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    71 repositories

    • inference_policies

      Public archive
      Please use for issues related to inference policies, including suggested changes
      Apache License 2.0
      •52•0•0•0•Updated Feb 10, 2021Feb 10, 2021

    • ck-env

      Public archive
      CK repository with components and automation actions to enable portable workflows across diverse platforms including Linux, Windows, MacOS and Android. It includes software detection plugins and meta packages (code, data sets, models, scripts, etc) with the possibility of multiple versions to co-exist in a user or system environment:
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •25•0•0•0•Updated Feb 10, 2021Feb 10, 2021

    • inference

      Public archive
      Reference implementations of inference benchmarks
      Python
      •
      Apache License 2.0
      •536•1•0•0•Updated Jan 26, 2021Jan 26, 2021

    • ck-armnn

      Public archive
      Collective Knowledge workflows for ArmNN
      Shell
      •
      BSD 3-Clause "New" or "Revised" License
      •10•0•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-nntest

      Public
      CK-NNTest: collaboratively validating, benchmarking and optimizing neural net operators across platforms, frameworks and datasets
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •7•0•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-openvino

      Public archive
      Collective Knowledge workflows for OpenVINO Toolkit (Deep Learning Deployment Toolkit)
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •7•0•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-tensorrt

      Public archive
      Collective Knowledge repository for NVIDIA's TensorRT
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •16•0•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-coral

      Public
      Collective Knowledge workflows for the Coral EdgeTPU accelerator
      Shell
      •
      BSD 3-Clause "New" or "Revised" License
      •3•0•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-pytorch

      Public archive
      Integration of PyTorch to Collective Knowledge workflow framework to provide unified CK JSON API for AI (customized builds across diverse libraries and hardware, unified AI API, collaborative experiments, performance optimization and model/data set tuning):
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •4•0•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-mlperf

      Public archive
      Collective Knowledge repository to automate MLPerf - a broad ML benchmark suite for measuring performance of ML software frameworks, ML hardware accelerators, and ML cloud platforms:
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •23•1•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-tensorflow

      Public archive
      Collective Knowledge components for TensorFlow (code, data sets, models, packages, workflows):
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •26•1•0•0•Updated Jan 25, 2021Jan 25, 2021

    • ck-autotuning

      Public
      CK automation actions to let users implement portable, customizable and reusable program workflows for reproducible, collaborative and multi-objective benchmarking, optimization and SW/HW co-design:
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •21•0•0•0•Updated Dec 23, 2020Dec 23, 2020

    • inference_results_v0.7

      Public
      C++
      •
      Apache License 2.0
      •28•0•0•0•Updated Nov 19, 2020Nov 19, 2020

    • policies

      Public archive
      General policies
      Python
      •
      Apache License 2.0
      •54•0•0•0•Updated Oct 21, 2020Oct 21, 2020

    • ck-math

      Public archive
      Collective Knowledge packages for various mathematical libs to be plugged into portable and customizable CK research workflows:
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •9•0•0•0•Updated Sep 8, 2020Sep 8, 2020

    • ck

      Public
      Collective Knowledge (CK) is a small Python library that helps to decompose complex research projects into reusable and cross-linked components (wrappers for code, data, models and results), automation actions and portable workflows with unified APIs, CLI, and JSON I/O. You can find more info and real-world use cases at the project website:
      Python
      •
      Other
      •114•0•0•0•Updated Aug 8, 2020Aug 8, 2020

    • ck-web

      Public
      Collective Knowledge web extension to browse CK repositories, visualize interactive graphs and articles, render CK-based websites, implement simple web services with JSON API (for example to crowdsource experiments or unify access to DNN). Demos of interactive articles, graphs and crowdsourced experiments:
      CSS
      •
      Other
      •4•0•0•0•Updated Jul 26, 2020Jul 26, 2020

    • ck-old-packages

      Public
      Collective Knowledge repository to archive outdated packages
      CMake
      •
      Other
      •2•0•0•0•Updated Jul 13, 2020Jul 13, 2020

    • ck-website

      Public
      CK repository for cKnowledge.org website:
      CSS
      •
      Other
      •2•0•0•0•Updated Jul 7, 2020Jul 7, 2020

    • ck-zeromq

      Public
      CK repository for experiments with ZeroMQ, LoadGen and TensorRT
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •0•2•0•0•Updated Jun 3, 2020Jun 3, 2020

    • ck-object-detection

      Public archive
      CK research workflows for object detection
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •3•0•0•0•Updated Apr 15, 2020Apr 15, 2020

    • ck-analytics

      Public
      Collective Knowledge repository with actions to unify the access to different predictive analytics engines (scipy, R, DNN) from software, command line and web-services via CK JSON API:
      Python
      •
      Other
      •4•0•0•0•Updated Apr 14, 2020Apr 14, 2020

    • inference_results_v0.5

      Public
      MLPerf Inference v0.5 Results
      C++
      •
      Apache License 2.0
      •43•0•0•0•Updated Jan 9, 2020Jan 9, 2020

    • ck-quantum

      Public
      Miscellaneous resources for Quantum Collective Knowledge
      Python
      •6•0•0•0•Updated Jan 8, 2020Jan 8, 2020

    • ck-caffe

      Public
      Collective Knowledge workflow for Caffe to automate installation across diverse platforms and to collaboratively evaluate and optimize Caffe-based workloads across diverse hardware, software and data sets (compilers, libraries, tools, models, inputs):
      androidwindowslinuxcaffejson-apiopenclcudaresourcesperformance-portabilitycosts
      CMake
      •
      BSD 3-Clause "New" or "Revised" License
      •40•193•29•0•Updated Nov 6, 2019Nov 6, 2019

    • ck-crowdtuning

      Public
      Collective Knowledge crowd-tuning extension to let users crowdsource their experiments (using portable Collective Knowledge workflows) such as performance benchmarking, auto tuning and machine learning across diverse platforms with Linux, Windows, MacOS and Android provided by volunteers. Demo of DNN crowd-benchmarking and crowd-tuning:
      Python
      •
      Other
      •3•0•0•0•Updated Oct 23, 2019Oct 23, 2019

    • ck-request-asplos18-mobilenets-armcl-opencl

      Public
      CK workflow, portable packages and other artifacts for the ReQuEST-ASPLOS'18 submission:
      TeX
      •
      BSD 3-Clause "New" or "Revised" License
      •3•15•0•0•Updated Oct 8, 2019Oct 8, 2019

    • ck-ehive

      Public
      CK workflows for the eHive project
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •1•0•0•0•Updated Aug 29, 2019Aug 29, 2019

    • ck-graph-analytics

      Public
      Collective Knowledge repository with workflows and packages for graph analytics applications
      TeX
      •
      Other
      •3•0•0•0•Updated Jul 23, 2019Jul 23, 2019

    • ctuning-programs

      Public
      Collective Knowledge extension with unified and customizable benchmarks (with extensible JSON meta information) to be easily integrated with customizable and portable Collective Knowledge workflows. You can easily compile and run these benchmarks using different compilers, environments, hardware and OS (Linux, MacOS, Windows, Android). More info:
      C
      •12•0•0•0•Updated Apr 20, 2019Apr 20, 2019