v0.1.16

StochasticAD v0.1.16

Diff since v0.1.15

Closed issues:

• Clean up interface for creating an empty backend (#51)

Merged pull requests:

• Add stochastic triple smoothing backend (#81) (@gaurav-arya)
• Make array indexing test try out all backends (#82) (@gaurav-arya)

v0.1.15

StochasticAD v0.1.15

Diff since v0.1.14

Closed issues:

• Infinitesimal derivative part of StochasticTriples end up as NaN for some instances of MVNormal (#79)

Merged pull requests:

• Fix zero'ing behaviour with NaN derivative component (#80) (@gaurav-arya)

v0.1.14

StochasticAD v0.1.14

Diff since v0.1.13

Merged pull requests:

• Allow custom kwargs in map functions (#74) (@gaurav-arya)
• Add smoothing frule (#75) (@gaurav-arya)
• Propagate kwargs in alternate f eval (#76) (@gaurav-arya)
• Don't preserve structs when structural mapping perturbations in propagate (#78) (@gaurav-arya)

v0.1.13

StochasticAD v0.1.13

Diff since v0.1.12

Merged pull requests:

• Add interface for directional perturbations and derivatives (#73) (@gaurav-arya)

v0.1.12

StochasticAD v0.1.12

Diff since v0.1.11

Merged pull requests:

• Switch to using singleton types to specify backend algorithm (#72) (@gaurav-arya)

v0.1.11

StochasticAD v0.1.11

Diff since v0.1.10

Merged pull requests:

• Add experimental forward propagate function (internal) (#55) (@gaurav-arya)
• Add scalarize to backend interface (#67) (@gaurav-arya)
• Add accidentally-not-included simple ops benchmark to benchmarks (#68) (@gaurav-arya)
• Minor improvements to smoothing rules (#70) (@gaurav-arya)

v0.1.10

StochasticAD v0.1.10

Diff since v0.1.9

Closed issues:

• Add general smoothing rules (#50)

Merged pull requests:

• Add smoothing rules (#66) (@gaurav-arya)

v0.1.9

StochasticAD v0.1.9

Diff since v0.1.8

Merged pull requests:

• Fix bug in scalar array indexing (#65) (@gaurav-arya)

v0.1.8

StochasticAD v0.1.8

Diff since v0.1.7

Merged pull requests:

• Test backend interface and fix discovered issues (#59) (@gaurav-arya)
• Improvements to stochastic triple getters and setters (#60) (@gaurav-arya)
• Add test and benchmarking for random walk and game of life examples (#61) (@gaurav-arya)
• Small non-functional changes (#62) (@gaurav-arya)
• Tweak GOL test (#63) (@gaurav-arya)
• Improvements and benchmarks of structural iteration in backends (#64) (@gaurav-arya)

v0.1.7

StochasticAD v0.1.7

Diff since v0.1.6

Merged pull requests:

• Support functor input to higher-level functions (#57) (@gaurav-arya)
• Fix and test StochasticAD.perturbations function (#58) (@gaurav-arya)