Ross ROSS = Recommend OSS · open-source software intelligence for agents

pytorch/gloo

Collective communications library with various primitives for multi-machine training. observed · 2026-08-28

github.com/pytorch/gloo · homepage · C++ · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

76/100

  • Activity 98
  • Release rhythm 35
  • Longevity 100

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3499
  • days_rel: n/a
  • days_push: 12
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1447 stars · 363 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Gloo is a C++ collective communications library providing primitives like barrier, broadcast, and allreduce for multi-machine machine learning training. It abstracts transport over IP or InfiniBand (with GPUDirect support) and integrates with PyTorch's distributed package.

Use cases

  • run distributed training across multiple machines
  • perform allreduce synchronization between training workers
  • broadcast tensors to cluster nodes
  • accelerate GPU-to-GPU transfers with InfiniBand and GPUDirect
  • use torch.distributed backend on CPU-only clusters
  • coordinate rendezvous between machines via Redis or MPI

When to choose

  • you need a CPU-friendly distributed backend for PyTorch
  • your cluster uses IP or InfiniBand transports
  • you need collective algorithms like allreduce or broadcast in C++

When to avoid

  • you need cutting-edge GPU collectives (prefer NCCL)
  • you need active development of new features (Gloo is maintenance-only)
  • you are on Windows or macOS (Gloo targets Linux)

Facets

library · maturity maintenance

machine-learning gpu-computing networking machine-learning microservices deep-learning cpp collective-communications distributed-training allreduce infiniband nccl pytorch linux gpu

3 sources

Member repositories

RepositoryRoleHealth v2
pytorch/gloomain76

For agents

markdown · JSON · MCP: product_card(name="pytorch/gloo")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem