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AI processor speedups will advance faster than Moore's law in the next 2-3 years, mostly due to lower precision (12/8/4 bits instead of 64/32 bits), massive par
by paulsutter 10y ago
AI processor speedups will advance faster than Moore's law in the next 2-3 years, mostly due to lower precision (12/8/4 bits instead of 64/32 bits), massive parallelism, and a different programming paradigm. Google's TPU's for example are close to hardwired matrix multiplication. Maybe speedups for traditional scalar-oriented code matters less now.
Intel Lake Crest: "will enable training of neural networks at 100 times the performance on today’s GPUs, said Diane Bryant, executive vice president and general manager of Intel’s data center group"
https://venturebeat.com/2016/11/17/intel-will-test-nervanas-lake-crest-silicon-in-first-half-of-2017-knights-crest-also-coming/ https://venturebeat.com/2016/11/17/intel-will-test-nervanas-...
Google TPU: "The TPU...used 8-bit integer math...process 92 TOPS" (trillion operations per second)
https://www.nextplatform.com/2017/04/05/first-depth-look-googles-tpu-architecture/ https://www.nextplatform.com/2017/04/05/first-depth-look-goo...
Generally:
http://www.moorinsightsstrategy.com/what-to-expect-in-2017-from-amd-intel-nvidia-xilinx-and-others-for-machine-learning/ http://www.moorinsightsstrategy.com/what-to-expect-in-2017-f...
- zitterbewegung 10y agoI really don't think so. The current graphic cards are heading torward the same issues Intel is doing. It's getting longer for improvement in GPUs to occur .
- paulsutter 10y agoGPUs are more complex than what's needed for AI, take a close look at Google TPU for example.
- jacquesm 10y agoThe TPU is used in inference, not in training, GPUs can be used for both. https://www.extremetech.com/computing/247199-googles-dedicated-tensorflow-processor-tpu-makes-hash-intel-nvidia-inference-workloads https://www.extremetech.com/computing/247199-googles-dedicat...
- throwaway2048 10y agoIntels claims of 100/1000x preformance increases are becomming less than credible. They promised the same sorts of things with larabee and thunderbolt and Xpoint. All have been massive underpreforming dissapointments.