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matbesancon 
Native Normal (#875)

* Native Normal

Implements the Normal API natively

* Fallback for invlogcdf

* Fix typo

* Replace piping with multiline function

* Put back gradlogpdf

* Simplify logcdf

Codomain of erf is [-1, 1]. Therefore, we can always use log1p safely.

* ACRC

- Added back mgf, cf
- Use pre-computed log(2)
- Adapt quantile for consistent behavior for invlogcdf

* Ported from StatsFuns

Here is a pass with the precision tweaks from StatsFuns.

* Favor convert

- Favoring convert rather than constructor

* ACRC

StatsFuns implementation covering:
- logpdf
- pdf
- logcdf
- logccdf
- cdf
- ccdf
- invlogcdf
- invlogccdf
- quantile
- cquantile

* add mean for truncated exponential (#842)

* add mean for truncated exponential

* handle numerical and theoretical corner cases

When the difference between left and right truncation points is small,
the naive formula returns NaN or nonsensical results.

* Also consider near-degenerate cases where l-r and θ have different scales.

* simplify condition for midpoint branch

* Add special case for truncating Uniform.

This is implemented by making `Truncated(::Uniform, ...)` return a
`Uniform`.

The advantage is that no other functionality needs to be duplicated.

A minor style infraction is a `T(...)` function not constructing a `T`
object, but I think in this case this is a reasonable compromise.

* special-case uniform

* Update fit.md (#849)

* Add code syntax highlighting for methods. (#848)

* Bernoulli sampler to Bool (#845)

* Make return type same as parameter instead of data (#853)

* make return type same as parameter instead of data

* fix @inbounds, use eachindex(p) and fix test

* remove news (#858)

* remove news

* fix readme

* Chernoff distribution (#840)

* added Chernoff distribution code

* Add files via upload

* Add files via upload

* Update chernoff.jl

* Update chernoff.jl

* Up... (continued)

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