Module type `Owl_jupyter.Stats_Dist`

type arr
type elt

val number : Owl_types_common.number
val empty : int array -> arr
val zeros : int array -> arr
val eye : int -> arr
val ones : int array -> arr
val create : int array -> elt -> arr
val sequential : ?⁠a:elt -> ?⁠step:elt -> int array -> arr
val uniform : ?⁠a:elt -> ?⁠b:elt -> int array -> arr
val gaussian : ?⁠mu:elt -> ?⁠sigma:elt -> int array -> arr
val bernoulli : ?⁠p:elt -> int array -> arr
val init : int array -> (int -> elt) -> arr
val init_nd : int array -> (int array -> elt) -> arr
val shape : arr -> int array
val numel : arr -> int
val get : arr -> int array -> elt
val set : arr -> int array -> elt -> unit
val get_slice : int list list -> arr -> arr
val set_slice : int list list -> arr -> arr -> unit
val copy : arr -> arr
val copy_ : out:arr -> arr -> unit
val reset : arr -> unit
val reshape : arr -> int array -> arr
val reverse : arr -> arr
val tile : arr -> int array -> arr
val repeat : arr -> int array -> arr
val concatenate : ?⁠axis:int -> arr array -> arr
val split : ?⁠axis:int -> int array -> arr -> arr array
val expand : ?⁠hi:bool -> arr -> int -> arr
val squeeze : ?⁠axis:int array -> arr -> arr
val draw : ?⁠axis:int -> arr -> int -> arr * int array
val map : (elt -> elt) -> arr -> arr
val fold : ?⁠axis:int -> (elt -> elt -> elt) -> elt -> arr -> arr
val scan : ?⁠axis:int -> (elt -> elt -> elt) -> arr -> arr
val one_hot : int -> arr -> arr
val pad : ?⁠v:elt -> int list list -> arr -> arr
val print : ?⁠max_row:int -> ?⁠max_col:int -> ?⁠header:bool -> ?⁠fmt:(elt -> string) -> arr -> unit
val abs : arr -> arr
val neg : arr -> arr
val floor : arr -> arr
val ceil : arr -> arr
val round : arr -> arr
val sqr : arr -> arr
val sqrt : arr -> arr
val log : arr -> arr
val log2 : arr -> arr
val log10 : arr -> arr
val exp : arr -> arr
val sin : arr -> arr
val cos : arr -> arr
val tan : arr -> arr
val sinh : arr -> arr
val cosh : arr -> arr
val tanh : arr -> arr
val asin : arr -> arr
val acos : arr -> arr
val atan : arr -> arr
val asinh : arr -> arr
val acosh : arr -> arr
val atanh : arr -> arr
val sum_reduce : ?⁠axis:int array -> arr -> arr
val signum : arr -> arr
val sigmoid : arr -> arr
val relu : arr -> arr
val min' : arr -> elt
val max' : arr -> elt
val sum' : arr -> elt
val l1norm' : arr -> elt
val l2norm' : arr -> elt
val l2norm_sqr' : arr -> elt
val clip_by_value : ?⁠amin:elt -> ?⁠amax:elt -> arr -> arr
val clip_by_l2norm : elt -> arr -> arr
val pow : arr -> arr -> arr
val scalar_pow : elt -> arr -> arr
val pow_scalar : arr -> elt -> arr
val atan2 : arr -> arr -> arr
val scalar_atan2 : elt -> arr -> arr
val atan2_scalar : arr -> elt -> arr
val add : arr -> arr -> arr
val sub : arr -> arr -> arr
val mul : arr -> arr -> arr
val div : arr -> arr -> arr
val add_scalar : arr -> elt -> arr
val sub_scalar : arr -> elt -> arr
val mul_scalar : arr -> elt -> arr
val div_scalar : arr -> elt -> arr
val scalar_add : elt -> arr -> arr
val scalar_sub : elt -> arr -> arr
val scalar_mul : elt -> arr -> arr
val scalar_div : elt -> arr -> arr
val fma : arr -> arr -> arr -> arr
val conv1d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> arr
val conv2d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> arr
val conv3d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> arr
val dilated_conv1d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> int array -> arr
val dilated_conv2d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> int array -> arr
val dilated_conv3d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> int array -> arr
val transpose_conv1d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> arr
val transpose_conv2d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> arr
val transpose_conv3d : ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> arr
val max_pool1d : ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> arr
val max_pool2d : ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> arr
val max_pool3d : ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> arr
val avg_pool1d : ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> arr
val avg_pool2d : ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> arr
val avg_pool3d : ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> arr
val upsampling2d : arr -> int array -> arr
val conv1d_backward_input : arr -> arr -> int array -> arr -> arr
val conv1d_backward_kernel : arr -> arr -> int array -> arr -> arr
val conv2d_backward_input : arr -> arr -> int array -> arr -> arr
val conv2d_backward_kernel : arr -> arr -> int array -> arr -> arr
val conv3d_backward_input : arr -> arr -> int array -> arr -> arr
val conv3d_backward_kernel : arr -> arr -> int array -> arr -> arr
val dilated_conv1d_backward_input : arr -> arr -> int array -> int array -> arr -> arr
val dilated_conv1d_backward_kernel : arr -> arr -> int array -> int array -> arr -> arr
val dilated_conv2d_backward_input : arr -> arr -> int array -> int array -> arr -> arr
val dilated_conv2d_backward_kernel : arr -> arr -> int array -> int array -> arr -> arr
val dilated_conv3d_backward_input : arr -> arr -> int array -> int array -> arr -> arr
val dilated_conv3d_backward_kernel : arr -> arr -> int array -> int array -> arr -> arr
val transpose_conv1d_backward_input : arr -> arr -> int array -> arr -> arr
val transpose_conv1d_backward_kernel : arr -> arr -> int array -> arr -> arr
val transpose_conv2d_backward_input : arr -> arr -> int array -> arr -> arr
val transpose_conv2d_backward_kernel : arr -> arr -> int array -> arr -> arr
val transpose_conv3d_backward_input : arr -> arr -> int array -> arr -> arr
val transpose_conv3d_backward_kernel : arr -> arr -> int array -> arr -> arr
val max_pool1d_backward : Owl_types_common.padding -> arr -> int array -> int array -> arr -> arr
val max_pool2d_backward : Owl_types_common.padding -> arr -> int array -> int array -> arr -> arr
val max_pool3d_backward : Owl_types_common.padding -> arr -> int array -> int array -> arr -> arr
val avg_pool1d_backward : Owl_types_common.padding -> arr -> int array -> int array -> arr -> arr
val avg_pool2d_backward : Owl_types_common.padding -> arr -> int array -> int array -> arr -> arr
val avg_pool3d_backward : Owl_types_common.padding -> arr -> int array -> int array -> arr -> arr
val upsampling2d_backward : arr -> int array -> arr -> arr
val row_num : arr -> int
val col_num : arr -> int
val row : arr -> int -> arr
val rows : arr -> int array -> arr
val copy_row_to : arr -> arr -> int -> unit
val copy_col_to : arr -> arr -> int -> unit
val dot : arr -> arr -> arr
val inv : arr -> arr
val logdet : arr -> elt
val chol : ?⁠upper:bool -> arr -> arr
val svd : ?⁠thin:bool -> arr -> arr * arr * arr
val qr : arr -> arr * arr
val lq : arr -> arr * arr
val sylvester : arr -> arr -> arr -> arr
val lyapunov : arr -> arr -> arr
val discrete_lyapunov : ?⁠solver:[ `bilinear | `default | `direct ] -> arr -> arr -> arr
val linsolve : ?⁠trans:bool -> ?⁠typ:[ `l | `n | `u ] -> arr -> arr -> arr
val care : ?⁠diag_r:bool -> arr -> arr -> arr -> arr -> arr
val diag : ?⁠k:int -> arr -> arr
val diagm : ?⁠k:int -> arr -> arr
val triu : ?⁠k:int -> arr -> arr
val tril : ?⁠k:int -> arr -> arr
val trace : arr -> elt
val transpose : ?⁠axis:int array -> arr -> arr
val to_rows : arr -> arr array
val of_rows : arr array -> arr
val to_cols : arr -> arr array
val of_cols : arr array -> arr
val of_array : elt array -> int array -> arr
val of_arrays : elt array array -> arr
val float_to_elt : float -> elt
val elt_to_float : elt -> float
val elt_equal : arr -> arr -> arr
val elt_not_equal : arr -> arr -> arr
val elt_less : arr -> arr -> arr
val elt_greater : arr -> arr -> arr
val elt_less_equal : arr -> arr -> arr
val elt_greater_equal : arr -> arr -> arr
val elt_equal_scalar : arr -> elt -> arr
val elt_not_equal_scalar : arr -> elt -> arr
val elt_less_scalar : arr -> elt -> arr
val elt_greater_scalar : arr -> elt -> arr
val elt_less_equal_scalar : arr -> elt -> arr
val elt_greater_equal_scalar : arr -> elt -> arr

module Scalar : sig ... end

val create_ : out:arr -> elt -> unit
val uniform_ : ?⁠a:elt -> ?⁠b:elt -> out:arr -> unit
val gaussian_ : ?⁠mu:elt -> ?⁠sigma:elt -> out:arr -> unit
val sequential_ : ?⁠a:elt -> ?⁠step:elt -> out:arr -> unit
val bernoulli_ : ?⁠p:elt -> out:arr -> unit
val zeros_ : out:arr -> unit
val ones_ : out:arr -> unit
val one_hot_ : out:arr -> int -> arr -> unit
val get_slice_ : out:arr -> int list list -> arr -> unit
val set_slice_ : out:arr -> int list list -> arr -> arr -> unit
val sub_left : arr -> int -> int -> arr
val reshape_ : out:arr -> arr -> unit
val reverse_ : out:arr -> arr -> unit
val transpose_ : out:arr -> ?⁠axis:int array -> arr -> unit
val repeat_ : out:arr -> arr -> int array -> unit
val tile_ : out:arr -> arr -> int array -> unit
val pad_ : out:arr -> ?⁠v:elt -> int list list -> arr -> unit
val hypot : arr -> arr -> arr
val fmod : arr -> arr -> arr
val min2 : arr -> arr -> arr
val max2 : arr -> arr -> arr
val add_ : ?⁠out:arr -> arr -> arr -> unit
val sub_ : ?⁠out:arr -> arr -> arr -> unit
val mul_ : ?⁠out:arr -> arr -> arr -> unit
val div_ : ?⁠out:arr -> arr -> arr -> unit
val pow_ : ?⁠out:arr -> arr -> arr -> unit
val atan2_ : ?⁠out:arr -> arr -> arr -> unit
val hypot_ : ?⁠out:arr -> arr -> arr -> unit
val fmod_ : ?⁠out:arr -> arr -> arr -> unit
val min2_ : ?⁠out:arr -> arr -> arr -> unit
val max2_ : ?⁠out:arr -> arr -> arr -> unit
val add_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val sub_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val mul_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val div_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val pow_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val atan2_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val fmod_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val scalar_add_ : ?⁠out:arr -> elt -> arr -> unit
val scalar_sub_ : ?⁠out:arr -> elt -> arr -> unit
val scalar_mul_ : ?⁠out:arr -> elt -> arr -> unit
val scalar_div_ : ?⁠out:arr -> elt -> arr -> unit
val scalar_pow_ : ?⁠out:arr -> elt -> arr -> unit
val scalar_atan2_ : ?⁠out:arr -> elt -> arr -> unit
val scalar_fmod_ : ?⁠out:arr -> elt -> arr -> unit
val fma_ : ?⁠out:arr -> arr -> arr -> arr -> unit
val clip_by_value_ : ?⁠out:arr -> ?⁠amin:elt -> ?⁠amax:elt -> arr -> unit
val clip_by_l2norm_ : ?⁠out:arr -> elt -> arr -> unit
val dot_ : ?⁠transa:bool -> ?⁠transb:bool -> ?⁠alpha:elt -> ?⁠beta:elt -> c:arr -> arr -> arr -> unit
val abs_ : ?⁠out:arr -> arr -> unit
val neg_ : ?⁠out:arr -> arr -> unit
val conj_ : ?⁠out:arr -> arr -> unit
val reci_ : ?⁠out:arr -> arr -> unit
val signum_ : ?⁠out:arr -> arr -> unit
val sqr_ : ?⁠out:arr -> arr -> unit
val sqrt_ : ?⁠out:arr -> arr -> unit
val cbrt_ : ?⁠out:arr -> arr -> unit
val exp_ : ?⁠out:arr -> arr -> unit
val exp2_ : ?⁠out:arr -> arr -> unit
val exp10_ : ?⁠out:arr -> arr -> unit
val expm1_ : ?⁠out:arr -> arr -> unit
val log_ : ?⁠out:arr -> arr -> unit
val log2_ : ?⁠out:arr -> arr -> unit
val log10_ : ?⁠out:arr -> arr -> unit
val log1p_ : ?⁠out:arr -> arr -> unit
val sin_ : ?⁠out:arr -> arr -> unit
val cos_ : ?⁠out:arr -> arr -> unit
val tan_ : ?⁠out:arr -> arr -> unit
val asin_ : ?⁠out:arr -> arr -> unit
val acos_ : ?⁠out:arr -> arr -> unit
val atan_ : ?⁠out:arr -> arr -> unit
val sinh_ : ?⁠out:arr -> arr -> unit
val cosh_ : ?⁠out:arr -> arr -> unit
val tanh_ : ?⁠out:arr -> arr -> unit
val asinh_ : ?⁠out:arr -> arr -> unit
val acosh_ : ?⁠out:arr -> arr -> unit
val atanh_ : ?⁠out:arr -> arr -> unit
val floor_ : ?⁠out:arr -> arr -> unit
val ceil_ : ?⁠out:arr -> arr -> unit
val round_ : ?⁠out:arr -> arr -> unit
val trunc_ : ?⁠out:arr -> arr -> unit
val fix_ : ?⁠out:arr -> arr -> unit
val erf_ : ?⁠out:arr -> arr -> unit
val erfc_ : ?⁠out:arr -> arr -> unit
val relu_ : ?⁠out:arr -> arr -> unit
val softplus_ : ?⁠out:arr -> arr -> unit
val softsign_ : ?⁠out:arr -> arr -> unit
val softmax_ : ?⁠out:arr -> ?⁠axis:int -> arr -> unit
val sigmoid_ : ?⁠out:arr -> arr -> unit
val sum_ : out:arr -> axis:int -> arr -> unit
val min_ : out:arr -> axis:int -> arr -> unit
val max_ : out:arr -> axis:int -> arr -> unit
val sum : ?⁠axis:int -> arr -> arr
val prod : ?⁠axis:int -> arr -> arr
val min : ?⁠axis:int -> arr -> arr
val max : ?⁠axis:int -> arr -> arr
val mean : ?⁠axis:int -> arr -> arr
val var : ?⁠axis:int -> arr -> arr
val std : ?⁠axis:int -> arr -> arr
val l1norm : ?⁠axis:int -> arr -> arr
val l2norm : ?⁠axis:int -> arr -> arr
val cumsum_ : ?⁠out:arr -> ?⁠axis:int -> arr -> unit
val cumprod_ : ?⁠out:arr -> ?⁠axis:int -> arr -> unit
val cummin_ : ?⁠out:arr -> ?⁠axis:int -> arr -> unit
val cummax_ : ?⁠out:arr -> ?⁠axis:int -> arr -> unit
val dropout_ : ?⁠out:arr -> ?⁠rate:float -> arr -> unit
val prod' : arr -> elt
val mean' : arr -> elt
val var' : arr -> elt
val std' : arr -> elt
val elt_equal_ : ?⁠out:arr -> arr -> arr -> unit
val elt_not_equal_ : ?⁠out:arr -> arr -> arr -> unit
val elt_less_ : ?⁠out:arr -> arr -> arr -> unit
val elt_greater_ : ?⁠out:arr -> arr -> arr -> unit
val elt_less_equal_ : ?⁠out:arr -> arr -> arr -> unit
val elt_greater_equal_ : ?⁠out:arr -> arr -> arr -> unit
val elt_equal_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val elt_not_equal_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val elt_less_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val elt_greater_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val elt_less_equal_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val elt_greater_equal_scalar_ : ?⁠out:arr -> arr -> elt -> unit
val conv1d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> unit
val conv2d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> unit
val conv3d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> unit
val dilated_conv1d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> int array -> unit
val dilated_conv2d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> int array -> unit
val dilated_conv3d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> int array -> unit
val transpose_conv1d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> unit
val transpose_conv2d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> unit
val transpose_conv3d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> arr -> int array -> unit
val max_pool1d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> unit
val max_pool2d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> unit
val max_pool3d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> unit
val avg_pool1d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> unit
val avg_pool2d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> unit
val avg_pool3d_ : out:arr -> ?⁠padding:Owl_types_common.padding -> arr -> int array -> int array -> unit
val upsampling2d_ : out:arr -> arr -> int array -> unit
val conv1d_backward_input_ : out:arr -> arr -> arr -> int array -> arr -> unit
val conv1d_backward_kernel_ : out:arr -> arr -> arr -> int array -> arr -> unit
val conv2d_backward_input_ : out:arr -> arr -> arr -> int array -> arr -> unit
val conv2d_backward_kernel_ : out:arr -> arr -> arr -> int array -> arr -> unit
val conv3d_backward_input_ : out:arr -> arr -> arr -> int array -> arr -> unit
val conv3d_backward_kernel_ : out:arr -> arr -> arr -> int array -> arr -> unit
val dilated_conv1d_backward_input_ : out:arr -> arr -> arr -> int array -> int array -> arr -> unit
val dilated_conv1d_backward_kernel_ : out:arr -> arr -> arr -> int array -> int array -> arr -> unit
val dilated_conv2d_backward_input_ : out:arr -> arr -> arr -> int array -> int array -> arr -> unit
val dilated_conv2d_backward_kernel_ : out:arr -> arr -> arr -> int array -> int array -> arr -> unit
val dilated_conv3d_backward_input_ : out:arr -> arr -> arr -> int array -> int array -> arr -> unit
val dilated_conv3d_backward_kernel_ : out:arr -> arr -> arr -> int array -> int array -> arr -> unit
val transpose_conv1d_backward_input_ : out:arr -> arr -> arr -> int array -> arr -> unit
val transpose_conv1d_backward_kernel_ : out:arr -> arr -> arr -> int array -> arr -> unit
val transpose_conv2d_backward_input_ : out:arr -> arr -> arr -> int array -> arr -> unit
val transpose_conv2d_backward_kernel_ : out:arr -> arr -> arr -> int array -> arr -> unit
val transpose_conv3d_backward_input_ : out:arr -> arr -> arr -> int array -> arr -> unit
val transpose_conv3d_backward_kernel_ : out:arr -> arr -> arr -> int array -> arr -> unit
val max_pool1d_backward_ : out:arr -> Owl_types_common.padding -> arr -> int array -> int array -> arr -> unit
val max_pool2d_backward_ : out:arr -> Owl_types_common.padding -> arr -> int array -> int array -> arr -> unit
val max_pool3d_backward_ : out:arr -> Owl_types_common.padding -> arr -> int array -> int array -> arr -> unit
val avg_pool1d_backward_ : out:arr -> Owl_types_common.padding -> arr -> int array -> int array -> arr -> unit
val avg_pool2d_backward_ : out:arr -> Owl_types_common.padding -> arr -> int array -> int array -> arr -> unit
val avg_pool3d_backward_ : out:arr -> Owl_types_common.padding -> arr -> int array -> int array -> arr -> unit
val upsampling2d_backward_ : out:arr -> arr -> int array -> arr -> unit
val fused_adagrad_ : ?⁠out:arr -> rate:float -> eps:float -> arr -> unit
val uniform_rvs : a:arr -> b:arr -> n:int -> arr
val uniform_pdf : a:arr -> b:arr -> arr -> arr
val uniform_logpdf : a:arr -> b:arr -> arr -> arr
val uniform_cdf : a:arr -> b:arr -> arr -> arr
val uniform_logcdf : a:arr -> b:arr -> arr -> arr
val uniform_ppf : a:arr -> b:arr -> arr -> arr
val uniform_sf : a:arr -> b:arr -> arr -> arr
val uniform_logsf : a:arr -> b:arr -> arr -> arr
val uniform_isf : a:arr -> b:arr -> arr -> arr
val gaussian_rvs : mu:arr -> sigma:arr -> n:int -> arr
val gaussian_pdf : mu:arr -> sigma:arr -> arr -> arr
val gaussian_logpdf : mu:arr -> sigma:arr -> arr -> arr
val gaussian_cdf : mu:arr -> sigma:arr -> arr -> arr
val gaussian_logcdf : mu:arr -> sigma:arr -> arr -> arr
val gaussian_ppf : mu:arr -> sigma:arr -> arr -> arr
val gaussian_sf : mu:arr -> sigma:arr -> arr -> arr
val gaussian_logsf : mu:arr -> sigma:arr -> arr -> arr
val gaussian_isf : mu:arr -> sigma:arr -> arr -> arr
val exponential_rvs : lambda:arr -> n:int -> arr
val exponential_pdf : lambda:arr -> arr -> arr
val exponential_logpdf : lambda:arr -> arr -> arr
val exponential_cdf : lambda:arr -> arr -> arr
val exponential_logcdf : lambda:arr -> arr -> arr
val exponential_ppf : lambda:arr -> arr -> arr
val exponential_sf : lambda:arr -> arr -> arr
val exponential_logsf : lambda:arr -> arr -> arr
val exponential_isf : lambda:arr -> arr -> arr
val gamma_rvs : shape:arr -> scale:arr -> n:int -> arr
val gamma_pdf : shape:arr -> scale:arr -> arr -> arr
val gamma_logpdf : shape:arr -> scale:arr -> arr -> arr
val gamma_cdf : shape:arr -> scale:arr -> arr -> arr
val gamma_logcdf : shape:arr -> scale:arr -> arr -> arr
val gamma_ppf : shape:arr -> scale:arr -> arr -> arr
val gamma_sf : shape:arr -> scale:arr -> arr -> arr
val gamma_logsf : shape:arr -> scale:arr -> arr -> arr
val gamma_isf : shape:arr -> scale:arr -> arr -> arr
val beta_rvs : a:arr -> b:arr -> n:int -> arr
val beta_pdf : a:arr -> b:arr -> arr -> arr
val beta_logpdf : a:arr -> b:arr -> arr -> arr
val beta_cdf : a:arr -> b:arr -> arr -> arr
val beta_logcdf : a:arr -> b:arr -> arr -> arr
val beta_ppf : a:arr -> b:arr -> arr -> arr
val beta_sf : a:arr -> b:arr -> arr -> arr
val beta_logsf : a:arr -> b:arr -> arr -> arr
val beta_isf : a:arr -> b:arr -> arr -> arr
val chi2_rvs : df:arr -> n:int -> arr
val chi2_pdf : df:arr -> arr -> arr
val chi2_logpdf : df:arr -> arr -> arr
val chi2_cdf : df:arr -> arr -> arr
val chi2_logcdf : df:arr -> arr -> arr
val chi2_ppf : df:arr -> arr -> arr
val chi2_sf : df:arr -> arr -> arr
val chi2_logsf : df:arr -> arr -> arr
val chi2_isf : df:arr -> arr -> arr
val f_rvs : dfnum:arr -> dfden:arr -> n:int -> arr
val f_pdf : dfnum:arr -> dfden:arr -> arr -> arr
val f_logpdf : dfnum:arr -> dfden:arr -> arr -> arr
val f_cdf : dfnum:arr -> dfden:arr -> arr -> arr
val f_logcdf : dfnum:arr -> dfden:arr -> arr -> arr
val f_ppf : dfnum:arr -> dfden:arr -> arr -> arr
val f_sf : dfnum:arr -> dfden:arr -> arr -> arr
val f_logsf : dfnum:arr -> dfden:arr -> arr -> arr
val f_isf : dfnum:arr -> dfden:arr -> arr -> arr
val cauchy_rvs : loc:arr -> scale:arr -> n:int -> arr
val cauchy_pdf : loc:arr -> scale:arr -> arr -> arr
val cauchy_logpdf : loc:arr -> scale:arr -> arr -> arr
val cauchy_cdf : loc:arr -> scale:arr -> arr -> arr
val cauchy_logcdf : loc:arr -> scale:arr -> arr -> arr
val cauchy_ppf : loc:arr -> scale:arr -> arr -> arr
val cauchy_sf : loc:arr -> scale:arr -> arr -> arr
val cauchy_logsf : loc:arr -> scale:arr -> arr -> arr
val cauchy_isf : loc:arr -> scale:arr -> arr -> arr
val lomax_rvs : shape:arr -> scale:arr -> n:int -> arr
val lomax_pdf : shape:arr -> scale:arr -> arr -> arr
val lomax_logpdf : shape:arr -> scale:arr -> arr -> arr
val lomax_cdf : shape:arr -> scale:arr -> arr -> arr
val lomax_logcdf : shape:arr -> scale:arr -> arr -> arr
val lomax_ppf : shape:arr -> scale:arr -> arr -> arr
val lomax_sf : shape:arr -> scale:arr -> arr -> arr
val lomax_logsf : shape:arr -> scale:arr -> arr -> arr
val lomax_isf : shape:arr -> scale:arr -> arr -> arr
val weibull_rvs : shape:arr -> scale:arr -> n:int -> arr
val weibull_pdf : shape:arr -> scale:arr -> arr -> arr
val weibull_logpdf : shape:arr -> scale:arr -> arr -> arr
val weibull_cdf : shape:arr -> scale:arr -> arr -> arr
val weibull_logcdf : shape:arr -> scale:arr -> arr -> arr
val weibull_ppf : shape:arr -> scale:arr -> arr -> arr
val weibull_sf : shape:arr -> scale:arr -> arr -> arr
val weibull_logsf : shape:arr -> scale:arr -> arr -> arr
val weibull_isf : shape:arr -> scale:arr -> arr -> arr
val laplace_rvs : loc:arr -> scale:arr -> n:int -> arr
val laplace_pdf : loc:arr -> scale:arr -> arr -> arr
val laplace_logpdf : loc:arr -> scale:arr -> arr -> arr
val laplace_cdf : loc:arr -> scale:arr -> arr -> arr
val laplace_logcdf : loc:arr -> scale:arr -> arr -> arr
val laplace_ppf : loc:arr -> scale:arr -> arr -> arr
val laplace_sf : loc:arr -> scale:arr -> arr -> arr
val laplace_logsf : loc:arr -> scale:arr -> arr -> arr
val laplace_isf : loc:arr -> scale:arr -> arr -> arr
val gumbel1_rvs : a:arr -> b:arr -> n:int -> arr
val gumbel1_pdf : a:arr -> b:arr -> arr -> arr
val gumbel1_logpdf : a:arr -> b:arr -> arr -> arr
val gumbel1_cdf : a:arr -> b:arr -> arr -> arr
val gumbel1_logcdf : a:arr -> b:arr -> arr -> arr
val gumbel1_ppf : a:arr -> b:arr -> arr -> arr
val gumbel1_sf : a:arr -> b:arr -> arr -> arr
val gumbel1_logsf : a:arr -> b:arr -> arr -> arr
val gumbel1_isf : a:arr -> b:arr -> arr -> arr
val gumbel2_rvs : a:arr -> b:arr -> n:int -> arr
val gumbel2_pdf : a:arr -> b:arr -> arr -> arr
val gumbel2_logpdf : a:arr -> b:arr -> arr -> arr
val gumbel2_cdf : a:arr -> b:arr -> arr -> arr
val gumbel2_logcdf : a:arr -> b:arr -> arr -> arr
val gumbel2_ppf : a:arr -> b:arr -> arr -> arr
val gumbel2_sf : a:arr -> b:arr -> arr -> arr
val gumbel2_logsf : a:arr -> b:arr -> arr -> arr
val gumbel2_isf : a:arr -> b:arr -> arr -> arr
val logistic_rvs : loc:arr -> scale:arr -> n:int -> arr
val logistic_pdf : loc:arr -> scale:arr -> arr -> arr
val logistic_logpdf : loc:arr -> scale:arr -> arr -> arr
val logistic_cdf : loc:arr -> scale:arr -> arr -> arr
val logistic_logcdf : loc:arr -> scale:arr -> arr -> arr
val logistic_ppf : loc:arr -> scale:arr -> arr -> arr
val logistic_sf : loc:arr -> scale:arr -> arr -> arr
val logistic_logsf : loc:arr -> scale:arr -> arr -> arr
val logistic_isf : loc:arr -> scale:arr -> arr -> arr
val lognormal_rvs : mu:arr -> sigma:arr -> n:int -> arr
val lognormal_pdf : mu:arr -> sigma:arr -> arr -> arr
val lognormal_logpdf : mu:arr -> sigma:arr -> arr -> arr
val lognormal_cdf : mu:arr -> sigma:arr -> arr -> arr
val lognormal_logcdf : mu:arr -> sigma:arr -> arr -> arr
val lognormal_ppf : mu:arr -> sigma:arr -> arr -> arr
val lognormal_sf : mu:arr -> sigma:arr -> arr -> arr
val lognormal_logsf : mu:arr -> sigma:arr -> arr -> arr
val lognormal_isf : mu:arr -> sigma:arr -> arr -> arr
val rayleigh_rvs : sigma:arr -> n:int -> arr
val rayleigh_pdf : sigma:arr -> arr -> arr
val rayleigh_logpdf : sigma:arr -> arr -> arr
val rayleigh_cdf : sigma:arr -> arr -> arr
val rayleigh_logcdf : sigma:arr -> arr -> arr
val rayleigh_ppf : sigma:arr -> arr -> arr
val rayleigh_sf : sigma:arr -> arr -> arr
val rayleigh_logsf : sigma:arr -> arr -> arr
val rayleigh_isf : sigma:arr -> arr -> arr