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Nearly all other configs follow the form: { class : class.name , config : { ... } } The optimizer json schema intermingles a few things though: { class : mlos_bench.optimizers.MlosCoreOptimizer ...
refactor
  • bpkroth
  • 1
  • Opened 
    9 days ago
  • #957

Looks like this should be possible to support in mlos_core and mlos_bench. https://optuna.readthedocs.io/en/stable/tutorial/20_recipes/009_ask_and_tell.html
enhancement
help wanted
mlos-bench
mlos-core
  • bpkroth
  • Opened 
    10 days ago
  • #955

https://docs.github.com/en/repositories/archiving-a-github-repository/referencing-and-citing-content
WIP
  • bpkroth
  • 1
  • Opened 
    21 days ago
  • #951

See Also: https://github.com/microsoft/MLOS/pull/945
bug
dependencies
  • bpkroth
  • 2
  • Opened 
    on Jan 30
  • #948

A small observation while thinking about #944 and #838 and #732: With multiple component nodes in this design, not all of them need all of the different parts of MLOS installed. - mlos_benchd_service ...
design
  • bpkroth
  • Opened 
    on Jan 29
  • #947

- [ ] Integrate Automatic Flame Graph Collection (useful to support in general) - [ ] Analyze it to look for bottleneck functions - [ ] Query an LLM to see if those bottleneck functions can be associated ...
  • bpkroth
  • 1
  • Opened 
    on Jan 28
  • #946

I put https://github.com/microsoft/MLOS/tree/4f6f5b025a33ae61ece70442a62bf825aeb9bad0/mlos_vizpanel into one of my https://github.com/Microsoft-CISL/sqlite-autotuning/ forks https://github.com/Microsoft-CISL/sqlite-autotuning/pull/53 ...
  • yshady-acheev
  • 6
  • Opened 
    on Jan 21
  • #936

LlamaTune has issues with numpy =2.0 reporting errors like the following: FAILED mlos_core/mlos_core/tests/spaces/adapters/llamatune_test.py::test_num_low_dims[2-param_space_kwargs1] - ValueError: Configuration(values={ ...
bug
dependencies
  • bpkroth
  • 2
  • Opened 
    on Jan 21
  • #935

Placeholder issue to track to implementing the TUNA noisy optimization algorithm in an mlos_bench scheduler now that the TrialRunner abstraction is available (arxiv citation to be added). May also want ...
  • bpkroth
  • Opened 
    on Jan 13
  • #926

that will produce a string ` Status.PENDING `. Did you mean self._schema.trial.c.status == Status.PENDING.name, ? (Note to self: use Status.*.name everywhere in ...
  • bpkroth
  • Opened 
    on Jan 10
  • #920
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