apache/singa

Health v2 · maintenance only

Adoption not part of the score

3606 stars · 1267 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Apache SINGA is a distributed deep learning platform for training neural networks across multiple devices and machines. It provides a C++ core with Python APIs and supports distributed model training.

Use cases

• train deep learning models across multiple GPUs
• run distributed neural network training on a cluster
• build and train CNNs and RNNs with a Python API
• scale deep learning workloads beyond a single machine
• experiment with an Apache-licensed deep learning framework

When to choose

• you need distributed training with an Apache-2.0 license
• you want a C++ core with Python bindings
• you prefer an Apache Foundation project with community governance

When to avoid

• you need a mainstream ecosystem like PyTorch or TensorFlow with broad community support
• you only train small models on a single machine
• you need extensive pretrained models and tutorials

Facets

library · maturity maintenance

deep-learning machine-learning gpu-computing deep-learning machine-learning microservices cpp python distributed-training apache-project neural-networks linux macos docker

Member repositories

For agents

markdown · JSON · MCP: product_card(name="apache/singa")