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I had GPT-5-codex fix a bunch of bugs in multi-gpu for me. Haven't reviewed what it did, but it fixed lots of console errors and a multi-GPU hang that locked up my runs.
time torchrun --standalone --nnodes=1 --nproc-per-node=2 -m pufferlib.pufferl train puffer_breakout
Tested on 3 machines:
Benchmark results (SPS): (1) 5090x2: 6M (2) Pro6000x2 (600W): 4M (3) Pro6000x4 (300W): 9M. Interesting that 5090 is faster than the much more expensive card. Could be the host CPU, which is a gamer 9950X3D vs 64-core Threadrippers.
Seems to be working. Hope this helps your dev