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Epistimio/orion: Improved parallelization and PBT algorithm

Xavier Bouthillier; François Corneau-Tremblay; Thomas Schweizer; Christos Tsirigotis; Lin Dong; Mirko Bronzi; Reyhane Askari; Setepenre; Dendi Suhubdy; Olivier Breuleux; abergeron; Guillaume Alain; satyaog; notoraptor; Hadrien Bertrand; Michael; Dmitriy Serdyuk; Peter Henderson; Bruno Carrez; Olexa Bilaniuk; Fabrice Normandin; Pascal Lamblin

Parallelization is improved leveraging new Runner (#684) and a shared algorithm state (#786).

🚀 Features
  • PBT implementation @bouthilx (#705)
🏗 Enhancements
  • Shared algorithm status @bouthilx (#786)
  • Fix get_prior_string [#774] @Delaunay (#776)
  • Replace np.object by object; np.object is deprecated @Delaunay (#773)
  • Update backend_plotly.py @Delaunay (#772)
  • Rework workon @Delaunay (#684)
  • Print version on debug verbosity level @nurbal (#765)
  • Remove ParallelStrategies from Producer and make them reusable modules for algorithms instead. @bouthilx (#760)
🐛 Bug Fixes
  • (re) Fix parsing of hps with "." in name from commandline @lebrice (#785)
  • Fix multiprocess del guard @Delaunay (#784)
  • Replace exp's stat dict by a dataclass @bouthilx (#771)
  • replace count by count_documents #706 @Delaunay (#707)
📜 Documentation
  • Escape the escape @Delaunay (#783)
🧰 Maintenance
  • Fix Track requirement URL for github @bouthilx (#761)
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