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Adaptive re-weighting for BPINNs #785

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Adaptive re-weighting for BPINNs #785

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AstitvaAggarwal
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@AstitvaAggarwal AstitvaAggarwal commented Jan 19, 2024 •
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Checklist

  • Appropriate tests were added
  • Any code changes were done in a way that does not break public API
  • All documentation related to code changes were updated
  • The new code follows the
    contributor guidelines, in particular the SciML Style Guide and
    COLPRAC.
  • Any new documentation only uses public API

Additional context

fixes #713

@AstitvaAggarwal AstitvaAggarwal changed the title Adaptive Re-Weighting for BPINNs Adaptive Re-weighting for BPINNs Jan 19, 2024
@AstitvaAggarwal AstitvaAggarwal changed the title Adaptive Re-weighting for BPINNs Adaptive re-weighting for BPINNs Jan 19, 2024
AstitvaAggarwal and others added 25 commits January 22, 2024 17:37
@AstitvaAggarwal
Merge branch 'SciML:master' into adaptiveBPINN
b262c9a
@dependabot
Bump actions/cache from 3 to 4
278edfd 
Bumps [actions/cache](https://github.com/actions/cache) from 3 to 4.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](actions/cache@v3...v4)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>
@ChrisRackauckas
Merge pull request SciML#787 from SciML/dependabot/github_actions/act…
fb1fbfa 
…ions/cache-4

Bump actions/cache from 3 to 4
@sathvikbhagavan
refactor: remove duplicated methods as it causes methods overwrite
dedf1aa
@ChrisRackauckas
Merge pull request SciML#788 from sathvikbhagavan/sb/remove_duplicate
d8750ac 
Remove duplicated methods in BPINN as it causes methods overwrite
@KirillZubov
wip
48e7a58
@KirillZubov
tests
3adccb1
@KirillZubov
dae_solver
80947fe
@KirillZubov
update
1180f1e
@KirillZubov
add doc
2fe27b8
@sathvikbhagavan
build: remove Flux and Optimisers
b0ff6d4
@sathvikbhagavan
refactor: remove Flux support
ddbd569
@sathvikbhagavan
test: remove Flux based tests
8ee54bf
@sathvikbhagavan
refactor: added support for converting Flux to Lux in NNODE and clean…
805e376 
…ed up docstrings
@sathvikbhagavan
test: cleaned up NNODE tests and refactored them into testsets
ec72d76
@sathvikbhagavan
build: add Flux as test dep
5332a78
@KirillZubov @ChrisRackauckas
Update test/NNDAE_tests.jl
f96803e 
Co-authored-by: Christopher Rackauckas <[email protected]>
@KirillZubov @ChrisRackauckas
Update test/NNDAE_tests.jl
2ccb67f 
Co-authored-by: Christopher Rackauckas <[email protected]>
@KirillZubov
fix
76281c8
@KirillZubov
Merge pull request SciML#790 from SciML/DAE_problem
a0589ae 
DAE problem
@sathvikbhagavan
refactor: have auto translate from Flux to Lux for PhysicsInformedNN,…
0b5910e 
… BNNODE, BayesianPINN, ahmc_bayesian_pinn_ode
@sathvikbhagavan
test: refactor tests into testsets and add tests for autotranslating
cf62a2c
@sathvikbhagavan
Merge branch 'master' into sb/remove_flux
5099d8b
@sathvikbhagavan
fixup! refactor: have auto translate from Flux to Lux for PhysicsInfo…
db865ba 
…rmedNN, BNNODE, BayesianPINN, ahmc_bayesian_pinn_ode
@sathvikbhagavan
fixup! test: refactor tests into testsets and add tests for autotrans…
fa71c18 
…lating
@ChrisRackauckas
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Rebase?

@AstitvaAggarwal AstitvaAggarwal deleted the adaptiveBPINN branch February 3, 2024 14:33
@AstitvaAggarwal AstitvaAggarwal mentioned this pull request Feb 3, 2024
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Adaptive weighting of Bayesian physics informed neural networks.
4 participants
@AstitvaAggarwal @ChrisRackauckas @sathvikbhagavan @KirillZubov