PEFT provides parameter-efficient fine-tuning methods for adapting pretrained machine learning models.
Open source
24 alternativesDeepSpeed
vsAccelerate
DeepSpeed vs Accelerate
How do DeepSpeed and Accelerate compare? Here are the facts side by side: pricing, platforms, open-source status and what each one is for.
| Directory detail | DeepSpeed | Accelerate |
|---|---|---|
| What it is | DeepSpeed provides optimization tools that make distributed deep learning training more efficient. | Hugging Face Accelerate launches and trains PyTorch models across devices and distributed configurations. |
| Website | ||
| Type | Online tool | Open-source project |
| Topic | ||
| Pricing | Not confirmed | Not confirmed |
| Platforms | Web | Not recorded |
| Open source | Not stated | Yes |
| Language | English | English |
| Alternatives |
Other options to consider
Sites similar to both DeepSpeed and Accelerate.
Enables single machine or distributed training and evaluation of deep learning models.
Open source
24 alternatives
DeepSpeed optimizes distributed training and inference for deep learning models.
Open source
24 alternatives
Deeplearning4j provides tools for training and deploying deep learning models in the JVM.
Open source
24 alternatives
P-tuning v2 is a deep prompt tuning strategy designed as an alternative to full model fine-tuning.
Open source
24 alternatives
Detecto supports building and training computer vision models with the PyTorch machine learning framework.
Open source
24 alternatives