Owl_computation_symbol_sig.Sig
module Shape : Owl_computation_shape_sig.Sig
val op_to_str : Shape.Type.op -> string
return the name of the operator as string
val is_random_variable : Shape.Type.op -> bool
check if operator is randon variable
val refnum : 'a Owl_graph.node -> int
return the reference number of the given node
val node_shape : Shape.Type.attr Owl_graph.node -> int array
return the shape of a node
val node_numel : Shape.Type.attr Owl_graph.node -> int
return the number of elements of a node
val is_shape_unknown : Shape.Type.attr Owl_graph.node -> bool
check if the shape of the input node is unknown
val infer_shape_graph : Shape.Type.attr Owl_graph.node array -> unit
automatically infer the shape of input node according to its descendents' shapes
helper function; return the input array in string format.
val node_to_str : Shape.Type.attr Owl_graph.node -> string
print node's information to string
val node_to_arr : Shape.Type.t -> Shape.Type.arr
Wrap computation graph node in an array type
val arr_to_node : Shape.Type.arr -> Shape.Type.t
Unwrap the array type to get the computation graph node within
val node_to_elt : Shape.Type.t -> Shape.Type.elt
Wrap computation graph node in an Elt type
val elt_to_node : Shape.Type.elt -> Shape.Type.t
Unwrap the Elt type to get the computation graph node within
val make_node :
?name:string ->
?value:Shape.Type.Device.value array ->
?shape:int array option array ->
?freeze:bool ->
?reuse:bool ->
?state:Shape.Type.state ->
Shape.Type.op ->
Shape.Type.attr Owl_graph.node
crate a computation graph node
val make_then_connect :
?shape:int array option array ->
Shape.Type.op ->
Shape.Type.attr Owl_graph.node array ->
Shape.Type.attr Owl_graph.node
make nodes and then connect parents and children
val var_arr : ?shape:int array -> string -> Shape.Type.arr
creat a node and wrap in Arr type
val var_elt : string -> Shape.Type.elt
creat a node and wrap in Elt type
val const_arr : string -> Shape.Type.Device.A.arr -> Shape.Type.arr
get ndarray value from input and create an node and wrap in Arr type
val const_elt : string -> Shape.Type.Device.A.elt -> Shape.Type.elt
get value from input and create an node and wrap in Elt type
val make_empty_block : ?block_id:int -> int -> Shape.Type.block
make_empty_block s
returns an empty block of memory of size s
.
val make_value_block :
Shape.Type.Device.value ->
Shape.Type.attr Owl_graph.node ->
unit
make_value_block value node
creates a block of memory initialised with value
and links the new block to node
.
val get_block : Shape.Type.attr Owl_graph.node -> Shape.Type.block array
get_block node
returns the memory block allocated to node
. If no block is allocated, throws an exception.
val add_node_to_block :
Shape.Type.attr Owl_graph.node ->
Shape.Type.block ->
unit
Link a node to a reusable block and initialises its memory on the memory of the block.
val get_active_node : Shape.Type.block -> Shape.Type.attr Owl_graph.node option
Return the node that is currently using the memory of the block.
val set_active_node :
Shape.Type.block ->
Shape.Type.attr Owl_graph.node ->
unit
Update the node that is currently using the block of memory.
val get_block_id : Shape.Type.attr Owl_graph.node -> int
get_block_id node
returns the id of the block assigned to node
. If node
has not been assigned yet, returns -1
.
val set_value :
Shape.Type.attr Owl_graph.node ->
Shape.Type.Device.value array ->
unit
set the arrays of value to cgraph node
val get_value : Shape.Type.attr Owl_graph.node -> Shape.Type.Device.value array
get the arrays of value of cgraph node
val set_operator : Shape.Type.attr Owl_graph.node -> Shape.Type.op -> unit
set the operator of cgraph node
val get_operator : Shape.Type.attr Owl_graph.node -> Shape.Type.op
get the operator of cgraph node
val set_reuse : Shape.Type.attr Owl_graph.node -> bool -> unit
set reuse attribute in a node
val get_reuse : Shape.Type.attr Owl_graph.node -> bool
get reuse attribute in a node
check of the data block of memory is shared in a node
get_shared_nodes node
returns the nodes sharing the same block of memory as node
.
val is_var : Shape.Type.attr Owl_graph.node -> bool
check if the node's operator is Var type
val is_const : Shape.Type.attr Owl_graph.node -> bool
check if the node's operator is Const type
val is_node_arr : Shape.Type.attr Owl_graph.node -> bool
check the shape of a node's attr and return if it indicates an ndarray
val is_node_elt : Shape.Type.attr Owl_graph.node -> bool
check the shape of a node's attr and return if it indicates an elt
val is_assigned : Shape.Type.attr Owl_graph.node -> bool
is_assigned node
checks if a block of memory has been assigned to node
.
val check_assigned : Shape.Type.attr Owl_graph.node -> unit
check_assigned node
throws an exception if node
has not been assigned to a block.
val is_valid : Shape.Type.attr Owl_graph.node -> bool
check if the state attribute of a node is Valid
val validate : Shape.Type.attr Owl_graph.node -> unit
set Valid to the state attribute of a node
val invalidate : Shape.Type.attr Owl_graph.node -> unit
set Invalid to the state attribute of a node
val invalidate_graph : Shape.Type.attr Owl_graph.node -> unit
iteratively invalidate the nodes in a graph
val is_freeze : Shape.Type.attr Owl_graph.node -> bool
check the freeze attribute of a node
val freeze : Shape.Type.attr Owl_graph.node -> unit
return the freeze attribute of a node
val freeze_descendants : Shape.Type.attr Owl_graph.node array -> unit
iteratively freeze the descendants of a node
val freeze_ancestors : Shape.Type.attr Owl_graph.node array -> unit
iteratively freeze the ancestors of a node
val pack_arr : Shape.Type.Device.A.arr -> Shape.Type.arr
pack an A.arr type input into Arr type
val unpack_arr : Shape.Type.arr -> Shape.Type.Device.A.arr
unpack input into A.arr type
val pack_elt : Shape.Type.Device.A.elt -> Shape.Type.elt
pack an A.elt type input into Elt type
val unpack_elt : Shape.Type.elt -> Shape.Type.Device.A.elt
unpack input into A.elt type
val unsafe_assign_arr : Shape.Type.arr -> Shape.Type.Device.A.arr -> unit
assign Arr type value
val assign_arr : Shape.Type.arr -> Shape.Type.Device.A.arr -> unit
assign Arr type value
val assign_elt : Shape.Type.elt -> Shape.Type.Device.A.elt -> unit
assign Elt type value
val float_to_elt : float -> Shape.Type.elt
build an Elt type based on float value
val elt_to_float : Shape.Type.elt -> float
retrive a float value from an Elt type value