package owl-base

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Parameters

Signature

Type definition
type arr

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type elt

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type value

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type attr

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type graph

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Type conversion functions
val arr_to_value : A.arr -> value

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val value_to_arr : value -> A.arr

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val elt_to_value : A.elt -> value

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val value_to_elt : value -> A.elt

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val value_to_float : value -> float

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val node_to_arr : attr Owl_graph.node -> arr

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val arr_to_node : arr -> attr Owl_graph.node

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val node_to_elt : attr Owl_graph.node -> elt

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val elt_to_node : elt -> attr Owl_graph.node

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val pack_arr : A.arr -> arr

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val unpack_arr : arr -> A.arr

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val pack_elt : A.elt -> elt

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val unpack_elt : elt -> A.elt

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val float_to_elt : float -> elt

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val elt_to_float : elt -> float

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Utility functions
val graph_to_dot : graph -> string

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val graph_to_trace : graph -> string

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Create variables
val var_arr : ?shape:int array -> string -> arr

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val var_elt : string -> elt

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val const_arr : string -> A.arr -> arr

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val const_elt : string -> A.elt -> elt

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val assign_arr : arr -> A.arr -> unit

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val assign_elt : elt -> A.elt -> unit

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val unsafe_assign_arr : arr -> A.arr -> unit

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Maths funcitons
val noop : arr -> arr

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val empty : int array -> arr

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val zeros : int array -> arr

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val ones : int array -> arr

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val create : int array -> elt -> arr

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val sequential : ?a:elt -> ?step:elt -> int array -> arr

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val uniform : ?a:elt -> ?b:elt -> int array -> arr

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val gaussian : ?mu:elt -> ?sigma:elt -> int array -> arr

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val bernoulli : ?p:elt -> int array -> arr

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val init : int array -> (int -> elt) -> arr

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val shape : arr -> int array

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val numel : arr -> int

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val get : arr -> int array -> elt

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val set : arr -> int array -> elt -> unit

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val get_slice : int list list -> arr -> arr

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val set_slice : int list list -> arr -> arr -> unit

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val copy : arr -> arr

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val reset : arr -> unit

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val reshape : arr -> int array -> arr

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val reverse : arr -> arr

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val tile : arr -> int array -> arr

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val repeat : arr -> int array -> arr

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val concatenate : ?axis:int -> arr array -> arr

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val split : ?axis:int -> int array -> arr -> arr array

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val draw : ?axis:int -> arr -> int -> arr * 'a array

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val map : (elt -> elt) -> arr -> arr

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val fold : ?axis:int -> (elt -> elt -> elt) -> elt -> arr -> arr

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val scan : ?axis:int -> (elt -> elt -> elt) -> arr -> arr

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val one_hot : int -> arr -> arr

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val lazy_print : ?max_row:int -> ?max_col:int -> ?header:bool -> ?fmt:(A.elt -> string) -> arr -> arr

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val print : ?max_row:'a -> ?max_col:'b -> ?header:'c -> ?fmt:'d -> 'e -> unit

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val abs : arr -> arr

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val neg : arr -> arr

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val floor : arr -> arr

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val ceil : arr -> arr

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val round : arr -> arr

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val sqr : arr -> arr

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val sqrt : arr -> arr

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val log : arr -> arr

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val log2 : arr -> arr

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val log10 : arr -> arr

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val exp : arr -> arr

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val sin : arr -> arr

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val cos : arr -> arr

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val tan : arr -> arr

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val sinh : arr -> arr

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val cosh : arr -> arr

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val tanh : arr -> arr

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val asin : arr -> arr

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val acos : arr -> arr

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val atan : arr -> arr

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val asinh : arr -> arr

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val acosh : arr -> arr

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val atanh : arr -> arr

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val min : ?axis:int -> arr -> arr

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val max : ?axis:int -> arr -> arr

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val sum : ?axis:int -> arr -> arr

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val sum_reduce : ?axis:int array -> arr -> arr

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val signum : arr -> arr

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val sigmoid : arr -> arr

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val relu : arr -> arr

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val min' : arr -> elt

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val max' : arr -> elt

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val sum' : arr -> elt

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val l1norm' : arr -> elt

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val l2norm' : arr -> elt

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val l2norm_sqr' : arr -> elt

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val clip_by_value : ?amin:elt -> ?amax:elt -> arr -> arr

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val clip_by_l2norm : elt -> arr -> arr

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val pow : arr -> arr -> arr

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val scalar_pow : elt -> arr -> arr

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val pow_scalar : arr -> elt -> arr

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val atan2 : arr -> arr -> arr

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val scalar_atan2 : elt -> arr -> arr

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val atan2_scalar : arr -> elt -> arr

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val hypot : arr -> arr -> arr

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val min2 : arr -> arr -> arr

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val max2 : arr -> arr -> arr

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val add : arr -> arr -> arr

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val sub : arr -> arr -> arr

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val mul : arr -> arr -> arr

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val div : arr -> arr -> arr

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val add_scalar : arr -> elt -> arr

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val sub_scalar : arr -> elt -> arr

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val mul_scalar : arr -> elt -> arr

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val div_scalar : arr -> elt -> arr

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val scalar_add : elt -> arr -> arr

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val scalar_sub : elt -> arr -> arr

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val scalar_mul : elt -> arr -> arr

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val scalar_div : elt -> arr -> arr

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val fma : arr -> arr -> arr -> arr

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val elt_equal : arr -> arr -> arr

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val elt_not_equal : arr -> arr -> arr

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val elt_less : arr -> arr -> arr

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val elt_greater : arr -> arr -> arr

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val elt_less_equal : arr -> arr -> arr

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val elt_greater_equal : arr -> arr -> arr

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val elt_equal_scalar : arr -> elt -> arr

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val elt_not_equal_scalar : arr -> elt -> arr

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val elt_less_scalar : arr -> elt -> arr

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val elt_greater_scalar : arr -> elt -> arr

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val elt_less_equal_scalar : arr -> elt -> arr

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val elt_greater_equal_scalar : arr -> elt -> arr

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val conv1d : ?padding:Owl_types.padding -> arr -> arr -> int array -> arr

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val conv2d : ?padding:Owl_types.padding -> arr -> arr -> int array -> arr

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val conv3d : ?padding:Owl_types.padding -> arr -> arr -> int array -> arr

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val transpose_conv2d : ?padding:Owl_types.padding -> arr -> arr -> int array -> arr

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val max_pool1d : ?padding:Owl_types.padding -> arr -> int array -> int array -> arr

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val max_pool2d : ?padding:Owl_types.padding -> arr -> int array -> int array -> arr

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val max_pool3d : ?padding:Owl_types.padding -> arr -> int array -> int array -> arr

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val avg_pool1d : ?padding:Owl_types.padding -> arr -> int array -> int array -> arr

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val avg_pool2d : ?padding:Owl_types.padding -> arr -> int array -> int array -> arr

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val avg_pool3d : ?padding:Owl_types.padding -> arr -> int array -> int array -> arr

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val conv1d_backward_input : arr -> arr -> int array -> arr -> arr

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val conv1d_backward_kernel : arr -> arr -> int array -> arr -> arr

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val conv2d_backward_input : arr -> arr -> int array -> arr -> arr

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val conv2d_backward_kernel : arr -> arr -> int array -> arr -> arr

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val conv3d_backward_input : arr -> arr -> int array -> arr -> arr

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val conv3d_backward_kernel : arr -> arr -> int array -> arr -> arr

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val transpose_conv2d_backward_input : arr -> arr -> int array -> arr -> arr

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val transpose_conv2d_backward_kernel : arr -> arr -> int array -> arr -> arr

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val max_pool1d_backward : Owl_types.padding -> arr -> int array -> int array -> arr -> arr

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val max_pool2d_backward : Owl_types.padding -> arr -> int array -> int array -> arr -> arr

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val max_pool3d_backward : Owl_types.padding -> arr -> int array -> int array -> arr -> arr

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val avg_pool1d_backward : Owl_types.padding -> arr -> int array -> int array -> arr -> arr

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val avg_pool2d_backward : Owl_types.padding -> arr -> int array -> int array -> arr -> arr

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val avg_pool3d_backward : Owl_types.padding -> arr -> int array -> int array -> arr -> arr

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val row_num : arr -> int

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val col_num : arr -> int

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val row : arr -> 'a -> arr

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val rows : arr -> int array -> arr

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val copy_row_to : arr -> 'a -> 'b -> unit

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val copy_col_to : arr -> 'a -> 'b -> unit

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val inv : arr -> arr

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val trace : arr -> elt

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val dot : arr -> arr -> arr

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val transpose : ?axis:int array -> arr -> arr

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val to_rows : arr -> 'a array

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val of_rows : arr array -> arr

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val to_cols : arr -> 'a array

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val of_cols : arr array -> arr

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val of_array : elt array -> int array -> arr

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val of_arrays : elt array array -> arr

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Evaluation functions
val make_graph : input:attr Owl_graph.node array -> output:attr Owl_graph.node array -> string -> graph

TODO

val get_inputs : graph -> attr Owl_graph.node array

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val get_outputs : graph -> attr Owl_graph.node array

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val make_iopair : graph -> attr Owl_graph.node array -> attr Owl_graph.node array -> unit

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val update_iopair : graph -> unit

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val init_inputs : (attr Owl_graph.node -> value) -> graph -> unit

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val optimise : graph -> unit

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val eval_elt : elt array -> unit

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val eval_arr : arr array -> unit

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val eval_graph : graph -> unit

TODO

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