ColossalAI VS DeepSpeed

Compare ColossalAI vs DeepSpeed and see what are their differences.

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ColossalAI DeepSpeed
42 52
39,061 36,628
0.2% 1.6%
9.7 9.7
1 day ago 2 days ago
Python Python
Apache License 2.0 Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

ColossalAI

Posts with mentions or reviews of ColossalAI. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-04-22.

DeepSpeed

Posts with mentions or reviews of DeepSpeed. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-06.

What are some alternatives?

When comparing ColossalAI and DeepSpeed you can also consider the following projects:

Megatron-LM - Ongoing research training transformer models at scale

unsloth - Finetune Llama 3.3, DeepSeek-R1, Reasoning, Mistral, Phi-4 & Gemma 2 LLMs 2-5x faster with 70% less memory

DeepFaceLive - Real-time face swap for PC streaming or video calls

ivy - Convert Machine Learning Code Between Frameworks

accelerate - 🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support

determined - Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

TensorRT - NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT.

fairscale - PyTorch extensions for high performance and large scale training.

PaLM-rlhf-pytorch - Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

flash-attention - Fast and memory-efficient exact attention

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