Handheld devices are becoming increasingly common in today’s world. With every passing year, the diversity of applications (apps) being supported by mobile platforms is growing manyfold. In addition, Android, the most popular handheld OS in the market is releasing a new version every year, with a newer and richer set of APIs, enabling the next generation of feature-rich applications.To support these apps, hardware requirements of these devices are increasing rapidly. Mobile SoCs need a larger number of faster cores, better GPUs and above all, higher DRAM capacities to do justice to user experience.

Despite the growing importance of these devices, and the numerous challenges being faced for architecting these, there is a significant lack of research in this domain. A recent report compared the number of papers published in leading conferences that have focused on exploration of mobile systems, and found the number to be significantly lacking, as compared to server architecture papers. We belive this is due to lack of diverse, easy-to-use and well maintained simulation tools. The current state of the art simulation tools in the handheld SoC space rely on full system simulators which suffer from multiple drawbacks, the primary ones being:

  • Existing tools can simulate relatively older versions of Android.Using older OS versions results in experimentation with older versions of apps, which means that the design space is being explored for older applications, and not the contemporary or future ones.
  • Full system simulators are very slow compared to native execution

We present META - Memory Exploration Tool for Android devices, which focuses on quick and comprehensive exploration of memory heirarchies in handheld devices. META is compatible with all Android OS versions and can also simulate emerging non-volatile memory technologies. The design of META can be seen in figure below.

META Block Diagram

META is trace based tool built on top of Android Emulator, shipped with the Android Open Source Project (AOSP). This emulator, is built using a modified version of the QEMU emulator. QEMU and AOSP were chosen because this combination serves the intent of designing this tool - quick compatibility with future versions of Android. The emulator works on Android Virtual Device (AVD), which describes the hardware profile, system image, storage areas etc. of the device being simulated. For future compatibility, newer AVDs will have to be provided, which are typically shipped with Android Studio, making the integration much smoother. We have modified the QEMU code shipped with AOSP to generate instruction level traces of the complete system, including the app being executed. These traces are then post processed via a cache module and the NVMain main memory simulator for understanding the application’s memory behavior, as well as exploring the range of memory architectures using DRAM and NVMs.

Prof. Manu recently gave a talk involving META at the SDC SNIA India conference.

The initial prototype of META for presented at MobiCom 2018.
You can find the resources here : Paper, Slides, Bibtex

META is currently being used at Prof. Manu’s lab to perform analysis.

Collaborators