automl/neps

Issues

• Multi fidelity is not "multi" for some fidelity boundaries

  #138 opened 2 months ago by AwePhD
  8

• Documentation directories structure with multi-fidelity

  #136 opened 2 months ago by AwePhD
  3

• [Question] Interface for generic logger

  #114 opened 4 months ago by AwePhD
  4

• On using multi-GPU workers with DistributedDataParallel (DDP) and PyTorch Lightning

  #135 opened 3 months ago by simon-ging
  0

• [Warning] FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated.

  #113 opened 3 months ago by eddiebergman
  0

• [UX] `post_run_summary` should indicate it did something

  #63 opened 3 months ago by eddiebergman
  0

• [Choice] Remove usage of json

  #79 opened 3 months ago by eddiebergman
  1

• [UX] Show error and traceback when something goes wrong

  #62 opened 3 months ago by eddiebergman
  2

• Road to Declarative Usage

  #65 opened 6 months ago by danrgll
  0

• Develop CLI for simplified yaml file management + running neps

  #74 opened 3 months ago by danrgll
  0

• [UX] Replace "cost" with "budget_cost" and "loss" with "optimization_loss" for clarity to users

  #125 opened 3 months ago by eddiebergman
  0

• [SearchSpace] Allow `None`/ `bool` as a valid value in Categorical/Constant

  #124 opened 3 months ago by eddiebergman
  0

• [Optimizers] Multifidelity algorithms should check for `min_budget == 0`

  #123 opened 3 months ago by eddiebergman
  0

• [SearchSpace] Un-intuative behaviour for a search space with a fidelity parameter when ignored, i.e. `RandomSearch`

  #122 opened 3 months ago by eddiebergman
  0

• [Optimizer] Multi-fidelity algorithms should explicitly check for a fidelity parameter

  #120 opened 3 months ago by eddiebergman
  0

• [Optimizers] `"kde"` doesn't exists for surrogate model

  #121 opened 3 months ago by eddiebergman
  0

• [Optimizers] Make all available optimizers through a "string" be instatiable without kwargs

  #118 opened 3 months ago by eddiebergman
  0

• [UX] Write to log search space that used and save the pipeline space used as a YAML

  #97 opened 6 months ago by eddiebergman
  0

• [Bug] `summarize_results_all_tasks_all_devs` only returns results for first seed found.

  #80 opened 6 months ago by eddiebergman
  4

• [Debugging Feature] Enhance information(e.g. default value, confidence level..) when printing parameter

  #59 opened 8 months ago by danrgll
  1

• DeepCAVE usage with NePS?

  #58 opened 8 months ago by danrgll
  1

• [Examples] Enhance examples with standalone clear usage comments for immediate understanding without prior docs familiarization

  #57 opened 8 months ago by danrgll
  1

• [DOC] Using ConfigSpace should have its own doc page

  #98 opened 6 months ago by eddiebergman
  1

• Custom searcher ignoring max_cost_total

  #75 opened 6 months ago by danrgll
  0

• [Refactoring] `get_loss/cost/learning_curve()`

  #78 opened 3 months ago by eddiebergman
  0

• [API] `is_fidelity` with `default` and `default_confidence`, what does it mean?

  #89 opened 3 months ago by eddiebergman
  0

• [Doc] Using priors should have its own doc-page

  #99 opened 6 months ago by eddiebergman
  0

• Priorband: Defining default value + default_confidence for fidelity parameter

  #101 opened 5 months ago by danrgll
  3

• [Internal API] `user_priors`, `use_priors`, `disable_priors`

  #110 opened 4 months ago by eddiebergman
  2

• [Optimizers] Programmatic access to Optimizer's capabilities/requirements

  #119 opened 3 months ago by eddiebergman
  0

• [Optim] Consider pickle for optimizer state file in run (with option to toggle)

  #64 opened 6 months ago by eddiebergman
  0

• Enable the use of dict for pipeline_space when the custom optimizer is defined via yaml

  #87 opened 4 months ago by danrgll
  0

• [Bug] Parallelism and seeding

  #108 opened 4 months ago by Neeratyoy
  3

• [CI] Ruff/Mypy

  #82 opened 6 months ago by eddiebergman
  0

• Enable argument modification for custom optimizer class that has been loaded via yaml

  #69 opened 4 months ago by danrgll
  0

• Standardize yaml path definitions for the neps arguments

  #70 opened 4 months ago by danrgll
  4

• Debate on the choice of the name "run_args"

  #86 opened 5 months ago by danrgll
  0

• Change design for pre_load_hooks

  #100 opened 5 months ago by danrgll
  0

• Enhance flexibility of 'run_args' to allow mixed usage of direct and YAML-based arguments

  #67 opened 5 months ago by danrgll
  0

• Error if I rerun an experiment that uses hyperband as a searcher

  #103 opened 5 months ago by danrgll
  4

• Error caused by post_run_summary argument if using hyperband as a searcher

  #104 opened 5 months ago by danrgll
  1

• Enable optional consolidation of multiple yaml files into one

  #73 opened 5 months ago by danrgll
  3

• Add section for Declarative Usage in Documentation

  #68 opened 5 months ago by danrgll
  1

• [API] A categorical/constant fidelity??

  #88 opened 6 months ago by eddiebergman
  1

• Generate a pipeline_space.yaml as feedback on which parameter type your configurations have been converted to

  #84 opened 6 months ago by danrgll
  1

• Extract documentation from docstrings for better maintenance

  #76 opened 6 months ago by danrgll
  0

• Architecture parameter support in yaml-defined pipeline_space

  #66 opened 6 months ago by danrgll
  0

• [DOCS] Clarity about enabling parallelization

  #85 opened 6 months ago by danrgll
  1

• [CI] Migration to ruff

  #77 opened 6 months ago by eddiebergman
  1

• Concurrent Use of 'neps.run()' Arguments 'post_run_summary' and 'development_stage_id' Causes an Error

  #52 opened 9 months ago by danrgll
  0