1
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
Train and run models with OneFlow, a scalable deep learning framework for distributed machine learning workloads.
Alternatives
The Best Singa Alternatives in 2026
24 alternatives0 free · 17 open source
Looking for something like Singa? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 17 are open source.
Apache SINGA supports distributed deep learning through a system and library for model training.
Top picks at a glance
First suggestionOneflowTrain and run models with OneFlow, a scalable deep learning…Another optionTFServingFlexible, high-performance serving system for machine…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | Oneflow | — | Yes | — |
| 2 | TFServing | — | Yes | — |
| 3 | deepjavalibrary/djl | — | Yes | Android |
| 4 | DeepDetect | — | Not stated | — |
| 5 | dstack | — | Yes | Linux, macOS, Windows |
| 6 | ormb | — | Yes | — |
| 7 | Cog | — | Yes | — |
| 8 | ModelDB | — | Yes | — |
| 9 | Hydrosphere | — | Yes | — |
| 10 | PaddlePaddle | — | Yes | — |
All Singa alternatives
2
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
Flexible, high-performance serving system for machine learning models.
3
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
DJL is a Java framework for running deep learning models across different engines.
4
DeepDetect
github.com/jolibrain/deepdetectAlso covers ai infrastructure, docker, and machine learning · same kind of open-source project
DeepDetect provides a deep learning server and command-line interface for Torch and TensorRT.
5
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
dstack coordinates AI compute and supports training and inference across GPU clouds, Kubernetes, VMs, and bare metal.
6
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
ORMB packages machine learning models as OCI artifacts, in a workflow described as Docker for ML models.
7
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
Cog packages machine learning models into containers to support deployment across environments.
8
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
ModelDB tracks machine learning model versions, metadata, and experiments.
9
Also covers ai infrastructure, docker, and machine learning · same kind of open-source project · open source
The Hydrosphere repository describes an MLOps platform for machine learning operations.
10
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
PaddlePaddle provides a deep learning framework for training models across devices and platforms.
11
Semantic Cache Router
github.com/redjackfred/distributed-semantic-ca…Also covers ai infrastructure and machine learning · same kind of open-source project
Semantic Cache Router presents a distributed semantic cache and stateful routing system.
12
Caffe
github.com/BVLC/caffeAlso covers ai infrastructure and machine learning · same kind of open-source project
Caffe provides an open framework for building and running deep learning models.
13
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
Ray provides an AI compute engine with a distributed runtime and libraries for machine learning workloads.
14
ModelFox
github.com/modelfoxdotdev/modelfoxAlso covers ai infrastructure and machine learning · same kind of open-source project
ModelFox supports training, deployment, and monitoring for machine learning models.
15
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
Burn provides a flexible, efficient, and portable tensor library for building deep learning applications.
16
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
Evidently evaluates, tests, and monitors machine learning systems and data pipelines.
17
DVC
dvc.orgAlso covers ai infrastructure and machine learning
Open-source version control system for Data Science and Machine Learning projects. Git-like experience to organize your data, models, and experiments.
18
Also covers ai infrastructure and machine learning · open source
Apache Mahout develops Qumat, a backend agnostic quantum circuit library, and QDP, a GPU accelerated quantum data encoding engine.
19
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
Catniff provides JavaScript developers with a Torch-like deep learning framework.
20
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
QKeras provides quantization tools for deep learning with TensorFlow Keras.
21
Awesome Tensor Compilers
github.com/merrymercy/awesome-tensor-compilersAlso covers ai infrastructure and machine learning · same kind of open-source project
List of awesome compiler projects and papers for tensor computation and deep learning.
22
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
The MegEngine framework supports deep learning and automatic differentiation, according to its repository description.
23
dfdx
github.com/coreylowman/dfdxAlso covers ai infrastructure and machine learning · same kind of open-source project
Deep learning in Rust, with shape checked tensors and neural networks.
24
Also covers ai infrastructure and machine learning · same kind of open-source project · open source
PAI schedules resources and manages clusters for AI workloads across distributed computing environments.
No alternatives match this filter.
Alternatives to similar tools
Evidently24 alternativesSemantic Cache Router24 alternativesCaffe24 alternativesRay24 alternativesDVC24 alternativesCatniff24 alternatives
What is the best alternative to Singa?
Based on features, tags and platforms, the closest alternatives to Singa are Oneflow, TFServing, and deepjavalibrary/djl.
Are there open-source alternatives to Singa?
Yes: Oneflow, TFServing, deepjavalibrary/djl, and dstack.
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