hunk.code_window: .. _`ray-dev@googlegroups.com`: https://groups.google.com/forum/#!forum/ray-dev
   .. _`GitHub issue`: https://github.com/ray-project/ray/issues
   .. _`pull requests`: https://github.com/ray-project/ray/pulls
  
hunk.labels: keep keep replace replace
hunk.after_edit: .. _`GitHub Issues`: https://github.com/ray-project/ray/issues
   .. _`StackOverflow`: https://stackoverflow.com/questions/tagged/ray
   .. _`Pull Requests`: https://github.com/ray-project/ray/pulls
hunk.file_path: README.rst
hunk.type: replace
file: # can expect improvement to -140 reward in ~300-500k timesteps
  swimmer-ars:
      env: Swimmer-v2
      run: ARS
      config:
          noise_stdev: 0.01
          num_rollouts: 1
          rollouts_used: 1
          num_workers: 1
          sgd_stepsize: 0.02
          noise_size: 250000000
          eval_prob: 0.2
          offset: 0
          observation_filter: NoFilter
          report_length: 3
          model:
              fcnet_hiddens: []  # a linear policy
  