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fast local checkpoints, fewer bucket writes

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  1. README.md +7 -2
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@@ -72,11 +72,16 @@ hf jobs stats ProjectScugnizz/<job_id>
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  ## Checkpoints
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- **Keep** (optimizer resume): `checkpoint_resume.pt`, `checkpoint_last.pt`, `checkpoint_best.pt`
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- **Safe to delete**: `checkpoint_weights_last.pt` (weights-only snapshot)
 
 
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  ```bash
 
 
 
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  bash cleanup-checkpoints.sh hf://buckets/ProjectScugnizz/rope-v2-training-results/runs/my-run
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  ```
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  ## Checkpoints
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+ **Keep** (optimizer resume): `checkpoint_resume.pt`, `checkpoint_last.pt`
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+ **Safe to delete**: `checkpoint_weights_last.pt`
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+
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+ **I/O performance:** checkpoints write to `/tmp/scugnizz-ckpts` first; only resume/last copied to bucket. Defaults: `WEIGHTS_SAVE_INTERVAL=0`, `SAVE_INTERVAL=100`. Logs show `(N inst)` instantaneous tok/s.
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  ```bash
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+ export CKPT_LOCAL_DIR=/tmp/scugnizz-ckpts
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+ export WEIGHTS_SAVE_INTERVAL=0
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+ export SAVE_INTERVAL=100
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  bash cleanup-checkpoints.sh hf://buckets/ProjectScugnizz/rope-v2-training-results/runs/my-run
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  ```
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