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ex2-stencil2d.rkt
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ex2-stencil2d.rkt
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#|
| Copyright (c) 2018-2019, NVIDIA CORPORATION. All rights reserved.
|
| Redistribution and use in source and binary forms, with or without
| modification, are permitted provided that the following conditions are met:
|
| 1. Redistributions of source code must retain the above copyright notice,
| this list of conditions and the following disclaimer.
|
| 2. Redistributions in binary form must reproduce the above copyright notice,
| this list of conditions and the following disclaimer in the documentation
| and/or other materials provided with the distribution.
|
| THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
| AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
| IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
| ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
| LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
| CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
| SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
| INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
| CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
| ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
| POSSIBILITY OF SUCH DAMAGE.
|#
#lang rosette
(require "util.rkt" "cuda.rkt" "cuda-synth.rkt")
(define WARP_SIZE 16)
(define n-block (x-y-z 1 1))
(define /9 (lambda (x) (/ x 9)))
(define W 4)
(define H 4)
(define warp-shape (x-y-z W H))
(define (create-IO warpSize)
(pretty-display `(warpSize ,warpSize))
(set-warpSize warpSize)
(define block-size (x-y-z (* 1 warpSize) 1))
(define I-sizes (+ warp-shape 6))
(define O-sizes (- I-sizes 6))
(define I (create-matrix I-sizes gen-uid))
(define O (create-matrix O-sizes))
(define O* (create-matrix O-sizes))
(values block-size I-sizes O-sizes I O O*))
(define (run-with-warp-size spec kernel w)
(define-values (block-size I-sizes O-sizes I O O*)
(create-IO w))
(spec I O O-sizes)
(run-kernel kernel block-size n-block I O* I-sizes O-sizes)
;(pretty-display ">>> O")
;(acc-print O)
;(pretty-display ">>> O*")
;(acc-print O*)
(acc-equal? O O*)
)
(define (stencil-2d-spec I O o-sizes)
(for* ([j (get-y o-sizes)]
[i (get-x o-sizes)])
(let ([o (create-accumulator (list +) /9)])
(for* ([jj 7] [ii 7])
(accumulate o (get I (+ i ii) (+ j jj)))
(set O i j o)))))
(define (stencil-2d threadId blockID blockDim I O I-sizes O-sizes)
(define gid (+ (* blockID blockDim) threadId))
(define gx (get-x gid))
(define gy (get-y gid))
(define id (modulo (get-x threadId) warpSize))
(define warp-col (modulo id W))
(define warp-row (quotient id W))
(define offset-x (* (quotient gx warpSize) W))
(define offset-y (* gy H))
(define I-cached (create-matrix-local (x-y-z 2 2)))
(global-to-local I I-cached
(x-y-z 1 1)
(lov2vol (x-y-z offset-x offset-y))
(+ warp-shape 2) #f
#:warp-shape warp-shape #:round (x-y-z 2 2))
(define o (create-accumulator (list +) /9 blockDim))
(for* ([ky 3] [kx 3])
(let* ([index-j (ite (< warp-row ky) 1 0)]
[index-i (ite (< warp-col kx) 1 0)]
[lane-x (sw-xform warp-col W 1 W W 1
kx 3 1 3)]
[lane-y (sw-xform warp-row H 1 H H 1
ky 3 1 3)]
[lane (+ (* lane-y W) lane-x)]
[x (shfl (get I-cached index-i index-j) lane)])
(accumulate o x)
))
;(acc-print o)
(reg-to-global (accumulate-final o) O
(lov2vol (x-y-z (+ offset-x warp-col) (+ offset-y warp-row))))
)
(define (stencil-2d-sketch threadId blockID blockDim I O I-sizes O-sizes)
(define gid (+ (* blockID blockDim) threadId))
(define gx (get-x gid))
(define gy (get-y gid))
(define id (modulo (get-x threadId) warpSize))
(define warp-col (modulo id W))
(define warp-row (quotient id W))
(define offset-x (* (quotient gx warpSize) W))
(define offset-y (* gy H))
(define I-cached (create-matrix-local (x-y-z 2 2)))
(global-to-local I I-cached
(x-y-z 1 1)
(lov2vol (x-y-z offset-x offset-y))
(+ warp-shape 2) #f
#:warp-shape warp-shape #:round (x-y-z 2 2))
(define o (create-accumulator (list +) /9 blockDim))
(for* ([ky 3] [kx 3])
(let* ([index-j (ite (?cond warp-row ky) (@dup 0) (@dup 1))]
[index-i (ite (?cond warp-col kx) (@dup 0) (@dup 1))]
[lane-x (?sw-xform warp-col W
kx 3 [])]
[lane-y (?sw-xform warp-row H
ky 3 [])]
[lane (+ (* lane-y W) lane-x)]
[x (shfl (get I-cached index-i index-j) lane)])
(accumulate o x)
))
;(acc-print o)
(reg-to-global (accumulate-final o) O
(lov2vol (x-y-z (+ offset-x warp-col) (+ offset-y warp-row))))
)
(define (stencil-2d-sketch2 threadId blockID blockDim I O I-sizes O-sizes)
(define gid (+ (* blockID blockDim) threadId))
(define gx (get-x gid))
(define gy (get-y gid))
(define id (modulo (get-x threadId) warpSize))
(define warp-col (modulo id W))
(define warp-row (quotient id W))
(define offset-x (* (quotient gx warpSize) W))
(define offset-y (* gy H))
(define I-cached (create-matrix-local (x-y-z 3 3)))
(global-to-local I I-cached
(x-y-z 1 1)
(lov2vol (x-y-z offset-x offset-y))
(+ warp-shape 6) #f
#:warp-shape warp-shape #:round (x-y-z 3 3))
(define o (create-accumulator (list +) /9 blockDim))
(for* ([ky 7] [kx 7])
(let* ([index-j (ite (?cond warp-row ky [H]) (@dup 0) (ite (?cond warp-row ky [H]) (@dup 1) (@dup 2)))]
[index-i (ite (<= kx warp-col) (@dup 0) (ite (<= kx (+ W warp-col)) (@dup 1) (@dup 2)))]
[lane-x (?sw-xform-easy warp-col W
kx 7 [])]
[lane-y (?sw-xform-easy warp-row H
ky 7 [])]
[lane (+ (* lane-y W) lane-x)]
[x (shfl (get I-cached index-i index-j) lane)])
(accumulate o x)
))
;(acc-print o)
(reg-to-global (accumulate-final o) O
(lov2vol (x-y-z (+ offset-x warp-col) (+ offset-y warp-row))))
)
(define (stencil-2d-sketch2-sol threadId blockID blockDim I O I-sizes O-sizes)
(define gid (+ (* blockID blockDim) threadId))
(define gx (get-x gid))
(define gy (get-y gid))
(define id (modulo (get-x threadId) warpSize))
(define warp-col (modulo id W))
(define warp-row (quotient id W))
(define offset-x (* (quotient gx warpSize) W))
(define offset-y (* gy H))
(define I-cached (create-matrix-local (x-y-z 3 3)))
(global-to-local I I-cached
(x-y-z 1 1)
(lov2vol (x-y-z offset-x offset-y))
(+ warp-shape 6) #f
#:warp-shape warp-shape #:round (x-y-z 3 3))
(define o (create-accumulator (list +) /9 blockDim))
(for* ([ky 7] [kx 7])
(let* ([index-j (ite (<= ky warp-row) (@dup 0) (ite (<= ky (+ H warp-row)) (@dup 1) (@dup 2)))]
[index-i (ite (<= kx warp-col) (@dup 0) (ite (<= kx (+ W warp-col)) (@dup 1) (@dup 2)))]
[lane-x (sw-xform warp-col W 1 W W 1 ;(choose 1 -1)
kx 7 1 7 0)]
[lane-y (sw-xform warp-row H 1 H H 1 ;(choose 1 -1)
ky 7 1 7 0)]
[lane (+ (* lane-y W) lane-x)]
[x (shfl (get I-cached index-i index-j) lane)])
(accumulate o x)
))
;(acc-print o)
(reg-to-global (accumulate-final o) O
(lov2vol (x-y-z (+ offset-x warp-col) (+ offset-y warp-row))))
)
(define (test)
(for ([w (list WARP_SIZE)])
(let ([ret (run-with-warp-size stencil-2d-spec stencil-2d-sketch2-sol w)])
(pretty-display `(test ,w ,ret))))
)
;(test)
(define (synthesis)
(pretty-display "solving...")
(define sol
(time (solve
(assert (andmap
(lambda (w) (run-with-warp-size stencil-2d-spec stencil-2d-sketch2 w))
(list WARP_SIZE))))))
(print-forms sol)
;(print-lane 'lane (evaluate my-lane sol) '#(localId i) '#())
)
(define t0 (current-seconds))
(synthesis)
(define t1 (current-seconds))
(- t1 t0)