ARM-software/workload-automation

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Apache License 2.0
Created over 9 years ago
Updated about 1 year ago

ARM-software/workload-automation

ARM-software

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A framework for automating workload execution and measurement collection on ARM devices.

Workload Automation

Workload Automation (WA) is a framework for executing workloads and collecting measurements on Android and Linux devices. WA includes automation for nearly 40 workloads and supports some common instrumentation (ftrace, hwmon) along with a number of output formats.

WA is designed primarily as a developer tool/framework to facilitate data driven development by providing a method of collecting measurements from a device in a repeatable way.

WA is highly extensible. Most of the concrete functionality is implemented via plug-ins, and it is easy to write new plug-ins to support new device types, workloads, instruments or output processing.

Requirements

Python 3.5+
Linux (should work on other Unixes, but untested)
Latest Android SDK (ANDROID_HOME must be set) for Android devices, or
SSH for Linux devices

Installation

To install:

git clone [email protected]:ARM-software/workload-automation.git workload-automation
sudo -H python setup [install|develop]

Note: A requirements.txt is included however this is designed to be used as a reference for known working versions rather than as part of a standard installation.

Please refer to the installation section in the documentation for more details.

Basic Usage

Please see the Quickstart section of the documentation.

Documentation

You can view pre-built HTML documentation here.

Documentation in reStructuredText format may be found under doc/source. To compile it into cross-linked HTML, make sure you have Sphinx installed, and then

cd doc
make html

License

Workload Automation is distributed under Apache v2.0 License. Workload automation includes binaries distributed under different licenses (see LICENSE files in specific directories).

Feedback, Contributions and Support

Please use the GitHub Issue Tracker associated with this repository for feedback.
ARM licensees may contact ARM directly via their partner managers.
We welcome code contributions via GitHub Pull requests. Please see "Contributing Code" section of the documentation for details.

ComputeLibrary

The Compute Library is a set of computer vision and machine learning functions optimised for both Arm CPUs and GPUs using SIMD technologies.

arm-trusted-firmware

Read-only mirror of Trusted Firmware-A

CMSIS_5

CMSIS Version 5 Development Repository

armnn

Arm NN ML Software. The code here is a read-only mirror of https://review.mlplatform.org/admin/repos/ml/armnn

ML-KWS-for-MCU

Keyword spotting on Arm Cortex-M Microcontrollers

astc-encoder

The Arm ASTC Encoder, a compressor for the Adaptive Scalable Texture Compression data format.

abi-aa

Application Binary Interface for the Arm® Architecture

vulkan_best_practice_for_mobile_developers

Vulkan best practice for mobile developers

CMSIS-FreeRTOS

FreeRTOS adaptation for CMSIS-RTOS Version 2

optimized-routines

Optimized implementations of various library functions for ARM architecture processors

CMSIS_4

Cortex Microcontroller Software Interface Standard (V4 no longer maintained)

mango

Parallel Hyperparameter Tuning in Python

Jupyter Notebook

ML-examples

Arm Machine Learning tutorials and examples

LLVM-embedded-toolchain-for-Arm

A project dedicated to building LLVM toolchain for 32-bit Arm embedded targets.

opengl-es-sdk-for-android

OpenGL ES SDK for Android

SCALE-Sim

Arm-2D

2D Graphic Library optimized for Cortex-M processors

CMSIS-DSP

CMSIS-DSP embedded compute library for Cortex-M and Cortex-A

Tool-Solutions

Tutorials & examples for Arm software development tools.

EndpointAI

SCP-firmware

Read-only mirror of System Control Processor (SCP) firmware

vulkan-sdk

Github repository for the Vulkan SDK

lisa

Linux Integrated System Analysis

Jupyter Notebook

HWCPipe

Hardware counters interface

u-boot

Clone of upstream U-Boot repo with patches for Arm development boards

CMSIS-NN

CMSIS-NN Library

CMSIS-Driver

Repository of microcontroller peripheral driver implementing the CMSIS-Driver API specification

android-nn-driver

CMSIS_6

CMSIS version 6 (successor of CMSIS_5)

ML-zoo

gator

Sources for Arm Streamline's gator daemon

keyword-transformer

Official implementation of the Keyword Transformer: https://arxiv.org/abs/2104.00769

Jupyter Notebook

ebbr

Embedded Base Boot Requirements Specification

perfdoc

A cross-platform Vulkan layer which checks Vulkan applications for best practices on Arm Mali devices.

linux

asl-interpreter

Example implementation of Arm's Architecture Specification Language (ASL)

MDK-Middleware

MDK-Middleware (file system, network and USB components) source code for Arm Cortex-M using CMSIS-Drivers and CMSIS-RTOS2 APIs.

sbsa-acs

ARM Enterprise: SBSA Architecture Compliance Suite

sesr

Super-Efficient Super Resolution

mobile-studio-integration-for-unity

Mobile Studio tool integration with C# scripting for the Unity game engine.

CSAL

Coresight Access Library

progress64

PROGRESS64 is a C library of scalable functions for concurrent programs, primarily focused on networking applications.

psa-arch-tests

Tests for verifying implementations of TBSA-v8M and the PSA Certified APIs

CMSIS-RTX

RTX5 real time kernel for Arm Cortex-based embedded systems (spin-off from CMSIS_5)

Cloud-IoT-Core-Kit-Examples

Example projects and code are supplied to support the Arm-based IoT Kit for Cloud IoT Core

developer

GTM related documentation

cmsis-pack-eclipse

CMSIS-Pack Eclipse Plug-ins

trappy

This repository has moved to https://gitlab.arm.com/tooling/trappy

ethos-n-driver-stack

Driver stack (including user space libraries, kernel module and firmware) for the Arm® Ethos™-N NPU

AVH-GetStarted

DEPRECATED - use instead AVH_CI_Template

CMSIS-CV

Computer Vision library for IoT

acle

Arm C Language Extensions (ACLE)

arm-systemready

Arm SystemReady

patrace

tarmac-trace-utilities

Tools for analyzing and browsing Tarmac instruction traces.

devlib

Library for interaction with and instrumentation of remote devices.

speculation-barrier

This project provides a header file which contains wrapper macros for the __builtin_load_no_speculate builtin function defined at https://www.arm.com/security-update This builtin function defines a speculation barrier, which can be used to limit the conditions under which a value which has been loaded can be used under speculative execution.

arm-enterprise-acs

ARM Enterprise ACS

DeepFreeze

tf-issues

Issue tracking for the ARM Trusted Firmware project

scalpel

This is a PyTorch implementation of the Scalpel. Node pruning for five benchmark networks and SIMD-aware weight pruning for LeNet-300-100 and LeNet-5 is included.

psa-api

Documentation source and development of the PSA Certified API

TZ-TRNG

TrustZone True Number Generator

AVH

AVH-FVP: Arm Virtual Hardware - Fixed Virtual Platform

CMSIS-View

Repository of CMSIS Software Pack for software event generation and input/output handling.

perf-libs-tools

bob-build

Meta-build system using Blueprint and ninja

CMSIS-DAP

CoreSight Debug Access Port (DAP) debug probe protocol reference implementation (spin-off from CMSIS_5)

mram_simulation_framework

MRAM magnetization simulation framework. s-LLGS python and verilog-a solvers for transients simulation and Fokker-planck equation solver for stochastic analysis

bento-linker

A light-weight alternative to processes for microcontrollers.

toolchain-gnu-bare-metal

A toolchain sub-project dedicated to build GNU toolchain for 32-bit bare-metal targets

data

Machine-readable data describing Arm architecture and implementations. Includes JSON descriptions of implemented PMU events.

synchronization-benchmarks

Collection of synchronization micro-benchmarks and traces from infrastructure applications

libGPUInfo

A utility library for application developers to query the configuration of the Arm Immortalis GPU or Arm Mali GPU present in their system.

cryptocell-312-runtime

CryptoCell 312 runtime code

CMSIS-Compiler

CMSIS Compiler support for Arm Compiler

vscode-cmsis-csolution

Extension support for VS Code CMSIS Project Extension

libddssec

DDS Security library - Project moved to https://gitlab.arm.com/libraries/libddssec

NXP_LPC

CMSIS Driver Implementations for the NXP LPC Microcontroller Series

golang-utils

Helpers and utilities for Golang in order to do actions not available in the standard library.

AArch64cryptolib

AArch64cryptolib is a from scratch implementation of cryptographic primitives aiming for optimal performance on Arm A-class cores

AVH-TFLmicrospeech

Example: Micro speech for TensorFlow Lite

Shackleton-Framework

A generic genetic programming framework that aims to make genetic programming easier for a myriad of uses. Currently, the main target is to use the framework for code optimization in tandem with the LLVM framework.

CMSIS-Stream

CMSIS-Stream software component

bart

Behavioural Analysis and Regression Toolkit

PAF

PAF (the Physical Attack Framework) is a framework for analyzing physical attacks: fault injection and side channels

HPCG_for_Arm

armnn-mlperf

Arm mlperf.org benchmark port

coresight-wire-protocol

Coresight Wire Protocol (CSWP) Server/Client and streaming trace examples.

ATP-Engine

bsa-acs

Arm SystemReady : BSA Architecture Compliance Suite

ATS-Keyword

Smart Home Total Solution - Keyword Recognition

open-iot-sdk

Open-IoT-SDK - Home of the Total Solution applications.

vscode-keil-studio-pack

Extension pack for all VS Code extensions

CMSIS-RTOS2_Validation

Validation test suite for CMSIS-RTOS2 API implementations using Arm Virtual Hardware (AVH).

vr-sdk-for-android

VR SDK for Android

meabo

Multi-purpose multi-phase micro-benchmark

avhclient

Arm Virtual Hardware Client

CMSIS-Driver_Validation

Test suite for verifying CMSIS-Driver implementations.

Methodology_for_ArmIE_SVE