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Simmani Runtime Power Modeling

This repo contains Simmani's core implementation as well as its simple examples.

Preliminaries

  • Power modeling is implemented with Python, which resides in simmani.
  • All Scala code is for example designs generated by Chisel:
    • GCD: the Euclide's algorithm for the greatest common divisor (GCD) of two numbers. A.k.a. hello world of hardware.
    • Stack: hardware implementation of stack.
    • Risc: simple RISC machine with flip-flop-based memories.
    • RiscSRAM: simple RISC machine with SRAMs.
    • mini: RISC-V mini, a 3-stage RISC-V pipeline.
  • Each command is executed as follows:
    scons --<design> <command>
    
    <design> is one of examples available above, which is mini by default. For example, if you want to generate verilog for GCD, run: scons --GCD rtl-v.
  • All CAD tools were run with HAMMER. Due to the NDA, we cannot release code in tools/hammer-cad-plugins and tools/hammer-adept-plugins.
  • Instead, we provide pre-generated power traces in power. RISC-V mini's power traces are available as a tarball due to their sizes.

Prerequisites

  • SBT
  • Python3
  • Python packages: scons, numpy, scipy, matplotlib, scikit-learn
    pip3 install [--user] <package>
    
  • Synopsys VCS

Step 1: Getting Started

git clone https://github.com/Simmani/simmani.git
cd simmani
./setup.sh # initialize submodules

Step 2: Generating Verilog

scons --<design> rtl-v

Step 3: Running RTL Simulation for VCDs

scons --<design> run-testers

Step 4: Training Power Models with Pre-generated Power Traces

scons --<design> simmani-train

Step 5: Test Power Models with Pre-generated Power Traces

scons --<design> simmani-test

Power training and test results are available in power/<design>/simmani.

Publications

  • Donggyu Kim, Jerry Zhao, Jonathan Bachrach, and Krste Asanović, "Simmani: Runtime Power Modeling for Arbitrary RTL with Automatic Signal Selection", In proceedings of the 52nd IEEE/ACM International Symposium on Microarchitecture (MICRO'19), Columbus, OH, October 2019.
  • Donggyu Kim, "FPGA-Accelerated Evaluation and Verification of RTL Designs", Ph.D. Thesis, University of California, Berkeley, May 2019.

simmani's Projects

buildroot icon buildroot

Buildroot, making embedded Linux easy. Note that this is not the official repository, but only a mirror. The official Git repository is at http://git.buildroot.net/buildroot/. Do not open issues or file pull requests here.

esp-tests icon esp-tests

Custom extensions to the RISC-V tests for the UCB-BAR ESP project

simmani.github.io icon simmani.github.io

Simmani: Runtime Power Modeling for Arbitrary RTL with Automatic Signal Selection

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