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GB300-NVL72_GB300-288GB_aarch64x72_TRT
Submitted by Googleon 2026-06-26
Result statement
Google ran DeepSeek-R1 on GB300-NVL72_GB300-288GB_aarch64x72_TRT and achieved a verified 408,369.4 tokens/second System TPS at 4,171.9ms TTFT P90 in the Standardized division of the Available category .
[1] MLPerf Endpoints v1.0 DeepSeek-R1; retrieved from endpoints.mlcommons.org on October 22, 2026. Result —, run 9: concurrency = 8,192 queries, TTFT P90 = 4,171.9ms, System TPS = 408,369.4 tokens/sec and interactivity = 49.8 tokens/sec per user. Result verified by MLCommons Association. The MLPerf name and logo are registered and unregistered trademarks of MLCommons Association in the United States and other countries. All rights reserved. Unauthorized use strictly prohibited. See www.mlcommons.org for more information.
Google
60a63420-d1d1-41d7-b807-61921f313e8f
Submission Status PUBLISHED
2026-06-26
—
Division Standardized
Deployment Client on Premises
Model Name DeepSeek-R1
Division Standardized
Model Precision —
Model Link —
Calibration Link —
Model Notes —
Dataset Name dsr1-perf
Dataset Type performance
Average Input Tokens —
Dataset Link —
System TPS vs. Tokens/s per User
System TPS vs. Concurrency
Time to First Token P90 vs. Concurrency
Tokens/s per User vs. Concurrency
GB300-NVL72_GB300-288GB_aarch64x72_TRT
Available
System Category Datacenter · GB300 NVL72 rack, disaggregated TRT-LLM, NVFP4 weights, fp8 KV cache; MTP-3 speculative decoding
—
1
18
Max Supported Concurrency 8,192
Node Type ID 0
Node Count 18
Framework TensorRT-LLM
TensorRT-LLM
TensorRT-LLM
—
Link to Container —
Operating System —
Filesystem —
Other Software —
Software Notes —
Processor
NVIDIA Grace (ARM Neoverse V2)
1
72
VCPUs Per Processor —
Accelerator
NVIDIA GB300
4
—
288 GB HBM3e
NVLink 5 + NVSwitch (NVL72)
NVLink-C2C (Grace-Blackwell)
Host / Storage
unspecified
Memory Configuration —
Storage Capacity 960 GB Instance Memory, Attached 12,000 GB LSSD
Storage Type —
Networking
—
NVLink + RoCEv2
Network Topology NVL72 single-rack NVLink domain
Other
Other Hardware —
Cooling Liquid-cooled
Hardware Notes —
| Field Name | Run 1 | Run 2 | Run 3 | Run 4 | Run 5 | Run 6 | Run 7 | Run 8 | Run 9 |
|---|---|---|---|---|---|---|---|---|---|
| Run Date | 06/26/2026 | 06/26/2026 | 06/26/2026 | 06/26/2026 | 06/26/2026 | 06/26/2026 | 06/26/2026 | 06/26/2026 | 06/26/2026 |
| Concurrency | 4 | 48 | 64 | 256 | 512 | 1,024 | 2,048 | 4,096 | 8,192 |
| System Tokens/Second | 1,234.1 | 10,864.6 | 14,294.5 | 44,857.8 | 82,717.2 | 132,474.9 | 200,860.2 | 325,843.1 | 408,369.4 |
| Tokens/Second per User | 308.5 | 226.3 | 223.4 | 175.2 | 161.6 | 129.4 | 98.1 | 79.6 | 49.8 |
| TTFT P90 (ms) | 176.8 | 257.8 | 268.6 | 1943.7 | 297.3 | 308.5 | 1054.4 | 2064.9 | 4171.9 |
| Utilization | 0.3% | 2.7% | 3.5% | 11.0% | 20.3% | 32.4% | 49.2% | 79.8% | 100.0% |
| Configuration Summary | dsr1-gb300x72-pareto-nvl72-c4 · submission | dsr1-gb300x72-pareto-nvl72-c48 · submission | dsr1-gb300x72-pareto-nvl72-c64 · submission | dsr1-gb300x72-pareto-nvl72-c256 · submission | dsr1-gb300x72-pareto-nvl72-c512 · submission | dsr1-gb300x72-pareto-nvl72-c1024 · submission | dsr1-gb300x72-pareto-nvl72-c2048 · submission | dsr1-gb300x72-pareto-nvl72-c4096 · submission | dsr1-gb300x72-pareto-nvl72-c8192 · submission |
| Config Type | submission | submission | submission | submission | submission | submission | submission | submission | submission |
| Config Region | — | — | — | — | — | — | — | — | — |
| Target QPS | — | — | — | — | — | — | — | — | — |
| Result State | complete | complete | complete | complete | complete | complete | complete | complete | complete |
| Measured Accuracy Score | — | — | — | — | — | — | — | — | — |
| Benchmark Version | unknown | unknown | unknown | unknown | unknown | unknown | unknown | unknown | unknown |
| Result Version | 0.1.0 | 0.1.0 | 0.1.0 | 0.1.0 | 0.1.0 | 0.1.0 | 0.1.0 | 0.1.0 | 0.1.0 |
| Archive URI | gs://mlperf-endpoints-blob/runs/4c107b18-9410-4f80-90ce-88f9e75417d4/archive.tar.gz | gs://mlperf-endpoints-blob/runs/0d2b7b67-4ea7-43ee-9e37-54ff64cc5941/archive.tar.gz | gs://mlperf-endpoints-blob/runs/ee9d8ca8-ec42-4daa-b44b-8de26e089410/archive.tar.gz | gs://mlperf-endpoints-blob/runs/03c2178d-6e91-4a2f-b69e-5fae60578750/archive.tar.gz | gs://mlperf-endpoints-blob/runs/afd13761-b8ad-476d-9da5-ade649716249/archive.tar.gz | gs://mlperf-endpoints-blob/runs/06cccf32-a58a-447a-b76e-be5ff31e3f87/archive.tar.gz | gs://mlperf-endpoints-blob/runs/cecfc4d8-b47d-4190-9516-df3ee8f2591a/archive.tar.gz | gs://mlperf-endpoints-blob/runs/a817ab19-0489-41a5-b6ab-22745a8fb213/archive.tar.gz | gs://mlperf-endpoints-blob/runs/d17716a0-752a-4757-b484-4848c0038050/archive.tar.gz |
| QPS | 0.3296 | 2.9008 | 3.8139 | 11.9251 | 22.0091 | 35.1975 | 53.7055 | 88.7754 | 108.7729 |
| Total Output Tokens | 3,744,634 | 24,652,151 | 38,229,521 | 82,529,856 | 280,355,359 | 396,368,631 | 722,095,590 | 1,046,877,185 | 1,317,920,127 |
| Average Output Tokens | 3,744.63 | 3,745.39 | 3,747.99 | 3,761.62 | 3,758.32 | 3,763.76 | 3,740.03 | 3,670.42 | 3,754.33 |
| Run Duration (s) | 3,034.34 | 2,269.04 | 2,674.43 | 1,839.81 | 3,389.32 | 2,992.03 | 3,595.02 | 3,212.83 | 3,227.27 |
| Total Queries | 1,000 | 6,582 | 10,200 | 21,940 | 74,596 | 105,312 | 193,072 | 285,220 | 351,040 |
| Total Queries Issued | 1,000 | 6,582 | 10,200 | 21,940 | 74,596 | 105,312 | 193,072 | 285,220 | 351,040 |
| Total Queries Failed | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Time to First Token (TTFT) (ms) | |||||||||
| Minimum | 139.8 | 147.5 | 149.5 | 148.3 | 150.3 | 151.9 | 162.7 | 174.3 | 189.5 |
| Average | 206.6 | 199.1 | 214.8 | 758.1 | 328.0 | 368.3 | 497.2 | 838.3 | 1547.7 |
| P50 | 160.8 | 163.7 | 164.1 | 296.6 | 233.9 | 261.3 | 298.9 | 337.3 | 345.1 |
| P90 | 176.8 | 257.8 | 268.6 | 1943.7 | 297.3 | 308.5 | 1054.4 | 2064.9 | 4171.9 |
| P95 | 192.6 | 281.8 | 292.0 | 2465.6 | 309.2 | 322.6 | 1428.5 | 2908.7 | 6380.1 |
| P99 | 2136.2 | 337.3 | 511.7 | 3977.7 | 327.7 | 1284.4 | 2345.6 | 7045.2 | 18417.6 |
| P999 | 2371.8 | 2055.4 | 4166.0 | 4306.1 | 16029.1 | 15314.8 | 6665.3 | 15484.2 | 27085.2 |
| Maximum | 2436.1 | 2056.0 | 4167.0 | 4999.2 | 17199.2 | 15483.9 | 7667.5 | 16800.9 | 28647.5 |
| Time Per Output Token (TPOT) (ms) | |||||||||
| Minimum | 0.41 | 2.94 | 2.92 | 1.97 | 4.08 | 4.35 | 4.66 | 3.35 | 4.81 |
| Average | 3.28 | 4.39 | 4.45 | 5.42 | 6.12 | 7.62 | 10.0 | 12.2 | 19.1 |
| P50 | 3.27 | 4.34 | 4.37 | 5.37 | 6.05 | 7.55 | 9.94 | 12.1 | 19.0 |
| P90 | 3.77 | 4.85 | 4.90 | 6.01 | 6.77 | 8.46 | 11.2 | 13.5 | 21.5 |
| P95 | 3.95 | 4.95 | 5.06 | 6.12 | 6.90 | 8.62 | 11.4 | 13.8 | 21.9 |
| P99 | 4.20 | 5.24 | 6.02 | 6.34 | 7.14 | 8.92 | 11.8 | 14.3 | 22.7 |
| P999 | 4.36 | 5.81 | 7.47 | 6.62 | 7.44 | 9.27 | 12.3 | 14.9 | 23.6 |
| Maximum | 4.37 | 6.20 | 9.32 | 6.83 | 7.88 | 14.9 | 13.2 | 16.3 | 25.7 |
| Query Latency (ms) | |||||||||
| Minimum | 790.0 | 819.4 | 790.3 | 1060.3 | 1062.7 | 1323.9 | 1741.0 | 1967.6 | 2410.9 |
| Average | 12125.8 | 16222.8 | 16412.7 | 20639.6 | 22731.9 | 28290.6 | 36986.2 | 44431.7 | 71347.8 |
| P50 | 7189.0 | 9490.7 | 9368.6 | 12191.5 | 13182.7 | 16371.9 | 21314.7 | 26406.0 | 41386.9 |
| P90 | 28816.6 | 40134.1 | 40504.1 | 49976.5 | 55804.9 | 69551.4 | 91463.5 | 111636.5 | 175435.5 |
| P95 | 42836.3 | 56322.0 | 57573.2 | 70677.1 | 79668.1 | 99637.5 | 130027.8 | 158720.9 | 248289.1 |
| P99 | 59022.0 | 79539.8 | 80420.6 | 100511.6 | 112812.6 | 140778.9 | 180455.0 | 180980.1 | 354392.3 |
| P999 | 67050.1 | 87533.5 | 88910.9 | 109949.5 | 122736.7 | 153037.5 | 181135.6 | 181285.6 | 388915.5 |
| Maximum | 75437.5 | 93245.3 | 100102.6 | 134660.7 | 136603.6 | 180878.3 | 184593.9 | 196969.6 | 500784.6 |