microsoft/MLOS

Issues

• SMAC package now required for using storage API

  #898 opened 21 days ago by eujing
  2

• Explore use of Azurite for local testing of Azure Storage

  #897 opened 23 days ago by bpkroth
  0

• Fix flaky pydoctest issue with pandas printing

  #895 opened a month ago by bpkroth
  0

• Add ability to load class instances from json config string, not just a file

  #881 opened a month ago by bpkroth
  0

• Expand improved docstrings documentation

  #891 opened a month ago by bpkroth
  0

• Fix flaky Windows FLAML test

  #893 opened a month ago by bpkroth
  0

• Restoring past trials from storage fails when experiment has no tunables

  #884 opened a month ago by motus
  1

• Add additional tests for results_df with PENDING trials

  #892 opened a month ago by bpkroth
  0

• Split registering multiple configs into a seperate function

  #804 opened 6 months ago by jsfreischuetz
  4

• mlos_viz: add PCA API

  #807 opened 6 months ago by bpkroth
  0

• mlos_webui design requirements

  #838 opened 5 months ago by bpkroth
  4

• Multi-objective optimization configs no longer allow overrides via globals

  #847 opened 4 months ago by bpkroth
  2

• Ability to schedule ablation study of optimized configs

  #860 opened 3 months ago by bpkroth
  5

• prettier formatting for json files

  #882 opened 2 months ago by bpkroth
  0

• Add extensible json config option for externally developed Services and Environments

  #880 opened 2 months ago by bpkroth
  0

• Add MacOS testing and arm64 devcontainer build to CI pipelines

  #875 opened 2 months ago by bpkroth
  1

• Consider dropping support for python 3.8 and/or 3.9

  #749 opened 7 months ago by bpkroth
  1

• DevContainer fails to start on VSCode + MacOS

  #873 opened 2 months ago by motus
  1

• Refactor: split optimizer-schema.json into multiple files

  #867 opened 3 months ago by bpkroth
  2

• mlos_bench_service

  #732 opened 8 months ago by bpkroth
  10

• distutils deprecation with Python 12 preventing mlos_bench from launching

  #865 opened 3 months ago by eujing
  3

• Consider replacing various linters/formatters with `pre-commit` and `ruff`

  #859 opened 3 months ago by bpkroth
  0

• DB Schema improvements to aid merging data across instances

  #854 opened 4 months ago by bpkroth
  0

• Add quantized tunable + llamatune tests

  #813 opened 4 months ago by bpkroth
  0

• Implement quantization for ConfigSpace >= 1.0

  #803 opened 5 months ago by motus
  0

• Debug logging hiding real Azure Compute API errors in AzureDeploymentService

  #817 opened 5 months ago by eujing
  2

• Latest version of FLAML changes optimization behavior

  #839 opened 5 months ago by bpkroth
  0

• mlos_bench: Trial repetition

  #756 opened 6 months ago by yshady
  6

• Update mlos_viz to support matplotlib >= 3.9.*

  #826 opened 5 months ago by motus
  1

• Reenable Windows as a required CI check

  #768 opened 5 months ago by bpkroth
  2

• Enable Python 3.12 for Linux CI

  #832 opened 5 months ago by motus
  6

• Fix issues in AzureFileShareService introduced by #779

  #818 opened 5 months ago by bpkroth
  1

• bulk_register can fail when existing trials are all Failed and do not have result columns yet

  #831 opened 5 months ago by eujing
  0

• LlamaTune inverse_trainsform() produces invalid configuration

  #805 opened 5 months ago by motus
  1

• Resume experiments fail when trying to bulk register previous metrics to the optimizer

  #785 opened 5 months ago by eujing
  0

• mlos_bench: if a result.___ value is -1 register trial as FAILED

  #800 opened 6 months ago by yshady
  2

• mlos_bench: add a flag for "deploy if not exists" for Azure ARM templates

  #801 opened 6 months ago by bpkroth
  0

• Mlos parallelization: storage schema initialization fails when attempted by many processes concurrently

  #793 opened 6 months ago by DelphianCalamity
  1

• Allow user to specify "auxiliary" metrics to pass to the optimizer

  #745 opened 7 months ago by motus
  0

• Storing `is_defaults` causing storage column length issues when too many tunables

  #781 opened 6 months ago by eujing
  0

• Investigate test breakage with recent asyncssh version

  #784 opened 6 months ago by bpkroth
  0

• Add tests for trial scheduling and time resolution granularity

  #778 opened 6 months ago by bpkroth
  0

• mlos_bench: Benchmarking mode

  #755 opened 6 months ago by yshady
  0

• mlos_core: optimizer should handle large out of bounds ranges with a warning or validate param ranges

  #773 opened 6 months ago by yshady
  2

• Security: Azure switch to Managed Identities

  #739 opened 8 months ago by bpkroth
  2

• Allow Environment configs to report the metrics they expose

  #752 opened 7 months ago by bpkroth
  0

• mlos_bench.storage APIs: extend support to retrieve the full set of metric IDs for an experiment

  #750 opened 7 months ago by bpkroth
  0

• CI Failure due to latest matplotlib version

  #742 opened 8 months ago by bpkroth
  0

• Security: Azure Storage: Avoid using (shared) storage account keys

  #740 opened 8 months ago by bpkroth
  0

• Capture VM metadata

  #734 opened 8 months ago by bpkroth
  0