{"id":15012922,"url":"https://github.com/ogvalt/model-deployment-operator","last_synced_at":"2026-02-11T03:32:14.370Z","repository":{"id":234973030,"uuid":"789836939","full_name":"ogvalt/model-deployment-operator","owner":"ogvalt","description":"Model Deployment Operator is a prototype system designed to automate the deployment and management of Nvidia Triton models on Kubernetes","archived":false,"fork":false,"pushed_at":"2024-06-04T17:34:00.000Z","size":342,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"develop","last_synced_at":"2025-08-30T16:42:11.737Z","etag":null,"topics":["custom-resource-definition","gitops","json-schema","kubernetes","kubernetes-operator","nvidia-triton","python"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ogvalt.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-04-21T17:28:34.000Z","updated_at":"2024-06-25T19:23:59.000Z","dependencies_parsed_at":"2024-09-20T08:00:29.795Z","dependency_job_id":"a84da0da-e9fd-441f-ae7a-4a33bd78495f","html_url":"https://github.com/ogvalt/model-deployment-operator","commit_stats":{"total_commits":9,"total_committers":1,"mean_commits":9.0,"dds":0.0,"last_synced_commit":"fc1aacca7e29f7c257f080e824467aad00aa23dc"},"previous_names":["ogvalt/model-deployment-operator"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ogvalt/model-deployment-operator","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ogvalt%2Fmodel-deployment-operator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ogvalt%2Fmodel-deployment-operator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ogvalt%2Fmodel-deployment-operator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ogvalt%2Fmodel-deployment-operator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ogvalt","download_url":"https://codeload.github.com/ogvalt/model-deployment-operator/tar.gz/refs/heads/develop","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ogvalt%2Fmodel-deployment-operator/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29326168,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-11T02:08:56.257Z","status":"ssl_error","status_checked_at":"2026-02-11T02:08:51.338Z","response_time":97,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["custom-resource-definition","gitops","json-schema","kubernetes","kubernetes-operator","nvidia-triton","python"],"created_at":"2024-09-24T19:43:24.938Z","updated_at":"2026-02-11T03:32:14.350Z","avatar_url":"https://github.com/ogvalt.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Model Deployment Operator\n\n## Overview\n\nThe Model Deployment Operator is a prototype system designed to automate the deployment and management of Nvidia Triton models on Kubernetes. By using configuration files stored in a Git repository, the system ensures that model deployments are consistent, version-controlled, and easily auditable. This approach simplifies the process of updating models, rolling back changes, and maintaining a history of deployments, making it easier to manage machine learning models at scale.\n\n## Features \u0026 Current State\n\n- **Early Prototype**: The project is in its early prototype stage and may not work as expected.\n- **Deployment Scripts**: Scripts for deploying models are included, but more features and refinements are planned.\n- **Documentation**: Basic documentation is available, but will be expanded as the project evolves.\n- **Custom CRD Generation**: Uses Pydantic models to easily create and manage Custom Resource Definitions (CRDs) for Kubernetes.\n- **Triton Model Config JSON Schema**: Provides a pre-built JSON schema for configuring Triton models, generated from the official model configuration protocol.\n- **Protobuf Conversion Tools**: Includes tools to convert protobuf messages into JSON or YAML formats, making it easier to work with different data formats.\n\n## Getting Started\n\n1. **Clone the Repository**:\n    ```bash\n    git clone https://github.com/ogvalt/model-deployment-operator.git\n    ```\n\n2. **Navigate to the Directory**:\n    ```bash\n    cd model-deployment-operator\n    ```\n\n3. **Follow the Examples**: Check the `examples` directory for sample configurations and deployment scripts.\n\n4. **Deploy Using Helm**:\n    ```bash\n    helm install model-deployment-operator ./helm\n    ```\n\n## Contributing\n\nContributions are welcome! Please open issues and pull requests to help improve this project.\n\n## References\n\n1. [How to check what branches a commit belongs to](https://stackoverflow.com/questions/7131703/how-to-know-which-branch-a-git-log-commit-belongs-to)\n\n\n## Research\n1. How to create CRD from pydantic model:\n   * https://github.com/nolar/kopf/issues/524\n   * https://github.com/asteven/kopf_resources/blob/master/kopf_resources/registry.py","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fogvalt%2Fmodel-deployment-operator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fogvalt%2Fmodel-deployment-operator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fogvalt%2Fmodel-deployment-operator/lists"}