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cortexlabs/cortex: Production infrastructure for machine learning at scale

原作者: [db:作者] 来自: 网络 收藏 邀请

开源软件名称(OpenSource Name):

cortexlabs/cortex

开源软件地址(OpenSource Url):

https://github.com/cortexlabs/cortex

开源编程语言(OpenSource Language):

Go 89.3%

开源软件介绍(OpenSource Introduction):

WebsiteSlackDocs



Production infrastructure for machine learning at scale

Deploy, manage, and scale machine learning models in production.


Serverless workloads

Realtime - respond to requests in real-time and autoscale based on in-flight request volumes.

Async - process requests asynchronously and autoscale based on request queue length.

Batch - run distributed and fault-tolerant batch processing jobs on-demand.


Automated cluster management

Autoscaling - elastically scale clusters with CPU and GPU instances.

Spot instances - run workloads on spot instances with automated on-demand backups.

Environments - create multiple clusters with different configurations.


CI/CD and observability integrations

Provisioning - provision clusters with declarative configuration or a Terraform provider.

Metrics - send metrics to any monitoring tool or use pre-built Grafana dashboards.

Logs - stream logs to any log management tool or use the pre-built CloudWatch integration.


Built for AWS

EKS - Cortex runs on top of EKS to scale workloads reliably and cost-effectively.

VPC - deploy clusters into a VPC on your AWS account to keep your data private.

IAM - integrate with IAM for authentication and authorization workflows.




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