mlcommons / ck-mlops
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
☆17Updated 7 months ago
Related projects: ⓘ
- This repository is outdated! Join the open MLPerf workgroup to participate in the development of the next generation of automation workfl…☆32Updated last year
- Collective Knowledge repository to support artifact evaluation and reproducibility initiatives:☆50Updated last month
- Validated Collective Knowledge workflows and results from the 1st ACM ReQuEST tournament on co-design of Pareto-efficient SW/HW stack for…☆13Updated 5 years ago
- CK automation actions to let users implement portable, customizable and reusable program workflows for reproducible, collaborative and mu…☆57Updated 2 years ago
- Portable and customizable Collective Knowledge workflows for TVM and VTA:☆15Updated 3 years ago
- Benchmark for generic matrix-matrix multiplication (GEMM)☆33Updated 5 years ago
- CK workflow, portable packages and other artifacts for the ReQuEST-ASPLOS'18 submission:☆13Updated 5 years ago
- CK workflow, portable packages and other artifacts for the ReQuEST-ASPLOS'18 submission:☆11Updated 5 years ago
- Collective Knowledge workflow for the MILEPOST GCC (machine learning based compiler). See how it is used in the collaborative project wit…☆47Updated 3 years ago
- CK repository with components and automation actions to enable portable workflows across diverse platforms including Linux, Windows, MacO…☆71Updated last year
- CK workflow, portable packages and other artifacts for the ReQuEST-ASPLOS'18 submission:☆15Updated 4 years ago
- Collective Knowledge repository with actions to unify the access to different predictive analytics engines (scipy, R, DNN) from software,…☆33Updated 3 years ago
- Collective Knowledge workflow for ARM's workload automation tool: an open framework for gathering and sharing knowledge about system desi…☆21Updated 3 years ago
- Collective Knowledge extension with unified and customizable benchmarks (with extensible JSON meta information) to be easily integrated w…☆52Updated 3 years ago
- Integration of Caffe2 to Collective Knowledge workflow framework to provide unified CK JSON API for AI (customized builds across diverse …☆32Updated 3 years ago
- Public data sets and their properties in the Collective Knowledge Format with JSON API and JSON meta information to be easily pluggable t…☆25Updated 3 years ago
- Collective Knowledge components for TensorFlow (code, data sets, models, packages, workflows):☆93Updated 3 years ago
- Collective Knowledge crowd-tuning extension to let users crowdsource their experiments (using portable Collective Knowledge workflows) su…☆34Updated 3 years ago
- Collective Knowledge packages to build development versions of compilers (LLVM, GCC, etc) and use them in customizable and portable CK re…☆27Updated 3 years ago
- CK GUI application to crowdsource benchmarking and optimization of DNN engines and models across diverse Linux or Windows platforms. Furt…☆19Updated 5 years ago
- Collective Knowledge extension to automate Docker "build","run" and "push" functions and packge CK repositories for collaborative and rep…☆29Updated 3 years ago
- Collective Knowledge web extension to browse CK repositories, visualize interactive graphs and articles, render CK-based websites, implem…☆31Updated 3 years ago
- Collective Knowledge packages for various mathematical libs to be plugged into portable and customizable CK research workflows:☆37Updated 3 years ago
- Standalone, thin and portable server to let users participate in experiment crowdsourcing using Windows devices via Collective Knowledge …☆28Updated 7 years ago
- Meta information about platforms participating in experiment crowdsourcing using Collective Knowledge Framework (OS,CPU,GPU,GPGPU,NN...):☆30Updated 3 years ago
- Shared artifacts and workflows from the EPSRC Pamela project in the customizable, portable and reusable Collective Knowledge format:☆21Updated 3 years ago
- This repository contains the results and code for the MLPerf™ Inference v3.1 benchmark.☆11Updated 7 months ago
- Portable and customizable Collective Knowledge workflows for MXNet:☆19Updated 3 years ago
- Android application to participate in experiment crowdsourcing (such as workload crowd-benchmarking and crowd-tuning) using Collective Kn…☆24Updated 3 years ago
- Cross-platform Python client for the CodeReef.ai portal to manage portable workflows, reusable automation actions, software detection plu…☆11Updated 4 years ago