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Neuron SDK v2.19.1 Trainium benchmarking update (#695)
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17 changes: 7 additions & 10 deletions
17
benchmark/text-generation-inference/llama3-70b-trn1.32xlarge/tgi-results-batchsize-1.csv
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model_id,concurrent requests,throughput (t/s),Time-to-first-token @ P50 (s),average latency (ms) | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,1,38.29638310438374,0.5521726660008426,24.784959740501066 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,2,38.98036959617541,2.72243953349971,32.827924415254174 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,4,39.39299322930307,8.926065296996967,63.795771842799695 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,8,39.85480734427003,22.479033984491252,110.33245410384168 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,16,39.797703130119444,48.74777327400079,218.4971534548553 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,32,39.88112179496438,98.32968477499526,419.0164926030421 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,64,40.021570341867225,201.50347035600862,787.0418267487788 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,128,40.15190355766733,412.9219288924942,1608.1377339868322 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,256,40.10404829156176,831.7238280020028,3167.7755826448656 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,512,39.94606130182408,1654.066714687011,6348.469898092637 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,1,47.036052229904286,0.5264043899951503,20.465843433893646 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,2,47.80577679519902,2.3793273210758343,28.003227711219164 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,4,48.461899623182426,7.175522217527032,52.262069554218435 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,8,48.773082055567116,18.760041670990176,84.57645582900525 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,16,49.25268191199813,38.44228728755843,170.77333503909537 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,32,49.416289879279326,80.52483583055437,339.16646354168245 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,64,49.64596189738265,162.74696793837938,653.7145961071376 |
17 changes: 7 additions & 10 deletions
17
benchmark/text-generation-inference/llama3-70b-trn1.32xlarge/tgi-results-batchsize-8.csv
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model_id,concurrent requests,throughput (t/s),Time-to-first-token @ P50 (s),average latency (ms) | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,1,17.8322790536497,0.9939256490033586,54.45429111182844 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,2,31.140113024869468,1.418605798491626,58.17940704286386 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,4,52.71447508703364,3.691673280511168,65.510341492747 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,8,85.23757246875635,7.40343523149204,79.86574747355823 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,16,83.41704442714865,12.134337133495137,119.80365178993138 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,32,86.31413401709217,33.19637775150477,221.51387761253872 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,64,91.54051788296289,78.17263232148252,378.5575452672668 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,128,93.59227409861985,163.85781266850245,709.4836254794548 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,256,94.49695504491365,332.89309809000406,1342.054465909721 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,512,94.76202310893393,671.8385370509932,2633.1926459323054 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,1,30.427246781641298,0.8465556244991603,31.940039622234323 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,2,51.814449828727014,1.6578905005007982,35.303453482741524 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,4,80.2709630081468,3.330909075506497,42.56936121417554 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,8,123.95265621601503,6.631509564504086,55.705136697349 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,16,123.41551351427066,9.613880677999987,86.92725453610271 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,32,129.01888179479806,24.736346793506527,151.7353908036725 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,64,133.1848930344421,56.04210297649843,269.5292990644778 |
18 changes: 8 additions & 10 deletions
18
benchmark/text-generation-inference/llama3-70b-trn1.32xlarge/tgi-results.csv
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model_id,concurrent requests,throughput (t/s),Time-to-first-token @ P50 (s),average latency (ms) | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,1,27.321283482983713,0.9897541589998582,34.53017190612728 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,2,47.14780790833105,1.4317841799993403,38.47682874008382 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,4,75.46880157534952,3.7293467640001836,45.219761063884626 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,8,76.656177664245,6.710071522500584,67.5562098563004 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,16,78.10745154737947,18.174910198499674,130.32796764867985 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,32,80.94695720514072,42.99618862100033,211.52529640942643 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,64,83.41961944293132,90.68870028399942,387.7336944140728 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,128,84.68410927601217,187.20342993849863,761.1909438667759 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,256,85.08930039980858,376.98190486400017,1484.3806421055476 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,512,84.99711473871804,758.8232675055006,2947.3092666464 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,1,33.13623382956197,0.847853995503101,29.194137679169646 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,2,55.61050569710368,1.2736788609981886,32.90289103801151 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,4,86.58456489701315,3.34435009349545,39.293303536708166 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,8,90.20366126074002,5.904863483490772,55.9280860250687 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,16,93.46094649258835,16.161018327497004,108.1654402765888 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,32,94.60090167352047,37.34856389850029,182.42863576574968 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,64,97.6200946608771,80.71991845800221,357.9967863853603 | ||
huggingface/NousResearch/Meta-Llama-3-70B-Instruct,128,98.4129882974856,165.12605451900163,684.5967867979082 |