1
GraphPipe
oracle.github.io/graphpipeAlso covers deployment, machine learning, and model deployment
GraphPipe provides a protocol and software for deploying machine learning models separately from their frameworks.
Alternatives
The Best FedML Alternatives in 2026
20 alternatives1 free · 19 open source
Looking for something like FedML? Here are 20 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 1 are free or have a free plan and 19 are open source.
FedML supports distributed model training, model serving, and federated learning, with a scheduler for AI jobs across cloud and local clusters.
Top picks at a glance
First suggestionGraphPipeGraphPipe provides a protocol and software for deploying…Free or freemium optionFluxRun image model inference with FLUX through the official…Open source optionKserveDeploy generative and predictive AI models on Kubernetes…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | GraphPipe | — | Not stated | Web |
| 2 | Kserve | — | Yes | — |
| 3 | KFServing | — | Yes | — |
| 4 | PowerInfer | — | Yes | — |
| 5 | Triton Inference Server | — | Yes | — |
| 6 | Jina | — | Yes | — |
| 7 | Aphrodite Engine | — | Yes | — |
| 8 | Shimmy | — | Yes | — |
| 9 | bitsandbytes | — | Yes | — |
| 10 | libonnx | — | Yes | Linux |
All FedML alternatives
2
Also covers deployment, machine learning, and open source · same kind of open-source project
Deploy generative and predictive AI models on Kubernetes with KServe’s distributed inference platform.
3
Also covers deployment, machine learning, and open source · same kind of open-source project
KServe provides distributed inference for generative and predictive AI models on Kubernetes.
4
Also covers deployment and open source · same kind of open-source project
PowerInfer supports serving large language models for local deployment and inference.
5
Also covers machine learning and open source · same kind of open-source project
NVIDIA Triton Inference Server provides an inference solution for deploying models in cloud and edge environments.
6
Also covers machine learning and open source · same kind of open-source project
Jina Serve helps developers build multimodal AI applications with cloud-native tools.
7
Also covers machine learning and open source · same kind of open-source project
Sonar provides large-scale inference for language models through the project hosted in this repository.
8
Also covers machine learning and open source · same kind of open-source project
A Rust inference engine for GGUF models, Shimmy uses WebGPU and supports the OpenAI API.
9
Also covers machine learning and open source · same kind of open-source project
bitsandbytes enables large language models in PyTorch using k-bit quantization.
10
Also covers machine learning and open source · same kind of open-source project
A lightweight, portable pure C99 onnx inference engine for embedded devices with hardware acceleration support.
11
Also covers open source · same kind of open-source project
MindSpore provides a deep learning framework for training and inference across mobile, edge, and cloud scenarios.
12
Also covers open source · same kind of open-source project
GPUStack manages GPU clusters for serving AI models and provides on demand GPU instances accessible through SSH.
13
Also covers open source · same kind of open-source project
PrivateGPT provides an API layer for local model based AI applications, including RAG, tools, MCP, and text to SQL.
14
Also covers open source · same kind of open-source project
OpenLLM runs open-source language models as cloud API endpoints compatible with OpenAI clients.
15
Also covers open source · same kind of open-source project · free plan
Run image model inference with FLUX through the official repository from Black Forest Labs.
16
Also covers open source · same kind of open-source project
LLMKube runs self hosted LLM inference across heterogeneous GPU fleets using Kubernetes and several model runtimes.
17
Also covers open source · same kind of open-source project
ANEE wraps pretrained transformer inference with an energy budget and early exits inside model execution.
18
Also covers open source · same kind of open-source project
BitNet provides an inference framework for one-bit large language models.
19
Also covers open source · same kind of open-source project
NobodyWho runs language models locally through an inference engine designed for efficient operation across devices.
20
Also covers open source · same kind of open-source project
CTranslate2 provides a C++ and Python inference engine for transformer models.
No alternatives match this filter.
Alternatives to similar tools
Jina21 alternativesFlux20 alternativesprivateGPT20 alternativesTriton Inference Server23 alternativesbitnet.cpp23 alternativesAphrodite Engine23 alternatives
What is the best alternative to FedML?
Based on features, tags and platforms, the closest alternatives to FedML are GraphPipe, Kserve, and KFServing.
Is there a free alternative to FedML?
Yes. Flux is free or offer a free plan.
Are there open-source alternatives to FedML?
Yes: Kserve, KFServing, PowerInfer, and Triton Inference Server.
Alternatives are suggested from the purpose and features described in our listings. Different pages for the same product appear once. Read each description to check whether it fits your task. How we choose alternatives · Suggest an alternative