Add scheduling, machine info, caching strategies and devices (#9)
Reviewed-on: Rubydragon/MetagraphOptimization.jl#9 Co-authored-by: Anton Reinhard <anton.reinhard@proton.me> Co-committed-by: Anton Reinhard <anton.reinhard@proton.me>
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89
src/task/compute.jl
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89
src/task/compute.jl
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"""
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compute(t::FusedComputeTask, data)
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Compute a [`FusedComputeTask`](@ref). This simply asserts false and should not be called. Fused Compute Tasks generate their expressions directly through the other tasks instead.
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"""
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function compute(t::FusedComputeTask, data)
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@assert false "This is not implemented and should never be called"
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end
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"""
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get_expression(t::FusedComputeTask, device::AbstractDevice, inExprs::Vector{String}, outExpr::String)
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Generate code evaluating a [`FusedComputeTask`](@ref) on `inExprs`, providing the output on `outExpr`.
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`inExprs` should be of the correct types and may be heterogeneous. `outExpr` will be of the type of the output of `T2` of t.
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"""
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function get_expression(t::FusedComputeTask, device::AbstractDevice, inExprs::Vector, outExpr)
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inExprs1 = Vector()
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for sym in t.t1_inputs
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push!(inExprs1, gen_access_expr(device, sym))
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end
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outExpr1 = gen_access_expr(device, t.t1_output)
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inExprs2 = Vector()
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for sym in t.t2_inputs
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push!(inExprs2, gen_access_expr(device, sym))
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end
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expr1 = get_expression(t.first_task, device, inExprs1, outExpr1)
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expr2 = get_expression(t.second_task, device, [inExprs2..., outExpr1], outExpr)
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full_expr = Expr(:block, expr1, expr2)
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return full_expr
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end
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"""
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get_expression(node::ComputeTaskNode)
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Generate and return code for a given [`ComputeTaskNode`](@ref).
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"""
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function get_expression(node::ComputeTaskNode)
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@assert length(node.children) <= children(node.task) "Node $(node) has too many children for its task: node has $(length(node.children)) versus task has $(children(node.task))\nNode's children: $(getfield.(node.children, :children))"
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@assert !ismissing(node.device) "Trying to get expression for an unscheduled ComputeTaskNode\nNode: $(node)"
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inExprs = Vector()
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for id in getfield.(node.children, :id)
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push!(inExprs, gen_access_expr(node.device, Symbol(to_var_name(id))))
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end
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outExpr = gen_access_expr(node.device, Symbol(to_var_name(node.id)))
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return get_expression(node.task, node.device, inExprs, outExpr)
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end
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"""
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get_expression(node::DataTaskNode)
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Generate and return code for a given [`DataTaskNode`](@ref).
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"""
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function get_expression(node::DataTaskNode)
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@assert length(node.children) == 1 "Trying to call get_expression on a data task node that has $(length(node.children)) children instead of 1"
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# TODO: dispatch to device implementations generating the copy commands
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child = node.children[1]
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inExpr = eval(gen_access_expr(child.device, Symbol(to_var_name(child.id))))
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outExpr = eval(gen_access_expr(child.device, Symbol(to_var_name(node.id))))
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dataTransportExp = Meta.parse("$outExpr = $inExpr")
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return dataTransportExp
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end
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"""
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get_init_expression(node::DataTaskNode, device::AbstractDevice)
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Generate and return code for the initial input reading expression for [`DataTaskNode`](@ref)s with 0 children, i.e., entry nodes.
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See also: [`get_entry_nodes`](@ref)
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"""
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function get_init_expression(node::DataTaskNode, device::AbstractDevice)
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@assert isempty(node.children) "Trying to call get_init_expression on a data task node that is not an entry node."
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inExpr = eval(gen_access_expr(device, Symbol("$(to_var_name(node.id))_in")))
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outExpr = eval(gen_access_expr(device, Symbol(to_var_name(node.id))))
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dataTransportExp = Meta.parse("$outExpr = $inExpr")
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return dataTransportExp
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end
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