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inclusionAI / Awex

A high-performance RL training-inference weight synchronization framework, designed to enable second-level parameter updates from training to inference in RL workflows

Why this job: topics: reinforcement-learning, training

Awex architecture

What it does

  • Extreme Sync Speed. Trillion-parameter models fully synchronized within 10 seconds; validated on thousand-GPU
  • Unified Weight Adaptation Layer. Automatically handles tensor format/layout differences across parallel strategies
  • Zero-Redundancy Transfer & In-Place Update. Transfers only necessary shards; supports in-place GPU memory updates
  • Multi-Mode Transfer Support. Support NCCL, RDMA, and shared memory transfer mode to leverage NVLink/NVSwitch/RDMA
  • Heterogeneous Deployment Compatibility. Fully supports co-location and separation modes, make RL sync/async

Get started

pip install awex

You need: Python 3.10 or higher; PyTorch 2.0.0 or higher, installed with the CUDA/NPU support required by your runtime; A training or inference framework installed for the role being used (Megatron,

Maintenance
Active
Last commit 41 days ago
Stars
179
On GitHub
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v0.9.0
Released 41 days ago
Built with
Python
100% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
58% closed
5 still open
Pull requests
112 merged
1 waiting
Releases
13
13 in the last year

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More: languages, topics and project record

Languages

  • Python 100%
  • Shell <1%

Topics

  • cuda
  • deep-learning
  • gpu
  • inference
  • llm
  • machine-learning
  • moe
  • pytorch
  • reasoning
  • reinforcement-learning
  • rl
  • training

Project record

  • JobFine-tuning
  • StatusListed
  • Commits158
  • Forks23
  • Watching3
  • Stars in 28 days+2
  • CreatedNov 17, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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