This benchmark setup includes a single machine on which both the benchmark application and the OpenVINO™ installation reside.
The benchmark application loads the Inference Engine (SW) at run time and executes inferences on the specified hardware inference engine, (CPU, GPU or VPU). The benchmark application measures the time spent on actual inferencing (excluding any pre or post processing) and then reports on the inferences per second (or Frames Per Second). For more information on the benchmark application, please also refer to the entry 5 of the FAQ section.
Devices similar to the ones we have used for benchmarking can be accessed using Intel® DevCloud for the Edge, a remote development environment with access to Intel® hardware and the latest versions of the Intel® Distribution of the OpenVINO™ Toolkit. Learn more or Register here.
Measuring inference performance involves many variables and is extremely use-case and application dependent. We use the below four parameters for measurements, which are key elements to consider for a successful deep learning inference application:
Intel® Distribution of OpenVINO™ toolkit performance benchmark numbers are based on release 2021.3.
Intel technologies’ features and benefits depend on system configuration and may require enabled hardware, software or service activation. Learn more at intel.com, or from the OEM or retailer. Performance results are based on testing as of March 15, 2021 and may not reflect all publicly available updates. See configuration disclosure for details. No product can be absolutely secure.
Performance varies by use, configuration and other factors. Learn more at www.intel.com/PerformanceIndex.
Your costs and results may vary.
© Intel Corporation. Intel, the Intel logo, and other Intel marks are trademarks of Intel Corporation or its subsidiaries. Other names and brands may be claimed as the property of others.
Intel optimizations, for Intel compilers or other products, may not optimize to the same degree for non-Intel products.
Testing by Intel done on: see test date for each HW platform below.
CPU Inference Engines
Intel® Xeon® E-2124G | Intel® Xeon® W1290P | Intel® Xeon® Silver 4216R | |
---|---|---|---|
Motherboard | ASUS* WS C246 PRO | ASUS* WS W480-ACE | Intel® Server Board S2600STB |
CPU | Intel® Xeon® E-2124G CPU @ 3.40GHz | Intel® Xeon® W-1290P CPU @ 3.70GHz | Intel® Xeon® Silver 4216R CPU @ 2.20GHz |
Hyper Threading | OFF | ON | ON |
Turbo Setting | ON | ON | ON |
Memory | 2 x 16 GB DDR4 2666MHz | 4 x 16 GB DDR4 @ 2666MHz | 12 x 32 GB DDR4 2666MHz |
Operating System | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS |
Kernel Version | 5.3.0-24-generic | 5.3.0-24-generic | 5.3.0-24-generic |
BIOS Vendor | American Megatrends Inc.* | American Megatrends Inc. | Intel Corporation |
BIOS Version | 0904 | 607 | SE5C620.86B.02.01. 0009.092820190230 |
BIOS Release | April 12, 2019 | May 29, 2020 | September 28, 2019 |
BIOS Settings | Select optimized default settings, save & exit | Select optimized default settings, save & exit | Select optimized default settings, change power policy to "performance", save & exit |
Batch size | 1 | 1 | 1 |
Precision | INT8 | INT8 | INT8 |
Number of concurrent inference requests | 4 | 5 | 32 |
Test Date | March 15, 2021 | March 15, 2021 | March 15, 2021 |
Power dissipation, TDP in Watt | 71 | 125 | 125 |
CPU Price on Mach 15th, 2021, USD Prices may vary | 213 | 539 | 1,002 |
CPU Inference Engines (continue)
Intel® Xeon® Gold 5218T | Intel® Xeon® Platinum 8270 | Intel® Xeon® Platinum 8380 | |
---|---|---|---|
Motherboard | Intel® Server Board S2600STB | Intel® Server Board S2600STB | Intel Corporation / WilsonCity |
CPU | Intel® Xeon® Gold 5218T CPU @ 2.10GHz | Intel® Xeon® Platinum 8270 CPU @ 2.70GHz | Intel® Xeon® Platinum 8380 CPU @ 2.30GHz |
Hyper Threading | ON | ON | ON |
Turbo Setting | ON | ON | ON |
Memory | 12 x 32 GB DDR4 2666MHz | 12 x 32 GB DDR4 2933MHz | 16 x 16 GB DDR4 3200MHz |
Operating System | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS |
Kernel Version | 5.3.0-24-generic | 5.3.0-24-generic | 5.3.0-24-generic |
BIOS Vendor | Intel Corporation | Intel Corporation | Intel Corporation |
BIOS Version | SE5C620.86B.02.01. 0009.092820190230 | SE5C620.86B.02.01. 0009.092820190230 | WLYDCRB1.SYS.0020. P86.2103050636 |
BIOS Release | September 28, 2019 | September 28, 2019 | March 5, 2021 |
BIOS Settings | Select optimized default settings, change power policy to "performance", save & exit | Select optimized default settings, change power policy to "performance", save & exit | Select optimized default settings, change power policy to "performance", save & exit |
Batch size | 1 | 1 | 1 |
Precision | INT8 | INT8 | INT8 |
Number of concurrent inference requests | 32 | 52 | 80 |
Test Date | March 15, 2021 | March 15, 2021 | March 22, 2021 |
Power dissipation, TDP in Watt | 105 | 205 | 270 |
CPU Price, USD Prices may vary | 1,349 (on Mach 15th, 2021) | 7,405 (on Mach 15th, 2021) | 8,099 (on March 26th, 2021) |
CPU Inference Engines (continue)
Intel® Core™ i7-8700T | Intel® Core™ i9-10920X | 11th Gen Intel® Core™ i7-1185G7 | |
---|---|---|---|
Motherboard | GIGABYTE* Z370M DS3H-CF | ASUS* PRIME X299-A II | Intel Corporation internal/Reference Validation Platform |
CPU | Intel® Core™ i7-8700T CPU @ 2.40GHz | Intel® Core™ i9-10920X CPU @ 3.50GHz | 11th Gen Intel® Core™ i7-1185G7 @ 3.00GHz |
Hyper Threading | ON | ON | ON |
Turbo Setting | ON | ON | ON |
Memory | 4 x 16 GB DDR4 2400MHz | 4 x 16 GB DDR4 2666MHz | 2 x 8 GB DDR4 3200MHz |
Operating System | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS |
Kernel Version | 5.3.0-24-generic | 5.3.0-24-generic | 5.8.0-05-generic |
BIOS Vendor | American Megatrends Inc.* | American Megatrends Inc.* | Intel Corporation |
BIOS Version | F11 | 505 | TGLSFWI1.R00.3425. A00.2010162309 |
BIOS Release | March 13, 2019 | December 17, 2019 | October 16, 2020 |
BIOS Settings | Select optimized default settings, set OS type to "other", save & exit | Default Settings | Default Settings |
Batch size | 1 | 1 | 1 |
Precision | INT8 | INT8 | INT8 |
Number of concurrent inference requests | 4 | 24 | 4 |
Test Date | March 15, 2021 | March 15, 2021 | March 15, 2021 |
Power dissipation, TDP in Watt | 35 | 165 | 28 |
CPU Price on Mach 15th, 2021, USD Prices may vary | 303 | 700 | 426 |
CPU Inference Engines (continue)
Intel® Core™ i5-8500 | Intel® Core™ i5-10500TE | |
---|---|---|
Motherboard | ASUS* PRIME Z370-A | GIGABYTE* Z490 AORUS PRO AX |
CPU | Intel® Core™ i5-8500 CPU @ 3.00GHz | Intel® Core™ i5-10500TE CPU @ 2.30GHz |
Hyper Threading | OFF | ON |
Turbo Setting | ON | ON |
Memory | 2 x 16 GB DDR4 2666MHz | 2 x 16 GB DDR4 @ 2666MHz |
Operating System | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS |
Kernel Version | 5.3.0-24-generic | 5.3.0-24-generic |
BIOS Vendor | American Megatrends Inc.* | American Megatrends Inc.* |
BIOS Version | 2401 | F3 |
BIOS Release | July 12, 2019 | March 25, 2020 |
BIOS Settings | Select optimized default settings, save & exit | Select optimized default settings, set OS type to "other", save & exit |
Batch size | 1 | 1 |
Precision | INT8 | INT8 |
Number of concurrent inference requests | 3 | 4 |
Test Date | March 15, 2021 | March 15, 2021 |
Power dissipation, TDP in Watt | 65 | 35 |
CPU Price on Mach 15th, 2021, USD Prices may vary | 192 | 195 |
CPU Inference Engines (continue)
Intel Atom® x5-E3940 | Intel Atom® x6425RE | Intel® Core™ i3-8100 | |
---|---|---|---|
Motherboard | Intel Corporation / ElkhartLake LPDDR4x T3 CRB | GIGABYTE* Z390 UD | |
CPU | Intel Atom® Processor E3940 @ 1.60GHz | Intel Atom® x6425RE Processor @ 1.90GHz | Intel® Core™ i3-8100 CPU @ 3.60GHz |
Hyper Threading | OFF | OFF | OFF |
Turbo Setting | ON | ON | OFF |
Memory | 1 x 8 GB DDR3 1600MHz | 2 x 4GB DDR4 3200 MHz | 4 x 8 GB DDR4 2400MHz |
Operating System | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS |
Kernel Version | 5.3.0-24-generic | 5.8.0-050800-generic | 5.3.0-24-generic |
BIOS Vendor | American Megatrends Inc.* | Intel Corporation | American Megatrends Inc.* |
BIOS Version | 5.12 | EHLSFWI1.R00.2463. A03.2011200425 | F8 |
BIOS Release | September 6, 2017 | November 22, 2020 | May 24, 2019 |
BIOS Settings | Default settings | Default settings | Select optimized default settings, set OS type to "other", save & exit |
Batch size | 1 | 1 | 1 |
Precision | INT8 | INT8 | INT8 |
Number of concurrent inference requests | 4 | 4 | 4 |
Test Date | March 15, 2021 | March 15, 2021 | March 15, 2021 |
Power dissipation, TDP in Watt | 9.5 | 12 | 65 |
CPU Price, USD Prices may vary | 34 (on March 15th, 2021) | 59 (on March 26th, 2021) | 117 (on March 15th, 2021) |
Accelerator Inference Engines
Intel® Neural Compute Stick 2 | Intel® Vision Accelerator Design with Intel® Movidius™ VPUs (Mustang-V100-MX8) | |
---|---|---|
VPU | 1 X Intel® Movidius™ Myriad™ X MA2485 | 8 X Intel® Movidius™ Myriad™ X MA2485 |
Connection | USB 2.0/3.0 | PCIe X4 |
Batch size | 1 | 1 |
Precision | FP16 | FP16 |
Number of concurrent inference requests | 4 | 32 |
Power dissipation, TDP in Watt | 2.5 | 30 |
CPU Price, USD Prices may vary | 69 (from March 15, 2021) | 1180 (from March 15, 2021) |
Host Computer | Intel® Core™ i7 | Intel® Core™ i5 |
Motherboard | ASUS* Z370-A II | Uzelinfo* / US-E1300 |
CPU | Intel® Core™ i7-8700 CPU @ 3.20GHz | Intel® Core™ i5-6600 CPU @ 3.30GHz |
Hyper Threading | ON | OFF |
Turbo Setting | ON | ON |
Memory | 4 x 16 GB DDR4 2666MHz | 2 x 16 GB DDR4 2400MHz |
Operating System | Ubuntu* 18.04 LTS | Ubuntu* 18.04 LTS |
Kernel Version | 5.0.0-23-generic | 5.0.0-23-generic |
BIOS Vendor | American Megatrends Inc.* | American Megatrends Inc.* |
BIOS Version | 411 | 5.12 |
BIOS Release | September 21, 2018 | September 21, 2018 |
Test Date | March 15, 2021 | March 15, 2021 |
Please follow this link for more detailed configuration descriptions: Configuration Details
Results may vary. For workloads and configurations visit: www.intel.com/PerformanceIndex and Legal Information.