Google workloads for consumer devices: mitigating data movement bottlenecks
Google workloads for consumer devices: mitigating data movement bottlenecks Boroumand et al., ASPLOS’18
What if your mobile device could be twice as fast on common tasks, greatly improving the user experience, while at the same time significantly extending your battery life? This is the feat that the authors of today’s paper pull-off, using a technique known as processing-in-memory (PIM). PIM moves some processing into the memory itself, avoiding the need to transfer data from memory to the CPU for those operations. It turns out that such data movement is a major contributor to the total system energy usage, so eliminating it can lead to big gains.
Our evaluation shows that offloading simple functions from these consumer workloads to PIM logic, consisting of either simple cores or specialized accelerators, reduces system energy consumption by 55.4% and execution time by 54.2%, on average across all of our workloads.
Energy as a limiting factor
While the performance requirements of consumer devices increase year on year, and devices pack in power-hungry CPUs, GPUs, special-purpose accelerators, sensors and high-resolution screens to keep pace, lithium ion battery capacity has only doubled in the last 20 years. Moreover, the thermal power dissipation in consumer Continue reading
The open source tool allows for the building of a container image without providing privileged root access.
Ciena stands to be a winner because it competes with ZTE. Infinera and Nokia might benefit as well.


War and the battlefield themes dominated the opening keynotes at the annual RSA Conference 2018, just a day after a joint U.S. and U.K. alert warned that Russians are targeting American and British organizations’ network infrastructure devices, such as routers.
The new platform allows the company to get into the application space and diversify operations away from the increasingly competitive infrastructure space around OpenStack and Kubernetes.
Cisco, itself, recently issued a warning about its Smart Install client, saying it was vulnerable to cyber attacks by nation-state actors.
Cisco expects the ratio of IT people to devices to increase from 1 to 1,000 to 1 to 100,000 in just a couple of years.
The company claims its platform is the only one that can run both Swarm and Kubernetes in the same cluster.