Peppercorn
Limp Gawd
- Joined
- Dec 8, 2016
- Messages
- 259
The combination of Naples and Radeon Instinct on ROCm with an open source software stack will be very attractive to developers and does indeed look very disruptive.
http://instinct.radeon.com/en-us/th...s-of-amds-open-source-deep-learning-strategy/
http://instinct.radeon.com/en-us/th...s-of-amds-open-source-deep-learning-strategy/
Deep learning as a disruptive technology is critically enabled by hardware. AMD is one of the few semiconductor companies that actually exploits neural network in their hardware. In AMD’s SenseMI Infinity Fabric, an evolution of AMD HyperTransport interconnect technology, the design uses “perceptrons” to support branch prediction. AMD’s GPU hardware has always been competitive against Nvidia hardware. When algorithms are extensively optimized, AMD hardware is in fact favored. This is shown in the many cryptocurrency proof-of-work algorithms that have favored AMD hardware. Raja Koduri, head of AMD Radeon products, recently noted that AMD has had more compute per buck since 2005.
This article explores AMD’s open source deep learning strategy and explains the benefits of AMD’s ROCm initiative to accelerating deep learning development. It asks if AMD’s competitors need to be concerned with the disruptive nature of what AMD is doing.
Deep learning is a disruptive technology like the Internet and mobile computing that came before. Open source software has been the dominant platform that has enabled these technologies.
AMD combines these powerful principles with its open source ROCm initiative. On its own, this definitely has the potential of accelerating deep learning development. ROCm provides a comprehensive set of components that address the high performance computing needs, such as providing tools that are closer to the metal. These include hand-tuned libraries and support for assembly language tooling.
Future deep learning software will demand even greater optimizations that span many kinds of computing cores. In my view, AMD’s strategic vision of investing heavily in heterogeneous system architectures gives their platform a distinct edge.
AMD’s open source strategy is uniquely positioned to disrupt and take the lead in future deep learning developments.