DeepSpeed vs Kubeflow Trainer
DeepSpeed
deepspeed.aiKubeflow Trainer
trainer.kubeflow.orgSide by side
| Figure | DeepSpeed | Kubeflow Trainer |
|---|---|---|
| Price from | Free | Free |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | — | — |
| macOS | Yes | — |
| Linux | Yes | Yes |
| API | — | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 1 | 1 |
| Spec score · Deep Learning Software | 8.0 (#12) | 7.7 (#16) |
| Integrations | The site lists integrations with Hugging Face Transformers, Accelerate, PyTorch Lightning and MosaicML. | The project documents integrations with Kueue, Slurm Bridge, KAI Scheduler, JobSet, and LeaderWorkerSet. |
| License | The GitHub repository identifies DeepSpeed as an open-source project under the Apache-2.0 license. | The public GitHub repository lists an Apache-2.0 license. |
| Purpose | DeepSpeed is a deep learning optimization library for distributed model training and inference. | Kubeflow Trainer is a Kubernetes-native platform for distributed AI model training and LLM fine-tuning. |
Plans
In their own words
Kubeflow Trainer
Kubeflow Trainer has no write-up on Specifiction yet; its figures are above.