2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    isempty(operations::PossibleOperations)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								Return whether `operations` is empty, i.e. all of its fields are empty.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function isempty(operations::PossibleOperations)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    return isempty(operations.nodeFusions) &&
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								           isempty(operations.nodeReductions) &&
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								           isempty(operations.nodeSplits)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    length(operations::PossibleOperations)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Return a named tuple with the number of each of the operation types as a named tuple. The fields are named the same as the [`PossibleOperations`](@ref)'.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function length(operations::PossibleOperations)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    return (
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        nodeFusions = length(operations.nodeFusions),
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        nodeReductions = length(operations.nodeReductions),
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        nodeSplits = length(operations.nodeSplits),
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    )
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    delete!(operations::PossibleOperations, op::NodeFusion)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Delete the given node fusion from the possible operations.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function delete!(operations::PossibleOperations, op::NodeFusion)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    delete!(operations.nodeFusions, op)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return operations
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    delete!(operations::PossibleOperations, op::NodeReduction)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Delete the given node reduction from the possible operations.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function delete!(operations::PossibleOperations, op::NodeReduction)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    delete!(operations.nodeReductions, op)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return operations
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    delete!(operations::PossibleOperations, op::NodeSplit)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Delete the given node split from the possible operations.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function delete!(operations::PossibleOperations, op::NodeSplit)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    delete!(operations.nodeSplits, op)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return operations
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    can_fuse(n1::ComputeTaskNode, n2::DataTaskNode, n3::ComputeTaskNode)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								Return whether the given nodes can be fused. See [`NodeFusion`](@ref) for the requirements.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function can_fuse(n1::ComputeTaskNode, n2::DataTaskNode, n3::ComputeTaskNode)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    if !is_child(n1, n2) || !is_child(n2, n3)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        # the checks are redundant but maybe a good sanity check
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return false
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    if length(n2.parents) != 1 ||
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								       length(n2.children) != 1 ||
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								       length(n1.parents) != 1
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return false
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return true
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    can_reduce(n1::Node, n2::Node)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Return whether the given two nodes can be reduced. See [`NodeReduction`](@ref) for the requirements.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function can_reduce(n1::Node, n2::Node)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    if (n1.task != n2.task)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return false
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    n1_length = length(n1.children)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    n2_length = length(n2.children)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    if (n1_length != n2_length)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return false
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    # this seems to be the most common case so do this first
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    # doing it manually is a lot faster than using the sets for a general solution
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    if (n1_length == 2)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        if (n1.children[1] != n2.children[1])
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            if (n1.children[1] != n2.children[2])
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                return false
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            # 1_1 == 2_2
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            if (n1.children[2] != n2.children[1])
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                return false
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            return true
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        # 1_1 == 2_1
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        if (n1.children[2] != n2.children[2])
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            return false
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return true
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    # this is simple
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    if (n1_length == 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return n1.children[1] == n2.children[1]
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    # this takes a long time
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return Set(n1.children) == Set(n2.children)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    can_split(n1::Node)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Return whether the given node can be split. See [`NodeSplit`](@ref) for the requirements.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function can_split(n::Node)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    return length(parents(n)) > 1
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-29 12:57:46 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    ==(op1::Operation, op2::Operation)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Fallback implementation of operation equality. Return false. Actual comparisons are done by the overloads of same type operation comparisons.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function ==(op1::Operation, op2::Operation)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    return false
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
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								end
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											2023-08-29 12:57:46 +02:00
										 
									 
								 
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								"""
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								    ==(op1::NodeFusion, op2::NodeFusion)
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								Equality comparison between two node fusions. Two node fusions are considered equal if they have the same inputs.
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								"""
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											2023-08-21 12:54:45 +02:00
										 
									 
								 
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								function ==(op1::NodeFusion, op2::NodeFusion)
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											2023-08-25 10:48:22 +02:00
										 
									 
								 
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								    # there can only be one node fusion on a given data task, so if the data task is the same, the fusion is the same
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								    return op1.input[2] == op2.input[2]
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											2023-08-21 12:54:45 +02:00
										 
									 
								 
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								end
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											2023-08-29 12:57:46 +02:00
										 
									 
								 
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								"""
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								    ==(op1::NodeReduction, op2::NodeReduction)
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								Equality comparison between two node reductions. Two node reductions are considered equal when they have the same inputs.
							 | 
						
					
						
							| 
								
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								"""
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											2023-08-21 12:54:45 +02:00
										 
									 
								 
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							 | 
							
							
								function ==(op1::NodeReduction, op2::NodeReduction)
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											2023-08-25 10:48:22 +02:00
										 
									 
								 
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								    # node reductions are equal exactly if their first input is the same
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								    return op1.input[1].id == op2.input[1].id
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											2023-08-21 12:54:45 +02:00
										 
									 
								 
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								end
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							| 
								
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											2023-08-29 12:57:46 +02:00
										 
									 
								 
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								"""
							 | 
						
					
						
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								    ==(op1::NodeSplit, op2::NodeSplit)
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								Equality comparison between two node splits. Two node splits are considered equal if they have the same input node.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								"""
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function ==(op1::NodeSplit, op2::NodeSplit)
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-25 10:48:22 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    return op1.input == op2.input
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-21 12:54:45 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								end
							 |