.9232,71.0257,70.9232,0.145,1.0,282,0.0,False,0.0,70.923,70.7649,70.7182,1.0007,70.7182,trn2.48xlarge
nkilib_gpsimd_topk,misc,2.32,1,nki-lib,release,ported,bs1_v3168_k7,1,29.615,29.6816,29.615,0.225,0.9999999999999998,122,0.0,False,0.0,29.615,29.86,29.9616,1.0034,29.86,trn2.48xlarge
nkilib_gpsimd_topk,misc,2.33,2,nki-lib,release,ported,bs16_v3168_k256,1,60.7341,60.4407,60.4407,0.485,0.9999999999999999,316,0.0,False,0.0,60.441,60.5574,60.4324,1.0021,60.4324,trn2.48xlarge
nkilib_gpsimd_topk,misc,2.33,2,nki-lib,release,ported,bs20_v4058_k99,1,75.134,75.1066,75.1066,0.036,1.0,309,0.0,False,0.0,75.107,74.8532,74.9349,1.0011,74.8532,trn2.48xlarge
nkilib_gpsimd_topk,misc,2.33,2,nki-lib,release,ported,bs1_v3168_k7,1,31.1083,31.3508,31.1083,0.78,0.9999999999999998,132,0.0,False,0.0,31.108,31.0791,31.4266,1.0112,31.0791,trn2.48xlarge
nkilib_pad,misc,2.30,1,nki-lib,release,ported,n1c2_4x4x4_replicate,1,13.5441,13.5766,13.5441,0.24,0.9999999999999999,57,0.0,False,0.0,13.544,12.9575,13.6341,1.0522,12.9575,trn2.48xlarge
nkilib_pad,misc,2.30,1,nki-lib,release,ported,n1c2_8x8_reflect,1,13.0825,13.1616,13.0825,0.605,0.9999999999999999,56,0.0,False,0.0,13.082,13.245,12.5458,1.0557,12.5458,trn2.48xlarge
nkilib_pad,misc,2.30,1,nki-lib,release,ported,n1c1_64x8x8_constant,1,22.9933,22.55,22.55,1.966,1.0,87,0.0,False,0.0,22.55,22.9491,22.4158,1.0238,22.4158,trn2.48xlarge
nkilib_pad,misc,2.30,1,nki-lib,release,ported,n1c4_2048_circular,1,17.2891,17.2908,17.2891,0.01,1.0000000000000004,34,0.0,False,0.0,17.289,18.2166,15.8375,1.1502,15.8375,trn2.48xlarge
nkilib_pad,misc,2.32,2,nki-lib,release,ported,n1c2_4x4x4_replicate,1,13.5683,13.4466,13.4466,0.905,0.9999999999999999,57,0.0,False,0.0,13.447,12.895,13.6708,1.0602,12.895,trn2.48xlarge
nkilib_pad,misc,2.32,2,nki-lib,release,ported,n1c2_8x8_reflect,1,13.1466,13.4041,13.1466,1.959,0.9999999999999999,56,0.0,False,0.0,13.147,13.1075,12.6125,1.0392,12.6125,trn2.48xlarge
nkilib_pad,misc,2.32,2,nki-lib,release,ported,n1c1_64x8x8_constant,1,21.7383,22.1025,21.7383,1.675,1.0,87,0.0,False,0.0,21.738,21.4066,21.6408,1.0109,21.4066,trn2.48xlarge
nkilib_pad,misc,2.32,2,nki-lib,release,ported,n1c4_2048_circular,1,19.0466,18.3875,18.3875,3.585,1.0000000000000004,34,0.0,False,0.0,18.387,19.685,15.5883,1.2628,15.5883,trn2.48xlarge
nkilib_rotational_topk,misc,2.28,1,nki-lib,release;technique-altered,ported,bs150_v1000_k50,2,39.9799,39.5091,39.5091,1.192,0.9999999999999998,228,0.0,False,0.0,39.509,39.6783,39.2924,1.0098,39.2924,trn2.48xlarge
nkilib_rotational_topk,misc,2.28,1,nki-lib,release;technique-altered,ported,bs40_v4058_k256,2,160.3056,160.2197,160.2197,0.054,0.9999999999999999,1330,0.0,False,0.0,160.22,159.5556,160.6456,1.0068,159.5556,trn2.48xlarge
nkilib_rotational_topk,misc,2.29,2,nki-lib,release,ported,bs150_v1000_k50,2,39.1916,39.3766,39.1916,0.472,0.9999999999999998,228,0.0,False,0.0,39.192,39.6958,39.4783,1.0055,39.4783,trn2.48xlarge
nkilib_rotational_topk,misc,2.29,2,nki-lib,release,ported,bs40_v4058_k256,2,160.5131,160.0097,160.0097,0.315,0.9999999999999999,1329,0.0,False,0.0,160.01,161.2089,160.5822,1.0039,160.5822,trn2.48xlarge
nkilib_rotational_topk,misc,2.31,3,nki-lib,release,ported,bs150_v1000_k50,2,39.5924,39.4883,39.4883,0.264,0.9999999999999998,229,0.0,False,0.0,39.488,39.7599,39.7766,1.0004,39.7599,trn2.48xlarge
nkilib_rotational_topk,misc,2.31,3,nki-lib,release,ported,bs40_v4058_k256,2,158.6273,158.2256,158.2256,0.254,0.9999999999999999,1331,0.0,False,0.0,158.226,158.3472,158.8473,1.0032,158.3472,trn2.48xlarge
nkilib_rotational_topk,misc,2.32,4,nki-lib,release,ported,bs150_v1000_k50,2,40.2924,39.0049,39.0049,3.301,0.9999999999999998,228,0.0,False,0.0,39.005,39.6641,39.6574,1.0002,39.6574,trn2.48xlarge
nkilib_rotational_topk,misc,2.32,4,nki-lib,release,ported,bs40_v4058_k256,2,156.8773,156.3406,156.3406,0.343,0.9999999999999999,1364,0.0,False,0.0,156.341,156.3156,156.3823,1.0004,156.3156,trn2.48xlarge
nkilib_rotational_topk,misc,2.33,5,nki-lib,release,ported,bs150_v1000_k50,2,39.7124,39.5991,39.5991,0.286,0.9999999999999998,228,0.0,False,0.0,39.599,39.6174,39.1016,1.0132,39.1016,trn2.48xlarge
nkilib_rotational_topk,misc,2.33,5,nki-lib,release,ported,bs40_v4058_k256,2,146.5248,144.0131,144.0131,1.744,0.9999999999999999,1329,0.0,False,0.0,144.013,143.6698,143.9431,1.0019,143.6698,trn2.48xlarge
nkilib_scatter_add,misc,2.31,1,nki-lib,release,ported,n128_d512_k512,1,50.7666,50.2299,50.2299,1.068,0.9999999999999988,95,0.0,False,0.0,50.23,50.4908,50.3474,1.0028,50.3474,trn2.48xlarge
nkilib_scatter_add,misc,2.31,1,nki-lib,release,ported,n512_d1024_k2048,1,185.1364,184.6955,184.6955,0.239,0.9999999999999994,239,0.0,False,0.0,184.696,184.2655,184.6422,1.002,184.2655,trn2.48xlarge
nkilib_scatter_add,misc,2.31,1,nki-lib,release,ported,n4096_d2880_k1000,1,213.3705,214.7038,213.3705,0.625,0.9999999999999921,231,0.0,False,0.0,213.37,213.2205,212.2205,1.0047,212.2205,trn2.48xlarge
nkilib_scatter_add,misc,2.33,2,nki-lib,release,ported,n128_d512_k512,1,49.8074,50.9166,49.8074,2.227,0.9999999999999988,95,0.0,False,0.0,49.807,50.4458,49.9849,1.0092,49.9849,trn2.48xlarge
nkilib_scatter_add,misc,2.33,2,nki-lib,release,ported,n512_d1024_k2048,1,185.3055,186.0197,185.3055,0.385,0.9999999999999994,239,0.0,False,0.0,185.305,184.2239,183.8239,1.0022,183.8239,trn2.48xlarge
nkilib_scatter_add,misc,2.33,2,nki-lib,release,ported,n4096_d2880_k1000,1,212.098,213.458,212.098,0.641,0.9999999999999921,231,0.0,False,0.0,212.098,211.9905,212.2455,1.0012,211.9905,trn2.48xlarge
pairformer_z_update__sig_s0,misc,single_core,1,jburtoft,baseline,verbatim,n128,1,32007.9513,32004.6321,32004.6321,0.01,0.9999282065533467,123658,0.00118,False,0.069,32004.563,32781.9064,31999.2714,1.0245,31999.2714,trn2.48xlarge
pairformer_z_update__sig_s0,misc,single_core_seq,2,jburtoft,rejected,ported,n128,1,30809.5887,30818.0992,30809.5887,0.028,0.9999282065533467,109510,0.0012,False,0.0,30809.589,30844.4519,31704.4109,1.0279,30844.4519,trn2.48xlarge
pairformer_z_update__sig_s2,misc,spmd,1,jburtoft,release,ported,n128,2,17910.4041,17102.4967,17102.4967,4.724,0.9999282065533467,104910,0.00066,False,0.024,17102.473,17965.5235,17975.6582,1.0006,17965.5235,trn2.48xlarge
pairformer_z_update__sig_s2,misc,spmd_seq,2,jburtoft,rejected,ported,n128,2,18444.0743,18445.7116,18444.0743,0.009,0.9999282065533467,104898,0.0007,False,0.75,18443.324,17556.3879,17594.9708,1.0022,17556.3879,trn2.48xlarge
pairformer_z_update__sig_s2,misc,v2,3,jburtoft,optimization,ported,n128,2,17369.0692,18166.5365,17369.0692,4.591,0.9999607663008009,104384,0.0009,False,0.088,17368.982,18093.1091,18698.3161,1.0334,18093.1091,trn2.48xlarge
pairformer_z_update__sig_s4,misc,v3,1,jburtoft,fix,verbatim,n128,2,18729.9289,18706.8786,18706.8786,0.123,0.9999335741689658,103623,0.00049,False,0.0,18706.879,18672.3862,18332.3734,1.0185,18332.3734,trn2.48xlarge
pairformer_z_update__sig_s4,misc,v4,2,jburtoft,fix,verbatim,n128,2,18161.9301,18204.6331,18161.9301,0.235,0.9999378122525558,99523,0.00099,False,0.0,18161.93,17938.1967,18341.9008,1.0225,17938.1967,trn2.48xlarge
pairformer_z_update__sig_s4,misc,v5,3,jburtoft,fix,verbatim,n128,2,17049.0108,16755.6442,16755.6442,1.751,0.9999999999997977,120321,0.0033,False,0.025,16755.619,17033.7111,17072.8918,1.0023,17033.7111,trn2.48xlarge
pairformer_z_update__sig_s5,misc,v6,1,jburtoft,optimization,verbatim,n128,2,6308.3125,6348.0036,6308.3125,0.629,0.9999999999997977,112080,0.0068,False,0.026,6308.286,6333.4601,5761.4283,1.0993,5761.4283,trn2.48xlarge
pairformer_z_update__sig_s5,misc,v6_guard,2,jburtoft,fix,ported,n128,2,5743.1301,5766.9836,5743.1301,0.415,0.9999999999997977,112141,0.00597,False,0.025,5743.105,5766.4234,6348.8251,1.101,5766.4234,trn2.48xlarge
pairformer_z_update__sig_s5,misc,v7,3,jburtoft,optimization,ported,n128,2,5953.3282,5965.3539,5953.3282,0.202,0.9999999999997977,110777,0.00588,False,0.026,5953.303,5966.3765,5551.4965,1.0747,5551.4965,trn2.48xlarge
pairformer_z_update__sig_s5,misc,v7_guard,4,jburtoft,fix,ported,n128,2,5565.9078,5538.5595,5538.5595,0.494,0.9999999999997977,110801,0.00443,False,0.025,5538.535,5550.5089,5969.8867,1.0756,5550.5089,trn2.48xlarge
pairformer_z_update__sig_s5,misc,v8,5,jburtoft,optimization,ported,n128,2,5971.95,5949.7491,5949.7491,0.373,0.9999999999997977,110798,0.00583,False,0.025,5949.724,5563.3178,5962.2424,1.0717,5563.3178,trn2.48xlarge
pairformer_z_update__sig_s5,misc,v8_guard,6,jburtoft,fix,ported,n128,2,5988.8414,5973.7233,5973.7233,0.253,0.9999999999997977,110779,0.00587,False,0.026,5973.697,5954.8398,5544.6229,1.074,5544.6229,trn2.48xlarge
trimul_in_nnd,misc,chan_native,1,jburtoft,optimization,verbatim,n128_d32,1,2845.4256,2855.5247,2845.4256,0.355,0.9999986205589732,415,0.0,False,0.0,2845.426,2844.7756,2838.0915,1.0024,2838.0915,trn2.48xlarge
trimul_in_nnd,misc,chan_native,1,jburtoft,optimization,verbatim,n256_d64,1,21540.9119,21567.6595,21540.9119,0.124,0.9999986280054117,3102,0.0,False,0.0,21540.912,21621.732,21520.6183,1.0047,21520.6183,trn2.48xlarge
trimul_in_nnd,misc,chan_native_c3,2,jburtoft,optimization,ported,n128_d32,1,2850.6073,2844.6114,2844.6114,0.211,0.9999986205589732,415,0.0,False,0.0,2844.611,2841.5173,2849.5672,1.0028,2841.5173,trn2.48xlarge
trimul_in_nnd,misc,chan_native_c3,2,jburtoft,optimization,ported,n256_d64,1,21507.8332,21496.5399,21496.5399,0.053,0.9999986280054117,3102,0.0,False,0.0,21496.54,21516.4516,21557.7818,1.0019,21516.4516,trn2.48xlarge
trimul_in_nnd,misc,chan_native_v2,3,jburtoft,rejected,ported,n128_d32,1,1089.8183,1091.4817,1089.8183,0.153,0.9999986205589732,339,2e-05,False,0.0,1089.818,1089.9542,1094.8292,1.0045,1089.9542,trn2.48xlarge
trimul_in_nnd,misc,chan_native_v2,3,jburtoft,rejected,ported,n256_d64,1,10691.2637,10683.7247,10683.7247,0.071,0.9999986280054117,3680,0.0,False,0.0,10683.725,10702.6435,10684.7016,1.0017,10684.7016,trn2.48xlarge
trimul_k64_contraction,misc,baseline,1,jburtoft,baseline,ported,d4_m64_n256,1,23.7441,23.8208,23.7441,0.323,0.999999999999999,101,0.0,False,0.0,23.744,23.7825,23.7908,1.0003,23.7825,trn2.48xlarge
trimul_k64_contraction,misc,baseline,1,jburtoft,baseline,ported,d8_m64_n512,1,32.4516,32.2266,32.2266,0.698,0.9999999999999993,139,0.0,False,0.001,32.226,32.3949,32.6424,1.0076,32.3949,trn2.48xlarge
trimul_k64_contraction,misc,rowtiled,2,jburtoft,optimization,ported,d4_m64_n256,1,24.7925,24.04,24.04,3.13,0.999999999999999,99,0.0,False,0.0,24.04,24.7233,24.4558,1.0109,24.4558,trn2.48xlarge
trimul_k64_contraction,misc,rowtiled,2,jburtoft,optimization,ported,d8_m64_n512,1,31.5466,31.5558,31.5466,0.029,0.9999999999999993,131,0.0,False,0.011,31.536,31.9541,31.6466,1.0097,31.6466,trn2.48xlarge
trimul_out_dki,misc,per_channel,1,jburtoft,release,verbatim,d32_n128,1,80.6257,80.6999,80.6257,0.092,0.9999986178470653,311,0.0,False,0.0,80.626,85.619,80.5065,1.0635,80.5065,trn2.48xlarge
trimul_out_dki,misc,per_channel,1,jburtoft,release,verbatim,d64_n256,1,539.0266,539.5825,539.0266,0.103,0.9999986292742101,2378,3e-05,False,0.0,539.027,538.6267,576.7149,1.0707,538.6267,trn2.48xlarge
trimul_out_dki,misc,chan_blocked,2,jburtoft,optimization,ported,d32_n128,1,80.5674,80.5382,80.5382,0.036,0.9999986178470653,311,0.0,False,0.0,80.538,85.1124,80.8657,1.0525,80.8657,trn2.48xlarge
trimul_out_dki,misc,chan_blocked,2,jburtoft,optimization,ported,d64_n256,1,451.4993,450.9718,450.9718,0.117,0.9999986292742101,2311,0.00029,False,0.056,450.916,451.3293,495.9051,1.0988,451.3293,trn2.48xlarge
trimul_out_dnn,misc,v2,1,jburtoft,optimization,ported,d32_n128,1,81.9815,81.7507,81.7507,0.282,0.9999986173833232,471,0.0,False,0.026,81.725,82.1357,96.5615,1.1756,82.1357,trn2.48xlarge
trimul_out_dnn,misc,v2,1,jburtoft,optimization,ported,d32_n256,1,278.6971,278.6037,278.6037,0.034,0.9999986282683722,2552,3e-05,False,0.009,278.595,353.0144,278.8229,1.2661,278.8229,trn2.48xlarge
trimul_out_dnn,misc,v2_amortized,2,jburtoft,optimization,ported,d32_n128,1,82.0574,81.879,81.879,0.218,0.9999986173833232,471,2e-05,False,0.002,81.877,81.9465,96.4849,1.1774,81.9465,trn2.48xlarge
trimul_out_dnn,misc,v2_amortized,2,jburtoft,optimization,ported,d32_n256,1,478.4626,477.6626,477.6626,0.167,0.999997938376883,3067,0.0009,False,0.073,477.59,478.5734,480.4026,1.0038,478.5734,trn2.48xlarge
trimul_out_dnn,misc,v2_seq,3,jburtoft,rejected,ported,d32_n128,1,96.7707,96.649,96.649,0.126,0.9999986173833232,471,0.0,False,0.0,96.649,96.9182,82.3415,1.177,82.3415,trn2.48xlarge
trimul_out_dnn,misc,v2_seq,3,jburtoft,rejected,ported,d32_n256,1,357.4161,357.3861,357.3861,0.008,0.9999986282683722,2552,0.0,False,0.0,357.386,278.8054,355.7503,1.276,278.8054,trn2.48xlarge
trimul_out_flat_to_dnn,misc,reorg_baseline,1,jburtoft,baseline,ported,n128_c32,1,1019.4201,1017.0984,1017.0984,0.228,0.9999999999999989,3515,0.00197,False,0.0,1017.098,1018.1343,787.5596,1.2928,787.5596,trn2.48xlarge
trimul_out_flat_to_dnn,misc,reorg_baseline,1,jburtoft,baseline,ported,n256_c32,1,3568.0586,3571.7695,3568.0586,0.104,0.9999999999999989,15622,0.00821,False,0.0,3568.059,2292.929,3588.2702,1.5649,2292.929,trn2.48xlarge
trimul_out_flat_to_dnn,misc,fused_layout,2,jburtoft,optimization,ported,n128_c32,1,481.9467,481.0168,481.0168,0.193,0.9999999999999989,2463,0.00456,False,0.003,481.014,270.9229,476.5409,1.759,270.9229,trn2.48xlarge
trimul_out_flat_to_dnn,misc,fused_layout,2,jburtoft,optimization,ported,n256_c32,1,2050.8752,2044.7986,2044.7986,0.297,0.9999999999999989,11615,0.01568,False,0.001,2044.798,2026.2792,1106.4807,1.8313,1106.4807,trn2.48xlarge
trimul_out_flat_to_dnn,misc,baseline_reload,3,jburtoft,baseline,ported,n128_c32,1,488.9767,489.2068,488.9767,0.047,0.9999999999999989,2511,0.00467,False,0.0,488.977,489.4284,288.3945,1.6971,288.3945,trn2.48xlarge
trimul_out_flat_to_dnn,misc,baseline_reload,3,jburtoft,baseline,ported,n256_c32,1,2074.3585,2080.5718,2074.3585,0.3,0.9999999999999989,12176,0.00481,False,0.001,2074.357,1113.7191,2077.6109,1.8655,1113.7191,trn2.48xlarge
trimul_out_flat_to_dnn,misc,grouped_reuse,4,jburtoft,rejected,ported,n128_c32,1,482.1876,483.5392,482.1876,0.28,0.9999999999999989,2511,0.00469,False,0.003,482.185,288.5304,482.8051,1.6733,288.5304,trn2.48xlarge
trimul_out_flat_to_dnn,misc,grouped_reuse,4,jburtoft,rejected,ported,n256_c32,1,1964.5377,1962.6161,1962.6161,0.098,0.9999999999999989,11578,0.01264,False,0.001,1962.615,1960.6927,1074.7724,1.8243,1074.7724,trn2.48xlarge
trimul_out_nnd,misc,v1,1,jburtoft,release,verbatim,n128_d32,1,2840.868,2846.163,2840.868,0.186,0.9999986193349343,643,0.0,False,0.0,2840.868,2839.4947,2835.1438,1.0015,2835.1438,trn2.48xlarge
trimul_out_nnd,misc,v1,1,jburtoft,release,verbatim,n256_d64,1,21845.9517,21860.5958,21845.9517,0.067,0.9999986290745894,6877,0.0,False,0.0,21845.952,21812.0143,21845.2625,1.0015,21812.0143,trn2.48xlarge
trimul_out_nnd,misc,tile512,2,jburtoft,optimization,ported,n128_d32,1,2840.2531,2843.5581,2840.2531,0.116,0.9999986193349343,632,0.0,False,0.0,2840.253,2843.1707,2851.9714,1.0031,2843.1707,trn2.48xlarge
trimul_out_nnd,misc,tile512,2,jburtoft,optimization,ported,n256_d64,1,28069.5334,28081.4301,28069.5334,0.042,0.9999986290745894,4235,0.0,False,0.0,28069.533,28055.1016,28109.1668,1.0019,28055.1016,trn2.48xlarge
trimul_out_nnd,misc,chan_native,3,jburtoft,optimization,verbatim,n128_d32,1,2855.819,2854.2564,2854.2564,0.055,0.9999986193349343,415,0.0,False,0.0,2854.256,2839.4214,2854.913,1.0055,2839.4214,trn2.48xlarge
trimul_out_nnd,misc,chan_native,3,jburtoft,optimization,verbatim,n256_d64,1,21634.0888,21611.8768,21611.8768,0.103,0.9999986290745894,3102,0.0,False,0.0,21611.877,21600.5277,21506.5684,1.0044,21506.5684,trn2.48xlarge
trimul_out_nnd,misc,chan_native_c3,4,jburtoft,optimization,ported,n128_d32,1,2847.5672,2853.7039,2847.5672,0.216,0.9999986193349343,415,0.0,False,0.0,2847.567,2851.5847,2854.0131,1.0009,2851.5847,trn2.48xlarge
trimul_out_nnd,misc,chan_native_c3,4,jburtoft,optimization,ported,n256_d64,1,21596.5975,21593.7365,21593.7365,0.013,0.9999986290745894,3102,0.0,False,0.0,21593.736,21595.6122,21635.3778,1.0018,21595.6122,trn2.48xlarge
trimul_out_nnd,misc,chan_native_v2,5,jburtoft,rejected,ported,n128_d32,1,1092.7483,1096.5766,1092.7483,0.35,0.9999986193349343,552,0.00014,False,0.003,1092.745,1087.9425,1089.79,1.0017,1087.9425,trn2.48xlarge
trimul_out_nnd,misc,chan_native_v2,5,jburtoft,rejected,ported,n256_d64,1,10638.6254,10633.098,10633.098,0.052,0.9999986290745894,5006,0.0,False,0.0,10633.098,10628.568,10640.1034,1.0011,10628.568,trn2.48xlarge
trimul_out_nnd,misc,dmat,6,jburtoft,rejected;technique-altered,ported,n128_d32,1,2839.9138,2846.0531,2839.9138,0.216,0.9999986193349343,543,0.0,False,0.0,2839.914,2843.9455,2850.6781,1.0024,2843.9455,trn2.48xlarge
trimul_out_nnd,misc,dmat,6,jburtoft,rejected;technique-altered,ported,n256_d64,1,21818.7328,21819.7145,21818.7328,0.004,0.9999986290745894,4609,0.0,False,0.0,21818.733,21860.2028,21876.2476,1.0007,21860.2028,trn2.48xlarge
moe_fused_w8_fp8,moe,be5f6e57,1,hugging-face,wip,ported,e2_h1024_t32,1,328.3589,333.2866,328.3589,1.501,0.9999946263766561,4192,0.00142,False,0.037,328.322,332.1428,521.7263,1.5708,332.1428,trn2.48xlarge
moe_fused_w8_fp8,moe,be5f6e57,1,hugging-face,wip,ported,e4_h2048_t64,1,1283.7664,1273.6047,1273.6047,0.798,0.9999946562987321,16374,0.00035,False,0.0,1273.605,1951.527,1307.9763,1.492,1307.9763,trn2.48xlarge
moe_fused_w8_fp8_block_coalesced,moe,be5f6e57,1,hugging-face,wip,ported,e2_h1024_t32,1,125.6381,125.774,125.6381,0.108,0.9999985595287407,624,0.00019,False,0.028,125.611,125.744,125.394,1.0028,125.394,trn2.48xlarge
moe_fused_w8_fp8_block_coalesced,moe,be5f6e57,1,hugging-face,wip,ported,e4_h2048_t64,1,458.531,458.5409,458.531,0.002,0.9999985922860163,2068,0.00019,False,0.003,458.528,458.8468,458.5768,1.0006,458.5768,trn2.48xlarge
moe_fused_w8_fp8_block_coalesced_ob,moe,be5f6e57,1,hugging-face,wip,ported,e2_h1024_t32,1,125.504,125.469,125.469,0.028,0.9999986328197923,624,0.00021,False,0.024,125.445,125.6098,125.9481,1.0027,125.6098,trn2.48xlarge
moe_fused_w8_fp8_block_coalesced_ob,moe,be5f6e57,1,hugging-face,wip,ported,e4_h2048_t64,1,457.9001,458.2159,457.9001,0.069,0.9999985898477673,2068,0.00027,False,0.002,457.898,458.8476,458.3843,1.001,458.3843,trn2.48xlarge
moe_fused_w8_fp8_dual,moe,be5f6e57,1,hugging-face,wip,ported,e2_h1024_t32,1,424.6143,424.251,424.251,0.086,0.9999943892915908,2154,5e-05,False,0.0,424.251,424.8885,444.676,1.0466,424.8885,trn2.48xlarge
moe_fused_w8_fp8_dual,moe,be5f6e57,1,hugging-face,wip,ported,e4_h2048_t64,1,1620.8407,1621.1325,1620.8407,0.018,0.9999943512596807,8028,0.00016,False,0.087,1620.754,1707.7556,1621.9233,1.0529,1621.9233,trn2.48xlarge
moe_fused_w8_fp8_native,moe,be5f6e57,1,hugging-face,wip,ported,e2_h1024_t32,1,311.852,311.6328,311.6328,0.07,0.9999943892243904,1559,0.00039,False,0.001,311.632,294.2387,308.3312,1.0479,294.2387,trn2.48xlarge
moe_fused_w8_fp8_native,moe,be5f6e57,1,hugging-face,wip,ported,e4_h2048_t64,1,1153.4932,1158.0957,1153.4932,0.399,0.99999435033008,5505,0.00095,False,0.061,1153.432,1140.5998,1095.2533,1.0414,1095.2533,trn2.48xlarge
moe_fused_w8_fp8_token_stationary,moe,be5f6e57,1,hugging-face,wip,ported,e2_h1024_t32,1,343.0445,344.902,343.0445,0.541,0.9999946263766561,4282,0.00081,False,0.0,343.044,525.23,341.9286,1.5361,341.9286,trn2.48xlarge
moe_fused_w8_fp8_token_stationary,moe,be5f6e57,1,hugging-face,wip,ported,e4_h2048_t64,1,1314.2071,1312.4646,1312.4646,0.133,0.9999946562987321,16717,0.00021,False,0.0,1312.465,1337.6038,2024.4659,1.5135,1337.6038,trn2.48xlarge
moe_fused_w8_int8,moe,be5f6e57,1,hugging-face,wip,ported,e2_h1024_t32,1,312.1837,311.682,311.682,0.161,0.9999946066032457,1619,0.0,False,0.0,311.682,313.237,295.0979,1.0615,295.0979,trn2.48xlarge
moe_fused_w8_int8,moe,be5f6e57,1,hugging-face,wip,ported,e4_h2048_t64,1,1158.8582,1160.8015,1158.8582,0.168,0.9999944901860499,6075,1e-05,False,0.002,1158.856,1097.7366,1161.8732,1.0584,1097.7366,trn2.48xlarge
nkilib_blockwise_mm_bwd,moe,2.28,1,nki-lib,release,ported,h1024_t512_e2_b256_k2_i384,2,530.4775,530.6483,530.4775,0.032,0.9999899423525136,6776,0.00014,False,0.022,530.455,529.8333,548.625,1.0355,529.8333,trn2.48xlarge
nkilib_blockwise_mm_bwd,moe,2.30,2,nki-lib,release,ported,h1024_t512_e2_b256_k2_i384,2,325.3445,356.4361,325.3445,9.557,0.9999899423525136,4743,0.01813,False,0.001,325.344,363.8144,351.2886,1.0357,351.2886,trn2.48xlarge
nkilib_blockwise_mm_bwd,moe,2.31,3,nki-lib,release,ported,h1024_t512_e2_b256_k2_i384,2,359.3844,346.0619,346.0619,3.85,0.9999899423525136,4740,0.00857,False,0.0,346.062,354.5019,343.9278,1.0307,343.9278,trn2.48xlarge
nkilib_blockwise_mm_bwd,moe,2.32,4,nki-lib,release,ported,h1024_t512_e2_b256_k2_i384,2,342.4086,345.9661,342.4086,1.039,0.9999899423525136,4766,0.03385,False,0.0,342.409,349.7053,351.8336,1.0061,349.7053,trn2.48xlarge
nkilib_blockwise_mm_bwd,moe,2.33,5,nki-lib,release,ported,h1024_t512_e2_b256_k2_i384,2,355.1611,348.4703,348.4703,1.92,0.9999899423525136,4795,0.02628,False,0.0,348.47,346.5553,357.9878,1.033,346.5553,trn2.48xlarge
nkilib_bwmm_shard_on_block,moe,2.28,1,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,106.6948,101.2407,101.2407,5.387,0.9999950515473414,2227,0.0059,False,0.0,101.241,98.6065,103.484,1.0495,98.6065,trn2.48xlarge
nkilib_bwmm_shard_on_block,moe,2.29,2,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,105.7098,105.9382,105.7098,0.216,0.9999950515473414,2177,0.00803,False,0.0,105.71,101.8615,106.8048,1.0485,101.8615,trn2.48xlarge
nkilib_bwmm_shard_on_block,moe,2.30,3,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,107.8215,102.3815,102.3815,5.313,0.9999950515473414,2176,0.01771,False,0.0,102.382,106.4532,101.0032,1.054,101.0032,trn2.48xlarge
nkilib_bwmm_shard_on_block,moe,2.31,4,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,96.4407,106.9548,96.4407,10.902,0.9999950515473414,2136,0.0,False,0.0,96.441,96.429,103.3798,1.0721,96.429,trn2.48xlarge
nkilib_bwmm_shard_on_block,moe,2.32,5,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,95.7665,109.054,95.7665,13.875,0.9999950515473414,2136,0.00022,False,0.01,95.756,106.7948,100.034,1.0676,100.034,trn2.48xlarge
nkilib_bwmm_shard_on_block,moe,2.33,6,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,95.0499,108.3657,95.0499,14.009,0.9999950515473414,2134,0.00856,False,0.0,95.05,108.879,99.1415,1.0982,99.1415,trn2.48xlarge
nkilib_bwmm_shard_on_block_v2,moe,2.31,1,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,108.1148,110.6607,108.1148,2.355,0.9999910184946723,1888,0.05768,True,1.995,106.12,111.5948,110.149,1.0131,110.149,trn2.48xlarge
nkilib_bwmm_shard_on_block_v2,moe,2.32,2,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,111.8198,110.3398,110.3398,1.341,0.9999910184946723,1913,0.05573,True,2.143,108.197,110.279,110.2257,1.0005,110.2257,trn2.48xlarge
nkilib_bwmm_shard_on_block_v2_hybrid,moe,2.31,1,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,164.6647,166.5781,164.6647,1.162,0.9999910184946723,2937,0.03847,False,2.115,162.55,169.0739,173.1539,1.0241,169.0739,trn2.48xlarge
nkilib_bwmm_shard_on_block_v2_hybrid,moe,2.32,2,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,168.1656,169.8964,168.1656,1.029,0.9999910184946723,2934,0.03391,False,2.15,166.016,170.3964,167.5556,1.017,167.5556,trn2.48xlarge
nkilib_bwmm_shard_on_h,moe,2.28,1,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,179.3222,179.5256,179.3222,0.113,0.9999950515560805,3042,0.00796,False,0.306,179.017,179.6431,179.9622,1.0018,179.6431,trn2.48xlarge
nkilib_bwmm_shard_on_h,moe,2.29,2,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,179.8372,179.2247,179.2247,0.342,0.9999950515560805,3041,0.01077,False,0.092,179.132,180.2139,178.3297,1.0106,178.3297,trn2.48xlarge
nkilib_bwmm_shard_on_h,moe,2.30,3,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,178.3272,177.1814,177.1814,0.647,0.9999950515560805,3038,0.0186,False,0.492,176.689,176.6381,180.4414,1.0215,176.6381,trn2.48xlarge
nkilib_bwmm_shard_on_h,moe,2.31,4,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,177.4664,178.4797,177.4664,0.571,0.9999950515560805,3046,0.01616,False,0.211,177.255,179.4872,178.4072,1.0061,178.4072,trn2.48xlarge
nkilib_bwmm_shard_on_h,moe,2.32,5,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,174.9139,175.2422,174.9139,0.188,0.9999967386313261,3087,0.0254,False,0.59,174.324,177.9239,177.6064,1.0018,177.6064,trn2.48xlarge
nkilib_bwmm_shard_on_h,moe,2.33,6,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,179.3372,177.4589,177.4589,1.058,0.9999967386313261,3085,0.02639,False,0.033,177.426,178.5064,177.7956,1.004,177.7956,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,2.28,1,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,149.5598,150.3681,149.5598,0.54,0.9999915314360937,2704,0.00137,False,0.077,149.483,149.5156,150.9364,1.0095,149.5156,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,2.29,2,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,145.6214,144.9973,144.9973,0.43,0.9999915314360937,2697,0.00479,False,0.065,144.932,144.7764,144.0164,1.0053,144.0164,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,2.30,3,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,145.2589,146.0806,145.2589,0.566,0.9999915314360937,2693,0.00382,False,0.07,145.189,144.7173,145.6973,1.0068,144.7173,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,2.31,4,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,144.6673,145.8473,144.6673,0.816,0.9999915314360937,2694,0.00777,False,0.066,144.601,144.5723,144.3556,1.0015,144.3556,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,2.32,5,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,145.6531,144.7473,144.7473,0.626,0.9999915314360937,2701,0.02665,False,0.064,144.683,144.6089,144.4431,1.0011,144.4431,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,2.33a,6,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,144.8039,144.7748,144.7748,0.02,0.9999915314360937,2702,0.0335,False,0.07,144.704,144.6573,144.6248,1.0002,144.6248,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,2.33b,7,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,144.3731,144.6898,144.3731,0.219,0.9999915314360937,2697,0.03219,False,0.063,144.31,144.1173,144.5764,1.0032,144.1173,trn2.48xlarge
nkilib_bwmm_shard_on_i,moe,cbe2e248e,101,jburtoft,fix,ported,h1024_t512_e4_b256_k1_i512,2,148.0464,148.0414,148.0414,0.003,0.9999915314360937,2800,0.00861,False,0.064,147.978,148.1248,148.0023,1.0008,148.0023,trn2.48xlarge
nkilib_bwmm_shard_on_i_dropping,moe,2.29,1,nki-lib,release,ported,h1024_t1024_e2_b1024_i256,2,166.5989,164.7322,164.7322,1.133,0.9999909273696189,2374,0.02419,False,0.0,164.732,161.4831,167.5664,1.0377,161.4831,trn2.48xlarge
nkilib_bwmm_shard_on_i_dropping,moe,2.32,2,nki-lib,release,ported,h1024_t1024_e2_b1024_i256,2,160.0089,161.1264,160.0089,0.698,0.9999909273696189,2376,0.02887,False,0.012,159.996,165.6372,159.4622,1.0387,159.4622,trn2.48xlarge
nkilib_bwmm_shard_on_i_dropping,moe,cbe2e248e,11,jburtoft,fix,ported,h1024_t1024_e2_b1024_i256,2,165.0347,166.3364,165.0347,0.789,0.9999909273696189,2408,0.0258,False,0.0,165.035,161.4448,168.0314,1.0408,161.4448,trn2.48xlarge
nkilib_bwmm_shard_on_i_dropping,moe,cbe2e248e,11,jburtoft,fix,ported,h1024_t1024_e2_b1024_i128,2,165.5722,166.8522,165.5722,0.773,0.9999906941744465,2413,0.03206,False,0.0,165.572,159.1564,166.3406,1.0451,159.1564,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,2.28,1,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,181.9114,180.5831,180.5831,0.736,0.9999915314360937,3116,0.02099,False,0.0,180.583,180.6047,181.3772,1.0043,180.6047,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,2.29,2,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,170.2056,169.7964,169.7964,0.241,0.9999915314360937,3096,0.037,False,0.0,169.796,171.9447,170.4664,1.0087,170.4664,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,2.30,3,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,170.7097,171.1439,170.7097,0.254,0.9999915314360937,3097,0.03214,False,0.0,170.71,171.0239,172.2481,1.0072,171.0239,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,2.31,4,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,171.4639,171.0331,171.0331,0.252,0.9999915314360937,3096,0.01942,False,0.0,171.033,170.5039,171.1372,1.0037,170.5039,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,2.32,5,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,171.6639,171.0289,171.0289,0.371,0.9999915314360937,3092,0.02817,False,0.0,171.029,171.9631,171.3531,1.0036,171.3531,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,2.33a,6,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,171.6997,171.7364,171.6997,0.021,0.9999915314360937,3092,0.01937,False,0.0,171.7,170.4656,170.8522,1.0023,170.4656,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,2.33b,7,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,171.2297,171.9131,171.2297,0.399,0.9999915314360937,3092,0.02929,False,0.0,171.23,171.0664,169.9697,1.0065,169.9697,trn2.48xlarge
nkilib_bwmm_shard_on_i_hybrid,moe,cbe2e248e,101,jburtoft,fix,ported,h1024_t512_e4_b256_k1_i512,2,170.6072,170.7322,170.6072,0.073,0.9999915314360937,3173,0.00945,False,0.0,170.607,171.2139,171.0906,1.0007,171.0906,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.28,1,nki-lib,release,ported,t4096_c128_k8_f32,2,612.8978,616.0894,612.8978,0.521,0.9999999999999998,7618,0.0,False,0.0,612.898,642.6296,613.2301,1.0479,613.2301,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.28,1,nki-lib,release,ported,t10240_c128_k4_i32,2,1359.5179,1362.2188,1359.5179,0.199,0.9999999999999998,16851,0.0,False,0.0,1359.518,1358.6204,1627.0083,1.1975,1358.6204,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.29,2,nki-lib,release,ported,t4096_c128_k8_f32,2,482.8284,483.4576,482.8284,0.13,0.9999999999999998,3245,0.01255,False,0.69,482.139,482.5484,483.4292,1.0018,482.5484,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.29,2,nki-lib,release,ported,t10240_c128_k4_i32,2,976.5818,975.2193,975.2193,0.14,0.9999999999999998,5530,0.01249,False,1.24,973.979,976.5027,976.3784,1.0001,976.3784,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.30,3,nki-lib,release,ported,t4096_c128_k8_f32,2,278.5187,278.4387,278.4387,0.029,0.9999999999999998,3033,0.0211,False,1.252,277.187,278.2471,286.2854,1.0289,278.2471,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.30,3,nki-lib,release,ported,t10240_c128_k4_i32,2,648.9923,648.7348,648.7348,0.04,0.9999999999999998,6397,0.01595,False,1.302,647.433,673.209,648.9106,1.0374,648.9106,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.31,4,nki-lib,release,ported,t4096_c128_k8_f32,2,278.2129,277.8971,277.8971,0.114,0.9999999999999998,3032,0.02549,False,1.308,276.589,278.1979,286.7379,1.0307,278.1979,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.31,4,nki-lib,release,ported,t10240_c128_k4_i32,2,649.1707,649.3073,649.1707,0.021,0.9999999999999998,6397,0.01605,False,1.3,647.871,649.3765,672.1056,1.035,649.3765,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.32,5,nki-lib,release,ported,t4096_c128_k8_f32,2,285.6587,286.6354,285.6587,0.342,0.9999999999999998,2981,0.00225,False,0.06,285.598,286.1095,278.5679,1.0271,278.5679,trn2.48xlarge
nkilib_find_nonzero_indices,moe,2.32,5,nki-lib,release,ported,t10240_c128_k4_i32,2,671.4314,671.7889,671.4314,0.053,0.9999999999999998,6354,0.0164,False,1.293,670.138,649.3132,672.4615,1.0357,649.3132,trn2.48xlarge
nkilib_indexed_flatten,moe,2.28,1,nki-lib,release,ported,t4096_e2_f128,2,32.7283,32.6424,32.6424,0.263,1.0000000000000049,266,0.0,False,0.0,32.642,32.6024,32.8299,1.007,32.6024,trn2.48xlarge
nkilib_indexed_flatten,moe,2.28,1,nki-lib,release,ported,t4096_e3_f128_shuffled,2,36.8716,36.9074,36.8716,0.097,0.9999999999999998,282,0.0,False,0.0,36.872,37.1524,36.8849,1.0073,36.8849,trn2.48xlarge
nkilib_indexed_flatten,moe,2.28,1,nki-lib,release,ported,t10240_e16_f128,2,65.6199,66.5507,65.6199,1.418,0.9999999999999999,381,0.0,False,0.0,65.62,66.4557,66.6891,1.0035,66.4557,trn2.48xlarge
nkilib_indexed_flatten,moe,2.31,2,nki-lib,release,ported,t4096_e2_f128,2,33.0133,33.0733,33.0133,0.182,1.0000000000000049,266,0.0,False,0.0,33.013,32.6724,32.4149,1.0079,32.4149,trn2.48xlarge
nkilib_indexed_flatten,moe,2.31,2,nki-lib,release,ported,t4096_e3_f128_shuffled,2,35.8524,37.0608,35.8524,3.37,0.9999999999999998,282,0.0,False,0.0,35.852,36.7291,36.9483,1.006,36.7291,trn2.48xlarge
nkilib_indexed_flatten,moe,2.31,2,nki-lib,release,ported,t10240_e16_f128,2,65.9049,67.5482,65.9049,2.493,0.9999999999999999,381,0.0,False,0.0,65.905,66.6966,66.0232,1.0102,66.0232,trn2.48xlarge
nkilib_indexed_flatten,moe,2.32,3,nki-lib,release,ported,t4096_e2_f128,2,32.7158,33.9291,32.7158,3.709,1.0000000000000049,266,0.0,False,0.0,32.716,32.5616,32.6041,1.0013,32.5616,trn2.48xlarge
nkilib_indexed_flatten,moe,2.32,3,nki-lib,release,ported,t4096_e3_f128_shuffled,2,35.6983,36.7616,35.6983,2.979,0.9999999999999998,282,0.0,False,0.0,35.698,36.9758,37.2658,1.0078,36.9758,trn2.48xlarge
nkilib_indexed_flatten,moe,2.32,3,nki-lib,release,ported,t10240_e16_f128,2,66.1532,66.2616,66.1532,0.164,0.9999999999999999,381,0.0,False,0.0,66.153,66.1866,66.2924,1.0016,66.1866,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.28,1,nki-lib,release,ported,b1_s1_h3072_i384_e16_k4,2,135.5373,134.5306,134.5306,0.748,0.999989943328203,2982,0.02619,False,0.394,134.137,134.6215,135.8756,1.0093,134.6215,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.28,1,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4,2,234.1638,238.6571,234.1638,1.919,0.9999901201823848,6896,0.01795,False,0.0,234.164,235.6746,238.2238,1.0108,235.6746,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.29,2,nki-lib,release,ported,b1_s1_h3072_i384_e16_k4,2,121.8706,121.6548,121.6548,0.177,0.999989943328203,2985,0.01752,False,0.393,121.262,121.5648,121.9731,1.0034,121.5648,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.29,2,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4,2,238.7905,244.2313,238.7905,2.278,0.9999901201823848,6983,0.00097,False,0.0,238.79,240.988,249.1938,1.0341,240.988,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.30,3,nki-lib,release,ported,b1_s1_h3072_i384_e16_k4,2,121.6565,121.4848,121.4848,0.141,0.999989943328203,2976,0.01606,False,0.392,121.092,123.1773,121.294,1.0155,121.294,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.30,3,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4,2,245.5171,240.5155,240.5155,2.08,0.9999901201823848,6984,0.00144,False,0.0,240.516,246.783,244.8938,1.0077,244.8938,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.31,4,nki-lib,release,ported,b1_s1_h3072_i384_e16_k4,2,120.7356,123.234,120.7356,2.069,0.999989943328203,2978,0.0194,False,0.396,120.34,120.4898,120.3598,1.0011,120.3598,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.31,4,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4,2,239.9088,239.1421,239.1421,0.321,0.9999901201823848,6926,0.00098,False,0.0,239.142,248.1913,249.9321,1.007,248.1913,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.32,5,nki-lib,release,ported,b1_s1_h3072_i384_e16_k4,2,120.799,120.7673,120.7673,0.026,0.999989943328203,2953,0.01632,False,0.393,120.374,119.769,119.2723,1.0042,119.2723,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.32,5,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4,2,236.2646,239.598,236.2646,1.411,0.9999901201823848,6928,0.00095,False,0.0,236.265,241.2596,239.0121,1.0094,239.0121,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.33a,6,nki-lib,release,ported,b1_s1_h3072_i384_e16_k4,2,120.3631,121.1115,120.3631,0.622,0.999989943328203,2976,0.01971,False,0.396,119.967,121.8756,120.794,1.009,120.794,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.33a,6,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4,2,236.5921,238.9046,236.5921,0.977,0.9999901201823848,6925,0.00096,False,0.0,236.592,238.103,240.2596,1.0091,238.103,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.33b,7,nki-lib,release,ported,b1_s1_h3072_i384_e16_k4,2,121.9081,121.5481,121.5481,0.296,0.999989943328203,2987,0.01614,False,0.394,121.154,120.6506,121.194,1.0045,120.6506,trn2.48xlarge
nkilib_moe_block_tkg,moe,2.33b,7,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4,2,247.3621,235.5596,235.5596,5.01,0.9999901201823848,6984,0.00097,False,0.0,235.56,238.9888,248.3771,1.0393,238.9888,trn2.48xlarge
nkilib_moe_block_tkg,moe,cdc74d3db,101,jburtoft,feature,ported,b1_s1_h3072_i384_e16_k4,2,122.7256,121.1556,121.1556,1.296,0.999989943328203,2971,0.0197,False,0.394,120.762,120.1481,120.8698,1.006,120.1481,trn2.48xlarge
nkilib_moe_block_tkg,moe,cdc74d3db,101,jburtoft,feature,ported,b4_s1_h3072_i192_e16_k4,2,239.6021,234.8988,234.8988,2.002,0.9999901201823848,6986,0.00101,False,0.0,234.899,247.2896,247.5021,1.0009,247.2896,trn2.48xlarge
nkilib_moe_block_tkg,moe,ce9ef98fc,102,nki-lib,mainline,ported,b1_s1_h3072_i384_e16_k4,2,120.8131,121.4698,120.8131,0.544,0.999989943328203,2972,0.01687,False,0.395,120.418,121.6465,120.9923,1.0054,120.9923,trn2.48xlarge
nkilib_moe_block_tkg,moe,ce9ef98fc,102,nki-lib,mainline,ported,b4_s1_h3072_i192_e16_k4,2,242.0871,242.6455,242.0871,0.231,0.9999901201823848,6986,0.00089,False,0.0,242.087,249.2046,243.8513,1.022,243.8513,trn2.48xlarge
nkilib_moe_block_tkg__selection_bias,moe,2.29,1,nki-lib,release,ported,b4_s1_h3072_i192_e16_k4_sb0,2,251.4996,249.3238,249.3238,0.873,0.9999900155566787,7032,0.00123,False,0.0,249.324,246.9238,234.9763,1.0508,234.9763,trn2.48xlarge
nkilib_moe_block_tkg__selection_bias,moe,cdc74d3db,11,jburtoft,feature,ported,b4_s1_h3072_i192_e16_k4_sb0,2,236.858,237.9346,236.858,0.455,0.9999900155566787,6989,0.0023,False,0.0,236.858,247.5588,238.5338,1.0378,238.5338,trn2.48xlarge
nkilib_moe_block_tkg__selection_bias,moe,cdc74d3db,11,jburtoft,feature,ported,b4_s1_h3072_i192_e16_k4_sb1,2,237.813,238.3463,237.813,0.224,0.9999906647360599,7046,0.00235,False,0.0,237.813,244.3613,233.1671,1.048,233.1671,trn2.48xlarge
nkilib_moe_cte,moe,2.28,1,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,100.4415,108.829,100.4415,8.351,0.9999950515473414,2175,0.00203,False,0.0,100.442,108.8373,107.844,1.0092,107.844,trn2.48xlarge
nkilib_moe_cte,moe,2.30,2,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,103.6323,107.9123,103.6323,4.13,0.9999950515473414,2138,0.03053,False,0.0,103.632,109.5223,106.0732,1.0325,106.0732,trn2.48xlarge
nkilib_moe_cte,moe,2.31,3,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,111.5848,102.7282,102.7282,8.621,0.9999950515473414,2186,0.0161,False,0.012,102.716,103.6865,96.229,1.0775,96.229,trn2.48xlarge
nkilib_moe_cte,moe,2.32,4,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,109.2765,107.3265,107.3265,1.817,0.9999950515473414,2179,0.0146,False,0.0,107.326,106.474,107.1723,1.0066,106.474,trn2.48xlarge
nkilib_moe_cte,moe,2.33a,5,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,105.1565,100.9515,100.9515,4.165,0.9999950515473414,2151,0.01558,False,0.0,100.952,95.6682,99.2765,1.0377,95.6682,trn2.48xlarge
nkilib_moe_cte,moe,2.33b,6,nki-lib,release,ported,h1024_t512_e4_b256_k1_i512,2,110.0573,103.494,103.494,6.342,0.9999950515473414,2175,0.02111,False,0.0,103.494,102.6098,106.4748,1.0377,102.6098,trn2.48xlarge
nkilib_moe_tkg,moe,2.30,1,nki-lib,release,ported,t2_h512_i128_e2_k1,2,34.5999,34.5108,34.5108,0.258,0.9999966414945209,465,0.0,False,0.0,34.511,34.0799,34.4474,1.0108,34.0799,trn2.48xlarge
nkilib_moe_tkg,moe,2.30,1,nki-lib,release,ported,t4_h512_i128_e2_k1,2,39.1933,38.7108,38.7108,1.246,0.9999959958567087,578,0.00105,False,0.0,38.711,41.1858,38.7824,1.062,38.7824,trn2.48xlarge
nkilib_moe_tkg,moe,2.30,1,nki-lib,release,ported,t4_h3072_i384_e16_k4,2,244.0663,244.7655,244.0663,0.286,0.9999911409840214,8281,0.0,False,0.0,244.066,241.5588,242.9721,1.0059,241.5588,trn2.48xlarge
nkilib_moe_tkg,moe,2.31,2,nki-lib,release,ported,t2_h512_i128_e2_k1,2,34.1849,34.5433,34.1849,1.048,0.9999966414945209,473,0.0,False,0.0,34.185,34.4241,34.0508,1.011,34.0508,trn2.48xlarge
nkilib_moe_tkg,moe,2.31,2,nki-lib,release,ported,t4_h512_i128_e2_k1,2,38.9958,38.6291,38.6291,0.949,0.9999959958567087,574,0.0,False,0.0,38.629,39.2433,39.5166,1.007,39.2433,trn2.48xlarge
nkilib_moe_tkg,moe,2.31,2,nki-lib,release,ported,t4_h3072_i384_e16_k4,2,243.323,251.7054,243.323,3.445,0.9999911409840214,8272,0.0,False,0.0,243.323,249.6796,241.3871,1.0344,241.3871,trn2.48xlarge
nkilib_moe_tkg,moe,2.32,3,nki-lib,release,ported,t2_h512_i128_e2_k1,2,34.1216,34.5524,34.1216,1.263,0.9999966414945209,473,0.0,False,0.0,34.122,34.0583,34.6608,1.0177,34.0583,trn2.48xlarge
nkilib_moe_tkg,moe,2.32,3,nki-lib,release,ported,t4_h512_i128_e2_k1,2,39.4708,38.7008,38.7008,1.99,0.9999959958567087,587,0.0,False,0.0,38.701,40.0299,38.0024,1.0534,38.0024,trn2.48xlarge
nkilib_moe_tkg,moe,2.32,3,nki-lib,release,ported,t4_h3072_i384_e16_k4,2,250.5521,250.3546,250.3546,0.079,0.9999911409840214,8336,0.0,False,0.0,250.355,246.2363,249.6004,1.0137,246.2363,trn2.48xlarge
nkilib_moe_tkg,moe,2.33,4,nki-lib,release,ported,t2_h512_i128_e2_k1,2,33.6383,34.0333,33.6383,1.174,0.9999966414945209,463,0.0,False,0.0,33.638,34.0674,34.1074,1.0012,34.0674,trn2.48xlarge
nkilib_moe_tkg,moe,2.33,4,nki-lib,release,ported,t4_h512_i128_e2_k1,2,38.4308,38.6449,38.4308,0.557,0.9999959958567087,570,0.0,False,0.0,38.431,38.5116,40.4799,1.0511,38.5116,trn2.48xlarge
nkilib_moe_tkg,moe,2.33,4,nki-lib,release,ported,t4_h3072_i384_e16_k4,2,241.9296,240.9505,240.9505,0.406,0.9999911409840214,8265,0.0,False,0.01,240.941,252.7696,241.6171,1.0462,241.6171,trn2.48xlarge
nkilib_router_topk,moe,2.30,1,nki-lib,release,ported,t4_h3072_e128_k4,2,30.6208,31.5366,30.6208,2.991,0.9999999999999998,415,0.0,False,0.0,30.621,30.6375,30.9208,1.0092,30.6375,trn2.48xlarge
nkilib_router_topk,moe,2.30,1,nki-lib,release,ported,t64_h3072_e128_k4,2,34.4016,34.3974,34.3974,0.012,0.9999999999999413,363,0.0,False,0.0,34.397,34.7174,34.2524,1.0136,34.2524,trn2.48xlarge
nkilib_router_topk,moe,2.30,1,nki-lib,release,ported,t8_h8192_e128_k8,2,56.4691,56.1782,56.1782,0.518,0.9999999999999997,523,0.02322,False,1.34,54.839,55.6232,55.6824,1.0011,55.6232,trn2.48xlarge
nkilib_router_topk,moe,2.31,2,nki-lib,release,ported,t4_h3072_e128_k4,2,31.3275,31.2316,31.2316,0.307,0.9999999999999998,414,0.0,False,0.0,31.232,30.8991,30.5166,1.0125,30.5166,trn2.48xlarge
nkilib_router_topk,moe,2.31,2,nki-lib,release,ported,t64_h3072_e128_k4,2,33.9066,34.4399,33.9066,1.573,0.9999999999999413,365,0.0,False,0.0,33.907,33.8216,33.8991,1.0023,33.8216,trn2.48xlarge
nkilib_router_topk,moe,2.31,2,nki-lib,release,ported,t8_h8192_e128_k8,2,56.0082,55.9482,55.9482,0.107,0.9999999999999997,521,0.005,False,2.302,53.646,55.3382,55.1416,1.0036,55.1416,trn2.48xlarge
nkilib_router_topk,moe,2.32,3,nki-lib,release,ported,t4_h3072_e128_k4,2,31.0591,31.0233,31.0233,0.115,0.9999999999999998,413,0.0,False,0.0,31.023,31.0175,31.0125,1.0002,31.0125,trn2.48xlarge
nkilib_router_topk,moe,2.32,3,nki-lib,release,ported,t64_h3072_e128_k4,2,34.4724,33.8783,33.8783,1.754,0.9999999999999413,388,0.0,False,0.0,33.878,33.9208,33.9599,1.0012,33.9208,trn2.48xlarge
nkilib_router_topk,moe,2.32,3,nki-lib,release,ported,t8_h8192_e128_k8,2,56.2674,55.3824,55.3824,1.598,0.9999999999999997,519,0.02134,False,2.584,52.798,55.1141,57.0699,1.0355,55.1141,trn2.48xlarge
nkilib_router_topk,moe,2.33a,4,nki-lib,release,ported,t4_h3072_e128_k4,2,30.8841,31.2416,30.8841,1.158,0.9999999999999998,414,0.0,False,0.0,30.884,31.1458,30.5575,1.0193,30.5575,trn2.48xlarge
nkilib_router_topk,moe,2.33a,4,nki-lib,release,ported,t64_h3072_e128_k4,2,33.9691,34.0008,33.9691,0.093,0.9999999999999413,359,0.0,False,0.0,33.969,33.7033,34.2474,1.0161,33.7033,trn2.48xlarge
nkilib_router_topk,moe,2.33a,4,nki-lib,release,ported,t8_h8192_e128_k8,2,56.0591,55.2607,55.2607,1.445,0.9999999999999997,518,0.0169,False,1.312,53.949,59.5049,55.7907,1.0666,55.7907,trn2.48xlarge
nkilib_router_topk,moe,2.33b,5,nki-lib,release,ported,t4_h3072_e128_k4,2,31.2191,31.1016,31.1016,0.378,0.9999999999999998,421,0.0,False,0.0,31.102,31.3725,31.5158,1.0046,31.3725,trn2.48xlarge
nkilib_router_topk,moe,2.33b,5,nki-lib,release,ported,t64_h3072_e128_k4,2,33.8574,34.2983,33.8574,1.302,0.9999999999999413,353,0.0,False,0.0,33.857,34.1899,34.0824,1.0032,34.0824,trn2.48xlarge
nkilib_router_topk,moe,2.33b,5,nki-lib,release,ported,t8_h8192_e128_k8,2,55.5524,55.5399,55.5399,0.023,0.9999999999999997,521,0.04525,False,2.608,52.932,55.9891,55.6891,1.0054,55.6891,trn2.48xlarge
nkilib_router_topk,moe,2.33c,6,nki-lib,release,ported,t4_h3072_e128_k4,2,31.1566,30.6991,30.6991,1.49,0.9999999999999998,414,0.0,False,0.0,30.699,30.5125,30.8383,1.0107,30.5125,trn2.48xlarge
nkilib_router_topk,moe,2.33c,6,nki-lib,release,ported,t64_h3072_e128_k4,2,33.7216,33.7791,33.7216,0.171,0.9999999999999413,359,0.0,False,0.0,33.722,33.8674,33.9083,1.0012,33.8674,trn2.48xlarge
nkilib_router_topk,moe,2.33c,6,nki-lib,release,ported,t8_h8192_e128_k8,2,56.0074,55.3916,55.3916,1.112,0.9999999999999997,519,0.02368,False,1.312,54.08,58.8216,55.8224,1.0537,55.8224,trn2.48xlarge
nkilib_router_topk,moe,ce9ef98fc,101,nki-lib,mainline,ported,t4_h3072_e128_k4,2,31.325,31.4525,31.325,0.407,0.9999999999999998,412,0.0,False,0.0,31.325,30.8608,31.0933,1.0075,30.8608,trn2.48xlarge
nkilib_router_topk,moe,ce9ef98fc,101,nki-lib,mainline,ported,t64_h3072_e128_k4,2,33.9016,34.2408,33.9016,1.001,0.9999999999999413,364,0.0,False,0.0,33.902,33.9516,34.0458,1.0028,33.9516,trn2.48xlarge
nkilib_router_topk,moe,ce9ef98fc,101,nki-lib,mainline,ported,t8_h8192_e128_k8,2,55.1607,55.1841,55.1607,0.042,0.9999999999999997,521,0.04435,False,2.664,52.496,55.5491,62.4932,1.125,55.5491,trn2.48xlarge
nkilib_topk_reduce__sig1,moe,2.29,1,nki-lib,release,ported,r8_t4_k4_h2880,2,32.7341,32.79,32.7341,0.171,0.9999956916860341,197,0.0,False,0.0,32.734,35.4549,32.6074,1.0873,32.6074,trn2.48xlarge
nkilib_topk_reduce__sig1,moe,2.29,1,nki-lib,release,ported,r8_t128_k8_h4096,2,84.7232,83.6874,83.6874,1.238,0.9999919438644252,219,0.0,False,0.0,83.687,83.4282,84.2007,1.0093,83.4282,trn2.48xlarge
nkilib_topk_reduce__sig2,moe,2.31,1,nki-lib,release,ported,r8_t4_k4_h2880,2,35.7383,33.1916,33.1916,7.673,0.9999956916860341,206,0.0,False,0.0,33.192,32.8608,32.7866,1.0023,32.7866,trn2.48xlarge
nkilib_topk_reduce__sig2,moe,2.31,1,nki-lib,release,ported,r8_t128_k8_h4096,2,85.0374,84.5107,84.5107,0.623,0.9999919438644252,222,0.0,False,0.0,84.511,85.2607,85.7424,1.0056,85.2607,trn2.48xlarge
nkilib_topk_reduce__sig2,moe,2.33,2,nki-lib,release,ported,r8_t4_k4_h2880,2,34.4708,33.7849,33.7849,2.03,0.9999956916860341,199,0.0,False,0.0,33.785,33.5466,33.2799,1.008,33.2799,trn2.48xlarge
nkilib_topk_reduce__sig2,moe,2.33,2,nki-lib,release,ported,r8_t128_k8_h4096,2,84.5765,83.9857,83.9857,0.703,0.9999919438644252,217,0.0,False,0.0,83.986,83.8049,86.6115,1.0335,83.8049,trn2.48xlarge
gte_res_ln,norm,v1.0.0,1,hugging-face,release,verbatim,r512_h768,2,28.49,28.2125,28.2125,0.984,0.9999943446474776,251,0.0,False,0.0,28.212,29.1941,30.9791,1.0611,29.1941,trn2.48xlarge
gte_res_ln,norm,v1.0.0,1,hugging-face,release,verbatim,r1024_h1024,2,40.9991,44.1199,40.9991,7.612,0.9999943728868917,287,0.0,False,0.0,40.999,39.5666,40.0158,1.0114,39.5666,trn2.48xlarge
gte_res_ln,norm,mode0,101,jburtoft,rejected,verbatim,r512_h768,2,31.8408,31.5841,31.5841,0.813,0.9999986192470637,222,0.0,False,0.0,31.584,31.9841,32.3141,1.0103,31.9841,trn2.48xlarge
gte_res_ln,norm,mode0,101,jburtoft,rejected,verbatim,r1024_h1024,2,45.0233,44.8633,44.8633,0.357,0.9999986204374015,280,0.0,False,0.0,44.863,44.3591,44.9391,1.0131,44.3591,trn2.48xlarge
gte_res_ln,norm,mode1,102,jburtoft,rejected,verbatim,r512_h768,2,36.2216,36.2808,36.2216,0.163,0.9999986192470947,238,0.0,False,0.0,36.222,35.7533,35.1166,1.0181,35.1166,trn2.48xlarge
gte_res_ln,norm,mode1,102,jburtoft,rejected,verbatim,r1024_h1024,2,52.7916,55.7857,52.7916,5.672,0.9999986204374521,284,0.0,False,0.0,52.792,53.8749,55.5707,1.0315,53.8749,trn2.48xlarge
gte_res_ln,norm,mode2,103,jburtoft,rejected,verbatim,r512_h768,2,31.6799,31.9441,31.6799,0.834,0.9999943828090385,231,0.0,False,0.0,31.68,32.2733,31.4724,1.0254,31.4724,trn2.48xlarge
gte_res_ln,norm,mode2,103,jburtoft,rejected,verbatim,r1024_h1024,2,43.0108,43.2499,43.0108,0.556,0.9999943484382886,291,0.0,False,0.0,43.011,43.6774,44.0974,1.0096,43.6774,trn2.48xlarge
gte_res_ln,norm,mode3,104,jburtoft,rejected,verbatim,r512_h768,2,35.0224,34.3224,34.3224,2.039,0.9999943828090385,245,0.0,False,0.0,34.322,34.2408,33.0716,1.0354,33.0716,trn2.48xlarge
gte_res_ln,norm,mode3,104,jburtoft,rejected,verbatim,r1024_h1024,2,50.7249,50.2508,50.2508,0.943,0.9999943484382886,299,0.0,False,0.0,50.251,50.9424,51.2649,1.0063,50.9424,trn2.48xlarge
gte_res_ln,norm,mode4,105,jburtoft,rejected,verbatim,r512_h768,2,28.9208,31.735,28.9208,9.731,0.9999986192470637,233,0.0,False,0.0,28.921,29.385,28.7983,1.0204,28.7983,trn2.48xlarge
gte_res_ln,norm,mode4,105,jburtoft,rejected,verbatim,r1024_h1024,2,45.7099,41.9208,41.9208,9.039,0.9999986204374015,291,0.0,False,0.0,41.921,40.9074,40.9341,1.0007,40.9074,trn2.48xlarge
gte_res_ln,norm,mode5,106,jburtoft,shipped,verbatim,r512_h768,2,32.3466,28.1916,28.1916,14.738,0.9999943446474776,251,0.0,False,0.0,28.192,29.5016,31.0066,1.051,29.5016,trn2.48xlarge
gte_res_ln,norm,mode5,106,jburtoft,shipped,verbatim,r1024_h1024,2,39.3891,40.2966,39.3891,2.304,0.9999943728868917,281,0.0,False,0.0,39.389,39.7333,39.3533,1.0097,39.3533,trn2.48xlarge
gte_res_ln,norm,mode6,107,jburtoft,rejected;technique-altered,ported,r512_h768,2,29.1891,31.6333,29.1891,8.374,0.9999943447484514,255,0.0,False,0.0,29.189,28.7741,29.595,1.0285,28.7741,trn2.48xlarge
gte_res_ln,norm,mode6,107,jburtoft,rejected;technique-altered,ported,r1024_h1024,2,40.7241,43.7433,40.7241,7.414,0.9999943728414774,292,0.0,False,0.0,40.724,39.9666,41.0624,1.0274,39.9666,trn2.48xlarge
gte_res_ln,norm,opt0,110,jburtoft,shipped,ported,r512_h768,2,29.2116,30.5041,29.2116,4.425,0.9999943446474776,248,0.0,False,0.0,29.212,28.8325,28.235,1.0212,28.235,trn2.48xlarge
gte_res_ln,norm,opt0,110,jburtoft,shipped,ported,r1024_h1024,2,39.6841,39.6966,39.6841,0.031,0.9999943728868917,287,0.0,False,0.0,39.684,39.3166,41.4291,1.0537,39.3166,trn2.48xlarge
gte_res_ln,norm,opt1,111,jburtoft,rejected,ported,r512_h768,2,28.7908,26.18,26.18,9.972,0.9999943446474776,194,0.0,False,0.0,26.18,27.0725,25.0958,1.0788,25.0958,trn2.48xlarge
gte_res_ln,norm,opt1,111,jburtoft,rejected,ported,r1024_h1024,2,35.0258,37.2674,35.0258,6.4,0.9999943728868917,231,0.0,False,0.0,35.026,35.1341,36.3491,1.0346,35.1341,trn2.48xlarge
gte_res_ln,norm,pub_gen2,112,jburtoft,release,verbatim,r512_h768,2,29.8658,28.57,28.57,4.536,0.9999943446474776,245,0.0,False,0.0,28.57,28.885,29.67,1.0272,28.885,trn2.48xlarge
gte_res_ln,norm,pub_gen2,112,jburtoft,release,verbatim,r1024_h1024,2,39.4758,39.0958,39.0958,0.972,0.9999943728868917,287,0.0,False,0.0,39.096,41.8266,41.9899,1.0039,41.8266,trn2.48xlarge
layernorm_h0_partition_fp32,norm,tensore_reduce,1,jburtoft,optimization,ported,t64_h1024,1,26.35,25.89,25.89,1.777,0.9999999999999813,129,0.0,False,0.0,25.89,26.7191,26.1875,1.0203,26.1875,trn2.48xlarge
layernorm_h0_partition_fp32,norm,tensore_reduce,1,jburtoft,optimization,ported,t128_h1024,1,31.1058,30.3266,30.3266,2.569,0.9999999999999787,129,0.0,False,0.0,30.327,30.6983,31.04,1.0111,30.6983,trn2.48xlarge
layernorm_rows_fp32,norm,vector_reduce,1,jburtoft,shipped,ported,t196_c512,1,30.3,29.6225,29.6225,2.287,0.9999999999999595,147,0.0,False,0.0,29.622,29.8058,29.8141,1.0003,29.8058,trn2.48xlarge
layernorm_rows_fp32,norm,vector_reduce,1,jburtoft,shipped,ported,t784_c256,1,37.9924,37.3999,37.3999,1.584,0.9999999999999727,202,0.0,False,0.0,37.4,37.4999,37.4508,1.0013,37.4508,trn2.48xlarge
layernorm_rows_fp32,norm,scalar_reduce,2,jburtoft,rejected,ported,t196_c512,1,30.2166,30.5716,30.2166,1.175,0.9999999999999595,147,0.0,False,0.0,30.217,30.4833,30.5683,1.0028,30.4833,trn2.48xlarge
layernorm_rows_fp32,norm,scalar_reduce,2,jburtoft,rejected,ported,t784_c256,1,43.3141,43.7783,43.3141,1.072,0.9999999999999727,215,0.0,False,0.0,43.314,43.3316,43.6166,1.0066,43.3316,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.27,1,nki-lib,release,ported,b1_s2_h16384,1,83.0857,83.4182,83.0857,0.4,0.9999300102141043,207,0.00381,False,0.322,82.764,83.0799,83.2499,1.002,83.0799,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.27,1,nki-lib,release,ported,b1_s160_h16384,1,164.7322,165.7264,164.7322,0.604,0.9999121721427591,262,0.00193,False,0.315,164.417,164.5581,164.7006,1.0009,164.5581,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.27,1,nki-lib,release,ported,b2_s64_h4096,1,42.0558,41.4724,41.4724,1.407,0.9999197223708067,136,0.0,False,0.0,41.472,41.7599,41.9766,1.0052,41.7599,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.28,2,nki-lib,release,ported,b1_s2_h16384,1,83.4324,83.2174,83.2174,0.258,0.9999300102141043,207,0.0039,False,0.344,82.873,83.7674,83.7232,1.0005,83.7232,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.28,2,nki-lib,release,ported,b1_s160_h16384,1,165.6897,165.3964,165.3964,0.177,0.9999121721427591,262,0.0019,False,0.315,165.081,164.7831,165.0122,1.0014,164.7831,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.28,2,nki-lib,release,ported,b2_s64_h4096,1,41.7208,42.4141,41.7208,1.662,0.9999197223708067,136,0.0,False,0.0,41.721,41.7041,41.8041,1.0024,41.7041,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.29,3,nki-lib,release,ported,b1_s2_h16384,1,82.7682,83.474,82.7682,0.853,0.9999300102141043,207,0.00381,False,0.315,82.453,82.8507,83.5415,1.0083,82.8507,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.29,3,nki-lib,release,ported,b1_s160_h16384,1,164.7656,165.5939,164.7656,0.503,0.9999121721427591,262,0.00197,False,0.322,164.444,164.8039,165.1181,1.0019,164.8039,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.29,3,nki-lib,release,ported,b2_s64_h4096,1,41.9749,41.7924,41.7924,0.437,0.9999197223708067,136,0.0,False,0.0,41.792,41.9149,41.8524,1.0015,41.8524,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.30,4,nki-lib,release,ported,b1_s2_h16384,1,83.534,82.944,82.944,0.711,0.9999300102141043,207,0.00402,False,0.344,82.6,83.379,82.8274,1.0067,82.8274,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.30,4,nki-lib,release,ported,b1_s160_h16384,1,165.0764,165.2581,165.0764,0.11,0.9999121721427591,262,0.00197,False,0.336,164.74,165.3739,165.5114,1.0008,165.3739,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.30,4,nki-lib,release,ported,b2_s64_h4096,1,41.9016,41.7483,41.7483,0.367,0.9999197223708067,136,0.0,False,0.0,41.748,42.0808,41.8583,1.0053,41.8583,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.31,5,nki-lib,release,ported,b1_s2_h16384,1,83.7165,83.5315,83.5315,0.221,0.9999300102141043,207,0.00387,False,0.329,83.202,83.0524,83.179,1.0015,83.0524,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.31,5,nki-lib,release,ported,b1_s160_h16384,1,164.6264,165.7189,164.6264,0.664,0.9999121721427591,262,0.00199,False,0.322,164.304,165.2189,165.7056,1.0029,165.2189,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.31,5,nki-lib,release,ported,b2_s64_h4096,1,41.3466,41.7066,41.3466,0.871,0.9999197223708067,136,0.0,False,0.0,41.347,41.6599,41.8249,1.004,41.6599,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.33,6,nki-lib,release,ported,b1_s2_h16384,1,82.9207,82.724,82.724,0.238,0.9999300102141043,207,0.00405,False,0.36,82.364,83.249,83.124,1.0015,83.124,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.33,6,nki-lib,release,ported,b1_s160_h16384,1,164.9397,164.6664,164.6664,0.166,0.9999121721427591,262,0.00197,False,0.322,164.344,165.2131,165.5389,1.002,165.2131,trn2.48xlarge
nkilib_rmsnorm_quant,norm,2.33,6,nki-lib,release,ported,b2_s64_h4096,1,41.7291,41.6166,41.6166,0.27,0.9999197223708067,136,0.0,False,0.0,41.617,41.6833,41.7616,1.0019,41.6833,trn2.48xlarge
post_ln_layernorm,norm,v1.0.0,0,hugging-face,release,verbatim,r8192_h768,2,105.0432,106.3857,105.0432,1.278,0.9999972416407876,928,0.0,False,0.0,105.043,106.4507,106.6982,1.0023,106.4507,trn2.48xlarge
post_ln_layernorm,norm,v1.0.0,0,hugging-face,release,verbatim,r300_h768,2,29.1041,27.6433,27.6433,5.284,0.9999972326329332,276,0.0,False,0.0,27.643,27.7841,28.6725,1.032,27.7841,trn2.48xlarge
post_ln_layernorm,norm,v1.0.0,0,hugging-face,release,verbatim,r512_h1024,2,31.6416,30.9866,30.9866,2.114,0.9999972455444628,244,0.0,False,0.0,30.987,30.6716,30.3641,1.0101,30.3641,trn2.48xlarge
res_ls_ln_train_bwd,norm,v1,1,jburtoft,shipped,verbatim,r512_h768,1,67.7257,67.9891,67.7257,0.389,0.9999985256640486,294,0.00349,False,0.044,67.682,67.7207,67.9482,1.0034,67.7207,trn2.48xlarge
res_ls_ln_train_bwd,norm,v1,1,jburtoft,shipped,verbatim,r256_h1024,1,52.0691,51.5949,51.5949,0.919,0.9999984837910765,203,0.0,False,0.0,51.595,52.3057,52.7016,1.0076,52.3057,trn2.48xlarge
res_ls_ln_train_fwd,norm,v1,1,jburtoft,shipped,verbatim,r512_h768,1,50.8366,49.9424,49.9424,1.79,0.9999986137932289,175,0.0,False,0.0,49.942,49.6974,49.4358,1.0053,49.4358,trn2.48xlarge
res_ls_ln_train_fwd,norm,v1,1,jburtoft,shipped,verbatim,r256_h1024,1,42.3191,41.2241,41.2241,2.656,0.9999986202223675,128,0.0,False,0.0,41.224,41.0649,41.3274,1.0064,41.0649,trn2.48xlarge
vit_res_layernorm_fold,norm,v1.0.0,1,hugging-face,release,ported,r512_h768_b2,2,35.1299,36.5924,35.1299,4.163,0.9999986184549906,252,0.0,False,0.0,35.13,34.4791,36.4449,1.057,34.4791,trn2.48xlarge
vit_res_layernorm_fold,norm,v1.0.0,1,hugging-face,release,ported,r2048_h1024_b1,2,63.8157,62.0557,62.0557,2.836,0.9999986191482206,463,0.0,False,0.0,62.056,62.1849,62.1474,1.0006,62.1474,trn2.48xlarge
vit_res_layernorm_fold,norm,v1.1.0,2,hugging-face,release;optimization,ported,r512_h768_b2,2,26.925,29.5483,26.925,9.743,0.9999986184549906,213,0.0,False,0.0,26.925,26.7441,27.8783,1.0424,26.7441,trn2.48xlarge
vit_res_layernorm_fold,norm,v1.1.0,2,hugging-face,release;optimization,ported,r2048_h1024_b1,2,55.6149,56.2707,55.6149,1.179,0.9999986191482206,390,0.0,False,0.0,55.615,56.6732,54.8741,1.0328,54.8741,trn2.48xlarge
vit_res_layernorm_fold,norm,v1.7.0,3,hugging-face,release;optimization,ported,r512_h768_b2,2,30.7225,31.325,30.7225,1.961,0.9999986184549906,216,0.0,False,0.0,30.723,29.2583,31.3458,1.0713,29.2583,trn2.48xlarge
vit_res_layernorm_fold,norm,v1.7.0,3,hugging-face,release;optimization,ported,r2048_h1024_b1,2,57.9857,58.1382,57.9857,0.263,0.9999986191482206,386,0.0,False,0.0,57.986,57.8524,56.5157,1.0237,56.5157,trn2.48xlarge
vjepa2_res_layernorm_fold,norm,v1.0.0,1,hugging-face,release,ported,r512_h768_b2,2,34.7224,35.3466,34.7224,1.798,0.9999986184549906,238,0.0,False,0.0,34.722,35.4883,34.8308,1.0189,34.8308,trn2.48xlarge
vjepa2_res_layernorm_fold,norm,v1.0.0,1,hugging-face,release,ported,r2048_h1024_b1,2,62.6374,62.9966,62.6374,0.573,0.9999986191482206,456,0.0,False,0.0,62.637,62.1249,62.0991,1.0004,62.0991,trn2.48xlarge
vjepa2_res_layernorm_fold,norm,a8773c55,2,hugging-face,release;optimization,ported,r512_h768_b2,2,27.2233,28.42,27.2233,4.396,0.9999986184549906,216,0.0,False,0.0,27.223,30.9475,27.8058,1.113,27.8058,trn2.48xlarge
vjepa2_res_layernorm_fold,norm,a8773c55,2,hugging-face,release;optimization,ported,r2048_h1024_b1,2,55.8357,55.1757,55.1757,1.196,0.9999986191482206,390,0.0,False,0.0,55.176,55.4416,54.7107,1.0134,54.7107,trn2.48xlarge