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Improve callback interface, support callbacks inside JIT boundary #381
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Commits on Nov 10, 2023
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generalize and extract the checkpoint loading logic so it can be used…
… separately from trainer
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Commits on Dec 1, 2023
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* Tweaks to improve behavior on slurm clusters (#373) * giving docker a shot * wip prepare_cache * fix deps * push slurm stuff into logical_cpu_count * add release for build so it's the default * roll slurm nodelist expansion ourselves * don't use cluster stuff for initializing ray * cleanup * cleanu * no levanter slurm cluster * fix validation set when it's an HF dataset * do basic logger initialization up front * add more logging for distributed init * pretty sure this was breaking multihost levanter * better slurm nodename * use the LevanterSlurmCluster thing again * fix commented out line * less obnoxious logging
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Add Sophia-H, some WIP support for Sophia-G (#372)
* wip * initial commit of hero * switch to autodiff hvp * make test run anywhere * remove stub adam thing * fix missing returns in text.pyu i don't understand how this code made it in/wasn't caught * fix "replicated" arrays in named_pjit * support hessian updates for hero in gpt2_example * track time for hessian computation * attempt to add some logging from inside jax * stupidly was squaring the LR * make global batch loader invariant to reorderings of how jax.array_from_callback call the callback (#132) * default parallelism * add decay schedule for gamma * rename hero to sofia * wip * mucking around with sharding b/c of some weird behaviro on cpu * let's see if this works ons TPU * fix sofia * fix test for named_jit * wip * wip making sophia configurable * wip * wip * mdakd * wip * fix arg name * update configs * explicit sophia_g config * wip * not sure how this didn't get committed * fix sophia-g (dumb dtype issue) * try logging to see what the hold up is * sigh * try to jit the eval loader and see if that fixes it * refactor loaders to have more in common, should hopefully improve perf * fix sophia test * update sophia large configs * missed a sofia * tweak lr * small_fast sophia_h config * got sophia_h test working again * please pre-commit * fix alpaca ocnfig for llama * almost there for sophia-h * switch to 0.4.19 b/c there's a bug in jaxlib that sophia triggers * ok, see if this is correct-ish * try a fancier config * put clipping into the sophia scale so it's easier to manage * try clipping the hessian on a per-component basis? * more clip * fix tests by default to adam * try a full gpt2 small run * add tag * remove clip * wip * bump version * disable logging for now * try this? * cleanup, delete old optimizerconfig * reorganize optim package * remove type: adam stuff since it's default * forgot the hessian_update in the migration * fix LR being reported as 0 * oops
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Commits on Dec 12, 2023
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Merge branch 'dev' into fancy_callbacks
# Conflicts: # .github/workflows/run_tests.yaml # tests/test_text.py
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Allow val change wandb dev (#384)
* allow_val_change in wandb * sanity check epochs
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add some more logging to see if we can figure out why it's running ou…
…t of memory still
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add some more logging to see if we can figure out why it's running ou…
…t of memory still
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let's reduce requirements some more to see if we can keep everything …
…running. should really solve this correctly
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let's reduce requirements some more to see if we can keep everything …
…running. should really solve this correctly
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