{"id":18646426,"url":"https://github.com/ucbrise/cirrus","last_synced_at":"2025-07-17T10:34:20.880Z","repository":{"id":33638190,"uuid":"137416400","full_name":"ucbrise/cirrus","owner":"ucbrise","description":"Serverless ML Framework","archived":false,"fork":false,"pushed_at":"2022-03-29T21:55:07.000Z","size":110721,"stargazers_count":106,"open_issues_count":6,"forks_count":20,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-05-29T03:44:14.658Z","etag":null,"topics":["distributed-systems","jupyter-notebook","machine-learning","serverless"],"latest_commit_sha":null,"homepage":null,"language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ucbrise.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2018-06-14T22:42:58.000Z","updated_at":"2025-05-23T03:05:43.000Z","dependencies_parsed_at":"2022-08-07T22:16:41.855Z","dependency_job_id":null,"html_url":"https://github.com/ucbrise/cirrus","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ucbrise/cirrus","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ucbrise%2Fcirrus","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ucbrise%2Fcirrus/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ucbrise%2Fcirrus/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ucbrise%2Fcirrus/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ucbrise","download_url":"https://codeload.github.com/ucbrise/cirrus/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ucbrise%2Fcirrus/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265595547,"owners_count":23794749,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["distributed-systems","jupyter-notebook","machine-learning","serverless"],"created_at":"2024-11-07T06:19:49.494Z","updated_at":"2025-07-17T10:34:20.845Z","avatar_url":"https://github.com/ucbrise.png","language":"C++","funding_links":[],"categories":["Related projects"],"sub_categories":[],"readme":"Cirrus\n==================================\n\n[![Travis Build Status](https://travis-ci.org/jcarreira/cirrus.svg?branch=master)](https://travis-ci.org/jcarreira/cirrus)\n[![Coverity Scan Build Status](https://scan.coverity.com/projects/10708/badge.svg)](https://scan.coverity.com/projects/jcarreira-cirrus)\n[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)\n\nCirrus is a serverless machine learning library. Cirrus provides a list of machine learning algorithms that can scale to many serverless lambdas in the cloud.\n\nRequirements\n============\n\nThe Cirrus backend has been tested on Ubuntu 14.04/16.04/18.04 and Amazon AMI.\n\nIt has been tested with the following environment / dependencies:\n* g++-7\n\nIn the Amazon AMI please do:\n\n    $ sudo yum install glibc-static\n    $ sudo yum install openssl-static.x86_64\n    $ sudo yum install zlib-static.x86_64\n\nIn Ubuntu please do:\n\n    $ sudo apt-get install build-essential cmake automake zlib1g-dev libssl-dev libcurl4-nss-dev bison libldap2-dev libkrb5-dev\n\nBuilding\n=========\n\n    $ ./bootstrap.sh\n    $ make -j 10\n\nPaper\n=========\n\nThis project is part of a research project on Serverless Machine Learning Workflows. This works has been published and can be found here:\n\n[Joao Carreira, Pedro Fonseca, Alexey Tumanov, Andrew Zhang, Randy Katz.\nIn the ACM Symposium on Cloud Computing 2019 (SoCC'19)](https://people.eecs.berkeley.edu/~joao/p13-Carreira.pdf \"Cirrus paper\")\n\nFunding\n=========\n\nThis work has been generously supported by AWS Cloud Research, FCT (Portuguese Science Foundation), NSF CISE Expeditions Award CCF-1730628, and gifts from Alibaba, Amazon Web Services, Ant Financial, CapitalOne, Ericsson, Facebook, Futurewei, Google, Intel, Microsoft, Nvidia, Scotiabank, Splunk and VMware.\n\nContributors\n=========\n\nJoao Carreira, Andrew Zhang, Jeff Yu, Ryan Wang, Neel Somani, Shea Conlon, Andy Wang, Pedro Fonseca, Alexey Tumanov, Randy Katz\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fucbrise%2Fcirrus","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fucbrise%2Fcirrus","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fucbrise%2Fcirrus/lists"}