Add BF16 NVFP4 DFlash DGX Spark benchmark
Browse files- MANIFEST.md +6 -0
- README.md +22 -7
- benchmark/baseline-elyza100-streaming.csv +101 -0
- benchmark/baseline-elyza100-streaming.json +1120 -0
- benchmark/bf16-elyza100-streaming.csv +101 -0
- benchmark/bf16-elyza100-streaming.json +1120 -0
- benchmark/dflash20k-b4-l1-elyza100-tps-histogram.png +0 -0
- benchmark/elyza100-baseline-vs-dflash-speedup.png +0 -0
- benchmark/elyza100-bf16-nvfp4-dflash-speedup-summary.json +43 -0
- benchmark/elyza100-bf16-nvfp4-dflash-speedup.png +3 -0
MANIFEST.md
CHANGED
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@@ -18,8 +18,14 @@ e7ffbde19080c85333332bd25f214de07274e172e01fa140aaee806d5c635efc model.safetens
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Primary benchmark artifacts copied from `results/`:
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```text
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dflash20k-b4-l1-v28k-elyza100-streaming.json
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dflash20k-b4-l1-v28k-elyza100-streaming.csv
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elyza100-baseline-vs-dflash-summary.json
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elyza100-baseline-vs-dflash-speedup.png
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dflash20k-b4-l1-elyza100-tps-histogram.png
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Primary benchmark artifacts copied from `results/`:
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```text
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bf16-elyza100-streaming.json
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bf16-elyza100-streaming.csv
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baseline-elyza100-streaming.json
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baseline-elyza100-streaming.csv
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dflash20k-b4-l1-v28k-elyza100-streaming.json
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dflash20k-b4-l1-v28k-elyza100-streaming.csv
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elyza100-bf16-nvfp4-dflash-speedup-summary.json
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elyza100-bf16-nvfp4-dflash-speedup.png
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elyza100-baseline-vs-dflash-summary.json
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elyza100-baseline-vs-dflash-speedup.png
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dflash20k-b4-l1-elyza100-tps-histogram.png
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README.md
CHANGED
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@@ -50,14 +50,23 @@ If you use an environment wrapper, set the same JSON as `SPECULATIVE_CONFIG`.
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The verifier model still needs the serving requirements documented on the NVFP4
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model page, including the LLM-jp remote code/plugin setup.
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## Benchmark
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Representative Japanese streaming decode benchmark on ELYZA-100 prompts
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| Setup | Mean decode tok/s | Notes |
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| --- | ---: | --- |
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| NVFP4
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Paired speedup summary:
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@@ -71,13 +80,19 @@ Paired speedup summary:
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The raw benchmark artifacts are included under [`benchmark/`](benchmark/):
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- `dflash20k-b4-l1-v28k-elyza100-streaming.json`
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- `dflash20k-b4-l1-v28k-elyza100-streaming.csv`
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- `elyza100-baseline-vs-dflash-summary.json`
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- `elyza100-baseline-vs-dflash-speedup.png`
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- `dflash20k-b4-l1-elyza100-tps-histogram.png`
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-
:
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- `bf16-elyza100-streaming.json`
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- `bf16-elyza100-streaming.csv`
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- `baseline-elyza100-streaming.json`
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- `baseline-elyza100-streaming.csv`
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- `dflash20k-b4-l1-v28k-elyza100-streaming.json`
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- `dflash20k-b4-l1-v28k-elyza100-streaming.csv`
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- `elyza100-bf16-nvfp4-dflash-speedup-summary.json`
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- `elyza100-bf16-nvfp4-dflash-speedup.png`
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- `elyza100-baseline-vs-dflash-summary.json`
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- `elyza100-baseline-vs-dflash-speedup.png`
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- `dflash20k-b4-l1-elyza100-tps-histogram.png`
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## Validation Metrics
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benchmark/baseline-elyza100-streaming.csv
ADDED
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| 1 |
+
prompt_tokens,completion_tokens,ttft_ms,decode_seconds,decode_tokens_per_second,e2e_seconds,e2e_tokens_per_second,index,prompt_characters
|
| 2 |
+
89,128,143.46256002318114,4.237766047997866,29.968619919450532,4.381228608021047,29.215549210479615,0,28
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| 81 |
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163,128,186.45403202390298,4.244761504000053,29.919231005162832,4.431215536023956,28.88597924416286,79,193
|
| 82 |
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154,128,152.16956799849868,4.277686815999914,29.68894298782685,4.429856383998413,28.894841932655726,80,151
|
| 83 |
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119,128,147.88078400306404,4.278590032015927,29.682675612685866,4.426470816018991,28.916942033545045,81,75
|
| 84 |
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274,128,158.65448000840843,4.288939487945754,29.611049621226616,4.4475939679541625,28.779605540044024,82,413
|
| 85 |
+
96,128,151.030623994302,4.277100688021164,29.693011519623024,4.428131312015466,28.906098527990746,83,53
|
| 86 |
+
187,128,153.6058560013771,4.2891785760293715,29.609399037325215,4.442784432030749,28.810760899666832,84,243
|
| 87 |
+
175,128,150.53255995735526,4.287062800023705,29.62401203903469,4.43759535998106,28.844450567603424,85,193
|
| 88 |
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95,128,146.89548802562058,4.2793887840234675,29.677135312906767,4.426284272049088,28.91816072643345,86,54
|
| 89 |
+
135,128,152.44775998871773,4.279913456004579,29.673497210982887,4.432361215993296,28.878512775118008,87,153
|
| 90 |
+
132,128,152.3534239968285,4.280044800019823,29.67258660456353,4.4323982240166515,28.878271655836475,88,83
|
| 91 |
+
151,128,152.58678403915837,4.286318383994512,29.629156918027626,4.438905168033671,28.8359393036326,89,154
|
| 92 |
+
98,128,149.5123039931059,4.2784633280243725,29.68355464639302,4.427975632017478,28.90711481663699,90,47
|
| 93 |
+
120,128,149.92755197454244,4.279246336023789,29.67812320849154,4.429173887998331,28.899294368830212,91,91
|
| 94 |
+
129,128,149.91504000499845,4.284216400003061,29.643694001990486,4.434131440008059,28.86698369946547,92,149
|
| 95 |
+
126,128,148.77603197237477,4.277493072033394,29.690287713225434,4.426269104005769,28.9182598238684,93,129
|
| 96 |
+
176,128,150.4963680054061,4.283495743991807,29.648681261825693,4.433992111997213,28.86789077807914,94,181
|
| 97 |
+
151,128,151.79175999946892,4.284410799969919,29.642348955168274,4.436202559969388,28.853506635387557,95,182
|
| 98 |
+
113,128,147.12048001820222,4.276005279971287,29.700618143496026,4.423125759989489,28.93881091011624,96,72
|
| 99 |
+
159,128,152.09144004620612,4.281069583958015,29.665483708999556,4.433161024004221,28.873302663025065,97,144
|
| 100 |
+
135,128,156.03772801114246,4.28199811198283,29.659050910041422,4.438035839993972,28.84158772367504,98,146
|
| 101 |
+
183,128,154.6247520018369,4.2839804160175845,29.64532693127015,4.438605168019421,28.837888290279196,99,214
|
benchmark/baseline-elyza100-streaming.json
ADDED
|
@@ -0,0 +1,1120 @@
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| 1118 |
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|
| 1119 |
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|
| 1120 |
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}
|
benchmark/bf16-elyza100-streaming.csv
ADDED
|
@@ -0,0 +1,101 @@
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|
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|
| 1 |
+
prompt_tokens,completion_tokens,ttft_ms,decode_seconds,decode_tokens_per_second,e2e_seconds,e2e_tokens_per_second,index,prompt_characters
|
| 2 |
+
89,128,287.3321439838037,8.779072656005155,14.466220405765533,9.066404799988959,14.118054821482918,0,28
|
| 3 |
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100,128,295.72676797397435,8.767456800036598,14.485386457731947,9.063183568010572,14.123072653166709,1,50
|
| 4 |
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86,128,290.60323198791593,8.77216342400061,14.477614456261545,9.062766655988526,14.123722353087368,2,24
|
| 5 |
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223,128,304.505567997694,8.789692880003713,14.448741467283934,9.094198448001407,14.074907286428306,3,323
|
| 6 |
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87,128,289.189808012452,8.793557535973378,14.442391430369154,9.08274734398583,14.092652272746044,4,15
|
| 7 |
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138,128,298.6349919810891,8.804777184035629,14.42398794943612,9.103412176016718,14.06066181834772,5,107
|
| 8 |
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197,128,304.21625601593405,8.81909500801703,14.400570566996976,9.123311264032964,14.029993748499768,6,286
|
| 9 |
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129,128,299.53299200860783,8.820546608010773,14.398200660791169,9.12007960001938,14.034965221107061,7,77
|
| 10 |
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253,128,309.5190239837393,8.817294720036443,14.403510830981398,9.126813744020183,14.024609638151606,8,359
|
| 11 |
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107,128,299.14905602345243,8.819510432018433,14.399892259205004,9.118659488041885,14.037150983415694,9,76
|
| 12 |
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|
| 13 |
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136,128,370.15520001295954,8.748351391986944,14.517020900226493,9.118506591999903,14.037386353627298,11,126
|
| 14 |
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239,128,309.37422398710623,8.829718319990207,14.383244787376283,9.139092543977313,14.005766916579956,12,301
|
| 15 |
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113,128,297.8560159681365,8.81552940804977,14.406395137656943,9.113385424017906,14.045274510464784,13,76
|
| 16 |
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239,128,309.5741919823922,8.828813120024279,14.384719471743757,9.138387312006671,14.00684777628372,14,323
|
| 17 |
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122,128,370.8477119798772,8.738631952030119,14.533167284897031,9.109479664009996,14.051296530767418,15,120
|
| 18 |
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152,128,300.2828800235875,8.817734479962382,14.402792496031452,9.11801735998597,14.038139536970235,16,182
|
| 19 |
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141,128,298.9331199787557,8.812246479967143,14.411762118627612,9.111179599945899,14.04867488297125,17,140
|
| 20 |
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196,128,304.14611200103536,8.825933744024951,14.389412348124349,9.130079856025986,14.019592601429233,18,191
|
| 21 |
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118,128,296.74635198898613,8.812764559988864,14.410914887775066,9.10951091197785,14.05124833120253,19,75
|
| 22 |
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269,128,309.93571202270687,8.82683105597971,14.38794955908488,9.136766768002417,14.009332102934351,20,368
|
| 23 |
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151,128,371.7997280182317,8.751005103986245,14.512618663900579,9.122804832004476,14.030772592103743,21,137
|
| 24 |
+
83,128,368.71777597116306,8.740428032004274,14.53018084869209,9.109145807975437,14.051811519794827,22,8
|
| 25 |
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257,128,310.9340959927067,8.822712880035397,14.394665419452082,9.133646976028103,14.014117289177584,23,379
|
| 26 |
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264,128,312.00308800907806,8.822620527993422,14.394816097670736,9.1346236160025,14.012618951892343,24,480
|
| 27 |
+
115,128,368.4656799887307,8.752178527996875,14.5106729248891,9.120644207985606,14.034096395069247,25,82
|
| 28 |
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167,128,300.1571359927766,8.814201600034721,14.408565376982041,9.114358736027498,14.043774631564363,26,145
|
| 29 |
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86,128,288.03827200317755,8.810084576020017,14.41529861650575,9.098122848023195,14.068836191611915,27,11
|
| 30 |
+
95,128,290.33766401698813,8.809145903971512,14.416834660752226,9.0994835679885,14.066732363834053,28,33
|
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benchmark/bf16-elyza100-streaming.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"dataset": "training/data/benchmarks/elyza-tasks-100/test.csv",
|
| 3 |
+
"model": "llm-jp-4-8b-instruct",
|
| 4 |
+
"temperature": 0,
|
| 5 |
+
"max_tokens": 128,
|
| 6 |
+
"summary": {
|
| 7 |
+
"count": 100,
|
| 8 |
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"mean": 14.415907661667651,
|
| 9 |
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"median": 14.405057756740758,
|
| 10 |
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"stdev": 0.04455824876122128,
|
| 11 |
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"min": 14.24789590165574,
|
| 12 |
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"p05": 14.384719471743757,
|
| 13 |
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"p25": 14.395599560030176,
|
| 14 |
+
"p75": 14.411835255102517,
|
| 15 |
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"p95": 14.517020900226493,
|
| 16 |
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"max": 14.533167284897031
|
| 17 |
+
},
|
| 18 |
+
"records": [
|
| 19 |
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{
|
| 20 |
+
"prompt_tokens": 89,
|
| 21 |
+
"completion_tokens": 128,
|
| 22 |
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"ttft_ms": 287.3321439838037,
|
| 23 |
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"decode_seconds": 8.779072656005155,
|
| 24 |
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"decode_tokens_per_second": 14.466220405765533,
|
| 25 |
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"e2e_seconds": 9.066404799988959,
|
| 26 |
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|
| 27 |
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"index": 0,
|
| 28 |
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|
| 29 |
+
},
|
| 30 |
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|
| 31 |
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|
| 32 |
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"completion_tokens": 128,
|
| 33 |
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"ttft_ms": 295.72676797397435,
|
| 34 |
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|
| 35 |
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"decode_tokens_per_second": 14.485386457731947,
|
| 36 |
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"e2e_seconds": 9.063183568010572,
|
| 37 |
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"e2e_tokens_per_second": 14.123072653166709,
|
| 38 |
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"index": 1,
|
| 39 |
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|
| 40 |
+
},
|
| 41 |
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{
|
| 42 |
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|
| 43 |
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"completion_tokens": 128,
|
| 44 |
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"ttft_ms": 290.60323198791593,
|
| 45 |
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"decode_seconds": 8.77216342400061,
|
| 46 |
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"decode_tokens_per_second": 14.477614456261545,
|
| 47 |
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"e2e_seconds": 9.062766655988526,
|
| 48 |
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"e2e_tokens_per_second": 14.123722353087368,
|
| 49 |
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"index": 2,
|
| 50 |
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|
| 51 |
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},
|
| 52 |
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{
|
| 53 |
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"prompt_tokens": 223,
|
| 54 |
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"completion_tokens": 128,
|
| 55 |
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"ttft_ms": 304.505567997694,
|
| 56 |
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"decode_seconds": 8.789692880003713,
|
| 57 |
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"decode_tokens_per_second": 14.448741467283934,
|
| 58 |
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"e2e_seconds": 9.094198448001407,
|
| 59 |
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"e2e_tokens_per_second": 14.074907286428306,
|
| 60 |
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"index": 3,
|
| 61 |
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|
| 62 |
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},
|
| 63 |
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{
|
| 64 |
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|
| 65 |
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|
| 66 |
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"ttft_ms": 289.189808012452,
|
| 67 |
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|
| 68 |
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"decode_tokens_per_second": 14.442391430369154,
|
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| 1110 |
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"completion_tokens": 128,
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| 1111 |
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"ttft_ms": 299.85328001203015,
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| 1112 |
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"decode_seconds": 8.828092415991705,
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| 1113 |
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"decode_tokens_per_second": 14.385893805319146,
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| 1114 |
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"e2e_seconds": 9.127945696003735,
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| 1115 |
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"e2e_tokens_per_second": 14.022870453319975,
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| 1116 |
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"index": 99,
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| 1117 |
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"prompt_characters": 214
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| 1118 |
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}
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| 1119 |
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]
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| 1120 |
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}
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benchmark/dflash20k-b4-l1-elyza100-tps-histogram.png
CHANGED
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Git LFS Details
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benchmark/elyza100-baseline-vs-dflash-speedup.png
CHANGED
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Git LFS Details
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benchmark/elyza100-bf16-nvfp4-dflash-speedup-summary.json
ADDED
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{
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"count": 100,
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"bf16": {
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"name": "BF16",
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| 5 |
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"mean_tps": 14.415907661667651,
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| 6 |
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"median_tps": 14.405057756740758,
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| 7 |
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"ratio_of_mean_vs_bf16": 1.0,
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| 8 |
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"paired_speedup_mean_vs_bf16": 1.0,
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| 9 |
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"paired_speedup_median_vs_bf16": 1.0,
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"paired_speedup_p05_vs_bf16": 1.0,
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| 11 |
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"paired_speedup_p95_vs_bf16": 1.0,
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"requests_slower_than_bf16": 0
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},
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"nvfp4": {
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"name": "NVFP4",
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"mean_tps": 29.72816958251134,
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| 17 |
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"median_tps": 29.69194599518334,
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| 18 |
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"ratio_of_mean_vs_bf16": 2.062178135446821,
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"paired_speedup_mean_vs_bf16": 2.062181336331503,
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| 20 |
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"paired_speedup_median_vs_bf16": 2.0610139004279286,
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"paired_speedup_p05_vs_bf16": 2.0583650145121104,
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"paired_speedup_p95_vs_bf16": 2.069276803345841,
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"requests_slower_than_bf16": 0
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},
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"nvfp4_dflash": {
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"name": "NVFP4 + DFlash",
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"mean_tps": 49.038942024401024,
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| 28 |
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"median_tps": 48.95244489534201,
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| 29 |
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"ratio_of_mean_vs_bf16": 3.401724204629661,
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| 30 |
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"paired_speedup_mean_vs_bf16": 3.401837646698169,
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| 31 |
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"paired_speedup_median_vs_bf16": 3.3984135188496474,
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| 32 |
+
"paired_speedup_p05_vs_bf16": 2.8543341194603595,
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"paired_speedup_p95_vs_bf16": 4.120080899996654,
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| 34 |
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"requests_slower_than_bf16": 0
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| 35 |
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},
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| 36 |
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"dflash_paired_speedup_vs_nvfp4": {
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| 37 |
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"mean": 1.649690142355652,
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| 38 |
+
"median": 1.6482948864124465,
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| 39 |
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"p05": 1.384932896270244,
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| 40 |
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"p95": 1.9981834458804657,
|
| 41 |
+
"requests_slower_than_nvfp4": 0
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| 42 |
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}
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| 43 |
+
}
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benchmark/elyza100-bf16-nvfp4-dflash-speedup.png
ADDED
|
Git LFS Details
|