DeepSpeed alternatives in 2026: 24 tools like DeepSpeed

Closest: Training Infrastructure

FSDP

Fully Sharded Data Parallel training in PyTorch

Curated

0 use thisCompare with DeepSpeed
Horovod

Distributed deep learning training framework (repository archived)

Curated

0 use thisCompare with DeepSpeed
Megatron-LM

NVIDIA's large-scale transformer training

Curated

0 use thisCompare with DeepSpeed
Nanotron

Minimalist large language model training by Hugging Face

Curated

0 use thisCompare with DeepSpeed

More in Inference & Compute

Ollama

Run local LLMs (Llama, Qwen, Gemma, and more) with a single command

CuratedLinuxMacWindows

2 use thisCompare with DeepSpeed
llama.cpp

Open-source LLM inference in C/C++, plus the Llama app for your desktop

CuratedLinuxMacWindows

1 use thisCompare with DeepSpeed
Akash Network

Decentralized cloud compute marketplace for AI workloads on GPU nodes

Curated

0 use thisCompare with DeepSpeed
AWS SageMaker

Amazon's fully managed ML platform

CuratedWeb

0 use thisCompare with DeepSpeed
Azure ML

Microsoft Azure's cloud ML service

Curated

0 use thisCompare with DeepSpeed
Baseten

Inference platform for deploying and scaling AI models

Curated

0 use thisCompare with DeepSpeed
Cloudflare AI

Serverless AI inference on Cloudflare's global network (Workers AI)

CuratedWeb

0 use thisCompare with DeepSpeed
CoreWeave

GPU-accelerated cloud for AI/ML workloads

CuratedWeb

0 use thisCompare with DeepSpeed
Crusoe

AI infrastructure and GPU cloud provider

Curated

0 use thisCompare with DeepSpeed
Databricks

Unified data analytics and AI platform

CuratedWeb

0 use thisCompare with DeepSpeed
Fireworks AI

Inference platform and API for running open-source models

CuratedWeb

0 use thisCompare with DeepSpeed
Google Vertex AI

Google Cloud's unified ML platform

CuratedWeb

0 use thisCompare with DeepSpeed
Heurist

Agentic finance research platform with AI agents and onchain data

Curated

0 use thisCompare with DeepSpeed
Hot Aisle

AMD GPU cloud: MI300X and MI355X VMs and bare metal in under a minute

CuratedWeb

0 use thisCompare with DeepSpeed
Lambda

GPU cloud for AI training and inference

Curated

0 use thisCompare with DeepSpeed
Nebius

AI cloud with GPU clusters and Token Factory managed inference

CuratedWeb

0 use thisCompare with DeepSpeed
RunPod

Developer-focused GPU cloud for training, inference, and serverless AI

Curated

0 use thisCompare with DeepSpeed
SambaNova

Full-stack AI platform with custom RDU chips for fast inference at scale

Curated

0 use thisCompare with DeepSpeed
BentoML

Framework for building ML-powered services

Curated

0 use thisCompare with DeepSpeed
Escha Labs

2-bit compressed LLMs that run 27B to 35B models on one consumer GPU

CuratedLinux

0 use thisCompare with DeepSpeed

Questions

What are the closest alternatives to DeepSpeed?

FSDP, Horovod and Megatron-LM sit on the same sub-line as DeepSpeed (Training Infrastructure) on AI Landscape, with 1 more.

How are these alternatives chosen?

They are the other products on the Inference & Compute stop of the map: curated products first, the ones on DeepSpeed's sub-line before the rest, then by name until members have marked enough of them.