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BFS.fs
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namespace GraphBLAS.FSharp.Backend.Algorithms
open Brahma.FSharp
open FSharp.Quotations
open GraphBLAS.FSharp
open GraphBLAS.FSharp.Objects
open GraphBLAS.FSharp.Backend.Quotes
open GraphBLAS.FSharp.Objects.ArraysExtensions
open GraphBLAS.FSharp.Objects.ClContextExtensions
open GraphBLAS.FSharp.Objects.ClCellExtensions
module internal BFS =
let singleSource
(add: Expr<bool option -> bool option -> bool option>)
(mul: Expr<bool option -> bool option -> bool option>)
(clContext: ClContext)
workGroupSize
=
let spMVInPlace =
Operations.SpMVInPlace add mul clContext workGroupSize
let zeroCreate =
Vector.zeroCreate clContext workGroupSize
let ofList = Vector.ofList clContext workGroupSize
let maskComplementedInPlace =
Vector.map2InPlace Mask.complementedOp clContext workGroupSize
let fillSubVectorTo =
Vector.assignByMaskInPlace Mask.assign clContext workGroupSize
let containsNonZero =
Vector.exists Predicates.isSome clContext workGroupSize
fun (queue: RawCommandQueue) (matrix: ClMatrix<bool>) (source: int) ->
let vertexCount = matrix.RowCount
let levels =
zeroCreate queue DeviceOnly vertexCount Dense
let front =
ofList queue DeviceOnly Dense vertexCount [ source, true ]
let mutable level = 0
let mutable stop = false
while not stop do
level <- level + 1
//Assigning new level values
fillSubVectorTo queue levels front level
//Getting new frontier
spMVInPlace queue matrix front front
maskComplementedInPlace queue front levels
//Checking if front is empty
stop <-
not
<| (containsNonZero queue front).ToHostAndFree queue
front.Dispose()
levels
let singleSourceSparse
(add: Expr<bool option -> bool option -> bool option>)
(mul: Expr<bool option -> bool option -> bool option>)
(clContext: ClContext)
workGroupSize
=
let spMSpV =
Operations.SpMSpVBool add mul clContext workGroupSize
let zeroCreate =
Vector.zeroCreate clContext workGroupSize
let ofList = Vector.ofList clContext workGroupSize
let maskComplemented =
Vector.map2Sparse Mask.complementedOp clContext workGroupSize
let fillSubVectorTo =
Vector.assignByMaskInPlace Mask.assign clContext workGroupSize
fun (queue: RawCommandQueue) (matrix: ClMatrix<bool>) (source: int) ->
let vertexCount = matrix.RowCount
let levels =
zeroCreate queue DeviceOnly vertexCount Dense
let mutable front =
ofList queue DeviceOnly Sparse vertexCount [ source, true ]
let mutable level = 0
let mutable stop = false
while not stop do
level <- level + 1
//Assigning new level values
fillSubVectorTo queue levels front level
//Getting new frontier
match spMSpV queue matrix front with
| None ->
front.Dispose()
stop <- true
| Some newFrontier ->
front.Dispose()
//Filtering visited vertices
match maskComplemented queue DeviceOnly newFrontier levels with
| None ->
stop <- true
newFrontier.Dispose()
| Some f ->
front <- f
newFrontier.Dispose()
levels
let singleSourcePushPull
(add: Expr<bool option -> bool option -> bool option>)
(mul: Expr<bool option -> bool option -> bool option>)
(clContext: ClContext)
workGroupSize
=
let spMVInPlace =
Operations.SpMVInPlace add mul clContext workGroupSize
let spMSpV =
Operations.SpMSpVMaskedBool add mul clContext workGroupSize
let zeroCreate =
Vector.zeroCreate clContext workGroupSize
let ofList = Vector.ofList clContext workGroupSize
let maskComplementedInPlace =
Vector.map2InPlace Mask.complementedOp clContext workGroupSize
let fillSubVectorInPlace =
Vector.assignByMaskInPlace (Mask.assign) clContext workGroupSize
let toSparse =
Vector.toSparseUnsorted clContext workGroupSize
let toDense = Vector.toDense clContext workGroupSize
let countNNZ =
ClArray.count Predicates.isSome clContext workGroupSize
//Push or pull functions
let getNNZ (queue: RawCommandQueue) (v: ClVector<bool>) =
match v with
| ClVector.Sparse v -> v.NNZ
| ClVector.Dense v -> countNNZ queue v
let SPARSITY = 0.05f
let push nnz size =
(float32 nnz) / (float32 size) <= SPARSITY
fun (queue: RawCommandQueue) (matrix: ClMatrix<bool>) (source: int) ->
let vertexCount = matrix.RowCount
let levels =
zeroCreate queue DeviceOnly vertexCount Dense
let mutable frontier =
ofList queue DeviceOnly Sparse vertexCount [ source, true ]
let mutable level = 0
let mutable stop = false
while not stop do
level <- level + 1
//Assigning new level values
fillSubVectorInPlace queue levels frontier level
match frontier with
| ClVector.Sparse _ ->
//Getting new frontier
match spMSpV queue matrix frontier levels with
| None ->
frontier.Dispose()
stop <- true
| Some newMaskedFrontier ->
frontier.Dispose()
//Push/pull
let NNZ = getNNZ queue newMaskedFrontier
if (push NNZ newMaskedFrontier.Size) then
frontier <- newMaskedFrontier
else
frontier <- toDense queue DeviceOnly newMaskedFrontier
newMaskedFrontier.Dispose()
| ClVector.Dense oldFrontier ->
//Getting new frontier
spMVInPlace queue matrix frontier frontier
maskComplementedInPlace queue frontier levels
//Emptiness check
let NNZ = getNNZ queue frontier
stop <- NNZ = 0
//Push/pull
if not stop then
if (push NNZ frontier.Size) then
frontier <- toSparse queue DeviceOnly frontier
oldFrontier.Free()
else
frontier.Dispose()
levels