mode
stringclasses
3 values
rate
float64
0.18
17.2
request_count
int64
20
5.9k
error_count
int64
0
0
total_count
int64
20
5.9k
start_time
float64
1.73B
1.73B
end_time
float64
1.73B
1.73B
duration
float64
39.4
480
completed_request_rate
float64
0.04
17.2
request_latency
float64
1.59
137
request_latency_percentiles
stringlengths
126
141
time_to_first_token
float64
31.3
123k
time_to_first_token_percentiles
stringlengths
133
152
inter_token_latency
float64
5.81
407
inter_token_latency_percentiles
stringlengths
142
160
output_token_throughput
float64
12.5
4.73k
prompt_token
float64
256
256
prompt_token_percentiles
stringclasses
31 values
output_token
float64
132
410
output_token_percentiles
stringlengths
33
85
overloaded
bool
1 class
data
stringclasses
1 value
data-type
stringclasses
1 value
max-seconds
int64
240
480
model
stringclasses
14 values
target
stringclasses
5 values
hardware
stringclasses
11 values
project
stringclasses
4 values
throughput
null
370
0
370
1,726,526,354.395967
1,726,526,396.411728
42.015761
8.806219
20.917323
[5.488353087902069, 10.345322370529175, 12.562653851509094, 20.992284417152405, 28.647753286361695, 30.0496177315712, 35.213437995910645]
4,544.23776
[0.20299170255661012, 0.4112528324127197, 1.2508783102035523, 4.631541728973389, 7.94378468990326, 8.1563090801239, 8.48787868976593]
58.170414
[0.00020456314086914062, 0.00021004676818847656, 0.00021314620971679688, 0.03375506401062012, 0.15484633445739768, 0.19515703916549682, 0.24326419115066544]
2,481.259332
256.148649
[256.0, 256.0, 256.0, 257.0, 258.0]
281.762162
[23.69, 92.45, 251.0, 535.6500000000001, 790.3900000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
1.25281
296
0
296
1,726,526,396.413281
1,726,526,634.871606
238.458325
1.241307
3.707241
[0.4944752931594849, 1.233596682548523, 1.873383641242981, 3.26615047454834, 5.94787323474884, 6.8258349895477295, 13.307201290130623]
58.989763
[0.050901031494140624, 0.052171528339385986, 0.052680134773254395, 0.05811738967895508, 0.06612849235534668, 0.0675649642944336, 0.07325292825698855]
13.374748
[0.0062510108947753905, 0.012413978576660156, 0.012589216232299805, 0.013126373291015625, 0.013762664794921876, 0.014056205749511719, 0.03286771774291988]
338.629402
256.138514
[256.0, 256.0, 256.0, 257.0, 258.0]
272.800676
[34.45, 85.75, 242.0, 511.0, 969.8500000000006]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
2.196986
518
0
518
1,726,526,636.417089
1,726,526,875.26612
238.849031
2.168734
3.977673
[0.4257955503463745, 1.3196380853652954, 1.9925292015075684, 3.6496894359588623, 6.6363205194473265, 7.404603576660149, 10.116221799850463]
61.834434
[0.05311987161636353, 0.0542486310005188, 0.05488486289978027, 0.06146562099456787, 0.06856250762939453, 0.07117607593536376, 0.08301456212997434]
14.242474
[0.0037164855003356933, 0.012845790386199952, 0.013156890869140625, 0.013700246810913086, 0.014668869972229003, 0.015492916107177734, 0.03669118881225586]
596.368339
256.140927
[256.0, 256.0, 256.0, 257.0, 258.0]
274.984556
[26.53, 89.85, 251.5, 524.15, 694.2999999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
3.141162
743
0
743
1,726,526,876.420542
1,726,527,116.270779
239.850237
3.097766
4.430027
[0.4594266891479492, 1.444809126853943, 2.047323751449585, 3.8829336166381836, 7.330499744415284, 8.713089871406554, 14.524973125457805]
65.429517
[0.055044431686401364, 0.05624909400939941, 0.05728411674499512, 0.06471443176269531, 0.07181687355041504, 0.07464730739593506, 0.08149538516998295]
15.952118
[0.004614150524139405, 0.013177454471588135, 0.013790607452392578, 0.015056371688842773, 0.01729893684387207, 0.021073102951049805, 0.03818818330764771]
847.816547
256.142665
[256.0, 256.0, 256.0, 257.0, 258.0]
273.686406
[24.0, 88.1, 239.0, 537.8, 876.3600000000017]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
4.085339
959
0
959
1,726,527,116.425184
1,726,527,355.501007
239.075823
4.01128
5.037903
[0.44392105579376223, 1.9305983066558838, 2.5136839389801025, 4.527703523635864, 8.18799023628235, 9.62833786010742, 14.194097385406486]
68.821508
[0.05810654640197754, 0.059383702278137204, 0.06037130355834961, 0.06760454177856445, 0.07466588020324708, 0.07723803520202636, 0.1056795549392694]
18.242632
[0.005212521553039551, 0.013574981689453126, 0.015449762344360352, 0.017119646072387695, 0.01949741840362549, 0.03461790084838867, 0.04091484785079956]
1,093.079996
256.140772
[256.0, 256.0, 256.0, 257.0, 258.0]
272.501564
[22.0, 105.80000000000001, 247.0, 520.8999999999992, 764.8199999999991]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
5.029515
1,181
0
1,181
1,726,527,356.434611
1,726,527,596.12417
239.689559
4.927207
5.159355
[0.5506533622741699, 2.003035068511963, 2.6734659671783447, 4.692262411117554, 8.2939133644104, 9.796165227890015, 14.382400465011623]
74.469099
[0.05944952964782715, 0.0606532096862793, 0.06162428855895996, 0.07300758361816406, 0.0828242301940918, 0.08671092987060547, 0.1630710601806641]
19.145578
[0.0016374540328979491, 0.009510278701782227, 0.01585698127746582, 0.017745018005371094, 0.023271632194519068, 0.036481952667236306, 0.040610234737396236]
1,309.256031
256.143099
[256.0, 256.0, 256.0, 257.0, 258.0]
265.719729
[24.0, 103.0, 241.0, 501.0, 732.8000000000015]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
5.973691
1,398
0
1,398
1,726,527,596.454803
1,726,527,836.270543
239.81574
5.829476
5.728846
[0.5596912503242493, 2.13630930185318, 2.8238388776779177, 4.9662370681762695, 9.267530608177184, 11.04113125801086, 17.193894910812368]
83.102274
[0.06437567949295044, 0.07136139869689942, 0.07264752388000488, 0.0765911340713501, 0.09016382694244385, 0.09553935527801512, 0.2513259315490722]
20.073898
[0.00021648406982421875, 0.01044774055480957, 0.01247682571411133, 0.018218994140625, 0.03593127727508545, 0.03811502456665039, 0.0402371883392334]
1,640.434444
256.153076
[256.0, 256.0, 256.0, 257.0, 258.0]
281.403433
[23.97, 103.0, 247.5, 545.0, 851.03]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
6.917867
1,623
0
1,623
1,726,527,839.236894
1,726,528,076.26827
237.031376
6.847195
6.144525
[0.584960446357727, 2.244713068008423, 3.131917715072632, 5.554744720458984, 10.021141004562377, 11.658140778541561, 16.698864369392393]
91.465167
[0.0721236515045166, 0.07375590801239014, 0.07510933876037598, 0.08324551582336426, 0.0988236904144287, 0.10455765724182117, 0.31152222156524656]
22.269389
[0.00021076202392578125, 0.01235198974609375, 0.013912415504455567, 0.020603418350219727, 0.037839412689208984, 0.03916932344436645, 0.04700249910354633]
1,862.213381
256.15342
[256.0, 256.0, 256.0, 257.0, 258.0]
271.967344
[23.22, 98.20000000000002, 246.0, 518.0, 745.6799999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
7.862043
1,835
0
1,835
1,726,528,077.770777
1,726,528,316.476646
238.70587
7.687285
7.184784
[0.6338146686553955, 2.3744986772537233, 3.4475089073181153, 6.430913209915161, 11.729432582855225, 14.019768261909485, 20.05148208141331]
107.161853
[0.07391351699829102, 0.0820549726486206, 0.08319334983825684, 0.0872809886932373, 0.11657767295837403, 0.2331953525543212, 0.41956354618072517]
25.251954
[0.00020956993103027344, 0.015333139896392824, 0.017359018325805664, 0.022591829299926758, 0.038927316665649414, 0.03983306884765625, 0.05296588897705079]
2,156.09696
256.149864
[256.0, 256.0, 256.0, 257.0, 258.0]
280.475749
[23.0, 90.0, 250.0, 548.3, 782.5200000000018]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
asynchronous
8.806219
2,046
0
2,046
1,726,528,318.458778
1,726,528,556.28475
237.825971
8.602929
7.746927
[0.7703293323516845, 2.62102210521698, 3.8751074075698853, 6.997817397117615, 12.411035299301147, 14.95387727022171, 21.62964406013488]
135.536533
[0.08017656803131104, 0.0847240686416626, 0.08750879764556885, 0.11092233657836914, 0.1868687868118286, 0.34053128957748413, 0.5781538724899288]
28.260802
[0.0002071857452392578, 0.00027744770050048845, 0.019905567169189453, 0.025504589080810547, 0.039615631103515625, 0.0413623571395874, 0.06293661594390873]
2,318.842626
256.159335
[256.0, 256.0, 256.0, 257.0, 258.0]
269.541056
[24.0, 90.25, 243.0, 523.0, 770.1999999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
240
meta-llama/Meta-Llama-3.1-8B-Instruct
http://localhost:8000/v1
a100x1
LLM reference/Benchmarking
synchronous
null
36
0
36
1,728,314,447.401768
1,728,314,919.540034
472.138266
0.076249
13.114368
[1.8708224058151246, 3.0104604959487915, 6.24911630153656, 10.865401864051819, 25.544066309928894, 27.355326116085052, 41.00717488527296]
422.323174
[0.4114519476890564, 0.41450023651123047, 0.4179481267929077, 0.42366957664489746, 0.4263421297073364, 0.42661231756210327, 0.42681089639663694]
47.768165
[0.04680647850036621, 0.04722919464111328, 0.047405672073364255, 0.047986507415771484, 0.04839258193969727, 0.04855217933654785, 0.04897701263427733]
20.258896
256.305556
[256.0, 256.0, 256.0, 258.0, 258.0]
265.694444
[31.55, 55.25, 219.0, 561.75, 846.0999999999996]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
throughput
null
180
0
180
1,728,314,927.399894
1,728,315,085.073645
157.673751
1.141598
100.611254
[37.16899637937546, 68.66317502260209, 78.99319796562195, 102.72866404056549, 119.26487197875976, 129.62745341062544, 155.42043207168578]
32,916.694433
[1.3941896224021912, 3.690986382961273, 6.6345732688903825, 31.701858401298523, 61.319843435287474, 65.60073269605635, 68.75317697525026]
285.204652
[0.04980189323425293, 0.0537628173828125, 0.07010602951049805, 0.23281478881835938, 0.6259401321411133, 0.6293567180633545, 0.6357540798187256]
271.427551
256.138889
[256.0, 256.0, 256.0, 257.0, 258.0]
237.761111
[41.58, 59.900000000000006, 203.5, 556.0999999999999, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.194621
91
0
91
1,728,315,090.214864
1,728,315,561.854781
471.639917
0.192944
12.272797
[2.746349048614502, 4.813139081001282, 6.394354343414307, 11.112937450408936, 19.662981510162354, 25.410926818847656, 29.033197689056358]
448.535573
[0.4233042001724243, 0.42577457427978516, 0.4300379753112793, 0.44944095611572266, 0.46776890754699707, 0.4743986129760742, 0.47678537368774415]
51.263424
[0.022664017677307132, 0.047660672664642335, 0.04791831970214844, 0.04894852638244629, 0.04992222785949707, 0.05019857883453369, 0.081662335395813]
44.485208
256.10989
[256.0, 256.0, 256.0, 257.0, 257.1]
230.56044
[47.1, 92.0, 208.0, 483.0, 550.5999999999992]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.312993
146
0
146
1,728,315,565.080267
1,728,316,042.440219
477.359951
0.305849
13.728694
[2.8951423168182373, 4.800523519515991, 7.315179467201233, 11.598061561584473, 21.894145965576172, 30.25796604156494, 42.69391845464709]
456.612367
[0.42897289991378784, 0.432173490524292, 0.4358484745025635, 0.45588839054107666, 0.47542595863342285, 0.47877782583236694, 0.48100444078445437]
55.362111
[0.014285140037536621, 0.04803731441497803, 0.048453330993652344, 0.05113863945007324, 0.05297393798828125, 0.05342907905578613, 0.3831650400161743]
73.338787
256.130137
[256.0, 256.0, 256.0, 257.0, 258.0]
239.787671
[51.0, 80.25, 202.5, 526.5, 739.5000000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.431365
203
0
203
1,728,316,045.083567
1,728,316,524.32527
479.241704
0.423586
14.771984
[3.1283308601379396, 3.8435436964035055, 7.036633872985842, 12.485809087753296, 23.650584030151375, 31.31825816631314, 50.26935751914975]
456.747202
[0.42940578937530516, 0.4322248697280884, 0.4355343818664551, 0.45478391647338867, 0.4798590183258057, 0.4890212774276733, 0.506807312965393]
60.279408
[0.01322315216064453, 0.04871225357055664, 0.050227904319763185, 0.05209636688232422, 0.060203528404235845, 0.06229499578475952, 0.3937771725654602]
100.577641
256.123153
[256.0, 256.0, 256.0, 257.0, 258.0]
237.44335
[47.0, 59.400000000000034, 202.0, 507.7999999999997, 824.3999999999992]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.549737
253
0
253
1,728,316,525.087897
1,728,317,003.020801
477.932904
0.529363
16.460177
[4.672117023468018, 7.834785413742066, 9.577970600128173, 14.328345775604248, 25.441799020767213, 30.378559112548828, 57.44843310356133]
473.197443
[0.43678745269775393, 0.44372053146362306, 0.44816126823425295, 0.47208189964294434, 0.496491289138794, 0.5035650730133057, 0.5103307723999023]
68.859004
[0.009406938552856445, 0.05037679672241211, 0.05143132209777832, 0.05999875068664551, 0.06282663345336914, 0.06456928253173827, 0.41236448287963867]
122.883358
256.181818
[256.0, 256.0, 256.0, 257.0, 258.0]
232.134387
[65.92, 108.4, 204.0, 428.4, 808.2399999999989]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.668109
309
0
309
1,728,317,008.087568
1,728,317,484.61712
476.529552
0.648438
17.33447
[3.487602643966675, 6.2764680862426765, 10.14045615196228, 15.623721837997437, 26.862369585037232, 29.83542528152465, 57.87944724082955]
475.03087
[0.4439530849456787, 0.4485523223876953, 0.45179052352905275, 0.47358179092407227, 0.5006018161773682, 0.5042217254638672, 0.5118053340911866]
75.919435
[0.012053999900817871, 0.050362014770507814, 0.05706377029418946, 0.06101250648498535, 0.06381587982177735, 0.15491747856140134, 0.413275761604309]
144.058222
256.126214
[256.0, 256.0, 256.0, 257.0, 258.0]
222.161812
[39.16, 78.0, 199.0, 382.19999999999976, 737.720000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.786481
358
0
358
1,728,317,490.182415
1,728,317,961.363844
471.181429
0.759792
21.138641
[3.6397893166542055, 8.553083181381226, 10.677335524559021, 18.412991285324097, 32.96667323112488, 42.04633917808532, 68.00991529226305]
485.321458
[0.44509440898895264, 0.45492842197418215, 0.45997314453125, 0.4850163459777832, 0.5101489305496216, 0.5180128812789917, 0.5273514103889465]
85.227541
[0.010927658081054689, 0.04212199449539185, 0.059571266174316406, 0.06638956069946289, 0.07160682678222657, 0.3873193502426147, 0.41921237468719486]
184.090447
256.131285
[256.0, 256.0, 256.0, 257.0, 258.0]
242.290503
[45.42, 96.10000000000001, 209.0, 496.15, 798.8700000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.904854
414
0
414
1,728,317,966.213082
1,728,318,444.262883
478.049801
0.866019
23.605415
[4.447194600105286, 9.305990433692934, 11.857890939712524, 20.430068135261536, 37.51867682933807, 50.61042978763579, 76.32487986803056]
495.160156
[0.4527189445495605, 0.4617463111877441, 0.46467745304107666, 0.4967536926269531, 0.5231158018112183, 0.5291807174682617, 0.5432482147216797]
95.860133
[0.013657183647155761, 0.036597704887390135, 0.06022508144378662, 0.06986403465270996, 0.07595272064208984, 0.4053236007690426, 0.4293516063690186]
208.739758
256.125604
[256.0, 256.0, 256.0, 257.0, 258.0]
241.033816
[46.13, 96.95, 207.0, 518.7499999999998, 773.8400000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.023226
472
0
472
1,728,318,452.934644
1,728,318,923.794798
470.860154
1.002421
26.091409
[4.745226631164551, 11.187756848335265, 13.406765294075011, 22.310935497283936, 43.89554247856144, 54.131694877147666, 81.73261968374253]
508.599156
[0.4606682443618774, 0.4764074206352234, 0.4809313535690308, 0.5053563117980957, 0.5425059795379639, 0.5482725143432617, 0.5541492033004761]
105.909829
[0.011324782371520997, 0.03409335613250732, 0.06062753200531006, 0.07233929634094238, 0.3912684679031373, 0.41783430576324443, 0.4435003042221069]
242.220538
256.139831
[256.0, 256.0, 256.0, 257.0, 258.0]
241.635593
[43.0, 105.0, 207.5, 497.0, 770.370000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.141598
516
0
516
1,728,318,928.627426
1,728,319,405.03872
476.411293
1.083098
28.729328
[5.834265184402466, 10.505414128303528, 14.60076117515564, 25.371232748031616, 46.01371908187866, 58.5753413438797, 92.83415714502344]
524.727235
[0.46044890880584716, 0.4818228483200073, 0.4886960983276367, 0.5214611291885376, 0.5626034736633301, 0.5767678618431091, 0.5916989207267761]
121.346963
[0.016175103187561036, 0.034517765045166016, 0.05272531509399414, 0.07447123527526855, 0.41050076484680176, 0.43142199516296387, 0.44933602809906004]
251.771949
256.127907
[256.0, 256.0, 256.0, 257.0, 258.0]
232.455426
[42.0, 92.75, 204.0, 480.5, 752.4000000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
synchronous
null
53
0
53
1,728,262,901.516625
1,728,263,380.536181
479.019556
0.110643
9.037405
[2.7228058910369874, 4.104977989196778, 4.21457347869873, 7.1249048709869385, 15.611228227615356, 19.278878784179682, 31.489522609710686]
266.532821
[0.2523898506164551, 0.25525364875793455, 0.25853800773620605, 0.2663841247558594, 0.27505836486816404, 0.2782595634460449, 0.28002583503723144]
31.722952
[0.030697569847106934, 0.031171083450317383, 0.03131580352783203, 0.031816720962524414, 0.03228332996368408, 0.0324928879737854, 0.03386688947677612]
30.589565
256.113208
[256.0, 256.0, 256.0, 257.0, 257.48]
276.471698
[78.4, 122.0, 217.0, 596.5999999999998, 979.7999999999997]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
throughput
null
265
0
265
1,728,263,381.757525
1,728,263,512.066592
130.309067
2.033627
87.083136
[39.08967119216919, 59.371199226379396, 68.46176738739014, 87.55795979499817, 105.57055020332336, 111.31210560798644, 122.66745124816902]
29,724.70679
[0.9091880989074707, 2.6708907127380375, 5.321804714202882, 27.76983070373535, 57.87232313156128, 62.51260967254638, 66.18749053955078]
232.984424
[0.03444137096405029, 0.052150630950927736, 0.0638890266418457, 0.2003321647644043, 0.3764925003051758, 0.38086552619934083, 0.5303070163726806]
501.515369
256.158491
[256.0, 256.0, 256.0, 257.0, 258.0]
246.611321
[56.28, 113.0, 209.0, 519.8, 819.3200000000026]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
0.324308
153
0
153
1,728,263,512.069349
1,728,263,991.206645
479.137297
0.319324
9.611333
[3.136206169128418, 4.413369750976562, 5.045076465606689, 8.056252002716064, 15.918021774291992, 18.49777526855469, 27.85362745285032]
283.635088
[0.2615503215789795, 0.2664742946624756, 0.2695657730102539, 0.2812027931213379, 0.2953465461730957, 0.2984814167022705, 0.31477087020874017]
37.456507
[0.017428226470947265, 0.03216290473937988, 0.03248448371887207, 0.03472900390625, 0.043213272094726564, 0.043694925308227536, 0.21724771499633785]
79.513743
256.169935
[256.0, 256.0, 256.0, 257.0, 258.0]
249.006536
[80.32, 115.0, 217.0, 484.20000000000005, 675.2799999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
0.537972
254
0
254
1,728,263,992.072126
1,728,264,470.775727
478.703601
0.5306
10.829211
[2.5037372136116027, 4.486216962337494, 5.344074249267578, 9.697484850883484, 17.10793137550354, 23.403838384151456, 32.81796332359313]
290.845019
[0.26465530157089234, 0.2680576920509338, 0.2721750020980835, 0.2892758846282959, 0.3124234437942505, 0.3164201617240906, 0.32278871297836303]
45.431525
[0.011156749725341796, 0.03415544033050537, 0.03465604782104492, 0.04258894920349121, 0.043869972229003906, 0.04488303661346435, 0.23468082904815674]
123.084514
256.169291
[256.0, 256.0, 256.0, 257.0, 258.0]
231.972441
[50.53, 93.05000000000001, 208.0, 488.54999999999995, 703.3699999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
0.751637
353
0
353
1,728,264,473.408462
1,728,264,951.970263
478.561801
0.737627
13.120665
[2.929525146484375, 4.77044529914856, 6.459131860733033, 11.122703790664673, 22.587196016311648, 28.591167020797727, 46.36185847282427]
299.395987
[0.2694813537597656, 0.27545647621154784, 0.279462194442749, 0.2988860607147217, 0.3186816215515137, 0.3238816261291504, 0.3302965068817139]
51.979893
[0.010321974754333496, 0.04112905263900757, 0.04286623001098633, 0.04600834846496582, 0.04753684997558594, 0.049161314964294434, 0.24535083770751953]
181.95978
256.15864
[256.0, 256.0, 256.0, 257.0, 258.0]
246.68272
[51.04, 89.2, 208.0, 537.3999999999999, 868.5200000000032]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
0.965302
453
0
453
1,728,264,953.127844
1,728,265,431.508277
478.380434
0.946945
13.589381
[2.835557737350464, 3.950657081604004, 6.664127349853516, 12.01737928390503, 22.58483142852783, 28.430244922637932, 44.46749961853033]
299.916886
[0.272161693572998, 0.2762770652770996, 0.28105483055114744, 0.2992589473724365, 0.320802116394043, 0.32451596260070803, 0.3297786521911621]
55.571854
[0.01067441463470459, 0.040098166465759276, 0.04470171928405762, 0.0467984676361084, 0.048930025100708006, 0.21588332653045647, 0.2475254487991333]
226.413943
256.156733
[256.0, 256.0, 256.0, 257.0, 258.0]
239.099338
[49.0, 68.80000000000001, 213.0, 500.4, 786.6800000000012]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
1.178967
547
0
547
1,728,265,432.090625
1,728,265,909.502272
477.411647
1.145762
15.354136
[3.1856287002563475, 6.905063724517823, 8.345780372619629, 13.065213441848755, 24.059249162673954, 33.69472496509549, 49.18123409748072]
308.750403
[0.27319538593292236, 0.28284130096435545, 0.2864977836608887, 0.30745959281921387, 0.33033204078674316, 0.3357654571533203, 0.3477788543701172]
63.126011
[0.011437249183654784, 0.031203627586364746, 0.044921159744262695, 0.05203652381896973, 0.056424856185913086, 0.23121368885040283, 0.25128660202026365]
273.093463
256.126143
[256.0, 256.0, 256.0, 257.0, 258.0]
238.351005
[49.0, 104.6, 202.0, 519.3999999999999, 757.3199999999997]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
1.392632
650
0
650
1,728,265,914.262561
1,728,266,391.061826
476.799265
1.363257
16.982364
[3.4870891523361207, 7.309232342243195, 8.972669076919555, 14.236440420150757, 29.096072816848757, 36.488696968555445, 54.673314280509935]
316.619782
[0.2806174898147583, 0.28967835903167727, 0.29505560398101804, 0.31535184383392334, 0.33910915851593015, 0.34360489845275877, 0.3534412407875061]
69.454932
[0.01134660243988037, 0.028446435928344727, 0.04650318622589111, 0.053363919258117676, 0.06571149826049805, 0.24522548913955688, 0.2619884729385378]
327.194297
256.14
[256.0, 256.0, 256.0, 257.0, 258.0]
240.009231
[46.49, 102.45, 203.5, 523.7499999999998, 767.9099999999996]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
1.606297
740
0
740
1,728,266,393.361382
1,728,266,871.8536
478.492218
1.546525
18.429702
[3.5531739950180055, 6.456965005397797, 8.677464628219605, 15.811583995819092, 30.82318193912506, 40.480323898792264, 69.43206979751588]
326.529628
[0.28077335357666017, 0.29648547172546386, 0.30143489837646487, 0.324886679649353, 0.35248138904571535, 0.3606610536575317, 0.375570592880249]
78.277354
[0.011559288501739502, 0.02731432914733887, 0.04391827583312988, 0.056058645248413086, 0.23580935001373293, 0.25358995199203493, 0.2682463622093201]
357.694427
256.122973
[256.0, 256.0, 256.0, 257.0, 258.0]
231.289189
[42.78, 80.55000000000003, 197.0, 520.1999999999998, 902.8100000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
1.819962
823
0
823
1,728,266,872.69128
1,728,267,351.297785
478.606506
1.719575
21.465723
[4.327384753227234, 8.735453057289124, 10.977844285964967, 18.564141511917114, 33.74834690093996, 45.60538430213928, 67.48491657733916]
344.244632
[0.2931002998352051, 0.31026008129119875, 0.31612577438354494, 0.34146595001220703, 0.37285194396972654, 0.3798652648925781, 0.38926287651062014]
91.985598
[0.014424266815185547, 0.028383922576904298, 0.04067649841308594, 0.06470322608947754, 0.2522582530975342, 0.2645883560180664, 0.27733085632324217]
394.921502
256.142163
[256.0, 256.0, 256.0, 257.0, 258.0]
229.662211
[44.44, 89.1, 197.0, 486.69999999999993, 733.5199999999991]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
asynchronous
2.033627
904
0
904
1,728,267,352.161077
1,728,267,832.117522
479.956445
1.883504
32.223094
[5.871423468589783, 11.703249001502993, 16.488741779327395, 27.517826080322266, 52.96324610710146, 70.6081076622009, 105.35270640134826]
402.644293
[0.302873809337616, 0.33385486602783204, 0.34628982543945314, 0.4004349708557129, 0.4635821580886841, 0.4750028729438781, 0.5073639869689941]
133.535911
[0.019635307788848876, 0.031755685806274414, 0.04206573963165283, 0.10057437419891357, 0.29859066009521484, 0.31318503618240356, 0.3319812059402466]
448.790724
256.158186
[256.0, 256.0, 256.0, 257.0, 258.0]
238.274336
[44.03, 88.45000000000002, 205.0, 515.2499999999995, 756.9100000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x8
LLM quantization - W4A16/Benchmarking
synchronous
null
68
0
68
1,728,139,880.524887
1,728,140,238.257796
357.732909
0.190086
5.260092
[1.3670854663848877, 2.082348144054413, 2.849570631980896, 4.878005027770996, 8.281309413909916, 11.587532079219818, 12.653403577804564]
181.49317
[0.1750708317756653, 0.17674895524978637, 0.1774055242538452, 0.18042731285095215, 0.18712286949157714, 0.19093356132507325, 0.1946552014350891]
23.210904
[0.012988662719726563, 0.021981358528137207, 0.02283930778503418, 0.023346662521362305, 0.023608922958374023, 0.024706602096557617, 0.03310637474060058]
41.592483
256.191176
[256.0, 256.0, 256.0, 257.0, 258.0]
218.808824
[52.67, 82.75, 203.0, 488.6, 534.97]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
throughput
null
340
0
340
1,728,140,240.543201
1,728,140,338.500526
97.957325
3.470899
60.922595
[20.823853623867034, 33.38941715955734, 38.593143701553345, 63.19427573680878, 77.13263909816743, 80.57170835733415, 93.92330401659012]
23,284.247717
[0.6642895197868348, 1.9011825323104858, 3.882038640975952, 20.956431984901428, 46.63028502464295, 50.26140953302384, 53.1913181424141]
157.591752
[0.023953917026519774, 0.029587221145629884, 0.0419543981552124, 0.18570327758789062, 0.24061179161071777, 0.25715032815933225, 0.3333758425712586]
830.034914
256.158824
[256.0, 256.0, 256.0, 257.0, 258.0]
239.141176
[46.39, 71.55, 201.5, 542.8500000000001, 1014.7600000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
0.554621
197
0
197
1,728,140,338.503135
1,728,140,698.189418
359.686283
0.5477
6.652721
[1.3162172508239747, 2.413218355178833, 3.3259610176086425, 5.595857620239258, 11.570899391174319, 14.044392156600951, 18.552597074508625]
189.982915
[0.16692519187927246, 0.17046689987182617, 0.17526650428771973, 0.18965530395507812, 0.20355210304260254, 0.2075315475463867, 0.21488021850585937]
26.640918
[0.009392004013061523, 0.01945462226867676, 0.023590564727783203, 0.02480459213256836, 0.02747201919555664, 0.031047010421752917, 0.14179430961608885]
132.899146
256.096447
[256.0, 256.0, 256.0, 257.0, 258.0]
242.649746
[47.64, 81.0, 200.0, 522.8, 669.0799999999986]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
0.919156
323
0
323
1,728,140,699.604524
1,728,141,058.059488
358.454964
0.901089
7.056477
[1.6238060569763184, 2.803272819519043, 3.958881950378418, 6.139018535614014, 11.36620116233826, 15.218325138092036, 19.879122762680026]
191.244035
[0.1693071174621582, 0.17122740745544435, 0.17359256744384766, 0.19074296951293945, 0.2080507755279541, 0.21091728210449218, 0.219553837776184]
29.944976
[0.004677438735961915, 0.019600629806518555, 0.02461862564086914, 0.027297496795654297, 0.028725624084472656, 0.03577113151550293, 0.1508560180664062]
206.675894
256.145511
[256.0, 256.0, 256.0, 257.0, 258.0]
229.362229
[49.32, 88.5, 200.0, 497.5999999999999, 666.5199999999991]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
1.28369
453
0
453
1,728,141,058.513579
1,728,141,418.188034
359.674456
1.259472
7.755564
[1.4449182891845702, 3.0438613414764406, 4.278068113327026, 6.806044101715088, 12.177147436141968, 16.44596934318542, 22.5882213687897]
191.56105
[0.17260296821594237, 0.174019718170166, 0.1764145851135254, 0.1918504238128662, 0.20902271270751954, 0.21196913719177246, 0.2205259704589844]
32.121045
[0.005605869293212891, 0.018194651603698733, 0.026234865188598633, 0.02794933319091797, 0.03082652091979981, 0.04096853733062744, 0.15350988864898682]
296.601547
256.147903
[256.0, 256.0, 256.0, 257.0, 258.0]
235.496689
[42.52, 91.80000000000001, 207.0, 500.4, 688.5600000000009]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
1.648225
583
0
583
1,728,141,419.136827
1,728,141,778.279252
359.142425
1.623311
8.72445
[1.8336026716232299, 3.4550167083740235, 4.492681121826172, 7.504160404205322, 14.21113042831421, 18.683095359802245, 26.794124407768223]
194.48133
[0.17335894584655762, 0.17565720081329345, 0.17831807136535643, 0.1933131217956543, 0.21135296821594238, 0.2160160779953003, 0.2381158971786499]
35.270345
[0.006858170032501222, 0.018359839916229248, 0.026163339614868164, 0.028646230697631836, 0.034465789794921875, 0.13411104679107666, 0.15461244583129882]
392.654808
256.111492
[256.0, 256.0, 256.0, 257.0, 258.0]
241.885077
[49.64, 98.0, 208.0, 499.79999999999995, 734.5399999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
2.01276
705
0
705
1,728,141,778.525486
1,728,142,138.409936
359.88445
1.958962
9.559533
[1.9564763736724853, 3.6711510181427003, 4.883705139160156, 8.363601446151733, 14.614616060256958, 19.558435440063477, 33.56527376174929]
202.058107
[0.17686470985412597, 0.18159255981445313, 0.18489327430725097, 0.2016584873199463, 0.22070488929748536, 0.22629928588867188, 0.2369564533233643]
41.098757
[0.008545610904693603, 0.019260001182556153, 0.02565743923187256, 0.03344321250915527, 0.04626772403717038, 0.14167587757110595, 0.15841119050979613]
446.07929
256.163121
[256.0, 256.0, 256.0, 257.0, 258.0]
227.712057
[45.04, 82.0, 201.0, 476.5999999999992, 788.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
2.377295
828
0
828
1,728,142,144.008484
1,728,142,498.363908
354.355424
2.336637
11.537535
[1.9404517364501954, 4.643795692920685, 5.87189302444458, 9.856377363204956, 18.087943053245546, 25.07089985609054, 39.399070737361946]
208.931885
[0.1829416298866272, 0.18837229013442994, 0.19076461791992189, 0.20860636234283447, 0.228531289100647, 0.23475537300109864, 0.25073771238327025]
46.683314
[0.009213299751281738, 0.018804264068603516, 0.02626447677612305, 0.03507184982299805, 0.13910908699035646, 0.15250384807586667, 0.16792901515960698]
567.156551
256.136473
[256.0, 256.0, 256.0, 257.0, 258.0]
242.72343
[39.54, 98.0, 207.0, 518.3, 807.4900000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
2.74183
952
0
952
1,728,142,498.566423
1,728,142,857.25671
358.690287
2.6541
13.032901
[2.6751341032981872, 5.371089291572571, 6.577387475967408, 11.202576518058777, 20.780092072486877, 27.80390338897704, 43.60050934553147]
220.084234
[0.18754214763641358, 0.19396322965621948, 0.19965779781341553, 0.2173316478729248, 0.2413273572921753, 0.2509764194488525, 0.28628311395645145]
55.038385
[0.009745216369628907, 0.01771092414855957, 0.028209209442138672, 0.0408930778503418, 0.14666533470153809, 0.15867400169372559, 0.17278294563293456]
618.173973
256.134454
[256.0, 256.0, 256.0, 257.0, 258.0]
232.912815
[45.019999999999996, 95.75000000000003, 199.0, 492.6999999999996, 761.3100000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
3.106364
1,065
0
1,065
1,728,142,858.577387
1,728,143,217.435741
358.858354
2.967745
17.291075
[3.3511921405792235, 6.532434177398683, 8.56592001914978, 14.663334131240845, 28.5197687625885, 37.70533299446106, 68.65268238067604]
242.800835
[0.18914953231811524, 0.2072896957397461, 0.21267991065979003, 0.23921632766723633, 0.2694525241851807, 0.2802461624145508, 0.372987833023071]
70.088467
[0.0024710345268249504, 0.018638861179351807, 0.028192758560180664, 0.0488128662109375, 0.16763262748718263, 0.17760370969772338, 0.1934653973579407]
722.159585
256.152113
[256.0, 256.0, 256.0, 257.0, 258.0]
243.33615
[45.64, 95.0, 204.0, 533.8, 985.5999999999965]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
asynchronous
3.470899
1,157
0
1,157
1,728,143,219.191267
1,728,143,577.90935
358.718083
3.225374
24.862416
[4.529745273590088, 8.205838203430178, 11.694783115386965, 20.781606674194336, 41.443581485748304, 59.43216967582704, 96.87583996772803]
295.604079
[0.19472816467285156, 0.22589597702026368, 0.23550739288330078, 0.29372525215148926, 0.3356117248535157, 0.3563392162322998, 0.5111254501342775]
103.393553
[0.00036163806915283207, 0.02060654163360596, 0.027746295928955077, 0.07214999198913574, 0.20672550201416018, 0.21940271854400634, 0.2482588720321655]
766.730234
256.145203
[256.0, 256.0, 256.0, 257.0, 258.0]
237.718237
[43.0, 92.80000000000001, 199.0, 529.4000000000001, 1009.9600000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x8
LLM quantization - W4A16/Benchmarking
synchronous
null
45
0
45
1,727,053,001.696077
1,727,053,353.769546
352.073468
0.127814
7.82312
[1.8893117141723632, 3.669448137283325, 4.169652605056763, 7.096886396408081, 12.111598205566407, 14.582365655899045, 19.539818096160904]
257.212141
[0.24968280792236328, 0.24998459815979004, 0.2512489318847656, 0.25577306747436523, 0.2599037647247314, 0.26084375381469727, 0.299672899246216]
32.706138
[0.022565031051635744, 0.032119226455688474, 0.032535743713378903, 0.032794952392578125, 0.03328394889831543, 0.03385148048400879, 0.04165019035339356]
29.567692
256.133333
[256.0, 256.0, 256.0, 257.0, 258.0]
231.333333
[50.52, 104.8, 209.0, 435.7999999999999, 589.0800000000004]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
throughput
null
225
0
225
1,727,053,361.785686
1,727,053,470.583748
108.798062
2.068052
76.356314
[48.18550845146179, 59.66021957397461, 65.67056884765626, 76.71108722686768, 88.8219153881073, 92.97228226661682, 102.25922770500182]
23,914.697942
[4.233077049255372, 6.082871627807617, 9.66778359413147, 24.436591386795044, 39.02251706123352, 39.07529983520508, 39.13968148231506]
219.559253
[0.03346646785736084, 0.04248907566070557, 0.04463396072387695, 0.1653454303741455, 0.21228289604187012, 0.2229709148406979, 0.36206458568573024]
495.119113
256.137778
[256.0, 256.0, 256.0, 257.0, 258.0]
239.413333
[40.96, 100.4, 206.0, 509.9999999999999, 764.7999999999997]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.343396
122
0
122
1,727,053,470.585675
1,727,053,829.149077
358.563402
0.340247
9.182091
[1.802011706829071, 4.30522346496582, 4.751132130622864, 7.697738409042358, 14.186693954467776, 21.17447074651716, 26.19683280706404]
267.245992
[0.248277268409729, 0.25077340602874754, 0.25465800762176516, 0.26540040969848633, 0.2803632736206055, 0.28277628421783446, 0.28557195901870724]
35.680491
[0.012860898971557618, 0.02887444496154785, 0.03280792236328125, 0.033659934997558594, 0.0346867561340332, 0.040278744697570756, 0.20480913162231446]
85.019831
256.163934
[256.0, 256.0, 256.0, 257.0, 258.0]
249.877049
[47.42, 114.4, 209.0, 574.4999999999994, 715.3499999999995]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.558978
196
0
196
1,727,053,830.589289
1,727,054,188.995636
358.406346
0.546865
9.990574
[1.512915301322937, 4.476588606834412, 5.219610691070557, 8.513050079345703, 16.556217789649963, 21.136740386486053, 27.43214762210848]
267.764314
[0.24870191812515258, 0.2511586546897888, 0.25268125534057617, 0.26850950717926025, 0.282537579536438, 0.28446102142333984, 0.28938227891921997]
38.545198
[0.00931020975112915, 0.030247986316680908, 0.03343939781188965, 0.03451192378997803, 0.03764772415161133, 0.04466360807418823, 0.21987609863281266]
137.949566
256.137755
[256.0, 256.0, 256.0, 257.0, 258.0]
252.255102
[36.4, 111.5, 216.5, 536.25, 685.2000000000007]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.77456
270
0
270
1,727,054,193.177321
1,727,054,550.428298
357.250976
0.755771
10.651397
[1.881232535839081, 3.2655842304229736, 5.060583472251892, 9.388625383377075, 18.316703605651856, 21.467493724822994, 31.58075493812561]
270.855142
[0.2477502131462097, 0.25297454595565794, 0.25593137741088867, 0.2707700729370117, 0.2853358745574951, 0.2877137899398804, 0.29287238597869875]
42.304681
[0.005490679740905762, 0.02815103530883789, 0.03414011001586914, 0.036450982093811035, 0.04057347774505615, 0.07392554283142061, 0.2248698711395264]
185.449458
256.155556
[256.0, 256.0, 256.0, 257.0, 258.0]
245.377778
[39.0, 74.0, 213.5, 484.09999999999997, 726.55]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
0.990142
346
0
346
1,727,054,552.618456
1,727,054,909.612061
356.993605
0.969205
11.868843
[2.454418158531189, 4.796933829784393, 5.924102306365967, 9.981261372566223, 21.036208987236023, 27.60457819700241, 36.09061640501023]
271.877611
[0.2512597322463989, 0.25448793172836304, 0.25577211380004883, 0.27082765102386475, 0.2874363660812378, 0.2898244857788086, 0.2981714129447937]
46.632068
[0.006884281635284424, 0.027088797092437746, 0.03446357250213623, 0.037782907485961914, 0.04907457828521729, 0.078302264213562, 0.22859357595443724]
241.051937
256.141618
[256.0, 256.0, 256.0, 257.0, 258.0]
248.710983
[47.8, 99.0, 210.5, 574.5, 759.2]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.205724
417
0
417
1,727,054,915.579068
1,727,055,270.036848
354.45778
1.176445
13.227889
[2.4203683280944825, 4.970428848266602, 6.380550909042358, 11.361985921859741, 21.994779920578004, 28.67716326713562, 50.54013175010657]
275.270974
[0.25307890892028806, 0.2562358856201172, 0.25884346961975097, 0.2743217945098877, 0.2932288646697998, 0.29752626419067385, 0.3044900703430175]
52.599515
[0.008225345611572265, 0.026285648345947266, 0.034850358963012695, 0.04062962532043457, 0.07722187042236328, 0.20789480209350586, 0.2309093952178955]
289.732673
256.127098
[256.0, 256.0, 256.0, 257.0, 258.0]
246.278177
[42.8, 93.4, 210.0, 535.5999999999999, 938.3599999999949]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.421306
494
0
494
1,727,055,277.645991
1,727,055,630.5601
352.914109
1.399774
14.288969
[2.519684817790985, 5.414818894863129, 6.847623562812805, 12.461275339126587, 24.05005738735198, 31.051496040821064, 45.710792026519776]
279.251645
[0.2580123543739319, 0.26076244115829467, 0.2620852470397949, 0.27590012550354004, 0.29761385917663574, 0.30016634464263914, 0.31247161865234374]
59.317679
[0.009395999908447266, 0.026504087448120116, 0.03508849143981934, 0.04287219047546387, 0.08709454536437988, 0.21608576774597166, 0.23253869056701656]
330.649858
256.15587
[256.0, 256.0, 256.0, 257.0, 258.0]
236.216599
[39.93, 86.0, 204.0, 513.3999999999999, 753.6999999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.636888
569
0
569
1,727,055,634.29018
1,727,055,990.251627
355.961447
1.598488
15.612283
[2.659333639144897, 5.491416311264039, 8.282238817214965, 13.659720420837402, 25.131040000915522, 34.16162977218628, 50.48443849563607]
281.476178
[0.25856164932250975, 0.2609848976135254, 0.2633528709411621, 0.2751750946044922, 0.29966039657592775, 0.3033867835998535, 0.3203394794464114]
64.84467
[0.011368274688720703, 0.025194787979125978, 0.03203215599060059, 0.04408073425292969, 0.20361905097961444, 0.21815137863159179, 0.23287690162658695]
378.035322
256.15993
[256.0, 256.0, 256.0, 257.0, 258.0]
236.495606
[38.4, 83.00000000000001, 205.0, 521.2, 752.32]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.85247
633
0
633
1,727,055,991.178785
1,727,056,349.642239
358.463454
1.76587
19.964314
[3.293699026107788, 6.8766848087310795, 9.747009181976319, 17.29300093650818, 33.35144896507268, 42.07300863265991, 62.78400459289546]
291.675924
[0.2607545280456543, 0.26696267127990725, 0.2713908672332764, 0.2879364490509033, 0.3160857677459717, 0.3206477165222168, 0.3288475131988524]
82.486214
[0.013364744186401368, 0.024196624755859375, 0.03573155403137207, 0.053620100021362305, 0.2158036231994629, 0.2287437915802002, 0.2406777381896973]
421.169852
256.161137
[256.0, 256.0, 256.0, 257.0, 258.0]
238.505529
[41.32, 78.6, 208.0, 506.79999999999995, 753.2799999999977]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
2.068052
663
0
663
1,727,056,355.976383
1,727,056,710.359778
354.383396
1.870855
32.903196
[5.877727293968201, 9.66422073841095, 14.745923137664795, 29.05430507659912, 54.66117849349976, 71.46478240489958, 124.91264404773709]
326.875217
[0.26113165855407716, 0.27271280288696287, 0.2820857524871826, 0.32575321197509766, 0.38473033905029297, 0.39701697826385496, 0.41626562595367433]
135.075019
[0.01602247953414917, 0.030759692192077637, 0.041980624198913574, 0.12263190746307373, 0.2343047857284546, 0.24865132570266724, 0.26772006750106814]
451.259856
256.168929
[256.0, 256.0, 256.0, 257.0, 258.0]
241.205128
[43.24, 91.30000000000001, 206.0, 520.0, 787.9399999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w4a16
http://localhost:8004/v1
h100x4
LLM quantization - W4A16/Benchmarking
synchronous
null
78
0
78
1,727,048,541.179096
1,727,048,896.111232
354.932136
0.21976
4.549707
[0.6000309085845947, 0.7234441041946411, 1.1681849479675293, 4.258512854576111, 7.453003978729248, 8.752274525165555, 17.802326040267957]
168.425401
[0.16240473747253417, 0.16383066177368164, 0.1645151138305664, 0.16767728328704834, 0.17283363342285157, 0.1736747980117798, 0.1806525802612305]
23.864566
[0.013664340972900391, 0.022731304168701172, 0.023595809936523438, 0.024049997329711914, 0.024312496185302734, 0.024639606475830078, 0.033998966217041016]
40.342923
256.064103
[256.0, 256.0, 256.0, 256.15, 257.23]
183.576923
[18.78, 24.0, 171.5, 355.19999999999993, 727.6800000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
throughput
null
390
0
390
1,727,048,902.662859
1,727,049,008.710665
106.047806
3.677587
70.75501
[31.531360938549042, 38.12388337850571, 40.92747128009796, 75.6747750043869, 88.2507571220398, 90.45669561624526, 98.87746792316439]
28,062.702818
[2.2453436160087588, 4.971073257923126, 6.9111724376678465, 24.392843008041382, 57.3588720560074, 62.15024572610855, 65.94816307544708]
226.217935
[0.02433851480484009, 0.02979196310043335, 0.045006513595581055, 0.1342381238937378, 0.4443133354187012, 0.5529276013374324, 0.6883777356147747]
695.554231
256.130769
[256.0, 256.0, 256.0, 257.0, 258.0]
189.133333
[11.0, 38.45, 175.0, 388.2999999999997, 689.7400000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
0.603963
216
0
216
1,727,049,010.36839
1,727,049,367.497827
357.129437
0.604823
4.68374
[0.5920268416404724, 0.7342422604560852, 1.1484817266464233, 4.421024203300476, 8.391924500465393, 10.322620630264282, 16.00914349555968]
180.606308
[0.16684879064559938, 0.1684345006942749, 0.1698145866394043, 0.18015766143798828, 0.19108343124389648, 0.19393497705459595, 0.19779965877532957]
26.157901
[0.007590782642364502, 0.019787633419036867, 0.02372884750366211, 0.024577021598815918, 0.025652718544006352, 0.031662595272064206, 0.1364539790153503]
104.102312
256.171296
[256.0, 256.0, 256.0, 257.0, 258.0]
172.12037
[17.3, 24.5, 163.0, 382.0, 590.0999999999997]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
0.988166
352
0
352
1,727,049,368.716002
1,727,049,727.828141
359.112139
0.980195
5.533396
[0.5951421117782593, 1.0283970594406129, 1.3415883779525757, 5.332021951675415, 9.723575615882876, 11.801346337795257, 17.31902710437775]
182.894934
[0.1686163854598999, 0.17050403356552124, 0.17185535430908203, 0.18207931518554688, 0.1938774347305298, 0.19654526710510253, 0.20593499422073366]
28.69168
[0.0034698343276977537, 0.01891274452209473, 0.024267005920410156, 0.025341272354125977, 0.02819318771362305, 0.05014014244079579, 0.14457552909851074]
182.8259
256.122159
[256.0, 256.0, 256.0, 257.0, 258.0]
186.519886
[17.0, 35.0, 177.5, 406.24999999999994, 586.94]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
1.372369
484
0
484
1,727,049,729.457609
1,727,050,088.336597
358.878987
1.348644
5.580703
[0.5391104626655578, 0.9532421827316285, 1.3387407779693603, 5.386006236076355, 9.868620324134826, 10.864593982696531, 18.441786921024352]
183.092187
[0.16877440214157105, 0.17036027908325196, 0.17251427173614503, 0.18250954151153564, 0.19399936199188234, 0.19587068557739257, 0.206756284236908]
30.916489
[0.003488600254058838, 0.01711297035217285, 0.02438223361968994, 0.02566361427307129, 0.03435397148132324, 0.053114891052246094, 0.14971299171447755]
235.539006
256.142562
[256.0, 256.0, 256.0, 257.0, 258.0]
174.64876
[14.0, 25.150000000000002, 167.5, 341.84999999999997, 569.710000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
1.756572
624
0
624
1,727,050,090.442688
1,727,050,448.689066
358.246378
1.741818
6.357364
[0.6280870866775513, 1.0091982722282418, 1.5353600025177, 6.005695819854736, 11.083717966079714, 12.479262590408325, 20.50127684831619]
185.058946
[0.16928489446640016, 0.17153770923614503, 0.1730032205581665, 0.18400347232818604, 0.19505751132965088, 0.20108424425125124, 0.21699646711349485]
33.79417
[0.004023551940917969, 0.015418171882629395, 0.023827791213989258, 0.026220321655273438, 0.05203592777252197, 0.13479405641555786, 0.1498500108718872]
318.216755
256.163462
[256.0, 256.0, 256.0, 257.0, 258.0]
182.692308
[17.0, 27.200000000000017, 173.0, 365.55000000000007, 597.6999999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
2.140775
753
0
753
1,727,050,448.733919
1,727,050,807.841867
359.107948
2.096863
6.585482
[0.6572718334197998, 1.0339924812316896, 1.6664966106414796, 6.4271159172058105, 11.834442043304453, 13.459199666976929, 21.591040849685672]
186.056618
[0.170509033203125, 0.17235827445983887, 0.1740877151489258, 0.18469500541687012, 0.19759221076965333, 0.20092329978942872, 0.22110725402832038]
37.215282
[0.0006123018264770507, 0.015409469604492188, 0.02224078178405762, 0.026659011840820312, 0.05533893108367927, 0.1379447102546692, 0.15028515815734864]
360.652001
256.172643
[256.0, 256.0, 256.0, 257.0, 258.0]
171.996016
[13.52, 25.0, 169.0, 352.0, 561.7600000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
2.524978
886
0
886
1,727,050,810.342579
1,727,051,167.066032
356.723454
2.483717
8.224498
[0.6990127444267273, 1.2704236507415771, 1.9604904651641846, 7.814883351325989, 14.129439949989319, 16.805156350135803, 26.68463497161863]
190.129222
[0.17419945001602172, 0.1764407753944397, 0.17754220962524414, 0.18952274322509766, 0.20320820808410645, 0.20680958032608032, 0.227553653717041]
44.357943
[0.006736860275268554, 0.015910434722900393, 0.023157787322998048, 0.03004169464111328, 0.13464126586914063, 0.1400033473968506, 0.1516992950439453]
449.970414
256.143341
[256.0, 256.0, 256.0, 257.0, 258.0]
181.168172
[14.0, 27.5, 171.5, 376.5, 590.1999999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
2.909181
1,019
0
1,019
1,727,051,170.482534
1,727,051,528.546056
358.063522
2.845864
9.403593
[1.034940710067749, 1.6980191946029666, 2.292395305633545, 8.956552505493164, 16.526251363754273, 19.851282191276514, 28.775656433105468]
195.306086
[0.17556718349456787, 0.17721524238586425, 0.17815279960632324, 0.19450688362121582, 0.20998353958129884, 0.2188946485519409, 0.23672471523284888]
50.238367
[0.005468618869781494, 0.013733327388763428, 0.022314071655273438, 0.03099846839904785, 0.13714385032653809, 0.14633524417877197, 0.1537479758262635]
521.79289
256.169774
[256.0, 256.0, 256.0, 257.0, 258.0]
183.351325
[19.0, 32.80000000000001, 176.0, 388.099999999999, 584.8599999999985]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
3.293384
1,146
0
1,146
1,727,051,531.808529
1,727,051,888.606087
356.797558
3.211905
12.223099
[0.9616181135177615, 2.0631404519081116, 2.9131932258605957, 11.253870010375977, 21.517341017723083, 25.671836614608765, 47.219723129272445]
210.028109
[0.17776937484741212, 0.1843738555908203, 0.18607783317565918, 0.20867013931274414, 0.22677147388458252, 0.2420051097869873, 0.28500117063522246]
65.790844
[0.0004943275451660155, 0.015458965301513673, 0.019163799285888673, 0.04018139839172363, 0.14795889854431155, 0.1523599863052368, 0.16198444843292237]
586.789331
256.133508
[256.0, 256.0, 256.0, 257.0, 258.0]
182.691972
[13.350000000000003, 30.25, 169.0, 379.75, 695.7499999999989]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
3.677587
1,236
0
1,236
1,727,051,889.626481
1,727,052,248.707436
359.080955
3.442121
20.682927
[1.6072894096374513, 3.2130007147789, 4.521595001220703, 18.496944069862366, 39.2611004114151, 45.41659623384476, 78.85671768188496]
237.045418
[0.18427977561950684, 0.1945914626121521, 0.2035616636276245, 0.22762644290924072, 0.27282607555389404, 0.2833259105682373, 0.45708627700805676]
117.819483
[0.00039704799652099613, 0.02277677059173584, 0.03564319610595704, 0.13005924224853516, 0.17035479545593263, 0.1875998020172119, 0.2589829635620117]
597.556059
256.147249
[256.0, 256.0, 256.0, 257.0, 258.0]
173.601133
[16.0, 25.0, 167.0, 348.25, 589.8500000000008]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
synchronous
null
106
0
106
1,727,015,339.061694
1,727,015,698.716293
359.654599
0.294727
3.392286
[0.38942909240722656, 0.7460224628448486, 0.8844047784805298, 3.2059428691864014, 5.926550626754761, 7.934685945510864, 10.126055991649629]
108.652895
[0.09607365131378173, 0.0962863564491272, 0.09723222255706787, 0.11004745960235596, 0.11313354969024658, 0.11760282516479492, 0.12293710708618165]
17.348711
[0.005884180068969727, 0.015556049346923829, 0.017051219940185547, 0.01754593849182129, 0.017735099792480467, 0.018372058868408203, 0.027885265350341793]
55.784077
256.150943
[256.0, 256.0, 256.0, 257.0, 258.0]
189.273585
[17.25, 38.25, 179.0, 446.0, 572.1]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
throughput
null
530
0
530
1,727,015,699.125098
1,727,015,770.629879
71.504781
7.412092
39.919556
[12.241547422409058, 15.508121263980865, 18.45487422943115, 43.30581283569336, 55.15096681118012, 56.910169625282286, 62.16902268171314]
17,200.452997
[2.2473305249214173, 2.3241209506988527, 3.5335793018341066, 11.980671644210815, 35.58322114944458, 38.15959595441818, 41.14056998729707]
126.609894
[0.00012961387634277343, 0.022379684448242187, 0.042212629318237306, 0.07870006561279297, 0.25113511085510254, 0.2919291019439697, 0.4154401683807374]
1,332.708088
256.164151
[256.0, 256.0, 256.0, 257.0, 258.0]
179.801887
[16.0, 36.900000000000006, 170.5, 372.0999999999999, 576.7800000000007]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.085546
389
0
389
1,727,015,772.476446
1,727,016,130.554817
358.078371
1.086354
3.565896
[0.3276006507873535, 0.5242406845092774, 0.8627182483673096, 3.389678478240967, 6.00983076095581, 6.962838983535766, 11.146898965835575]
111.56155
[0.09410112380981445, 0.09732303619384766, 0.09957079887390137, 0.11145591735839844, 0.12171626091003418, 0.12434825897216796, 0.13299341201782228]
19.024459
[0.003888554573059082, 0.014273738861083985, 0.01701245307922363, 0.017784833908081055, 0.01877884864807129, 0.02620487213134766, 0.08082877635955812]
197.230567
256.159383
[256.0, 256.0, 256.0, 257.0, 258.0]
181.552699
[13.76, 24.0, 174.0, 356.39999999999986, 570.6400000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
1.876364
668
0
668
1,727,016,132.775246
1,727,016,490.306763
357.531517
1.868367
3.834201
[0.28713913917541506, 0.8129799246788025, 0.9642874002456665, 3.602323055267334, 6.6337159633636515, 7.663219356536863, 15.091771631240862]
109.021489
[0.09441327810287475, 0.09717411994934082, 0.09785752296447754, 0.10784256458282471, 0.1225700616836548, 0.12613600492477417, 0.13822520494461066]
20.704954
[0.0030207395553588866, 0.01043403148651123, 0.01717352867126465, 0.018277883529663086, 0.026458263397216797, 0.03676307201385498, 0.07847404479980469]
336.191341
256.14521
[256.0, 256.0, 256.0, 257.0, 258.0]
179.938623
[10.34, 36.0, 171.0, 360.1999999999998, 703.9900000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
2.667182
949
0
949
1,727,016,493.642326
1,727,016,850.390368
356.748042
2.660141
4.320839
[0.27919285774230956, 0.6779603004455567, 1.055994176864624, 4.075244188308716, 7.594236373901369, 8.821830511093133, 15.231108388900754]
113.430933
[0.09458757400512695, 0.0976491928100586, 0.09863648414611817, 0.11174869537353516, 0.12616963386535646, 0.13053150177001954, 0.14547423362731932]
23.293992
[0.0004055500030517578, 0.008814918994903564, 0.016286349296569823, 0.019122838973999023, 0.0370786190032959, 0.06845657825469971, 0.08771427154541012]
480.655757
256.141201
[256.0, 256.0, 256.0, 257.0, 258.0]
180.688093
[9.48, 27.0, 171.0, 372.0, 639.0799999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
3.458
1,230
0
1,230
1,727,016,852.093625
1,727,017,210.599464
358.505839
3.430906
4.91668
[0.4018031573295594, 1.016903829574585, 1.1656114339828492, 4.635559558868408, 8.58487982749939, 10.367222511768341, 17.531683523654948]
115.459405
[0.09578261137008667, 0.09873334169387818, 0.10113165378570557, 0.11380255222320557, 0.12806241512298586, 0.13452905416488647, 0.1533785390853882]
26.210511
[0.0003499817848205566, 0.008378028869628906, 0.014664316177368165, 0.020467042922973633, 0.04233968257904054, 0.07387012243270871, 0.08520810127258305]
628.787527
256.139024
[256.0, 256.0, 256.0, 257.0, 258.0]
183.271545
[12.580000000000002, 37.0, 175.0, 396.0999999999999, 654.8400000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
4.248819
1,508
0
1,508
1,727,017,211.599673
1,727,017,570.032275
358.432603
4.207207
5.736004
[0.6096315264701844, 1.1515804171562196, 1.3988519430160522, 5.401127099990845, 10.039695477485656, 11.63615658283232, 19.24682129859925]
116.010977
[0.09605664014816284, 0.09826037883758545, 0.10014355182647705, 0.11412262916564941, 0.1298146963119507, 0.13580142259597774, 0.1630912637710573]
31.150964
[0.0003170967102050781, 0.009758579730987548, 0.014687681198120119, 0.02336263656616211, 0.07012128829956055, 0.07732595205307007, 0.08940132141113277]
759.411945
256.155172
[256.0, 256.0, 256.0, 257.0, 258.0]
180.502653
[17.07, 36.35000000000001, 173.0, 366.2999999999997, 605.950000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
5.039637
1,778
0
1,778
1,727,017,571.455088
1,727,017,930.62192
359.166832
4.950346
7.418029
[0.5920459008216857, 1.1749369859695435, 1.769587802886963, 7.0647605657577515, 13.089336824417114, 14.776961553096765, 24.43006512641908]
124.657011
[0.1023081636428833, 0.10403493642807007, 0.10555477142333984, 0.12108719348907471, 0.1413907527923584, 0.15028885602951048, 0.2929079484939576]
40.116037
[0.0002675056457519531, 0.011586356163024903, 0.014847660064697267, 0.02847599983215332, 0.07640538215637208, 0.08074283599853516, 0.09417550086975096]
900.520234
256.147919
[256.0, 256.0, 256.0, 257.0, 258.0]
181.910574
[14.77, 27.0, 175.0, 357.2999999999997, 600.1500000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
5.830455
2,057
0
2,057
1,727,017,931.019862
1,727,018,290.641252
359.62139
5.719904
9.007357
[0.8573332405090333, 1.6451544761657715, 2.157534599304199, 8.579565525054932, 15.867463684082034, 18.842232799530027, 30.154427623748816]
134.276697
[0.10578725814819336, 0.1099517822265625, 0.11135964393615723, 0.12837767601013184, 0.15403151512145996, 0.16434979438781736, 0.3415326595306403]
50.270901
[0.00013184547424316406, 0.013104367256164552, 0.01648235321044922, 0.0561223030090332, 0.07887701988220214, 0.08487597703933715, 0.10920144081115724]
1,010.076181
256.151191
[256.0, 256.0, 256.0, 257.0, 258.0]
176.589694
[17.0, 35.0, 167.0, 362.0, 589.7600000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
6.621274
2,263
0
2,263
1,727,018,291.740275
1,727,018,650.54346
358.803186
6.307079
15.925364
[1.3001265907287598, 2.289618468284607, 3.6603190898895264, 14.815679550170898, 29.26925230026245, 34.08068392276765, 60.05180072307593]
162.221241
[0.11204212665557861, 0.1221315622329712, 0.12798190116882324, 0.15403437614440918, 0.18424296379089355, 0.25885696411132836, 0.39563650608062767]
87.064122
[0.00012445449829101562, 0.024927973747253418, 0.05047202110290527, 0.08161032199859619, 0.1281358003616333, 0.14326369762420654, 0.2637771248817444]
1,142.74069
256.163942
[256.0, 256.0, 256.0, 257.0, 258.0]
181.183827
[16.0, 26.0, 172.0, 379.7000000000003, 659.7600000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
asynchronous
7.412092
2,485
0
2,485
1,727,018,650.702038
1,727,019,010.651346
359.949308
6.90375
22.525
[1.3233651065826415, 3.3893074989318848, 5.18274416923523, 21.833998680114746, 41.02529954910278, 46.79903149604797, 73.92118884086597]
201.648093
[0.11364754676818847, 0.13036770820617677, 0.13754382133483886, 0.181016206741333, 0.2543467998504638, 0.3949411869049069, 0.6223374557495106]
128.87127
[0.00012302398681640625, 0.03733992576599121, 0.05135631561279297, 0.11449170112609863, 0.24475908279418945, 0.26380181312561035, 0.41680495738983236]
1,196.949099
256.168209
[256.0, 256.0, 256.0, 257.0, 258.0]
173.37666
[12.0, 26.0, 169.0, 340.7999999999997, 560.3199999999997]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
h100x4
LLM quantization - W4A16/Benchmarking
synchronous
null
82
0
82
1,727,014,938.121276
1,727,015,297.187138
359.065861
0.22837
4.378122
[0.6210674929618836, 1.0423699975013734, 1.139897632598877, 4.4484474658966064, 6.964696717262268, 8.163084661960603, 14.048534977436058]
134.770873
[0.12762038707733153, 0.12798550128936767, 0.12926027774810792, 0.13209354877471924, 0.1405897855758667, 0.14318054914474487, 0.18283837080001814]
22.235823
[0.011836204528808594, 0.020170497894287112, 0.02190089225769043, 0.022341489791870117, 0.022717761993408202, 0.023412704467773438, 0.032388315200805665]
43.576964
256.158537
[256.0, 256.0, 256.0, 257.0, 258.0]
190.817073
[23.1, 42.05, 197.0, 356.15000000000003, 620.3599999999997]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
throughput
null
410
0
410
1,727,015,299.054478
1,727,015,378.701989
79.647511
5.147681
49.071892
[20.031965548992158, 23.733067047595977, 26.972820281982422, 52.20989716053009, 62.6692156791687, 64.55076048374175, 73.72156749963754]
19,611.790215
[4.416951169967652, 4.476947605609894, 6.52066171169281, 16.051249027252197, 40.44014244079591, 44.23989695310592, 46.59020276546478]
159.198333
[0.00017624139785766605, 0.02471756935119629, 0.03162848949432373, 0.09750926494598389, 0.32568223476409913, 0.37658287286758413, 0.46560834169387816]
954.430327
256.117073
[256.0, 256.0, 256.0, 257.0, 258.0]
185.409756
[16.18, 27.250000000000014, 175.5, 356.54999999999995, 794.1299999999954]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
0.77496
276
0
276
1,727,015,378.705691
1,727,015,737.391645
358.685954
0.769475
4.412072
[0.4818066954612732, 0.6161215305328369, 1.0466395616531372, 4.190536618232727, 7.959575057029724, 8.79862767457962, 15.339075565338135]
141.747265
[0.12927591800689697, 0.13078707456588745, 0.13186955451965332, 0.14108490943908691, 0.15136992931365967, 0.15444982051849365, 0.16336703300476074]
24.021742
[0.005707359313964844, 0.01740856170654297, 0.021987438201904297, 0.02261042594909668, 0.023607540130615237, 0.031376266479492224, 0.10173325538635254]
136.802123
256.141304
[256.0, 256.0, 256.0, 257.0, 258.0]
177.786232
[15.75, 22.0, 167.0, 358.5, 618.25]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
1.321551
472
0
472
1,727,015,739.475759
1,727,016,098.365695
358.889935
1.315166
4.482122
[0.48938071250915527, 0.7158285617828369, 1.1319750785827636, 4.331366181373596, 7.959733128547675, 8.888596105575562, 14.462502012252815]
141.896331
[0.12719421863555908, 0.12988171577453614, 0.1312349796295166, 0.14165890216827393, 0.15128781795501708, 0.15407168865203857, 0.16695104122161866]
25.755059
[0.0030205154418945315, 0.01552283763885498, 0.021882796287536622, 0.022854328155517578, 0.028125500679016115, 0.04561302661895752, 0.10718054771423341]
221.666846
256.169492
[256.0, 256.0, 256.0, 257.0, 258.0]
168.54661
[16.0, 25.55, 164.0, 341.0, 551.1900000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
1.868141
665
0
665
1,727,016,099.253954
1,727,016,458.638736
359.384782
1.850384
5.314066
[0.32738590240478516, 0.7971903324127197, 1.3261276245117188, 5.244217872619629, 9.08875846862793, 9.934655570983885, 18.12117491722108]
142.956201
[0.12983097076416017, 0.13180932998657227, 0.1329568386077881, 0.1428823471069336, 0.15274934768676757, 0.15707573890686036, 0.1692368507385254]
28.310305
[0.004006104469299316, 0.013775312900543214, 0.02105338573455811, 0.02366781234741211, 0.04352653026580811, 0.09266619682311694, 0.10948539495468139]
337.980365
256.16391
[256.0, 256.0, 256.0, 257.0, 258.0]
182.654135
[8.64, 25.0, 180.0, 342.0, 629.2000000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
2.414731
859
0
859
1,727,016,459.974193
1,727,016,818.137196
358.163003
2.398349
5.790302
[0.32472991943359375, 0.8132926464080811, 1.4499411582946777, 5.59266471862793, 10.282052993774414, 11.54140291213989, 20.326069583892696]
143.295624
[0.1286178398132324, 0.1308736562728882, 0.13216209411621094, 0.14222168922424316, 0.15364623069763184, 0.15761573314666746, 0.1736670017242431]
31.170039
[0.003438866138458265, 0.013336980342864992, 0.020444869995117188, 0.024387359619140625, 0.048622870445251466, 0.09802271127700805, 0.10993632555007929]
434.715475
256.157159
[256.0, 256.0, 256.0, 257.0, 258.0]
181.256112
[8.0, 24.900000000000006, 174.0, 361.1999999999998, 637.8399999999958]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
2.961321
1,048
0
1,048
1,727,016,818.727389
1,727,017,178.721381
359.993992
2.91116
6.445183
[0.5237017250061036, 0.9671523332595825, 1.5281162023544312, 6.0830605030059814, 11.027901029586792, 13.092670774459837, 22.089932208061207]
145.52018
[0.1288735604286194, 0.1312876582145691, 0.13227696418762208, 0.1447840929031372, 0.1571125030517578, 0.16417735815048218, 0.18279851913452147]
34.437661
[0.005704271793365478, 0.0120316743850708, 0.019243597984313965, 0.02527475357055664, 0.08165895938873291, 0.10042130947113037, 0.10945197343826295]
532.658889
256.162214
[256.0, 256.0, 256.0, 257.0, 258.0]
182.971374
[12.0, 26.0, 174.0, 368.8499999999998, 639.1199999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
3.507911
1,238
0
1,238
1,727,017,179.037881
1,727,017,538.412783
359.374902
3.444871
7.173694
[0.5582531595230102, 1.0576143383979797, 1.7062572717666626, 6.856109023094177, 12.53533968925476, 14.091583836078629, 24.50385721683502]
150.753367
[0.13078849792480468, 0.13252005577087403, 0.1332996129989624, 0.15020990371704102, 0.16330111026763916, 0.16945049762725828, 0.20560525178909217]
38.130497
[0.0005036234855651855, 0.010912954807281494, 0.01570141315460205, 0.026079893112182617, 0.09786593914031982, 0.10537821054458618, 0.11030932664871215]
634.640869
256.157512
[256.0, 256.0, 256.0, 257.0, 258.0]
184.227787
[13.370000000000001, 25.0, 176.5, 361.0, 636.9299999999987]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
4.054501
1,423
0
1,423
1,727,017,541.965021
1,727,017,898.643228
356.678207
3.989591
8.789435
[0.5570097303390503, 1.2746438264846802, 2.0004672527313234, 8.323620796203613, 15.738371324539184, 17.875552749633776, 27.05688049316406]
160.511575
[0.1320670700073242, 0.1370037317276001, 0.14004340171813964, 0.15717101097106934, 0.17737011909484862, 0.18486249446868894, 0.2872269630432129]
47.224552
[0.0003204202651977539, 0.012394690513610841, 0.015339851379394531, 0.0313875675201416, 0.10511293411254882, 0.10874755382537842, 0.11847342014312744]
729.279207
256.143359
[256.0, 256.0, 256.0, 257.0, 258.0]
182.795502
[10.0, 26.0, 175.0, 364.7999999999997, 567.56]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
4.601091
1,605
0
1,605
1,727,017,898.986839
1,727,018,258.283826
359.296987
4.467057
10.868289
[0.9006546878814697, 1.6349186420440673, 2.538753032684326, 10.032714128494263, 19.042102050781253, 22.3631196975708, 41.83931179046637]
167.027699
[0.137423095703125, 0.13960928916931153, 0.14315276145935057, 0.1616675853729248, 0.1878133296966553, 0.19997711181640623, 0.3409557056427004]
58.812743
[0.0002541542053222656, 0.014010143280029298, 0.01741623878479004, 0.0579526424407959, 0.10761737823486328, 0.11192421913146973, 0.13197368621826183]
813.093376
256.124611
[256.0, 256.0, 256.0, 257.0, 258.0]
182.019938
[15.04, 26.0, 170.0, 371.79999999999995, 668.7200000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
asynchronous
5.147681
1,748
0
1,748
1,727,018,259.568794
1,727,018,618.69862
359.129826
4.867321
19.573652
[1.6720349335670468, 2.848936891555786, 4.61640567779541, 18.590338587760925, 34.788922572135924, 41.62726742029188, 70.10754119396208]
206.686706
[0.1465270709991455, 0.16508580446243287, 0.1720956087112427, 0.19980335235595703, 0.23332712650299073, 0.279739761352539, 0.445632927417755]
112.526607
[0.0001475811004638672, 0.04163639545440674, 0.056694746017456055, 0.11175549030303955, 0.16974592208862305, 0.18320766687393186, 0.32018334150314337]
838.181565
256.169336
[256.0, 256.0, 256.0, 257.0, 258.0]
172.20595
[14.469999999999999, 25.0, 167.0, 357.64999999999986, 607.53]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x2
LLM quantization - W4A16/Benchmarking
synchronous
null
183
0
183
1,726,966,990.191884
1,726,967,349.572487
359.380604
0.509209
1.963208
[0.12689701557159425, 0.30522520542144777, 0.5640183925628662, 1.7396562099456787, 3.437948179244998, 4.754119038581852, 6.049062376022339]
37.044212
[0.033155450820922854, 0.033771204948425296, 0.03392148017883301, 0.037111759185791016, 0.0412501335144043, 0.04248895645141602, 0.04802824497222902]
5.813052
[0.00040793418884277344, 0.005035972595214846, 0.0055255889892578125, 0.005853414535522461, 0.005938529968261719, 0.005993366241455078, 0.015260925292968797]
168.715282
256.131148
[256.0, 256.0, 256.0, 257.0, 258.0]
331.327869
[16.64, 46.5, 289.0, 802.8000000000006, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
throughput
null
915
0
915
1,726,967,350.18427
1,726,967,424.256123
74.071853
12.35287
23.15872
[2.8468661642074586, 6.972062754631042, 11.111231088638307, 22.70285129547119, 34.51614184379578, 39.901156902313225, 57.2828695344925]
6,073.173628
[0.15526919841766357, 0.5902921438217164, 0.9460069179534912, 4.768711805343628, 12.566602563858032, 13.137250471115111, 14.028776388168337]
51.274222
[0.00011587142944335938, 0.00011920928955078125, 0.00012254714965820312, 0.018973112106323242, 0.13201427459716797, 0.17099421024322478, 0.24792498826980586]
4,119.959013
256.155191
[256.0, 256.0, 256.0, 257.0, 258.0]
333.522404
[21.0, 48.80000000000001, 288.0, 807.5999999999995, 1025.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
1.825172
652
0
652
1,726,967,424.259223
1,726,967,784.000982
359.741759
1.812411
2.208149
[0.16279283046722412, 0.41669032573699955, 0.7572216987609863, 1.9299757480621338, 3.9404875755310056, 5.212624168395992, 6.933129014968874]
43.227354
[0.03559825658798218, 0.036879003047943115, 0.03752479553222656, 0.04195058345794678, 0.04852724075317383, 0.05239136219024657, 0.061958129405975344]
6.514593
[0.00014985322952270513, 0.0023067712783813484, 0.0056455135345458984, 0.006339311599731445, 0.0069768428802490234, 0.007642507553100586, 0.021191203594207765]
602.393229
256.161043
[256.0, 256.0, 256.0, 257.0, 258.0]
332.371166
[20.0, 58.0, 292.0, 766.0499999999994, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
3.141134
1,122
0
1,122
1,726,967,784.263995
1,726,968,143.414809
359.150815
3.124036
2.456453
[0.18261872768402101, 0.5490741848945618, 0.9095448970794678, 2.1280019283294678, 4.2955136537551875, 5.698337233066564, 7.654530282020568]
45.663564
[0.03706627130508423, 0.03882744312286377, 0.03984220027923584, 0.044284701347351074, 0.05132217407226562, 0.05352330207824707, 0.06271850109100341]
7.193813
[0.0001385211944580078, 0.002763104438781739, 0.005833625793457031, 0.00686192512512207, 0.007820844650268555, 0.01073598861694336, 0.02280140161514281]
1,047.069879
256.154189
[256.0, 256.0, 256.0, 257.0, 258.0]
335.165775
[20.0, 69.0, 289.0, 760.0, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
4.457096
1,590
0
1,590
1,726,968,144.498355
1,726,968,503.996793
359.498438
4.422829
2.695277
[0.17202844858169555, 0.5695721864700317, 0.9652034759521484, 2.334848999977112, 4.834587836265564, 6.752061617374416, 8.653933691978452]
47.71283
[0.03938983678817749, 0.04105544090270996, 0.04205336570739746, 0.04569578170776367, 0.05199928283691407, 0.056219601631164545, 0.08759017467498692]
7.866758
[0.00013065338134765625, 0.002933502197265625, 0.005381584167480469, 0.007372856140136719, 0.009315013885498047, 0.018429994583129883, 0.023999686241149898]
1,488.999515
256.142138
[256.0, 256.0, 256.0, 257.0, 258.0]
336.662264
[19.0, 70.0, 291.0, 857.55, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
5.773059
2,058
0
2,058
1,726,968,504.807165
1,726,968,864.192235
359.385069
5.726448
3.307599
[0.22857558965682984, 0.6480491995811463, 1.170266103744507, 2.877273917198181, 5.816553044319153, 7.865866887569424, 10.531350281238558]
51.783087
[0.04043997287750244, 0.04202492237091064, 0.043325066566467285, 0.04809153079986572, 0.05783853530883789, 0.06442706584930419, 0.14650413990020753]
9.723534
[0.00012540817260742188, 0.0032817959785461422, 0.005316734313964844, 0.009083271026611328, 0.012272119522094727, 0.023570775985717773, 0.02681738376617432]
1,918.543811
256.140914
[256.0, 256.0, 256.0, 257.0, 258.0]
335.03207
[20.0, 65.55000000000003, 291.0, 805.2999999999997, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
7.089021
2,525
0
2,525
1,726,968,865.005714
1,726,969,224.08162
359.075907
7.031939
3.984213
[0.2685961532592773, 0.7544332981109619, 1.3713521003723146, 3.544933557510376, 6.914504194259643, 9.499012231826782, 12.411341028213496]
62.297654
[0.04589119911193848, 0.047007083892822266, 0.04779186248779297, 0.05548286437988281, 0.0735861301422119, 0.09090561866760254, 0.22675278663635243]
11.564692
[0.00012040138244628906, 0.0001881122589111328, 0.006269931793212891, 0.01023411750793457, 0.023553800582885753, 0.026746511459350586, 0.030739717483520446]
2,386.425778
256.143366
[256.0, 256.0, 256.0, 257.0, 258.0]
339.369505
[20.0, 59.2, 300.0, 820.3999999999992, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
8.404983
2,984
0
2,984
1,726,969,225.502013
1,726,969,584.232232
358.730219
8.318229
5.004156
[0.312063570022583, 0.9765239357948303, 1.7895018815994264, 4.264942407608032, 8.868674874305727, 12.107504630088805, 15.63542656183243]
85.501483
[0.04863774061203003, 0.0531113862991333, 0.05487227439880371, 0.06822991371154785, 0.1123107433319092, 0.19415473937988273, 0.4063137316703807]
14.64773
[0.00011610984802246094, 0.000133514404296875, 0.007591152191162111, 0.012639045715332031, 0.027594184875488287, 0.02978825569152832, 0.03828843593597411]
2,795.557627
256.141756
[256.0, 256.0, 256.0, 257.0, 258.0]
336.076072
[19.0, 60.150000000000006, 291.0, 824.0, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
9.720946
3,422
0
3,422
1,726,969,585.165071
1,726,969,944.708493
359.543422
9.517627
6.576467
[0.43600002288818357, 1.2436671495437621, 2.1192447900772096, 5.682897210121155, 11.94867973327637, 15.391587400436395, 22.389784057140346]
138.062216
[0.051541013717651366, 0.058750259876251223, 0.06395149230957031, 0.09503173828125, 0.2537877559661866, 0.4082914113998411, 0.6138619399070739]
19.258653
[0.00011539459228515625, 0.0001246929168701172, 0.00013947486877441406, 0.0170443058013916, 0.03191995620727539, 0.03645670413970947, 0.05355744361877446]
3,184.352519
256.148451
[256.0, 256.0, 256.0, 257.0, 258.0]
334.574226
[20.0, 58.05000000000001, 294.0, 781.7499999999991, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
11.036908
3,854
0
3,854
1,726,969,944.976667
1,726,970,304.867579
359.890912
10.708801
10.056231
[0.8489806032180787, 2.032828211784363, 3.3449498653411864, 8.980817317962646, 17.685678982734686, 22.523040246963497, 32.79183077573774]
374.109077
[0.06243009805679321, 0.08803606033325195, 0.11263213157653809, 0.3286064863204956, 0.7178729057312014, 0.9192969918251037, 1.3886805987358075]
29.060403
[0.00011467933654785156, 0.00011920928955078125, 0.0001246929168701172, 0.027761220932006836, 0.05094203948974613, 0.06091635227203368, 0.1851879692077636]
3,570.973755
256.144785
[256.0, 256.0, 256.0, 257.0, 258.0]
333.461598
[20.0, 60.0, 297.0, 743.3499999999999, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
asynchronous
12.35287
4,281
0
4,281
1,726,970,305.691451
1,726,970,664.964973
359.273521
11.915713
17.340577
[1.7123404502868653, 3.488520860671997, 5.707017421722412, 15.275973081588745, 30.675219297409058, 39.297263860702515, 56.526753664016674]
1,211.484897
[0.06991209983825683, 0.13503050804138184, 0.38825535774230957, 1.039114236831665, 2.3326680660247803, 2.645372152328491, 3.059841775894164]
48.413875
[0.00011420249938964844, 0.00011730194091796875, 0.00011968612670898438, 0.00015926361083984375, 0.12253718376159672, 0.16431809663772584, 0.3572397303581238]
3,973.242991
256.149264
[256.0, 256.0, 256.0, 257.0, 258.0]
333.44569
[20.0, 59.0, 294.0, 774.0, 1025.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16
http://localhost:8003/v1
h100x1
LLM quantization - W4A16/Benchmarking
synchronous
null
88
0
88
1,726,823,897.21041
1,726,824,254.757796
357.547385
0.246121
4.062515
[0.6023763847351075, 0.9927794814109803, 1.0863372802734375, 3.652457118034363, 7.160970997810363, 9.15053704977035, 11.918339519500721]
140.217399
[0.12486916542053222, 0.12776989936828614, 0.12949190139770508, 0.14188647270202637, 0.14683609008789061, 0.14767225980758666, 0.1484098744392395]
21.700677
[0.020700969696044923, 0.02108163833618164, 0.02120184898376465, 0.0217897891998291, 0.02243385314941406, 0.022640848159790037, 0.023212575912475587]
44.483614
256.193182
[256.0, 256.0, 256.0, 257.0, 258.0]
180.738636
[22.35, 40.35, 163.5, 414.04999999999967, 537.8599999999994]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking
throughput
null
440
0
440
1,726,824,258.448747
1,726,824,343.646364
85.197617
5.164464
51.121007
[19.06107610940933, 22.82437539100647, 27.479671120643616, 53.8479483127594, 67.37853837013245, 69.94586658477783, 75.78745591878892]
20,534.246499
[3.132360234260559, 3.215056824684143, 5.648680186271667, 15.21966028213501, 43.35818243026734, 46.195643043518054, 48.10725795507431]
165.894291
[0.018663506507873507, 0.03067624568939209, 0.06054410934448243, 0.10191702842712402, 0.3194784879684448, 0.3862008213996887, 0.5848608422279358]
953.876441
256.1
[256.0, 256.0, 256.0, 257.0, 258.0]
184.7
[17.0, 31.65000000000002, 176.0, 373.6499999999994, 583.0800000000004]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w4a16
http://localhost:8000/v1
a100x4
LLM quantization - W4A16/Benchmarking