Back previous/next report: k j
4x Arc(TM) Pro B70
Submitted by Intelon 2026-06-26
Result statement
Intel ran Llama 3.1 8B on 4x Arc(TM) Pro B70 and achieved a verified 4,613.2 tokens/second System TPS at 5,124.1ms TTFT P90 in the Standardized division of the Available category .
[1] MLPerf Endpoints v1.0 Llama 3.1 8B; retrieved from endpoints.mlcommons.org on October 22, 2026. Result —, run 8: concurrency = 1,024 queries, TTFT P90 = 5,124.1ms, System TPS = 4,613.2 tokens/sec and interactivity = 4.5 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.
Intel
482a9d35-4e93-4643-b6af-d5dac03316cd
Submission Status PUBLISHED
2026-06-26
—
Division Standardized
Deployment Client on Premises
Model Name Llama 3.1 8B
Division Standardized
Model Precision FP16
Model Link Hugging Face
Calibration Link GitHub
Model Notes W4A8 quantization with vLLM's quantization tools, with fp8 kv cache. No other model transformations applied.
System TPS vs. Tokens/s per User
System TPS vs. Concurrency
Time to First Token P90 vs. Concurrency
Tokens/s per User vs. Concurrency
4x Arc(TM) Pro B70
Available
System Category Datacenter · —
4x Intel(R) Arc(TM) Pro B70 Graphics
1
1
Max Supported Concurrency 1,536
Node Type ID 0
Node Count 1
Framework vLLM 0.1.dev11435+gfa77e1a63
vLLM 0.1.dev11435+gfa77e1a63
Not detected: CUDA/ROCm/XPU runtime not found
Not available
Link to Container —
Operating System linux debian ubuntu 24.04
Filesystem ext4 vfat
Other Software —
Software Notes —
Processor
Intel(R) Xeon(R) 698X
1
86
VCPUs Per Processor 172
Accelerator
Intel(R) Arc(TM) Pro B70 Graphics
4
GDDR6
32GiB
Not available
PCIe 5.0 x16
Host / Storage
134G
Memory Configuration 8 x 16GB DDR5-6400
Storage Capacity 1.8 TB NVMe SSD
Storage Type NVMe SSD
Networking
3x Ethernet
Ethernet
Network Topology —
Other
Other Hardware —
Cooling —
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 | 16 | 32 | 40 | 64 | 128 | 256 | 512 | 1,024 | 1,536 |
| System Tokens/Second | 693.1 | 1,281.3 | 1,570.2 | 2,228.3 | 3,446.5 | 4,248.8 | 4,549.4 | 4,613.2 | 4,612.3 |
| Tokens/Second per User | 43.3 | 40.0 | 39.3 | 34.8 | 26.9 | 16.6 | 8.9 | 4.5 | 3.0 |
| TTFT P90 (ms) | 175.7 | 183.1 | 187.4 | 209.8 | 247.4 | 367.8 | 630.8 | 5124.1 | 19041.5 |
| Utilization | 15.0% | 27.8% | 34.0% | 48.3% | 74.7% | 92.1% | 98.6% | 100.0% | 100.0% |
| Configuration Summary | llama-3.1-8b-concurrency · submission · c16 | llama-3.1-8b-concurrency · submission · c32 | llama-3.1-8b-concurrency · submission · c40 | llama-3.1-8b-concurrency · submission · c64 | llama-3.1-8b-concurrency · submission · c128 | llama-3.1-8b-concurrency · submission · c256 | llama-3.1-8b-concurrency · submission · c512 | llama-3.1-8b-concurrency · submission · c1024 | llama-3.1-8b-concurrency · submission · c1536 |
| Config Type | submission | submission | submission | submission | submission | submission | submission | submission | submission |
| Config Region | — | — | — | — | — | — | — | — | — |
| Target QPS | 35.0000 | 35.0000 | 35.0000 | 35.0000 | 35.0000 | 35.0000 | 35.0000 | 35.0000 | 35.0000 |
| Result State | complete | complete | complete | complete | complete | complete | complete | complete | complete |
| Measured Accuracy Score | — | — | — | — | — | — | — | — | — |
| Benchmark Version | 7251d70 | 7251d70 | 7251d70 | 7251d70 | 7251d70 | 7251d70 | 7251d70 | 7251d70 | 7251d70 |
| 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/6b8a596c-c7b0-4aa4-b3bb-5e21ecf513e5/archive.tar.gz | gs://mlperf-endpoints-blob/runs/15f2b51a-7273-4481-8832-afe6c9679aae/archive.tar.gz | gs://mlperf-endpoints-blob/runs/1f9661d8-b56d-4f3a-b590-3a2a42eae969/archive.tar.gz | gs://mlperf-endpoints-blob/runs/5d828820-2e60-4025-a443-0a22b2f1694d/archive.tar.gz | gs://mlperf-endpoints-blob/runs/14fafa04-daf1-4b13-b003-71291f5310ce/archive.tar.gz | gs://mlperf-endpoints-blob/runs/f14bf3bb-3659-4e2d-aa16-6e5712310d46/archive.tar.gz | gs://mlperf-endpoints-blob/runs/5b8cc8de-8990-4db3-9300-ad974d418f8b/archive.tar.gz | gs://mlperf-endpoints-blob/runs/074db4fd-49d0-43ed-99f1-b50a92b4718c/archive.tar.gz | gs://mlperf-endpoints-blob/runs/f5d6ff9f-c7dc-4f65-98c1-859a5e2ef09c/archive.tar.gz |
| QPS | 5.4149 | 10.0103 | 12.2672 | 17.4090 | 26.9256 | 33.1940 | 35.5420 | 36.0407 | 36.0337 |
| Total Output Tokens | 1,711,102 | 1,711,102 | 1,711,102 | 1,711,102 | 3,422,204 | 3,422,204 | 3,422,204 | 3,422,204 | 3,422,204 |
| Average Output Tokens | 128 | 128 | 128 | 128 | 128 | 128 | 128 | 128 | 128 |
| Run Duration (s) | 2,468.73 | 1,335.42 | 1,089.74 | 767.88 | 992.96 | 805.45 | 752.24 | 741.83 | 741.97 |
| Total Queries | 13,368 | 13,368 | 13,368 | 13,368 | 26,736 | 26,736 | 26,736 | 26,736 | 26,736 |
| Total Queries Issued | 13,368 | 13,368 | 13,368 | 13,368 | 26,736 | 26,736 | 26,736 | 26,736 | 26,736 |
| Total Queries Failed | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Time to First Token (TTFT) (ms) | |||||||||
| Minimum | 51.0 | 52.1 | 51.7 | 51.8 | 55.5 | 56.0 | 68.3 | 119.7 | 118.1 |
| Average | 114.7 | 121.0 | 122.3 | 136.0 | 160.4 | 251.3 | 473.2 | 2449.1 | 13772.5 |
| P50 | 106.9 | 110.9 | 111.1 | 120.4 | 135.3 | 209.5 | 350.8 | 1684.4 | 13808.5 |
| P90 | 175.7 | 183.1 | 187.4 | 209.8 | 247.4 | 367.8 | 630.8 | 5124.1 | 19041.5 |
| P95 | 192.1 | 213.7 | 222.7 | 249.9 | 289.8 | 433.9 | 773.3 | 5946.0 | 19687.3 |
| P99 | 251.7 | 280.2 | 292.0 | 340.2 | 429.5 | 784.8 | 4918.5 | 18034.8 | 28677.5 |
| P999 | 333.4 | 534.1 | 745.8 | 1162.7 | 2103.1 | 4612.7 | 10059.2 | 23257.9 | 36133.6 |
| Maximum | 1219.3 | 864.0 | 1002.4 | 1525.4 | 2652.7 | 5404.0 | 11239.8 | 25102.5 | 38841.1 |
| Time Per Output Token (TPOT) (ms) | |||||||||
| Minimum | 20.2 | 20.4 | 20.4 | 20.8 | 22.1 | 22.5 | 25.1 | 30.4 | 38.4 |
| Average | 22.3 | 24.2 | 24.7 | 27.8 | 36.1 | 58.6 | 109.4 | 203.3 | 222.5 |
| P50 | 22.3 | 24.1 | 24.5 | 27.7 | 35.9 | 57.3 | 104.0 | 224.7 | 226.2 |
| P90 | 23.5 | 25.8 | 26.5 | 30.2 | 40.5 | 73.0 | 149.1 | 229.5 | 229.8 |
| P95 | 23.9 | 26.4 | 27.1 | 31.0 | 41.9 | 77.5 | 164.9 | 230.0 | 230.4 |
| P99 | 24.7 | 27.4 | 28.3 | 32.5 | 44.8 | 86.8 | 183.1 | 230.9 | 231.2 |
| P999 | 26.2 | 28.7 | 29.7 | 34.0 | 47.6 | 93.5 | 197.6 | 231.9 | 231.6 |
| Maximum | 35.7 | 29.6 | 30.8 | 36.4 | 50.0 | 97.6 | 200.6 | 232.4 | 232.5 |
| Query Latency (ms) | |||||||||
| Minimum | 2627.6 | 2665.0 | 2689.6 | 2787.3 | 2977.4 | 2964.9 | 3491.5 | 4337.1 | 11227.7 |
| Average | 2953.1 | 3193.7 | 3255.9 | 3668.9 | 4746.5 | 7695.1 | 14370.0 | 28269.7 | 42030.5 |
| P50 | 2942.8 | 3184.1 | 3237.9 | 3654.1 | 4707.9 | 7520.3 | 13644.3 | 30227.1 | 42515.9 |
| P90 | 3105.8 | 3414.1 | 3500.1 | 3985.9 | 5324.1 | 9586.4 | 19728.4 | 33711.3 | 47536.2 |
| P95 | 3162.2 | 3489.2 | 3585.2 | 4100.0 | 5518.0 | 10168.3 | 21771.0 | 34600.8 | 48150.4 |
| P99 | 3279.1 | 3619.4 | 3753.4 | 4317.1 | 5963.4 | 11442.6 | 24018.7 | 43136.2 | 56803.3 |
| P999 | 3492.3 | 3810.8 | 3982.0 | 4681.3 | 6629.7 | 12275.0 | 26147.8 | 50903.3 | 64281.4 |
| Maximum | 4676.8 | 3893.7 | 4313.8 | 5106.8 | 7393.4 | 12694.0 | 26872.5 | 53271.3 | 66466.7 |