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
asynchronous
0.484544
225
0
225
1,728,265,108.839543
1,728,265,584.553117
475.713574
0.472974
18.198258
[6.880896587371827, 9.952694034576416, 11.278904628753661, 16.249268054962158, 29.188306713104247, 32.58985290527343, 38.48397057533264]
270.255434
[0.2289571475982666, 0.24198470115661622, 0.2467349052429199, 0.2702369689941406, 0.2944803714752197, 0.29961118698120115, 0.30276051521301267]
64.297082
[0.014451332092285156, 0.05788887739181518, 0.05912163257598877, 0.06156182289123535, 0.0635251522064209, 0.06438920497894288, 0.20319536685943604]
131.879777
256.182222
[256.0, 256.0, 256.0, 257.0, 258.0]
278.831111
[102.96000000000001, 153.4, 249.0, 501.59999999999997, 593.04]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
asynchronous
0.691064
318
0
318
1,728,265,586.779454
1,728,266,063.694084
476.91463
0.666786
18.681369
[8.473508968353272, 10.869663119316101, 12.344339680671693, 16.800968766212463, 27.47908444404602, 33.651989102363586, 42.536600749492564]
269.200738
[0.23134780406951905, 0.2369336724281311, 0.24268012046813964, 0.2683373689651489, 0.2975032329559326, 0.3001036763191223, 0.30681659936904904]
66.663394
[0.012915885448455811, 0.056911468505859375, 0.060874223709106445, 0.06220364570617676, 0.06390643119812012, 0.06937795877456665, 0.2087742090225222]
184.171326
256.160377
[256.0, 256.0, 256.0, 257.0, 258.0]
276.207547
[124.17, 159.4, 248.0, 500.29999999999995, 632.9099999999987]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
asynchronous
0.897585
414
0
414
1,728,266,069.019146
1,728,266,544.201361
475.182214
0.871245
20.732272
[8.880540962219237, 11.269862580299378, 12.618183135986328, 18.01390564441681, 34.08008563518524, 37.43745892047882, 54.370392036438]
273.75345
[0.23604586601257324, 0.2404714584350586, 0.24455924034118653, 0.27375710010528564, 0.30143237113952637, 0.3081665754318237, 0.31606378555297854]
72.232137
[0.01029616355895996, 0.04648933410644531, 0.06170320510864258, 0.06647920608520508, 0.07023425102233886, 0.17682805061340323, 0.21516346931457517]
246.783226
256.142512
[256.0, 256.0, 256.0, 257.0, 258.0]
283.253623
[120.78, 155.0, 248.0, 514.6999999999999, 738.3700000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
asynchronous
1.104105
504
0
504
1,728,266,549.526112
1,728,267,026.179192
476.65308
1.057373
21.503798
[9.895365285873414, 12.530232429504395, 13.892000770568847, 18.85196578502655, 35.17994329929352, 38.64552422761916, 44.28267205238342]
279.414478
[0.2401674795150757, 0.24487508535385133, 0.24981520175933838, 0.28077590465545654, 0.30612156391143797, 0.31067845821380613, 0.3213520312309265]
75.446362
[0.012909786701202393, 0.03543682098388673, 0.0634390115737915, 0.06753146648406982, 0.07187149524688721, 0.19194977283477777, 0.2178789997100833]
297.474213
256.125
[256.0, 256.0, 256.0, 257.0, 258.0]
281.333333
[128.12, 164.15, 248.0, 508.84999999999997, 570.97]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
asynchronous
1.310626
601
0
601
1,728,267,026.836408
1,728,267,505.93366
479.097252
1.254443
22.803539
[8.954817056655884, 12.54087233543396, 14.035119533538818, 20.127983808517456, 36.566725969314575, 41.6587176322937, 60.15601825714111]
283.8801
[0.24417567253112793, 0.2491598129272461, 0.254594087600708, 0.28209829330444336, 0.3142082691192627, 0.3199582099914551, 0.3312220573425293]
79.77061
[0.015021085739135742, 0.034650230407714845, 0.06087329387664795, 0.07001805305480957, 0.16541717052459712, 0.19687826633453354, 0.21882838487625117]
354.214096
256.108153
[256.0, 256.0, 256.0, 257.0, 258.0]
282.36772
[109.0, 154.0, 249.0, 516.0, 751.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
asynchronous
1.517146
693
0
693
1,728,267,507.516979
1,728,267,985.807093
478.290113
1.448911
22.697783
[9.381664447784424, 13.30011773109436, 14.698430299758911, 20.239166736602783, 35.860833978652956, 40.827617931365964, 49.35147541999837]
285.741653
[0.2478843593597412, 0.25288982391357423, 0.2579383373260498, 0.2843601703643799, 0.31656155586242674, 0.32256550788879396, 0.3320982074737549]
82.766058
[0.016156673431396484, 0.033882856369018555, 0.05369877815246582, 0.07126212120056152, 0.17957377433776855, 0.20031166076660156, 0.21878623962402344]
392.427095
256.152958
[256.0, 256.0, 256.0, 257.0, 258.0]
270.842713
[107.76, 159.2, 241.0, 491.9999999999999, 581.1200000000026]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
asynchronous
1.723667
786
0
786
1,728,267,993.24851
1,728,268,466.347473
473.098963
1.661386
25.12837
[10.939749932289123, 14.175064444541931, 15.670852065086365, 22.03737235069275, 40.03234076499939, 45.743305921554565, 53.014050400257105]
290.917003
[0.25174480676651, 0.25777173042297363, 0.26297295093536377, 0.28938186168670654, 0.3239079713821411, 0.32971465587615967, 0.34111263751983634]
88.158006
[0.01615014553070068, 0.03277624845504761, 0.046238827705383304, 0.07436013221740723, 0.19192759990692154, 0.20666201114654542, 0.22158185243606568]
468.134613
256.152672
[256.0, 256.0, 256.0, 257.0, 258.0]
281.773537
[125.55, 159.0, 248.0, 513.0, 598.0499999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
asynchronous
1.930188
875
0
875
1,728,268,467.39831
1,728,268,945.069534
477.671223
1.831804
25.907735
[8.980280261039734, 14.181363391876221, 16.581594705581665, 22.795250415802002, 41.86089496612549, 47.60973453521728, 61.010258178710934]
296.371219
[0.2565892219543457, 0.26308908462524416, 0.2681442737579346, 0.29512906074523926, 0.3278862953186035, 0.3343546152114868, 0.34413818359375]
93.085936
[0.015528316497802735, 0.0304457426071167, 0.041477298736572264, 0.07667875289916992, 0.2012031078338623, 0.21374804973602296, 0.22736663341522217]
504.007753
256.146286
[256.0, 256.0, 256.0, 257.0, 258.0]
275.142857
[92.66, 152.4, 242.0, 501.5999999999999, 646.3399999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
480
neuralmagic/Meta-Llama-3.1-405B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x8
LLM quantization - W8A8/Benchmarking
synchronous
null
57
0
57
1,727,048,444.16155
1,727,048,798.989964
354.828414
0.160641
6.224549
[0.8176999664306641, 1.5764877796173096, 2.5984428405761726, 5.942415237426758, 8.902099370956421, 10.888293981552124, 18.432152252197262]
138.628851
[0.12624347686767579, 0.13047804832458496, 0.13292160034179687, 0.13672924041748047, 0.14666943550109862, 0.1500462532043457, 0.17209635734558096]
31.36642
[0.02102804183959961, 0.029742002487182617, 0.031134843826293945, 0.031495094299316406, 0.03218698501586914, 0.032974958419799805, 0.041494131088256836]
31.164359
256.122807
[256.0, 256.0, 256.0, 257.0, 258.0]
194
[22.8, 46.0, 187.0, 344.4, 581.3599999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
throughput
null
285
0
285
1,727,048,804.171097
1,727,048,985.165772
180.994675
1.574632
89.69943
[6.3277248287200925, 11.050572395324707, 20.01354379653931, 88.46777606010437, 162.032950592041, 167.7294812679291, 174.00959118843082]
81,022.187851
[0.464569149017334, 1.1373093128204346, 11.232910919189454, 78.22802066802979, 151.4510764122009, 162.61906952857973, 165.8947183799744]
42.471421
[0.011782236099243164, 0.02755627632141113, 0.03285207748413086, 0.0341949462890625, 0.0664362907409668, 0.08805060386657713, 0.15462321281433059]
321.898972
256.150877
[256.0, 256.0, 256.0, 257.0, 258.0]
204.42807
[20.84, 49.0, 197.0, 372.2000000000001, 628.5200000000025]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.317751
114
0
114
1,727,048,988.325312
1,727,049,345.088251
356.762939
0.31954
7.09343
[0.673200821876526, 1.4258784174919128, 2.946697354316712, 6.272930145263672, 11.799928641319276, 13.323469209671018, 22.865651764869718]
155.322389
[0.1336543607711792, 0.13878666162490844, 0.14086432456970216, 0.1570366621017456, 0.16766393184661865, 0.1685409665107727, 0.17222318887710572]
32.694311
[0.00973261833190918, 0.028063762187957773, 0.031375336647033694, 0.03200125694274902, 0.03292567729949951, 0.03695073127746577, 0.0661885666847229]
67.809734
256.105263
[256.0, 256.0, 256.0, 257.0, 258.0]
212.210526
[17.17, 40.6, 191.0, 403.44999999999993, 686.9900000000008]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.474861
170
0
170
1,727,049,345.174026
1,727,049,704.926462
359.752436
0.472547
6.891015
[0.8474566173553467, 1.6069649934768677, 2.3112706184387215, 6.713363289833069, 10.307896852493286, 12.13950198888778, 26.178645017147065]
152.633287
[0.13272704124450685, 0.13911377191543578, 0.14076297283172606, 0.1526033878326416, 0.16589980125427245, 0.16854842901229858, 0.1738209939002991]
33.324934
[0.009917607307434082, 0.027474188804626466, 0.03151335716247559, 0.032091379165649414, 0.033687591552734375, 0.040513348579406736, 0.09776271343231203]
95.557379
256.123529
[256.0, 256.0, 256.0, 257.0, 258.0]
202.217647
[22.07, 46.45, 196.5, 352.19999999999993, 766.0600000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.631971
223
0
223
1,727,049,708.343194
1,727,050,063.496297
355.153103
0.627898
7.232682
[0.8091360521316528, 2.112206602096558, 3.701041316986084, 6.78858757019043, 10.70447735786438, 12.386907815933226, 19.394605436325072]
153.806469
[0.13170230865478516, 0.13870792388916015, 0.13967490196228027, 0.15335416793823242, 0.16896505355834962, 0.1729872703552246, 0.17692502021789552]
34.291378
[0.009445955753326416, 0.027740073204040528, 0.031789088249206544, 0.0326077938079834, 0.03394763469696045, 0.04303522109985351, 0.10693751335144046]
129.648311
256.121076
[256.0, 256.0, 256.0, 257.0, 258.0]
206.479821
[20.44, 58.0, 193.0, 351.0, 558.72]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.789081
279
0
279
1,727,050,067.718108
1,727,050,424.471367
356.75326
0.782053
7.003154
[0.8908543920516968, 1.859930944442749, 3.195326089859009, 6.876912355422974, 10.532478380203248, 12.023457479476926, 17.614753847122117]
154.537563
[0.1303814172744751, 0.138277268409729, 0.1402440071105957, 0.15318679809570312, 0.1682651996612549, 0.17214231491088866, 0.18006392002105706]
34.971414
[0.00578932762145996, 0.024718523025512695, 0.031859731674194335, 0.032769203186035156, 0.03549351692199707, 0.0592623710632324, 0.11027246475219726]
153.170289
256.143369
[256.0, 256.0, 256.0, 257.0, 258.0]
195.856631
[23.560000000000002, 50.8, 191.0, 337.09999999999997, 494.5399999999983]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.946192
331
0
331
1,727,050,425.18829
1,727,050,783.365256
358.176967
0.924124
7.648062
[0.907042121887207, 1.6254382133483887, 3.5297417640686035, 7.296050548553467, 11.847802639007568, 12.657831907272339, 18.680066752433774]
153.495185
[0.13050458431243897, 0.1387805938720703, 0.14005708694458008, 0.15329980850219727, 0.16663384437561035, 0.16811811923980713, 0.17520847320556637]
35.943137
[0.004965646266937256, 0.0259773850440979, 0.03217363357543945, 0.03301715850830078, 0.037473988533020024, 0.06562483310699463, 0.11063889980316172]
192.734336
256.202417
[256.0, 256.0, 256.0, 257.0, 258.0]
208.558912
[24.0, 43.5, 198.0, 344.0, 513.7]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
1.103302
387
0
387
1,727,050,787.914342
1,727,051,144.589454
356.675113
1.085021
7.317114
[0.779417667388916, 1.810409665107727, 3.4190982818603515, 6.904052495956421, 10.788109588623048, 12.592060375213622, 22.02741815090178]
153.961363
[0.13463204860687256, 0.13925526142120362, 0.14031476974487306, 0.15348339080810547, 0.16707863807678222, 0.17055675983428956, 0.17718961715698242]
36.585404
[0.005033662319183349, 0.023211073875427247, 0.031961679458618164, 0.033191680908203125, 0.041992545127868666, 0.06701868772506714, 0.11241552352905275]
212.487492
256.142119
[256.0, 256.0, 256.0, 257.0, 258.0]
195.837209
[20.0, 49.0, 185.0, 339.8999999999999, 592.6399999999996]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
1.260412
446
0
446
1,727,051,147.592677
1,727,051,504.988982
357.396306
1.247914
7.671597
[1.0106131434440613, 1.8597110509872437, 2.7199761867523193, 7.457195997238159, 11.569899201393127, 13.205051183700562, 21.696952295303355]
169.031079
[0.13378084897994996, 0.13860315084457397, 0.14024078845977783, 0.15291881561279297, 0.1679776906967163, 0.17074233293533325, 0.5233220458030704]
37.708005
[0.005784101486206054, 0.022930479049682616, 0.03211402893066406, 0.03366708755493164, 0.04733939170837404, 0.06812095642089844, 0.11073369026184095]
248.326573
256.152466
[256.0, 256.0, 256.0, 257.0, 258.0]
198.993274
[24.0, 46.0, 194.0, 343.0, 566.6500000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
1.417522
497
0
497
1,727,051,507.338325
1,727,051,865.115999
357.777674
1.389131
9.156949
[1.0366154193878174, 2.821613073348999, 4.486790132522583, 8.55190110206604, 13.781731367111208, 16.03963289260864, 23.152567024231086]
795.971089
[0.13701852798461914, 0.140236759185791, 0.14208316802978516, 0.16228866577148438, 2.594801282882691, 4.450923585891723, 7.074554510116581]
39.819769
[0.006127314567565918, 0.020988607406616212, 0.031525182723999026, 0.03401756286621094, 0.06518206596374511, 0.09261889457702623, 0.1252031183242798]
291.734246
256.144869
[256.0, 256.0, 256.0, 257.0, 258.0]
210.012072
[23.96, 50.8, 203.0, 347.99999999999994, 579.8800000000025]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
1.574632
552
0
552
1,727,051,866.488466
1,727,052,225.189768
358.701302
1.538885
9.869367
[1.7916830468177796, 3.4903960466384887, 4.771393942832947, 9.702101469039917, 15.041153168678285, 16.247038543224335, 22.284829003810884]
1,242.445357
[0.1381630492210388, 0.14177467823028564, 0.14682576656341553, 0.8119014501571655, 3.1051584720611576, 3.8084511280059803, 5.4085963940620445]
41.720784
[0.006889286041259766, 0.021509313583374025, 0.030853462219238282, 0.03415417671203613, 0.06722016334533691, 0.09388589859008789, 0.133059344291687]
318.301047
256.125
[256.0, 256.0, 256.0, 257.0, 258.0]
206.838768
[22.53, 50.650000000000006, 199.5, 349.7999999999997, 546.9000000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x1
LLM quantization - W8A8/Benchmarking
synchronous
null
80
0
80
1,727,014,907.440696
1,727,015,266.123054
358.682358
0.223039
4.482941
[0.9201200604438782, 1.0863620162010192, 2.0077167749404907, 4.3380396366119385, 7.005673408508302, 7.568203151226044, 10.502792203426342]
99.012879
[0.09131155252456664, 0.09283944368362426, 0.093760085105896, 0.0988161563873291, 0.10393316745758056, 0.10541514158248902, 0.11019740581512445]
20.965726
[0.010853862762451172, 0.020260751247406006, 0.020725727081298828, 0.021154403686523438, 0.021387815475463867, 0.021655619144439697, 0.03051583766937254]
46.631789
256.1375
[256.0, 256.0, 256.0, 257.0, 258.0]
209.075
[40.0, 47.8, 202.5, 352.34999999999997, 492.759999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
throughput
null
400
0
400
1,727,015,267.912122
1,727,015,321.883552
53.971431
7.411328
26.361861
[7.015903475284577, 11.552585554122926, 14.981624078750611, 27.529195189476013, 33.97692406177521, 35.55518971681594, 46.2886623263359]
8,095.383441
[1.145699622631073, 1.1920469999313354, 1.4940897464752196, 4.523841619491577, 20.728756737709045, 22.33091578483581, 23.23088186264038]
85.482255
[0.000125885009765625, 0.023604607582092284, 0.028968191146850585, 0.05816364288330078, 0.1677059412002564, 0.22938520908355714, 0.31265442609786986]
1,586.580143
256.12
[256.0, 256.0, 256.0, 257.0, 258.0]
214.075
[22.96, 46.95, 199.5, 367.5499999999995, 779.7199999999993]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
1.021737
362
0
362
1,727,015,321.885362
1,727,015,680.849314
358.963952
1.008458
5.138525
[0.6241412425041198, 1.2689228057861328, 2.1810813903808595, 4.716799378395081, 7.457866311073305, 9.175765609741209, 19.766434209346748]
106.173821
[0.08877688646316528, 0.09327576160430909, 0.09568753242492675, 0.1058356761932373, 0.11532366275787354, 0.11774502992630005, 0.12795793056488033]
23.105953
[0.004321813583374024, 0.017930984497070312, 0.02118659019470215, 0.021782398223876953, 0.023311138153076172, 0.032888054847717285, 0.07131989002227784]
219.612581
256.154696
[256.0, 256.0, 256.0, 257.0, 258.0]
217.770718
[24.22, 52.05, 198.5, 392.0499999999998, 833.1999999999989]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
1.820436
646
0
646
1,727,015,682.447738
1,727,016,041.491227
359.043489
1.799225
5.393243
[0.5267829895019531, 1.2564062476158142, 2.3253005743026733, 5.1489704847335815, 8.284650564193726, 9.625891923904419, 16.896998643875083]
107.365842
[0.09070088863372802, 0.09495782852172852, 0.09716796875, 0.10692167282104492, 0.11727011203765869, 0.11939889192581177, 0.13305325508117666]
25.286473
[0.003978309631347657, 0.013809442520141602, 0.021231365203857423, 0.022650480270385742, 0.034190702438354495, 0.046434307098388666, 0.0762366199493408]
376.230189
256.137771
[256.0, 256.0, 256.0, 257.0, 258.0]
209.106811
[20.0, 47.0, 198.0, 375.75, 655.0499999999995]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
2.619135
925
0
925
1,727,016,042.285752
1,727,016,401.161696
358.875944
2.577492
5.862439
[0.6331984901428223, 1.2552125930786133, 1.8899303913116456, 5.65740180015564, 9.078380298614503, 10.082479858398436, 16.276907176971434]
108.085945
[0.09031524658203124, 0.09628081321716309, 0.09801645278930664, 0.10745906829833984, 0.11909785270690919, 0.12169647216796875, 0.133371524810791]
27.750847
[0.0046463823318481446, 0.01246626377105713, 0.02033662796020508, 0.023500919342041016, 0.04657049179077148, 0.06440150737762448, 0.07638305187225342]
534.591418
256.174054
[256.0, 256.0, 256.0, 257.0, 258.0]
207.407568
[20.240000000000002, 43.2, 200.0, 360.7999999999997, 595.3199999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
3.417834
1,202
0
1,202
1,727,016,402.79794
1,727,016,761.814601
359.016661
3.348034
6.589514
[0.7403227090835571, 1.559796965122223, 2.876399350166321, 6.295682787895203, 10.075854444503795, 11.007185745239259, 20.07909360170365]
113.090682
[0.09132062911987304, 0.09814404249191284, 0.09925546646118164, 0.11200141906738281, 0.12529854774475097, 0.13167994022369386, 0.15301952838897706]
31.067848
[0.0005116796493530273, 0.010956168174743652, 0.01834726333618164, 0.024869918823242188, 0.0612198829650879, 0.0696831464767456, 0.07727234840393066]
698.065096
256.123128
[256.0, 256.0, 256.0, 257.0, 258.0]
208.5
[21.009999999999998, 48.0, 199.0, 346.0, 644.7400000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
4.216533
1,485
0
1,485
1,727,016,761.919915
1,727,017,121.732929
359.813014
4.127144
7.328598
[0.7240251731872559, 1.411879873275757, 2.1813262939453133, 6.8727216720581055, 11.30317029953003, 12.704984045028679, 24.736239814758335]
114.288257
[0.09215773582458496, 0.09801092147827148, 0.09963951110839844, 0.11254692077636719, 0.12686614990234377, 0.1338576793670654, 0.20261788368225234]
34.568347
[0.0005035400390625, 0.012160503864288331, 0.017052865028381346, 0.026289701461791992, 0.06642963886260987, 0.07186366319656372, 0.07984965801239005]
861.683674
256.156902
[256.0, 256.0, 256.0, 257.0, 258.0]
208.784512
[20.0, 40.0, 196.0, 359.0, 699.7600000000009]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
5.015232
1,764
0
1,764
1,727,017,123.732142
1,727,017,481.863874
358.131732
4.925562
8.644879
[0.8134911942481995, 1.8979701757431033, 3.799386310577393, 8.109256029129028, 13.003490805625917, 14.973796212673184, 32.39917904853812]
116.72753
[0.09336572885513306, 0.09982280731201172, 0.10091118812561035, 0.11331331729888916, 0.12772226333618164, 0.13877393007278443, 0.2587531661987301]
39.539675
[0.000263068675994873, 0.013837993144989014, 0.018208694458007813, 0.029070377349853516, 0.06800987720489503, 0.07127953767776489, 0.07855755090713493]
1,062.748608
256.157029
[256.0, 256.0, 256.0, 257.0, 258.0]
215.761905
[20.0, 47.0, 202.0, 374.8499999999999, 814.3999999999978]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
5.813931
2,045
0
2,045
1,727,017,484.545501
1,727,017,841.937713
357.392212
5.722005
9.470664
[1.0008609008789062, 2.085671329498291, 3.7672444343566895, 8.966256856918335, 14.200252056121826, 16.099889516830444, 31.793414802551208]
125.812726
[0.10015538215637207, 0.10362181663513184, 0.10636639595031738, 0.12025237083435059, 0.13933844566345216, 0.14776458740234374, 0.3055134296417236]
44.381425
[0.000125885009765625, 0.0128173828125, 0.01610112190246582, 0.04505586624145508, 0.06913590431213379, 0.07207608222961426, 0.08656616210937476]
1,205.303266
256.135941
[256.0, 256.0, 256.0, 257.0, 258.0]
210.643521
[20.44, 46.0, 200.0, 351.0, 719.0399999999995]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
6.61263
2,298
0
2,298
1,727,017,843.940169
1,727,018,201.912728
357.972559
6.419486
11.529798
[1.090001084804535, 2.3714951276779175, 4.525070595741273, 10.882482051849365, 17.884963154792786, 19.959003210067753, 40.55373081207287]
135.032473
[0.1004016137123108, 0.10671769380569458, 0.1089252233505249, 0.1255176067352295, 0.15043411254882813, 0.17682381868362443, 0.41186611175537113]
53.802525
[0.00011920928955078125, 0.014896953105926515, 0.017525434494018555, 0.06022167205810547, 0.07661318778991699, 0.08320044279098508, 0.13670875549316408]
1,360.121012
256.138816
[256.0, 256.0, 256.0, 257.0, 258.0]
211.873803
[20.0, 43.70000000000002, 201.0, 365.1500000000001, 735.0600000000004]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
asynchronous
7.411328
2,556
0
2,556
1,727,018,201.979407
1,727,018,561.915085
359.935678
7.101269
16.793254
[1.5117011666297913, 3.50054794549942, 6.626521348953247, 15.73440408706665, 26.16077196598053, 31.16610413789749, 58.963459777831936]
154.690056
[0.10538197755813598, 0.11270135641098022, 0.11591923236846924, 0.13586461544036865, 0.19289588928222656, 0.3089330196380615, 0.47322151660919176]
77.695485
[0.0001163482666015625, 0.020252478122711182, 0.03897452354431152, 0.07059252262115479, 0.12136113643646243, 0.13834036588668813, 0.30966200113296505]
1,521.766341
256.143192
[256.0, 256.0, 256.0, 257.0, 258.0]
214.294992
[21.0, 47.0, 201.5, 373.25, 703.3499999999995]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8002/v1
h100x2
LLM quantization - W8A8/Benchmarking
synchronous
null
109
0
109
1,726,969,547.241028
1,726,969,907.035116
359.794088
0.302951
3.300278
[0.36846190452575683, 0.41963682174682615, 0.8513123035430908, 2.9797770977020264, 5.084165620803833, 6.117362689971923, 11.661821241378792]
87.350121
[0.06786615371704102, 0.07278265953063966, 0.08336343765258789, 0.08750247955322266, 0.09224429130554199, 0.09443454742431641, 0.1036217212677002]
15.046442
[0.004449224472045899, 0.013599824905395509, 0.01468348503112793, 0.015211820602416992, 0.015418052673339844, 0.015964937210083, 0.02505020141601563]
64.687
256.110092
[256.0, 256.0, 256.0, 257.0, 257.0]
213.522936
[20.0, 23.8, 193.0, 398.4, 759.3200000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
throughput
null
545
0
545
1,726,969,907.262511
1,726,969,958.007401
50.74489
10.739998
26.156458
[4.94421875, 7.955932283401491, 12.800573301315307, 28.21479558944702, 36.36201252937317, 38.222715234756464, 45.759473905563326]
9,447.785347
[0.35626665115356443, 0.9619687080383301, 1.0515737533569336, 5.309283971786499, 22.40870990753174, 23.220764303207396, 23.905147495269762]
78.882679
[0.00012254714965820312, 0.0001979708671569825, 0.02416329383850098, 0.0549921989440918, 0.15754060745239257, 0.1823438286781311, 0.32848037242889405]
2,278.318074
256.150459
[256.0, 256.0, 256.0, 257.0, 258.0]
212.133945
[21.76, 43.400000000000006, 200.0, 364.39999999999986, 806.0399999999995]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
1.462623
521
0
521
1,726,969,960.065671
1,726,970,316.463252
356.397582
1.461851
3.759467
[0.3193561553955078, 0.8783254623413086, 1.5420258045196533, 3.5793070793151855, 5.689648151397705, 6.351312637329102, 13.950892305374092]
86.202412
[0.06678199768066406, 0.06884360313415527, 0.07004046440124512, 0.08595037460327148, 0.09933090209960938, 0.10247588157653809, 0.115091037750244]
16.971529
[0.002572641372680664, 0.010073959827423096, 0.015026354789733886, 0.015874147415161133, 0.018296647071838385, 0.028972816467285153, 0.05858404397964477]
316.452764
256.117083
[256.0, 256.0, 256.0, 257.0, 258.0]
216.474088
[16.4, 48.0, 206.0, 369.0, 797.5999999999979]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
2.622295
935
0
935
1,726,970,319.920626
1,726,970,677.988969
358.068343
2.611233
4.13132
[0.418056902885437, 0.9290776252746582, 1.5280821800231934, 3.888873338699341, 6.33667140007019, 7.062879252433776, 13.639344201087932]
84.356216
[0.0655501651763916, 0.0679858922958374, 0.06916155815124511, 0.0817420482635498, 0.09962220191955566, 0.10371224880218506, 0.1152210140228271]
18.763646
[0.0004105567932128906, 0.007516765594482422, 0.013883161544799806, 0.016701936721801758, 0.03023800849914552, 0.03602995872497558, 0.0594094181060791]
563.356141
256.15508
[256.0, 256.0, 256.0, 257.0, 258.0]
215.743316
[20.34, 47.0, 203.0, 371.0, 699.1399999999991]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
3.781967
1,341
0
1,341
1,726,970,678.294186
1,726,971,037.829389
359.535203
3.729816
4.626489
[0.48209080696105955, 1.0191237926483154, 1.7323787212371826, 4.348832845687866, 7.011165618896484, 8.08057427406311, 16.265574359893773]
82.90913
[0.06698436737060547, 0.0687556266784668, 0.06941461563110352, 0.08023190498352051, 0.09618973731994629, 0.1008446216583252, 0.14938955307006485]
21.264647
[0.0005013370513916016, 0.008008670806884766, 0.014673376083374025, 0.018003225326538086, 0.03592658042907715, 0.04467830657958985, 0.060218563079833975]
797.190365
256.116331
[256.0, 256.0, 256.0, 257.0, 258.0]
213.734526
[21.0, 47.0, 201.0, 371.0, 750.3999999999987]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
4.941638
1,749
0
1,749
1,726,971,039.657946
1,726,971,397.632618
357.974672
4.885821
5.842064
[0.5672176265716553, 1.2268066883087159, 2.079363775253296, 5.587802171707153, 8.846404314041138, 10.135431051254272, 22.082714557647705]
86.942012
[0.06983807563781738, 0.07201085090637208, 0.07317414283752441, 0.08347535133361816, 0.09931464195251466, 0.10711498260498045, 0.20222483634948715]
26.686321
[0.00027871131896972656, 0.009265768527984618, 0.014596128463745119, 0.02187204360961914, 0.04436709880828858, 0.04902113676071167, 0.06239396095275884]
1,053.982389
256.128645
[256.0, 256.0, 256.0, 257.0, 258.0]
215.722699
[20.0, 46.0, 205.0, 374.39999999999964, 780.04]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
6.10131
2,156
0
2,156
1,726,971,398.706034
1,726,971,757.973728
359.267694
6.001096
6.443524
[0.6544559717178344, 1.3824319243431091, 2.2694215774536133, 6.078616499900818, 9.865944623947144, 11.336580038070679, 21.561118996142998]
92.401198
[0.071102774143219, 0.07424277067184448, 0.07531452178955078, 0.08757340908050537, 0.10411727428436279, 0.11005496978759766, 0.27482693195343005]
30.222239
[0.00013446807861328125, 0.009780645370483398, 0.013885498046875, 0.02414846420288086, 0.04686379432678223, 0.049626827239990234, 0.06285439491271971]
1,261.772232
256.152597
[256.0, 256.0, 256.0, 257.0, 258.0]
210.256957
[20.55, 46.0, 199.0, 365.0, 691.0999999999894]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
7.260982
2,563
0
2,563
1,726,971,759.165109
1,726,972,118.007759
358.84265
7.142406
7.684642
[0.7575621700286865, 1.7318181991577148, 3.0313355922698975, 7.297518968582153, 11.575469493865967, 13.399815392494212, 27.019348688125625]
102.865981
[0.07533459186553955, 0.07741403579711914, 0.0803133487701416, 0.09463930130004883, 0.11467919349670411, 0.13168358802795413, 0.355856914520264]
35.512743
[0.0001220703125, 0.01129007339477539, 0.013648509979248047, 0.03542375564575195, 0.05368947982788086, 0.05861454010009763, 0.07312515258788999]
1,525.615754
256.155677
[256.0, 256.0, 256.0, 257.0, 258.0]
213.599688
[20.0, 47.0, 202.0, 366.8000000000002, 736.840000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
8.420654
2,945
0
2,945
1,726,972,118.193025
1,726,972,478.040813
359.847787
8.184016
9.687674
[0.9286973476409912, 2.064893960952759, 3.583024406433106, 9.172072410583496, 14.98473401069641, 16.982131576538084, 32.683500070571895]
115.571618
[0.07943860054016114, 0.08288636207580566, 0.08433051109313965, 0.10005855560302734, 0.12817029953002926, 0.21715388298034613, 0.4895039367675776]
45.121214
[0.0001201629638671875, 0.014527380466461182, 0.017789602279663086, 0.045809268951416016, 0.06635689735412598, 0.07120382785797119, 0.11385577917098996]
1,737.153937
256.139219
[256.0, 256.0, 256.0, 257.0, 258.0]
212.2618
[20.0, 45.0, 202.0, 367.7999999999997, 717.4799999999996]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
9.580326
3,339
0
3,339
1,726,972,478.085493
1,726,972,837.736748
359.651255
9.283994
11.681784
[1.1019477796554566, 2.463626265525818, 4.336719703674317, 11.010626077651978, 17.887580919265748, 20.18964102268219, 41.576285152435204]
135.095643
[0.07942078113555909, 0.08503525257110596, 0.0868149757385254, 0.10233879089355469, 0.1960987091064454, 0.3987609863281247, 0.6109575653076171]
54.485761
[0.00011777877807617188, 0.00013208389282226562, 0.02458930015563965, 0.051203370094299316, 0.07440376281738281, 0.0840080499649048, 0.24490284442901616]
1,969.204864
256.153639
[256.0, 256.0, 256.0, 257.0, 258.0]
212.107517
[20.0, 44.0, 199.0, 360.0, 758.4799999999996]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
asynchronous
10.739998
3,634
0
3,634
1,726,972,839.435109
1,726,973,198.039922
358.604813
10.133718
16.397822
[1.442911024093628, 3.4356900095939635, 5.36053352355957, 15.724024772644043, 25.996151661872865, 29.624814093112946, 53.184031219482435]
206.419079
[0.07874474763870239, 0.0882981538772583, 0.09524242877960205, 0.14251434803009033, 0.4475835561752328, 0.6232798218727111, 0.9815766429901125]
79.050568
[0.00011730194091796875, 0.0001251697540283203, 0.014123940467834457, 0.06220579147338867, 0.13660986423492433, 0.16012576818466187, 0.47216510295867775]
2,077.529281
256.142267
[256.0, 256.0, 256.0, 257.0, 258.0]
205.011558
[20.0, 44.0, 197.5, 354.0, 661.3500000000004]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8001/v1
h100x4
LLM quantization - W8A8/Benchmarking
synchronous
null
158
0
158
1,726,966,640.63446
1,726,967,000.43725
359.80279
0.439129
2.276561
[0.13876842498779296, 0.22881952524185184, 0.8791356801986695, 2.1363617181777954, 3.710570740699769, 5.143054842948919, 6.423156449794769]
32.613089
[0.02616138696670532, 0.02787494659423828, 0.028404712677001953, 0.03208017349243164, 0.03717682361602783, 0.03869805335998535, 0.04700935602188111]
6.168203
[0.0006725335121154785, 0.0051661610603332565, 0.0060422420501708984, 0.00618290901184082, 0.006292819976806641, 0.006343281269073485, 0.015978481769561712]
159.770857
256.177215
[256.0, 256.0, 256.0, 257.0, 258.0]
363.835443
[18.57, 33.50000000000001, 339.0, 830.6000000000008, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
throughput
null
790
0
790
1,726,967,000.649365
1,726,967,064.235369
63.586004
12.424118
19.782369
[1.8034555983543397, 6.558239209651947, 8.47006914615631, 18.93979251384735, 32.45173184871673, 38.12405785322189, 46.4242796278]
3,760.58588
[0.09957350492477417, 0.22917827367782592, 0.3856164216995239, 2.6718682050704956, 7.523605680465699, 8.037649905681608, 8.946825160980225]
42.142601
[0.00011396408081054688, 0.0001163482666015625, 0.00011801719665527344, 0.0001327991485595703, 0.14478468894958496, 0.18509578704833984, 0.28593478202819833]
4,726.999391
256.127848
[256.0, 256.0, 256.0, 257.0, 258.0]
380.46962
[19.89, 66.45, 338.0, 1006.3999999999996, 1025.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
1.770795
633
0
633
1,726,967,064.23703
1,726,967,422.947269
358.71024
1.764656
2.745482
[0.17599207878112794, 0.5532094001770019, 1.0394177913665772, 2.3910906314849854, 5.001286935806275, 6.947970914840692, 7.833500204086301]
39.402231
[0.03205718994140625, 0.033117055892944336, 0.033908748626708986, 0.037926673889160156, 0.0455915927886963, 0.04841632843017578, 0.06367167472839354]
7.233122
[0.0001480579376220703, 0.0031262755393981936, 0.0064678192138671875, 0.007127046585083008, 0.007781028747558594, 0.009008479118347165, 0.019033153057098386]
660.285026
256.115324
[256.0, 256.0, 256.0, 257.0, 258.0]
374.172196
[21.0, 75.0, 329.0, 950.1999999999999, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
3.10246
1,110
0
1,110
1,726,967,424.568299
1,726,967,784.209461
359.641163
3.08641
2.957418
[0.17665682077407838, 0.5740201354026795, 1.1015239477157592, 2.607745885848999, 5.404762935638429, 7.2004143238067595, 8.335286622047425]
40.408377
[0.031894724369049075, 0.033171117305755615, 0.03433914184570312, 0.03882122039794922, 0.04641954898834229, 0.04998973608016967, 0.06364591121673592]
7.882023
[0.00013971328735351562, 0.0036369800567626967, 0.006671905517578125, 0.007697343826293945, 0.00854039192199707, 0.01137628555297851, 0.01998352050781249]
1,142.524946
256.120721
[256.0, 256.0, 256.0, 257.0, 258.0]
370.179279
[19.09, 70.45, 328.5, 899.8999999999992, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
4.434126
1,580
0
1,580
1,726,967,785.152934
1,726,968,144.119356
358.966422
4.401526
3.237294
[0.16582128763198853, 0.5754557251930237, 1.18714280128479, 2.8695038557052612, 5.974124932289124, 7.630514705181121, 9.233607313632968]
41.461737
[0.03216829299926758, 0.03357410430908203, 0.03453736305236817, 0.03907358646392822, 0.045972037315368655, 0.05223958492279053, 0.07959182262420673]
8.446991
[0.0001289844512939453, 0.0032076954841613776, 0.006068968772888185, 0.008173704147338867, 0.009714841842651367, 0.017178046703338612, 0.02261504650115964]
1,665.788116
256.137342
[256.0, 256.0, 256.0, 257.0, 258.0]
378.456962
[17.0, 67.9, 340.0, 899.2499999999998, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
5.765791
2,052
0
2,052
1,726,968,144.777405
1,726,968,504.030704
359.253299
5.711847
3.658469
[0.2124118375778198, 0.6900992631912233, 1.3835055828094482, 3.1890194416046143, 6.645371580123902, 8.795731091499317, 10.34931993484497]
45.679699
[0.035592470169067386, 0.03744974136352539, 0.03822548389434814, 0.04174458980560303, 0.051759099960327154, 0.0608151078224182, 0.15308293819427496]
9.702077
[0.00012636184692382812, 0.00370633602142334, 0.005555868148803711, 0.00922703742980957, 0.01211237907409668, 0.019400358200073242, 0.02497050762176517]
2,128.089019
256.157407
[256.0, 256.0, 256.0, 257.0, 258.0]
372.574561
[20.0, 69.0, 326.5, 902.3499999999995, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
7.097456
2,526
0
2,526
1,726,968,504.551129
1,726,968,864.18755
359.636421
7.02376
4.167652
[0.24203085899353027, 0.8299775719642639, 1.4662513732910156, 3.647048592567444, 7.537758946418762, 10.44396048784256, 11.554297387599945]
52.325668
[0.03836435079574585, 0.03939908742904663, 0.0401228666305542, 0.046695828437805176, 0.06293892860412598, 0.07734566926956177, 0.20971137285232544]
10.8224
[0.00012003183364868181, 0.0039670467376708984, 0.006518363952636719, 0.010095357894897461, 0.017567157745361328, 0.020254850387573242, 0.027185463905334495]
2,672.343354
256.151227
[256.0, 256.0, 256.0, 257.0, 258.0]
380.471892
[20.0, 73.25, 334.0, 952.0, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
8.429122
2,994
0
2,994
1,726,968,864.631604
1,726,969,224.213339
359.581736
8.326341
4.740947
[0.25768778085708616, 0.8684469103813172, 1.7006811857223512, 4.1667033433914185, 8.662537860870366, 11.236674153804776, 13.650966951847076]
67.980571
[0.04064477205276489, 0.04294513463973999, 0.04477691650390625, 0.05629563331604004, 0.09148416519165045, 0.121192717552185, 0.2967018055915839]
12.208919
[0.00011706352233886719, 0.0001380443572998047, 0.007338523864746094, 0.01132965087890625, 0.01924300193786621, 0.02213120460510254, 0.03187053680419916]
3,189.127494
256.149299
[256.0, 256.0, 256.0, 257.0, 258.0]
383.0167
[19.0, 67.0, 341.0, 980.0499999999997, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
9.760787
3,444
0
3,444
1,726,969,224.395145
1,726,969,584.287807
359.892662
9.56952
5.959405
[0.35743438243865966, 1.1489713788032532, 2.1400233268737794, 5.225718379020691, 10.846701455116277, 14.492132616043087, 17.82083504676819]
108.18632
[0.044402682781219484, 0.04923765659332276, 0.05431456565856933, 0.08008182048797607, 0.17981116771698014, 0.25752261877059934, 0.5019841217994704]
15.479675
[0.00011539459228515625, 0.00012636184692382812, 0.00524139404296875, 0.01401209831237793, 0.022382259368896484, 0.028987407684326172, 0.041007041931152344]
3,620.371122
256.142567
[256.0, 256.0, 256.0, 257.0, 258.0]
378.323171
[20.0, 67.15, 334.5, 946.8499999999999, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
11.092452
3,888
0
3,888
1,726,969,584.498364
1,726,969,944.198901
359.700537
10.808991
7.470765
[0.5705333280563354, 1.5379582405090333, 2.7638772964477543, 6.59870445728302, 13.419303131103517, 18.52361638545989, 20.915666365623476]
247.953072
[0.06009797334671021, 0.08796273469924928, 0.11135175228118897, 0.2213752269744873, 0.37944180965423585, 0.5628110170364374, 0.9282457375526441]
18.928769
[0.00011396408081054688, 0.00011992454528808594, 0.00012493133544921875, 0.01838207244873047, 0.032602787017822266, 0.039140331745147694, 0.08535027027130127]
4,127.711383
256.134002
[256.0, 256.0, 256.0, 257.0, 258.0]
381.877572
[19.869999999999997, 68.0, 335.0, 1015.2999999999993, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
asynchronous
12.424118
4,282
0
4,282
1,726,969,944.364973
1,726,970,304.374806
360.009833
11.89412
11.351786
[1.0271462535858153, 2.339435684680939, 3.898970437049866, 9.908025860786438, 20.246801733970642, 25.59769287109375, 34.59030666828148]
661.307734
[0.056370651721954344, 0.17187892198562624, 0.3001384258270264, 0.5697363615036011, 1.1806881904602051, 1.4364869475364683, 2.0424202895164423]
27.789458
[0.00011324882507324219, 0.00011610984802246094, 0.000118255615234375, 0.0001361370086669922, 0.07443499565124512, 0.10286082029342641, 0.22511504888534561]
4,579.891577
256.142457
[256.0, 256.0, 256.0, 257.0, 258.0]
385.055114
[20.0, 68.05000000000001, 340.0, 972.0, 1025.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8
http://localhost:8000/v1
h100x1
LLM quantization - W8A8/Benchmarking
synchronous
null
25
0
25
1,726,859,465.340197
1,726,859,816.296339
350.956142
0.071234
14.037377
[6.51780143737793, 7.294227170944215, 8.997194242477416, 13.252017259597778, 18.491804933547975, 24.11325774192808, 30.59887341499327]
259.964218
[0.24759033203125, 0.24966764450073242, 0.25395889282226564, 0.25893425941467285, 0.2672094821929932, 0.26746582984924316, 0.267675142288208]
63.936684
[0.059880433082580564, 0.0627293586730957, 0.06307182312011719, 0.0641167163848877, 0.06544332504272461, 0.06587046384811401, 0.06821172475814821]
15.349496
256.28
[256.0, 256.0, 256.0, 257.8, 258.0]
215.48
[97.92, 110.4, 205.0, 371.5999999999997, 476.3599999999998]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
throughput
null
125
0
125
1,726,859,825.824345
1,726,859,885.068917
59.244573
2.109898
39.813677
[16.632415056228638, 24.792514276504516, 28.05570797920227, 41.02268123626709, 50.73884301185608, 51.72710967063904, 53.7839929676056]
10,210.283659
[1.048264274597168, 7.479130697250366, 7.529118061065674, 8.048691511154175, 13.80110592842102, 13.923467969894409, 14.017595176696778]
142.430417
[0.06022980690002441, 0.07289595603942871, 0.08211536407470704, 0.11160755157470703, 0.17545595169067382, 0.20847020149230958, 0.5579842281341553]
439.500174
256.096
[256.0, 256.0, 256.0, 257.0, 257.76]
208.304
[20.96, 92.6, 207.0, 335.79999999999995, 356.56000000000006]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
0.297752
102
0
102
1,726,859,885.072774
1,726,860,240.443277
355.370503
0.287024
16.663842
[1.6518575286865234, 5.354037487506867, 7.989887142181397, 14.865046858787537, 24.43792569637299, 30.163642299175248, 51.39546549797058]
302.1294
[0.26434136152267457, 0.2696853160858154, 0.2730520725250244, 0.30310189723968506, 0.32912704944610593, 0.334219753742218, 0.339555549621582]
70.489976
[0.011122684478759765, 0.06343464851379395, 0.06468334197998046, 0.06731390953063965, 0.07122206687927246, 0.07615799903869629, 0.20690086364746102]
66.631867
256.137255
[256.0, 256.0, 256.0, 257.0, 257.0]
232.147059
[21.12, 73.30000000000001, 208.5, 416.4999999999999, 720.97]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
0.52427
183
0
183
1,726,860,245.078775
1,726,860,604.896624
359.81785
0.508591
14.967311
[1.001282377243042, 2.1180859804153442, 5.484712553024291, 14.553480386734009, 23.063482952117923, 26.13702876567841, 37.20043197631836]
301.795251
[0.2648274278640747, 0.27088496685028074, 0.27366018295288086, 0.29879164695739746, 0.3272144317626953, 0.3328890800476074, 0.3409771490097046]
74.568132
[0.009103717803955079, 0.06077203750610352, 0.06448721885681152, 0.06828093528747559, 0.07669548988342285, 0.1400750637054443, 0.21939592361450183]
100.050623
256.163934
[256.0, 256.0, 256.0, 257.0, 258.0]
196.721311
[10.82, 26.1, 192.0, 346.9000000000001, 485.44000000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
0.750789
257
0
257
1,726,860,607.753227
1,726,860,963.585133
355.831907
0.722251
17.529423
[2.0237270641326903, 3.8295692920684816, 6.598617315292358, 16.91966938972473, 27.02291750907898, 29.384534978866565, 49.13607815742492]
300.769686
[0.26089141845703123, 0.2705685138702393, 0.27389326095581057, 0.2965693473815918, 0.3304422855377197, 0.33458709716796875, 0.3424302291870117]
80.843438
[0.010850000381469726, 0.04958951473236084, 0.06458568572998047, 0.07126080989837646, 0.13910293579101562, 0.18382751941680908, 0.2240295886993408]
153.929423
256.210117
[256.0, 256.0, 256.0, 258.0, 258.0]
213.124514
[22.68, 45.6, 205.0, 357.99999999999983, 597.8799999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
0.977307
335
0
335
1,726,860,965.116089
1,726,861,324.483258
359.367169
0.932194
17.88753
[1.5628643560409545, 3.6138909339904783, 5.679370117187499, 16.831790924072266, 28.171325016021733, 30.362588071823122, 52.36473140239716]
306.885516
[0.2659759998321533, 0.27195043563842775, 0.27716712951660155, 0.3003244400024414, 0.3368517875671387, 0.3430354356765747, 0.35633876323699953]
87.342799
[0.010498394966125488, 0.03821976184844971, 0.06365799903869629, 0.07377362251281738, 0.150881290435791, 0.1999383091926574, 0.22561034679412825]
187.649306
256.176119
[256.0, 256.0, 256.0, 257.0, 258.0]
201.298507
[15.379999999999999, 38.4, 190.0, 347.90000000000003, 585.3000000000002]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
1.203825
410
0
410
1,726,861,336.7719
1,726,861,685.069882
348.297982
1.177153
21.055762
[2.0828178310394287, 4.754267692565918, 8.964011740684509, 19.14539873600006, 32.02216010093689, 36.33740272521971, 95.97866665124782]
310.245372
[0.2712255096435547, 0.2774046421051025, 0.281965970993042, 0.30418896675109863, 0.34082508087158203, 0.348360800743103, 0.3582618355751037]
96.900834
[0.01158432960510254, 0.03596758842468262, 0.05753612518310547, 0.07876443862915039, 0.1849837303161621, 0.20819973945617676, 0.2326115131378173]
252.057159
256.160976
[256.0, 256.0, 256.0, 257.0, 258.0]
214.12439
[21.18, 46.900000000000006, 196.0, 363.0999999999999, 972.4899999999892]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
1.430343
482
0
482
1,726,861,690.065287
1,726,862,045.128109
355.062822
1.357506
26.013862
[2.4451648855209354, 5.63495101928711, 11.388404870033265, 23.741764187812805, 39.41476285457611, 43.15233011245727, 89.5413057756424]
325.618263
[0.2775140380859375, 0.28833373785018923, 0.29295365810394286, 0.31810617446899414, 0.36768786907196044, 0.3756092071533203, 0.39197166204452516]
119.245587
[0.013803668022155763, 0.03585808277130127, 0.05426359176635742, 0.09501218795776367, 0.20611672401428227, 0.22336652278900146, 0.24725994110107422]
292.536964
256.103734
[256.0, 256.0, 256.0, 257.0, 258.0]
215.495851
[20.0, 45.0, 198.0, 352.69999999999993, 729.14]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
1.656861
559
0
559
1,726,862,047.597479
1,726,862,405.172738
357.575259
1.563307
26.113623
[2.5488345575332643, 5.3209048986434935, 7.4662979602813735, 24.78512406349182, 40.57447743415832, 45.16564953327179, 87.12051123619031]
330.096202
[0.2802280950546265, 0.2874992847442627, 0.2938554286956787, 0.32176828384399414, 0.3736904144287109, 0.38222053050994875, 0.40614626884460436]
129.83182
[0.0013856267929077148, 0.03258066177368164, 0.05025157928466797, 0.10429835319519043, 0.21416492462158204, 0.23046364784240722, 0.2556700038909912]
310.541619
256.139535
[256.0, 256.0, 256.0, 257.0, 258.0]
198.644007
[19.58, 41.0, 192.0, 338.1, 651.4599999999954]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
1.88338
615
0
615
1,726,862,406.297301
1,726,862,765.164479
358.867178
1.713726
29.934154
[1.95541392326355, 3.6883066654205323, 7.17217984199524, 29.240890741348267, 46.2509512424469, 52.72918560504911, 97.37682288169869]
337.631884
[0.28207329750061033, 0.2901357650756836, 0.295456600189209, 0.32700443267822266, 0.38510589599609374, 0.3912718057632446, 0.4702652692794806]
145.137432
[0.0004992485046386719, 0.0331684947013855, 0.050266265869140625, 0.1747375726699829, 0.223852276802063, 0.2378515601158142, 0.26266238689422605]
349.630748
256.131707
[256.0, 256.0, 256.0, 257.0, 258.0]
204.017886
[12.14, 24.0, 198.0, 357.89999999999986, 655.2000000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
asynchronous
2.109898
693
0
693
1,726,862,771.445081
1,726,863,125.11708
353.671999
1.959443
31.76938
[3.1283429431915284, 7.749974870681763, 11.953452873229981, 30.849424839019775, 50.22847681045534, 54.47068533897399, 92.40131624221821]
341.03728
[0.28142671585083007, 0.2895360946655273, 0.2959156036376953, 0.3303799629211426, 0.3894519805908203, 0.3995779037475586, 0.47651450157165587]
153.676675
[0.00035119056701660156, 0.033864307403564456, 0.04820284843444825, 0.1833362579345703, 0.22722911834716802, 0.23983201980590818, 0.2737308597564697]
400.964736
256.155844
[256.0, 256.0, 256.0, 257.0, 258.0]
204.632035
[20.0, 49.0, 199.0, 345.4, 593.3200000000012]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x2
LLM quantization - W8A8/Benchmarking
synchronous
null
31
0
31
1,726,855,312.860509
1,726,855,670.128207
357.267698
0.08677
11.524236
[0.8996999740600586, 1.8721814155578613, 7.002079725265503, 12.008242845535278, 17.056820392608643, 18.482860922813416, 20.69735674858093]
202.433071
[0.19760756492614745, 0.19869112968444824, 0.19926667213439941, 0.20229291915893555, 0.2055518627166748, 0.20665264129638672, 0.20736174583435057]
52.896194
[0.05099262952804565, 0.05256938934326172, 0.052724027633666994, 0.05315220355987549, 0.0535430908203125, 0.0537205696105957, 0.05447487831115723]
18.571508
256.129032
[256.0, 256.0, 256.0, 257.0, 258.0]
214.032258
[14.2, 32.5, 223.0, 345.0, 386.49999999999994]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
throughput
null
155
0
155
1,726,855,672.900139
1,726,855,823.883727
150.983587
1.026602
80.177137
[11.511811175346374, 16.96154546737671, 21.603933143615723, 81.17463159561157, 136.91241326332093, 143.98615152835845, 147.6570396089554]
65,273.931414
[0.882799072265625, 1.7470948934555055, 2.1443089485168456, 63.53333616256714, 122.89643959999083, 131.06920495033265, 135.20234114170074]
75.091951
[0.05208147048950195, 0.0558274507522583, 0.056177520751953126, 0.05797624588012695, 0.11469740867614751, 0.13805909156799315, 0.2697307825088501]
203.876465
256.109677
[256.0, 256.0, 256.0, 257.0, 258.0]
198.593548
[28.5, 50.0, 192.0, 359.9, 400.06000000000006]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.191195
67
0
67
1,726,855,823.887923
1,726,856,179.428516
355.540593
0.188445
11.616049
[2.667974004745483, 3.407077550888062, 6.164836645126343, 11.110892295837402, 16.8820942401886, 18.874116516113276, 33.52591238021863]
229.731983
[0.20119103908538818, 0.20765652656555175, 0.208992338180542, 0.23023033142089844, 0.25055932998657227, 0.25265777111053467, 0.2549295377731323]
54.693406
[0.020512034893035887, 0.05273294448852539, 0.0529820442199707, 0.0537952184677124, 0.05468974113464355, 0.05508034229278564, 0.10990922451019283]
39.227588
256.149254
[256.0, 256.0, 256.0, 257.0, 258.0]
208.164179
[46.32, 60.00000000000001, 197.0, 337.69999999999993, 600.9400000000022]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.295621
102
0
102
1,726,856,187.273715
1,726,856,535.015112
347.741397
0.293321
11.763224
[1.3507386445999146, 3.257764923572541, 4.934662175178528, 11.155208706855774, 17.974474430084232, 19.323410737514493, 31.590632767677267]
229.313098
[0.2032746195793152, 0.2063535451889038, 0.20773909091949463, 0.2286393642425537, 0.25187385082244873, 0.2551952600479126, 0.2585817575454712]
56.079323
[0.0157753849029541, 0.05319066047668457, 0.05353283882141113, 0.05431723594665527, 0.05539450645446777, 0.05605053901672363, 0.15063755035400392]
60.329314
256.176471
[256.0, 256.0, 256.0, 257.0, 258.0]
205.676471
[21.19, 56.55000000000001, 195.0, 337.74999999999994, 555.5699999999993]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.400047
139
0
139
1,726,856,543.8967
1,726,856,903.775754
359.879054
0.386241
11.747572
[1.3653608131408692, 2.6708436727523805, 5.259045124053955, 10.904534101486206, 17.268737030029296, 19.27765045166015, 36.755867009162934]
232.352037
[0.20283318519592286, 0.2061711072921753, 0.2082963466644287, 0.23013591766357422, 0.25520763397216795, 0.26038644313812254, 0.2640498685836792]
57.545914
[0.011655359268188477, 0.05333976745605469, 0.053794336318969724, 0.05501747131347656, 0.056191015243530276, 0.0583369731903076, 0.16426825523376465]
77.270404
256.115108
[256.0, 256.0, 256.0, 257.0, 257.62]
200.057554
[21.900000000000002, 44.9, 184.0, 330.3999999999999, 624.7200000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.504473
175
0
175
1,726,856,903.899972
1,726,857,260.114122
356.214151
0.491278
12.233803
[1.4277351236343383, 2.868051600456238, 4.972488355636597, 11.666930198669434, 18.500064277648924, 20.151109647750847, 36.28804999351494]
229.301947
[0.20170964241027833, 0.20380890369415283, 0.20598053932189941, 0.22837114334106445, 0.2501488208770752, 0.25589029788970946, 0.26175025939941404]
58.906716
[0.011752557754516602, 0.05355367660522461, 0.054177474975585935, 0.05542278289794922, 0.0568199634552002, 0.1106546401977539, 0.16876315116882365]
100.119549
256.16
[256.0, 256.0, 256.0, 257.0, 258.0]
203.794286
[22.18, 46.400000000000006, 195.0, 339.29999999999995, 605.3999999999987]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.608899
211
0
211
1,726,857,265.548734
1,726,857,623.331593
357.782859
0.589743
12.932511
[1.5758858680725099, 3.40025794506073, 5.829317331314087, 12.432430028915405, 19.704914569854736, 20.7841477394104, 40.29793682098392]
232.743675
[0.20395660400390625, 0.2095857858657837, 0.21306228637695312, 0.2313098907470703, 0.25362348556518555, 0.2564725875854492, 0.26061358451843264]
60.492632
[0.010238587856292725, 0.05351128578186035, 0.05477643013000488, 0.0559539794921875, 0.0578554630279541, 0.11301891803741454, 0.17418344736099245]
123.820912
256.127962
[256.0, 256.0, 256.0, 257.0, 258.0]
209.957346
[24.400000000000002, 55.0, 202.0, 339.5, 651.1000000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.713324
248
0
248
1,726,857,625.320728
1,726,857,978.91399
353.593261
0.701371
12.82027
[1.3172156715393066, 3.1374216318130492, 5.86434292793274, 12.224589705467224, 18.802457213401798, 22.198551464080808, 38.2696429681778]
256.651833
[0.20320635795593261, 0.20511376857757568, 0.2086397886276245, 0.23219025135040283, 0.2550945520401001, 0.26092158555984496, 1.262768156528473]
61.905883
[0.009061908721923828, 0.05345255136489868, 0.054810166358947754, 0.05621957778930664, 0.05898261070251465, 0.11451089382171631, 0.1773836612701416]
142.349998
256.193548
[256.0, 256.0, 256.0, 257.0, 258.0]
202.959677
[20.0, 48.0, 193.5, 348.1999999999998, 606.54]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.81775
283
0
283
1,726,857,987.584529
1,726,858,342.129412
354.544882
0.798206
12.486367
[1.7096683311462402, 3.0337956666946413, 6.033861112594605, 11.960979223251343, 19.300318622589113, 20.56305594444275, 25.347876653671275]
275.200521
[0.20193083763122557, 0.20650606155395507, 0.2092510223388672, 0.23092103004455566, 0.257808256149292, 0.2652947664260864, 1.9529749679565487]
63.271872
[0.008473167419433594, 0.04904811382293705, 0.054814910888671874, 0.05655336380004883, 0.08594412803649902, 0.13291921615600566, 0.1783410692214966]
154.051018
256.141343
[256.0, 256.0, 256.0, 257.0, 258.0]
192.996466
[24.64, 46.1, 186.0, 320.79999999999995, 384.3800000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
0.922176
322
0
322
1,726,858,349.34724
1,726,858,703.515771
354.168531
0.909172
13.310234
[1.586226282119751, 3.07572500705719, 6.097948431968689, 13.105780720710754, 19.52825520038605, 22.57707493305206, 32.134645628929164]
360.447966
[0.20524315357208253, 0.20852679014205933, 0.21327521800994872, 0.235906720161438, 0.38693606853485235, 1.393041539192199, 2.4417251276969947]
65.621209
[0.008231277465820312, 0.042577362060546874, 0.05538344383239746, 0.05711483955383301, 0.11378903388977052, 0.1414412260055541, 0.1827941989898682]
179.476702
256.136646
[256.0, 256.0, 256.0, 257.0, 258.0]
197.406832
[21.0, 45.0, 191.5, 336.0, 484.59000000000043]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
asynchronous
1.026602
354
0
354
1,726,858,706.856304
1,726,859,063.792286
356.935983
0.991774
17.022386
[2.3975249600410464, 5.5097887277603155, 8.060032320022584, 16.32494807243347, 24.92951121330261, 27.900754272937764, 47.984388191699736]
2,943.558844
[0.20646984815597536, 0.2155080795288086, 0.2229942798614502, 2.5260366201400757, 6.929649043083191, 7.553049647808073, 8.50517401695251]
71.042198
[0.009320449829101563, 0.04232468605041504, 0.05581741333007813, 0.05765366554260254, 0.11499366760253907, 0.13966941833496094, 0.23079891204833977]
196.609486
256.163842
[256.0, 256.0, 256.0, 257.0, 258.0]
198.240113
[18.060000000000002, 44.650000000000006, 190.5, 342.7999999999997, 564.6999999999967]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x1
LLM quantization - W8A8/Benchmarking
synchronous
null
87
0
87
1,726,828,321.013246
1,726,828,678.432246
357.418999
0.243412
4.107641
[0.4679488515853882, 1.1365666389465332, 1.4108810901641846, 4.065738201141357, 6.12643895149231, 6.65625, 10.231644978523256]
113.559312
[0.09277919292449952, 0.09772922992706298, 0.10494279861450195, 0.1156167984008789, 0.11952967643737793, 0.1206181526184082, 0.12350776195526124]
21.472811
[0.020129375457763672, 0.020818150043487547, 0.020963025093078614, 0.021555662155151367, 0.022209811210632324, 0.022436463832855226, 0.023207898139953612]
45.271796
256.08046
[256.0, 256.0, 256.0, 257.0, 257.14]
185.988506
[17.46, 48.3, 183.0, 306.1, 469.5200000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
throughput
null
435
0
435
1,726,828,681.679338
1,726,828,743.566031
61.886692
7.028975
36.503198
[10.433635907173157, 14.664336419105531, 19.681582784652715, 38.71312594413757, 48.312821006774904, 50.41988685131073, 58.13749631404876]
12,120.151689
[1.1486668682098389, 1.2104519844055175, 1.9736874103546143, 6.0737035274505615, 29.369647836685182, 31.57028636932373, 33.17426974773407]
112.851248
[0.00020647048950195312, 0.025508880615234375, 0.0404057502746582, 0.07749128341674805, 0.23729681968688965, 0.27949798107147217, 0.345800566673279]
1,521.34484
256.14023
[256.0, 256.0, 256.0, 257.0, 258.0]
216.43908
[30.08, 48.0, 210.0, 355.0, 709.4999999999992]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
0.997363
355
0
355
1,726,828,743.568322
1,726,829,103.529404
359.961081
0.986218
5.591705
[0.629122052192688, 1.4978899002075194, 2.7277575016021727, 5.180795907974243, 8.224832344055178, 9.340289211273193, 20.367196445465005]
111.640966
[0.09517176628112793, 0.09708044528961182, 0.09896225929260254, 0.11005616188049316, 0.12635841369628908, 0.13366575241088868, 0.14135460376739498]
24.311873
[0.007451200485229493, 0.021464014053344728, 0.021912097930908203, 0.022913694381713867, 0.024291515350341797, 0.02698059082031247, 0.07469035148620608]
222.279586
256.126761
[256.0, 256.0, 256.0, 257.0, 258.0]
225.385915
[24.0, 57.099999999999994, 207.0, 377.4000000000001, 819.1399999999967]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
1.751315
621
0
621
1,726,829,104.144998
1,726,829,463.26126
359.116261
1.729245
6.341876
[0.7051167011260986, 1.355234146118164, 2.305441379547119, 5.858171463012695, 9.497395038604736, 12.896713018417358, 23.31964287757865]
111.971507
[0.09471302032470703, 0.09732365608215332, 0.09937071800231934, 0.11050224304199219, 0.12809371948242188, 0.1333298683166504, 0.1433717727661132]
28.190374
[0.006765694618225098, 0.022175860404968262, 0.023283863067626955, 0.025412797927856445, 0.03175873756408692, 0.053666925430297836, 0.07826554298400881]
382.23833
256.151369
[256.0, 256.0, 256.0, 257.0, 258.0]
221.043478
[22.2, 44.0, 205.0, 468.0, 803.1999999999971]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
2.505266
885
0
885
1,726,829,464.937581
1,726,829,823.471731
358.53415
2.468384
7.302931
[0.7463282585144043, 1.5048515796661377, 2.745121335983277, 6.859112501144409, 10.971726083755494, 12.753543806076049, 29.29864913940425]
114.999838
[0.09625797271728516, 0.09926447868347169, 0.10078263282775879, 0.11453127861022949, 0.12992982864379882, 0.13638567924499512, 0.14936101913452146]
32.960332
[0.00715301513671875, 0.019606876373291015, 0.024572134017944336, 0.028482437133789062, 0.057763099670410156, 0.06719532012939454, 0.08104890823364241]
538.397807
256.109605
[256.0, 256.0, 256.0, 257.0, 258.0]
218.117514
[21.0, 43.2, 205.0, 385.9999999999998, 877.5599999999987]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
3.259218
1,151
0
1,151
1,726,829,823.607448
1,726,830,182.502006
358.894559
3.20707
8.124774
[0.7593158483505249, 1.5889211893081665, 2.9172184467315674, 7.774930000305176, 12.835064888000488, 14.344679713249207, 26.306110978126526]
118.905209
[0.09884846210479736, 0.10215580463409424, 0.10367441177368164, 0.11782598495483398, 0.13301634788513184, 0.13876521587371826, 0.15409767627716064]
38.574053
[0.008175528049468994, 0.0172526240348816, 0.02504856586456299, 0.03200650215148926, 0.06565134525299073, 0.07185611724853513, 0.08183605909347533]
665.83623
256.165943
[256.0, 256.0, 256.0, 257.0, 258.0]
207.615117
[17.5, 42.0, 198.0, 361.0, 647.5]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
4.013169
1,408
0
1,408
1,726,830,185.872985
1,726,830,543.514566
357.641582
3.936902
9.926349
[0.8434362006187439, 2.0418746352195747, 3.8247276782989506, 9.302412152290344, 15.178433799743653, 17.86947262287138, 35.48341381549836]
124.435838
[0.10257210731506347, 0.10508049726486206, 0.10707626342773438, 0.12095677852630615, 0.13978092670440673, 0.14709643125534055, 0.20634679079056023]
46.092138
[0.0005328655242919922, 0.01782492399215698, 0.025442743301391603, 0.036540985107421875, 0.07221500873565674, 0.07611260414123533, 0.08588745117187502]
837.520063
256.141335
[256.0, 256.0, 256.0, 257.0, 258.0]
212.735795
[18.07, 44.0, 200.0, 377.0, 751.2300000000007]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
4.76712
1,655
0
1,655
1,726,830,544.692859
1,726,830,903.10848
358.415621
4.617544
11.483136
[1.204687123298645, 2.3385641098022463, 3.9966034412384035, 10.700249910354614, 18.038460779190064, 20.627836775779716, 42.6593624782563]
131.72818
[0.10464365482330322, 0.10707223415374756, 0.10855689048767089, 0.12872600555419922, 0.14673728942871095, 0.1582625389099121, 0.28318268775939953]
52.416058
[0.00022339820861816406, 0.018302392959594727, 0.023090171813964843, 0.0469975471496582, 0.07676053047180176, 0.08003787994384766, 0.0894318675994873]
1,000.54791
256.145015
[256.0, 256.0, 256.0, 257.0, 258.0]
216.683988
[21.0, 45.0, 202.0, 391.99999999999955, 802.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
5.521072
1,900
0
1,900
1,726,830,903.873892
1,726,831,263.209396
359.335504
5.287538
14.361184
[1.3366645121574403, 2.9444430351257322, 4.963224816322327, 13.671919226646423, 22.265955257415776, 24.98786959648132, 48.37328480243681]
149.528006
[0.10980101585388184, 0.11661305427551269, 0.1188704252243042, 0.14189577102661133, 0.1729782342910767, 0.18894559144973755, 0.40992987394332875]
67.266068
[0.00020742416381835938, 0.023714303970336914, 0.02630305290222168, 0.06964325904846191, 0.09416031837463379, 0.10035157203674316, 0.12911443710327206]
1,117.788239
256.127368
[256.0, 256.0, 256.0, 257.0, 258.0]
211.400526
[20.0, 42.95, 202.0, 368.0, 683.4699999999996]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
6.275023
2,150
0
2,150
1,726,831,264.919247
1,726,831,623.656153
358.736906
5.99325
16.878945
[1.5309664916992187, 3.39892612695694, 5.828859519958496, 16.12097406387329, 25.82608530521393, 29.556519222259517, 59.81557048559168]
163.197494
[0.10914284706115723, 0.12138723134994507, 0.12425360679626465, 0.14248383045196533, 0.17538461685180667, 0.3271727919578552, 0.5698869776725717]
78.819468
[0.00020384788513183594, 0.029616713523864746, 0.05349099636077881, 0.07682371139526367, 0.09891128540039062, 0.10618633031845093, 0.29364871978759766]
1,271.895901
256.130233
[256.0, 256.0, 256.0, 257.0, 258.0]
212.221395
[20.0, 42.0, 202.0, 372.54999999999995, 743.1399999999967]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
asynchronous
7.028975
2,329
0
2,329
1,726,831,626.067437
1,726,831,983.684736
357.617299
6.512548
25.636516
[2.556510181427002, 5.7227434635162355, 8.256859874725341, 24.641371250152588, 41.05883688926697, 46.24757375717162, 77.90622666358921]
234.969283
[0.11478806495666503, 0.12908596992492677, 0.14044828414916993, 0.19701099395751953, 0.36785302162170413, 0.564697790145874, 0.961200942993158]
124.447554
[0.00020241737365722656, 0.00021958351135253906, 0.05938827991485596, 0.10603857040405273, 0.2188646316528321, 0.24514293670654297, 0.5040606808662416]
1,330.274015
256.162731
[256.0, 256.0, 256.0, 257.0, 258.0]
204.263203
[20.28, 45.0, 197.0, 347.0, 578.1599999999994]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x4
LLM quantization - W8A8/Benchmarking
synchronous
null
42
0
42
1,726,817,932.979256
1,726,818,291.109257
358.130001
0.117276
8.526553
[0.9698952984809877, 1.8830853700637817, 4.292945623397827, 8.166805267333984, 11.725280523300171, 12.912678456306455, 29.247296438217084]
178.9746
[0.17594191312789917, 0.17648181915283204, 0.17678563594818114, 0.1785200834274292, 0.18323726654052735, 0.184080970287323, 0.18493064403533935]
36.82454
[0.03573568820953369, 0.03650233745574951, 0.03655385971069336, 0.036736488342285156, 0.03762917518615723, 0.038254165649414064, 0.04031143188476559]
26.585318
256.166667
[256.0, 256.0, 256.0, 257.0, 257.59]
226.690476
[22.48, 47.1, 217.0, 346.19999999999993, 789.4799999999979]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
throughput
null
210
0
210
1,726,818,294.340359
1,726,818,373.311805
78.971446
2.659189
44.841539
[23.797905414104463, 26.141960847377778, 32.932402920722964, 46.188443303108215, 53.02002942562103, 54.70630314350128, 68.785621945858]
14,447.809974
[1.3210858654975892, 7.244367337226867, 7.282085943222046, 16.150243401527405, 21.053271555900572, 21.1234259724617, 21.193482525348664]
147.009584
[0.03673980236053467, 0.04494786262512207, 0.06308889389038086, 0.1215970516204834, 0.13084936141967773, 0.13589632511138916, 0.2697026014328003]
551.097923
256.185714
[256.0, 256.0, 256.0, 257.0, 258.0]
207.242857
[18.09, 38.25000000000001, 203.0, 336.7499999999999, 716.64]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
0.399711
141
0
141
1,726,818,375.81493
1,726,818,727.018257
351.203326
0.401477
8.851121
[1.7283018112182618, 2.0097475051879883, 4.03429651260376, 8.22856068611145, 12.986956357955933, 16.208149194717407, 29.204930114746052]
201.608203
[0.1789708614349365, 0.1812283992767334, 0.18323874473571777, 0.19913840293884277, 0.21472573280334473, 0.2162473201751709, 0.2907895565032953]
40.430638
[0.009174802303314208, 0.036846721172332765, 0.03739461898803711, 0.03833127021789551, 0.04108262062072754, 0.04220556020736694, 0.14444293737411498]
85.901806
256.134752
[256.0, 256.0, 256.0, 257.0, 258.0]
213.964539
[40.4, 48.0, 197.0, 384.0, 707.7999999999989]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
0.682145
239
0
239
1,726,818,733.315378
1,726,819,090.664524
357.349146
0.668814
9.907295
[1.028285493850708, 2.1428930282592775, 3.2271483898162843, 8.809041976928711, 15.76109123229981, 19.09529104232788, 43.925536050796545]
205.200338
[0.18126471042633058, 0.18426191806793213, 0.18782463073730468, 0.2051081657409668, 0.2210472583770752, 0.22610456943511964, 0.2315155267715454]
46.126442
[0.009356269836425781, 0.037715911865234375, 0.03888058662414551, 0.04087567329406738, 0.05087637901306152, 0.0807564735412597, 0.15838351249694818]
140.713922
256.146444
[256.0, 256.0, 256.0, 257.0, 258.0]
210.393305
[21.759999999999998, 45.9, 189.0, 414.69999999999993, 876.8600000000005]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
0.96458
334
0
334
1,726,819,094.356547
1,726,819,452.433018
358.076471
0.932762
11.812655
[1.3075008869171143, 2.383279597759247, 3.9791784524917624, 11.298588156700134, 17.404547572135925, 20.30443764925001, 40.81337841033948]
215.895106
[0.1882308006286621, 0.1930056095123291, 0.1955214262008667, 0.21726465225219727, 0.23495819568634033, 0.23875362873077394, 0.244270977973938]
56.127702
[0.00818692684173584, 0.037742757797241226, 0.04644007682800293, 0.04942440986633301, 0.09640760421752931, 0.13501880168914787, 0.17053602218627922]
192.743745
256.167665
[256.0, 256.0, 256.0, 257.0, 258.0]
206.637725
[20.0, 39.0, 198.0, 355.1499999999997, 718.7900000000022]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
1.247015
432
0
432
1,726,819,453.322662
1,726,819,813.316122
359.99346
1.200022
13.730333
[1.2979501223564147, 2.8136322021484377, 4.8478326320648195, 12.815667510032654, 20.52369108200073, 23.790461647510526, 62.65107987403869]
219.95542
[0.19200228691101073, 0.1960226774215698, 0.1992185115814209, 0.21867001056671143, 0.2410412073135376, 0.24426017999649047, 0.254447922706604]
61.7448
[0.00782918930053711, 0.0295107364654541, 0.04748344421386719, 0.05242562294006348, 0.10642766952514648, 0.14952754974365234, 0.17242074012756348]
262.596437
256.136574
[256.0, 256.0, 256.0, 257.0, 258.0]
218.826389
[20.0, 43.55, 206.5, 381.39999999999986, 1005.1199999999999]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
1.52945
531
0
531
1,726,819,813.985732
1,726,820,173.300169
359.314437
1.477814
14.164491
[1.6118810415267943, 2.8349504470825195, 5.858396053314209, 13.406771183013916, 21.58110737800598, 24.484347939491272, 42.289180088043445]
220.545912
[0.19033076763153076, 0.1956195831298828, 0.1991724967956543, 0.22001266479492188, 0.2424013614654541, 0.24744904041290283, 0.25724370479583747]
66.211215
[0.007428479194641113, 0.024359202384948736, 0.04573483467102051, 0.05308365821838379, 0.12799127101898156, 0.15747212171554564, 0.17371731519699096]
311.189834
256.163842
[256.0, 256.0, 256.0, 257.0, 258.0]
210.574388
[23.0, 41.0, 200.0, 361.0, 622.8000000000029]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
1.811885
619
0
619
1,726,820,173.340273
1,726,820,531.850403
358.51013
1.72659
15.332813
[1.549649305343628, 3.0576201677322388, 4.367567873001098, 14.619258403778076, 24.445536518096922, 28.534864521026613, 51.37528048038512]
225.407877
[0.19696759700775146, 0.19994745254516602, 0.20303044319152833, 0.22471070289611816, 0.24717340469360352, 0.2518164157867432, 0.26535388946533206]
73.003578
[0.008032956123352052, 0.02014636993408203, 0.03966126441955567, 0.05595278739929199, 0.14420142173767092, 0.16569118499755858, 0.17678308486938477]
357.331605
256.166397
[256.0, 256.0, 256.0, 257.0, 258.0]
206.957997
[20.0, 41.0, 196.0, 376.3000000000003, 698.3000000000033]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
2.094319
714
0
714
1,726,820,535.281866
1,726,820,892.919675
357.637809
1.996433
19.324802
[2.0843919372558593, 4.195915305614471, 6.513716983795166, 17.90209722518921, 29.536323928833013, 34.56182439327241, 71.73516281127931]
238.582735
[0.19917511224746703, 0.2087255597114563, 0.2128880500793457, 0.2377527952194214, 0.26717410087585447, 0.27134767770767215, 0.27809858560562134]
89.770284
[0.01079904556274414, 0.022046661376953124, 0.03309316635131836, 0.06741809844970703, 0.163361120223999, 0.17521452903747559, 0.18613760948181157]
424.516078
256.161064
[256.0, 256.0, 256.0, 257.0, 258.0]
212.637255
[22.13, 46.0, 198.0, 374.8000000000002, 772.9700000000001]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
2.376754
806
0
806
1,726,820,896.326396
1,726,821,252.138334
355.811938
2.265242
19.591141
[1.978204357624054, 3.840131640434265, 5.364267349243164, 19.033158659934998, 31.135302901268005, 33.694227397441864, 57.51640774011614]
241.142345
[0.20390788316726685, 0.21130359172821045, 0.21556568145751953, 0.23924469947814941, 0.26905572414398193, 0.2735159397125244, 0.2840887546539307]
97.462514
[0.012220170497894287, 0.023181986808776856, 0.030780220031738283, 0.07251691818237305, 0.1676182746887207, 0.17628791332244875, 0.18788899421691888]
449.900588
256.169975
[256.0, 256.0, 256.0, 257.0, 258.0]
198.610422
[20.0, 40.25, 195.0, 342.0, 605.6000000000013]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
asynchronous
2.659189
893
0
893
1,726,821,259.038618
1,726,821,612.675034
353.636415
2.525192
22.426856
[2.2760846710205076, 4.532768726348877, 6.806147193908692, 21.46125054359436, 36.118073797225954, 39.62800159454345, 80.5977492809296]
246.867636
[0.200560941696167, 0.2156919479370117, 0.21855711936950684, 0.2469475269317627, 0.27861900329589845, 0.2822627067565918, 0.294965877532959]
109.835807
[0.015131149291992187, 0.026573991775512694, 0.03055872917175293, 0.13852834701538086, 0.17357816696166994, 0.17884020805358886, 0.1909681129455567]
510.134115
256.139978
[256.0, 256.0, 256.0, 257.0, 258.0]
202.017917
[20.92, 41.0, 193.0, 357.19999999999993, 721.5600000000003]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a6000x4
LLM quantization - W8A8/Benchmarking
synchronous
null
49
0
49
1,726,806,801.202935
1,726,807,156.02135
354.818415
0.138099
7.240687
[0.6405169773101806, 1.1501434326171878, 1.7448027610778811, 7.068780422210693, 10.113820552825928, 10.380395984649658, 25.599652671813896]
135.240078
[0.12438749313354493, 0.12568883895874022, 0.12692079544067383, 0.13640117645263672, 0.14201154708862304, 0.14440813064575195, 0.14754371643066405]
32.736754
[0.031685829162597656, 0.032191336154937744, 0.03232455253601074, 0.03283345699310303, 0.03343403339385986, 0.03366506099700928, 0.03435621261596679]
29.973078
256.122449
[256.0, 256.0, 256.0, 257.0, 257.0]
217.040816
[16.72, 31.600000000000005, 212.0, 312.0, 773.4399999999979]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x2
LLM quantization - W8A8/Benchmarking
throughput
null
245
0
245
1,726,807,163.101064
1,726,807,225.294852
62.193788
3.9393
30.782599
[13.760295057296753, 16.929500579833984, 20.617143964767457, 31.441338539123535, 37.28759899139404, 40.71841158866879, 62.60481439590454]
7,330.523968
[0.720735092163086, 2.2781617641448975, 2.315889835357666, 7.5130109786987305, 10.75868911743164, 10.81248755455017, 10.869043207168579]
104.635754
[0.00024861812591552734, 0.036561357975006106, 0.037798833847045896, 0.09181880950927734, 0.1036348819732666, 0.10865144729614257, 0.2760325527191162]
884.895446
256.130612
[256.0, 256.0, 256.0, 257.0, 258.0]
224.632653
[25.0, 50.6, 203.0, 399.9999999999992, 1024.0]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x2
LLM quantization - W8A8/Benchmarking
asynchronous
0.560455
196
0
196
1,726,807,225.297689
1,726,807,578.59377
353.296081
0.554775
7.775629
[0.4578717350959778, 1.4665844440460205, 1.7585535049438477, 7.638908386230469, 12.179379105567932, 14.819797337055206, 21.4666287899018]
151.920968
[0.13032279014587403, 0.1326810121536255, 0.13688302040100098, 0.1517733335494995, 0.166717529296875, 0.1710835099220276, 0.18198157548904442]
35.747492
[0.010398530960083007, 0.032922887802124025, 0.03320193290710449, 0.03429102897644043, 0.03566632270812988, 0.03659796714782715, 0.10081758499145509]
118.294547
256.137755
[256.0, 256.0, 256.0, 257.0, 258.0]
213.229592
[9.95, 40.0, 210.0, 405.75, 587.2500000000018]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x2
LLM quantization - W8A8/Benchmarking
asynchronous
0.98281
346
0
346
1,726,807,586.321055
1,726,807,945.201204
358.880149
0.96411
7.644682
[0.9574084043502807, 1.7905399799346924, 2.929449677467346, 7.427215218544006, 11.742513060569763, 13.084298014640808, 18.225577640533466]
149.475162
[0.1290358066558838, 0.13179856538772583, 0.13410472869873047, 0.14995598793029785, 0.16364574432373047, 0.16639524698257446, 0.1793113112449646]
37.969637
[0.007522010803222657, 0.03307957649230957, 0.033864498138427734, 0.0350494384765625, 0.03737044334411621, 0.07058043479919432, 0.10810036659240728]
190.322591
256.153179
[256.0, 256.0, 256.0, 257.0, 258.0]
197.407514
[23.45, 45.25, 192.5, 341.0, 474.7000000000004]
false
prompt_tokens=256,generated_tokens=1024
emulated
360
neuralmagic/Meta-Llama-3.1-70B-Instruct-quantized.w8a8
http://localhost:8000/v1
a100x2
LLM quantization - W8A8/Benchmarking