Summary
The 4-node / 32B launchers and their speedup claims have not been
independently reproduced in this validation — the validation box is a single
node (1×8 H200), so the multi-node paths were exercised only by inspection.
Unverified locally
txt2sql/run_qwen3_32b_bird_grpo_arl_4node.sh +
run_qwen3_32b_bird_grpo_fsdp_4node.sh
long_context_qa/run_qwen3_32b_loongrl_grpo_arl_4node.sh +
run_qwen3_32b_loongrl_grpo_fsdp_4node.sh
- The ~2.17× / ~2.38× 32B wall-clock numbers quoted in the recipe READMEs
are the PR author's measurements, not reproduced here.
What was validated (single node, 8B)
- LoongRL 8B ARL vs FSDP A/B: 1.39× e2e (1.55× train, 2.18× generation).
Acceptance
Summary
The 4-node / 32B launchers and their speedup claims have not been
independently reproduced in this validation — the validation box is a single
node (1×8 H200), so the multi-node paths were exercised only by inspection.
Unverified locally
txt2sql/run_qwen3_32b_bird_grpo_arl_4node.sh+run_qwen3_32b_bird_grpo_fsdp_4node.shlong_context_qa/run_qwen3_32b_loongrl_grpo_arl_4node.sh+run_qwen3_32b_loongrl_grpo_fsdp_4node.share the PR author's measurements, not reproduced here.
What was validated (single node, 8B)
Acceptance
fresh run.