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 Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
☆18Updated 5 months ago
Alternatives and similar repositories for ck-mlops
Users that are interested in ck-mlops are comparing it to the libraries listed below
Sorting:
- Collective Knowledge repository to support artifact evaluation and reproducibility initiatives:☆55Updated last month
- This repository is outdated! Join the open MLPerf workgroup to participate in the development of the next generation of automation workfl…☆32Updated 2 years ago
- Validated Collective Knowledge workflows and results from the 1st ACM ReQuEST tournament on co-design of Pareto-efficient SW/HW stack for…☆13Updated 6 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 TVM and VTA:☆16Updated 3 years ago
- Legacy CM repository with a collection of portable, reusable and cross-platform CM automations for MLOps and MLPerf to simplify the proce…☆18Updated 2 months ago
- CK workflow, portable packages and other artifacts for the ReQuEST-ASPLOS'18 submission:☆11Updated 6 years ago
- Benchmark for generic matrix-matrix multiplication (GEMM)☆33Updated 6 years ago
- Collective Knowledge workflow for the MILEPOST GCC (machine learning based compiler). See how it is used in the collaborative project wit…☆48Updated 3 years ago
- CK automation actions to let users implement portable, customizable and reusable program workflows for reproducible, collaborative and mu…☆57Updated 3 years ago
- Collective Knowledge extension with unified and customizable benchmarks (with extensible JSON meta information) to be easily integrated w…☆53Updated 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
- CK workflow, portable packages and other artifacts for the ReQuEST-ASPLOS'18 submission:☆13Updated 6 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
- Collective Knowledge web extension to browse CK repositories, visualize interactive graphs and articles, render CK-based websites, implem…☆34Updated 3 years ago
- Collective Knowledge repository with actions to unify the access to different predictive analytics engines (scipy, R, DNN) from software,…☆34Updated 3 years ago
- CK workflow, portable packages and other artifacts for the ReQuEST-ASPLOS'18 submission:☆15Updated 5 years ago
- CK repository with components and automation actions to enable portable workflows across diverse platforms including Linux, Windows, MacO…☆72Updated 2 years ago
- General policies for MLPerf™ including submission rules, coding standards, etc.☆28Updated this week
- 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
- Benchmarks to capture important workloads.☆31Updated 3 months ago
- Standalone, thin and portable server to let users participate in experiment crowdsourcing using Windows devices via Collective Knowledge …☆28Updated 8 years ago
- Deadline-based hyperparameter tuning on RayTune.☆31Updated 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
- Shared artifacts and workflows from the EPSRC Pamela project in the customizable, portable and reusable Collective Knowledge format:☆21Updated 3 years ago
- Supplementary material for our paper "Compute Trends Across Three Eras of Machine Learning".☆40Updated 3 years ago
- CK GUI application to crowdsource benchmarking and optimization of DNN engines and models across diverse Linux or Windows platforms. Furt…☆19Updated 6 years ago
- Repository for ONNX working group artifacts☆27Updated last week
- An IR for efficiently simulating distributed ML computation.☆28Updated last year
- Collective Knowledge packages for various mathematical libs to be plugged into portable and customizable CK research workflows:☆37Updated 3 years ago