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Added release notes for 2.24.0
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serban-nicusor-toptal committed Jul 28, 2020
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STANC3 RELEASE NOTES
======================================================================

v.2.24.0 (28 July 2020)
======================================================================

New functions:
`algebra_solver_newton`

`matrix hmm_hidden_state_prob(matrix, matrix, vector)`
`int[] hmm_latent_rng(matrix, matrix, vector)`
`real hmm_marginal(matrix, matrix, vector)`

`T lambert_w0(T)`, for any T
`T lambert_w1(T)`, for any T

`matrix matrix_power(matrix, int)`

`real multinomial_logit_log(int[], vector)`
`real multinomial_logit_lpmf(int[], vector)`
`int[] multinomial_logit_rng(vector, int)`

`ode_adams`, `ode_adams_tol`
`ode_bdf`, `ode_bdf_tol`
`ode_rk45`, `ode_rk45_tol`

`T pow(int, T)`
`T pow(real, T)`
`T pow(T, int)`
`T pow(T, real) `
(previously only real pow(real, real) was available)

`T reverse(T)`, where T is vector, row_vector or an array of any type

`matrix identity_matrix(int)`
`real[] linspaced_array(int, real, real); row_vector linspaced_row_vector(int, real, real); vector linspaced_vector(int, real, real)`
`int[] one_hot_int_array(int, int); real[] one_hot_array(int, int); row_vector one_hot_row_vector(int, int); vector one_hot_vector(int, int)`
`int[] ones_int_array(int); real[] ones_array(int); row_vector ones_row_vector(int); vector ones_vector(int)`
`vector uniform_simplex(int)`
`int[] zeros_int_array(int); real[] zeros_array(int); row_vector zeros_row_vector(int); vector zeros_vector(int)`


New features:

- pedantic mode
- experimental optimization mode
- new integer division operator `%/%`
- non-scalar values are now allowed in lower, upper, offset and multiplier
- integrate_ode_* functions are now deprecated
- data-only restricted functions now work with parameters in generated quantities
- improved out-of-bounds messages for vectors, matrices
- added checks for invalid literals
- `--allow_undefined` and `--include_paths` are deprecated in favor of `--allow-undefined` and `--include-paths`
- cleaned up the generated model C++ code: model is now final, using statements instead of typedef, better use of inline, use of `.clear()` instead of `.resize(0)`, remove unnecessary functions
- cleaned up the OCaml code: better use of helper functions, removed duplicate functions, better exception messages, replace imperative code for handling Stan Math signatures
- size expressions for parameters and generated quantities are now only evaluated once
- better handle model names that are not C++ friendly (start with numbers, have non-alphanumeric characters)

Bugfixes:
- changed the loop index type to int to prevent issues when using it in expressions with signed numbers
- integer arrays now initialize to the smallest representable integer
- var arrays initialize with a prebuilt dummy var, to not creat new varis
- all map_rect calls are registered when using MPI
- _lpdf/_lpmf functions are now used instead of *_log when generating code for the tilde statements
- single argument distribution do not require the vertical bar anymore (e.g. std_normal_lpdf(x|))
- fixed a bug that caused tilde statements to conflict with userdef functions
- rng functions are no longer allowed in size declarations
- fixed the _lpdf functor struct so that UDF with _log and int argument now compile
- fixed array literal type-checking
- fixed the error messages for missing input (line number is now displayed properly)
- fixed indexing in transform_init()
- fixed emitting generated quantities only (for gq_writer)
- fixed debug data generator for constrained matrix types and added array value bounds

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