Drive PX-series
The Nvidia Drive PX is a series of computers aimed at providing autonomous car and driver assistance functionality powered by deep learning. The platform was introduced at the Consumer Electronics Show (CES) in Las Vegas in January 2015.[1] An enhanced version, the Drive PX 2 was introduced at CES a year later, in January 2016.[2]
First generation
The first generation of Nvidia's autonomous chips was announced at CES 2015.[3] The line-up existed of two platforms: Drive CX for digital cockpits.
Drive CX
The Drive CX was based on a single Tegra X1 SoC (System on a Chip) and was marketed as a digital cockpit computer, providing a rich dashboard, navigation and multimedia experience. Early Nvidia press releases reported that the Drive CX board will be capable of carrying either a Tegra K1 or a Tegra X1.[4]
Drive PX
The first version of Drive PX is based on two Tegra X1 SoCs. It is targeted at (semi-)autonomous driving cars, and is being applied by Toyota.[5]
Second generation
The second generation was announced a year later at CES 2016.[6] This time only a new version of Drive PX was announced, but in multiple configurations.
Drive PX 2
The Nvidia Drive PX 2 is based on one or two Tegra X2 SoCs where each SoC contains 2 Denver cores, 4 ARM A57 cores and a GPU from the Pascal generation.[7] There are two real world board configurations:
- for AutoCruise: 1x Tegra X2
- for AutoChauffeur: 2x Tegra X2 + 2 Pascal GPU's
There is further the proposal from Nvidia for fully autonomous driving by means of combining multiple items of the AutoChauffeur board variant and connecting these boards using e.g. UART, CAN, LIN, FlexRay, USB, 1 Gbit Ethernet or 10 Gbit Ethernet. For any derived custom PCB design the option of linking the Tegra X2 Processors via some PCIe bus bridge is further available, according to board block diagrams that can be found on the web.
All Tesla Motors vehicles manufactured from mid-October 2016 include a Drive PX 2, which will be used for neural net processing to enable Enhanced Autopilot and full self-driving functionality.[8] Other applications are Roborace.[9]
Xavier AI Car Supercomputer
Nvidia announced the Xavier AI Car Supercomputer at CES 2017.[10] Initial reports of the Xavier SoC suggested a single chip with similar processing power to the Drive PX 2 Autochauffeur system.[11] However, in 2017 the performance of the Xavier based system was later revised upward, to 50% greater than Drive PX 2 Autochauffeur system.[10]
Comparison
Drive CX | Drive PX | Drive PX 2
(AutoCruise) |
Drive PX 2
(AutoChauffeur) |
Xavier AI Car Supercomputer | |
---|---|---|---|---|---|
Generation | First | Second | Third | ||
Introduced | January 2015 | January 2016 | January 2017 | ||
Computing | 1x Tegra X1 | 2x Tegra X1 | 1x Tegra X2 | 2x Tegra X2
+ 2x Pascal GPU |
1x Tegra Xavier |
CPU Cores | 4x Cortex A57
4x Cortex A53 |
8x Cortex A57
8x Cortex A53 |
2x Denver
4x Cortex A57 |
4x Denver
8x Cortex A57 |
8x Custom ARM64 |
GPU | 2 SMM Maxwell
256 CUDA cores |
4 SMM Maxwell
512 CUDA cores |
1x Parker GPGPU
(1x 2 SM Pascal, 256 CUDA cores) |
2x Parker GPGPU
(2x 2 SM Pascal, 512 CUDA cores) |
1x Volta GPGPU
512 CUDA Cores |
References
- ↑ "Cars drive autonomously with Nvidia X1-based computer". Cnet. Cnet. 5 January 2015. Retrieved 29 March 2016.
- ↑ "Nvidia Announces Another Car ‘Supercomputer’ at CES". The Wall Street Journal. 4 January 2016. Retrieved 29 March 2016.
- ↑ Smith, Joshua Ho, Ryan. "NVIDIA Tegra X1 Preview & Architecture Analysis". Retrieved 2016-09-18.
- ↑ NVIDIA ebnet den Weg für die Autos von Morgen mit den NVIDIA-DRIVE-Automotive-Computern
- ↑ Lambert, Fred (10 May 2017). "Toyota and NVIDIA strike a deal to bring to market autonomous cars ‘within next few years’". Electrek. Retrieved 21 May 2017.
- ↑ Smith, Ryan. "NVIDIA Announces DRIVE PX 2 - Pascal Power For Self-Driving Cars". Retrieved 2016-09-18.
- ↑ "Autonomous Car Development Platform from NVIDIA DRIVE PX2". www.nvidia.com. Retrieved 2016-09-18.
- ↑ Lambert, Fred (21 October 2016). "All new Teslas are equipped with NVIDIA’s new Drive PX 2 AI platform for self-driving". Electrek. Retrieved 25 January 2017.
- ↑ Dow, Jameson (20 May 2017). "Roborace debuts their driverless “Robocar” on track at the Paris ePrix". Electrek. Retrieved 21 May 2017.
- 1 2 Cutress, Ian; Tallis, Billy (4 January 2016). "CES 2017: Nvidia Keynote Liveblog". Anandtech.com. Retrieved 9 January 2017.
- ↑ Smith, Ryan (28 September 2016). "Nvidia Teases Xavier, A High Performance SoC for Drive PX & AI". Anandtech. Retrieved 22 June 2017.
- ↑ NVIDIA Announces Pascal GPU Powered Drive PX 2 – 16nm FinFET Based, Liquid Cooled AI Supercomputer With 8 TFLOPs Performance