TuringLang/Turing.jl: v0.39.0
Authors/Creators
- Kai Xu
- Hong Ge1
- Cameron Pfiffer2
- David Widmann3
- Martin Trapp4
- Tor Erlend Fjelde5
- Mohamed Tarek3
- Emile Mathieu1
- Penelope Yong
- Markus Hauru
- Will Tebbutt
- Adam Scibior6
- Killian Q. Zhuo7
- Hessam Mehr8
- Xianda Sun
- Emma Smith
- Philipp Gabler
- Jaime RZ9
- Harry Wilde10
- Arthur Lui
- FredericWantiez
- Pietro Monticone11
- Tom Röschinger
- azev7712
- Kyurae Kim13
- Peifan Wu14
- Phillip Alday15
- Ramon Diaz-Uriarte16
- Saranjeet Kaur
- 1. University of Cambridge
- 2. @dottxt-ai
- 3. @PumasAI
- 4. Aalto University
- 5. @TuringLang
- 6. University of British Columbia
- 7. None
- 8. University of Glasgow
- 9. UCL
- 10. @nestauk @dssg @turinglang @knowlab @BHFDSC
- 11. University of Trento
- 12. Fowler College of Business, SDSU
- 13. University of Pennsylvania
- 14. Google
- 15. Beacon Biosignals
- 16. Universidad Autonoma de Madrid
Description
Turing v0.39.0
Breaking changes:
Update to the AdvancedVI interface
Turing's variational inference interface was updated to match version 0.4 version of AdvancedVI.jl.
AdvancedVI v0.4 introduces various new features:
- location-scale families with dense scale matrices,
- parameter-free stochastic optimization algorithms like
DoGandDoWG, - proximal operators for stable optimization,
- the sticking-the-landing control variate for faster convergence, and
- the score gradient estimator for non-differentiable targets.
Please see the Turing API documentation, and AdvancedVI's documentation, for more details.
Removal of Turing.Essential
The Turing.Essential module has been removed.
Anything exported from there can be imported from either Turing or DynamicPPL.
@addlogprob!
The @addlogprob! macro is now exported from Turing, making it officially part of the public interface.
Merged pull requests:
- Release: Turing.jl@0.39 (#2517) (@penelopeysm)
Files
TuringLang/Turing.jl-v0.39.0.zip
Files
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Additional details
Related works
- Is supplement to
- Software: https://github.com/TuringLang/Turing.jl/tree/v0.39.0 (URL)
Software
- Repository URL
- https://github.com/TuringLang/Turing.jl