{"id":47345594,"url":"https://github.com/tracebloc/client","last_synced_at":"2026-05-04T07:01:22.179Z","repository":{"id":273655818,"uuid":"859266759","full_name":"tracebloc/client","owner":"tracebloc","description":"Deployable tracebloc client for running model training pipelines","archived":false,"fork":false,"pushed_at":"2026-03-15T20:20:01.000Z","size":894,"stargazers_count":4,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2026-03-16T08:06:57.526Z","etag":null,"topics":["aks-cluster","client","eks-cluster","kubernetes","mlops","tracebloc"],"latest_commit_sha":null,"homepage":"","language":"Shell","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/tracebloc.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2024-09-18T11:26:53.000Z","updated_at":"2026-03-16T08:04:35.000Z","dependencies_parsed_at":"2025-08-20T10:17:13.821Z","dependency_job_id":"01709b62-31d8-4c5c-8c0c-a4e7bc5e36d7","html_url":"https://github.com/tracebloc/client","commit_stats":null,"previous_names":["tracebloc/tracebloc"],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/tracebloc/client","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tracebloc%2Fclient","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tracebloc%2Fclient/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tracebloc%2Fclient/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tracebloc%2Fclient/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tracebloc","download_url":"https://codeload.github.com/tracebloc/client/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tracebloc%2Fclient/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30635157,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-17T22:38:22.569Z","status":"ssl_error","status_checked_at":"2026-03-17T22:38:11.804Z","response_time":56,"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":["aks-cluster","client","eks-cluster","kubernetes","mlops","tracebloc"],"created_at":"2026-03-17T23:14:31.541Z","updated_at":"2026-05-04T07:01:22.167Z","avatar_url":"https://github.com/tracebloc.png","language":"Shell","funding_links":[],"categories":[],"sub_categories":[],"readme":"[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](LICENSE) [![Docker](https://img.shields.io/badge/docker-tracebloc%2Fclient-2496ED.svg)](https://hub.docker.com/r/tracebloc/client) [![Platform](https://img.shields.io/badge/platform-tracebloc-00C9A7.svg)](https://ai.tracebloc.io)\n\n# tracebloc Client 🔒\n\nThe runtime that keeps your data where it belongs — on your infrastructure.\n\nThe tracebloc client deploys inside your Kubernetes cluster and executes all model training, fine-tuning, and inference locally. It connects to the tracebloc backend for orchestration only. No data, no model weights, no artifacts ever leave your environment.\n\n## Architecture\n\n```\nYour infrastructure\n┌─────────────────────────────────────────────────────────┐\n│                                                         │\n│   ┌──────────────────┐      ┌───────────────────────┐   │\n│   │  tracebloc        │      │  Kubernetes cluster   │   │\n│   │  client           │◄────►│                       │   │\n│   │                   │      │  ● Training jobs      │   │\n│   │  Orchestrates     │      │  ● Inference jobs     │   │\n│   │  training,        │      │  ● Your datasets      │   │\n│   │  enforces budgets │      │  ● Fine-tuned weights │   │\n│   └────────┬──────────┘      │                       │   │\n│            │                 │  Everything stays here │   │\n│            │                 └───────────────────────┘   │\n└────────────┼────────────────────────────────────────────┘\n             │\n             │ Encrypted (orchestration only — no data)\n             ▼\n    ┌─────────────────┐\n    │  tracebloc       │\n    │  backend         │\n    │                  │\n    │  Coordinates     │\n    │  experiments,    │\n    │  serves web UI   │\n    └─────────────────┘\n```\n\n## What the client manages\n\n- **Training execution** — runs vendor models in isolated, containerized sandboxes\n- **Compute budgets** — enforces per-vendor FLOPs or runtime quotas\n- **Security boundaries** — namespace isolation, encrypted communication, audit logging\n- **Multi-framework support** — PyTorch, TensorFlow, custom containers\n- **Hardware scheduling** — CPUs, GPUs, TPUs via Kubernetes-native orchestration\n\n## Security\n\nFor the threat model, defense layers, per-platform caveats, operator responsibilities, and verification steps, see **[docs/SECURITY.md](docs/SECURITY.md)**. The chart ships hardened defaults against untrusted user-submitted ML code; deployment still requires a CNI that enforces NetworkPolicy — that file explains exactly what to check.\n\n## Deploy\n\n```bash\ndocker pull tracebloc/client:latest\n```\n\nDeployment varies by infrastructure. Follow the guide for your setup:\n\n- [Deployment overview](https://docs.tracebloc.io/environment-setup/deployment-overview)\n- [Local — Linux](https://docs.tracebloc.io/environment-setup/local-linux)\n- [Local — macOS](https://docs.tracebloc.io/environment-setup/local-macos)\n- [AWS](https://docs.tracebloc.io/environment-setup/aws)\n\nFull documentation → [docs.tracebloc.io](https://docs.tracebloc.io/)\n\n## Links\n\n[Platform](https://ai.tracebloc.io/) · [Docs](https://docs.tracebloc.io/) · [Discord](https://discord.gg/tracebloc)\n\n## License\n\nApache 2.0 — see [LICENSE](LICENSE).\n\n**Deployment help?** [support@tracebloc.io](mailto:support@tracebloc.io) or [open an issue](https://github.com/tracebloc/client/issues).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftracebloc%2Fclient","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftracebloc%2Fclient","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftracebloc%2Fclient/lists"}