legion

module
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Published: Nov 8, 2019 License: Apache-2.0

README

LegionLogo

The Legion is an open source project dedicated to simplify automation of AI/ML products life cycle for small and large-scale enterprise systems.

Overview

  • Modular Architecture
    • Separate components for different AI product life cycle phases: training, packaging and deployment
    • RESTful APIs and SDKs for all components to build extensions and plugins for external systems
    • Command line interface to interact with system components
    • Plugins for IDEs, Workflow Engines, CICD Engines
    • ML experiments tracking component
    • Logging, monitoring and alerting components
  • Multicloud
    • Core system components deployment in K8S with Helm Charts
    • Deployment automation for major clouds: AWS, Azure, GCP with Terraform
  • Security
    • Single sign-on (SSO) with OAuth2 or SAML2
    • System API endpoints secured with JWT tokens
    • Credentials manager for connectors to external systems
  • Multiple AI/ML Toolchains
    • All major ML toolchains Scikit-learn, Keras, Tensorflow, PyTorch, H2O and others are supported
    • Integrated with MLFlow open source project

Documentation

Documentation sources

Changelog

Please find it here CHANGELOG

Backlog and Kanban Board

License

Apache 2.0

Contribution

If you are interested in contribution to project feel free to create an issue in backlog, create a pull request.

Directories

Path Synopsis
legion
operator/pkg/apis
Package apis contains Kubernetes API groups.
Package apis contains Kubernetes API groups.
operator/pkg/apis/legion
Package legion contains legion API versions
Package legion contains legion API versions
operator/pkg/apis/legion/v1alpha1
Package v1alpha1 contains API Schema definitions for the legion v1alpha1 API group +k8s:openapi-gen=true +k8s:deepcopy-gen=package,register +k8s:conversion-gen=github.com/legion-platform/legion/legion/operator/pkg/apis/legion +k8s:defaulter-gen=TypeMeta +groupName=legion.legion-platform.org Package v1alpha1 contains API Schema definitions for the legion v1alpha1 API group +k8s:openapi-gen=true +k8s:deepcopy-gen=package,register +k8s:conversion-gen=github.com/legion-platform/legion/legion/operator/pkg/apis/legion +k8s:defaulter-gen=TypeMeta +groupName=legion.legion-platform.org
Package v1alpha1 contains API Schema definitions for the legion v1alpha1 API group +k8s:openapi-gen=true +k8s:deepcopy-gen=package,register +k8s:conversion-gen=github.com/legion-platform/legion/legion/operator/pkg/apis/legion +k8s:defaulter-gen=TypeMeta +groupName=legion.legion-platform.org Package v1alpha1 contains API Schema definitions for the legion v1alpha1 API group +k8s:openapi-gen=true +k8s:deepcopy-gen=package,register +k8s:conversion-gen=github.com/legion-platform/legion/legion/operator/pkg/apis/legion +k8s:defaulter-gen=TypeMeta +groupName=legion.legion-platform.org

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