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cudnnDeConvolution_algofindbf.go
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cudnnDeConvolution_algofindbf.go
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package gocudnn
/*
#include <cudnn.h>
*/
import "C"
import (
"fmt"
"unsafe"
"github.com/dereklstinson/cutil"
)
//Algo returns an Algorithm Struct
func (c DeConvBwdFiltAlgo) Algo() Algorithm {
return makealgorithmforbwdfilter(c.c())
}
//GetBackwardFilterAlgorithmMaxCount returns the max number of Algorithm
func (c *DeConvolutionD) getBackwardFilterAlgorithmMaxCount(handle *Handle) (int32, error) {
var count C.int
var err error
if handle.w != nil {
err = handle.w.Work(func() error {
return Status(C.cudnnGetConvolutionBackwardFilterAlgorithmMaxCount(handle.x, &count)).error("(c *DeConvolutionD) getBackwardFilterAlgorithmMaxCount")
})
} else {
err = Status(C.cudnnGetConvolutionBackwardFilterAlgorithmMaxCount(handle.x, &count)).error("(c *DeConvolutionD) getBackwardFilterAlgorithmMaxCount")
}
return int32(count), err
}
//FindBackwardFilterAlgorithm will find the top performing algoriths and return the best algorithms in accending order they are limited to the number passed in requestedAlgoCount.
//So if 4 is passed through in requestedAlgoCount, then it will return the top 4 performers in the ConvolutionFwdAlgoPerformance struct. using this could possible give the user cheat level performance :-)
func (c *DeConvolutionD) FindBackwardFilterAlgorithm(
handle *Handle,
xD *TensorD,
dyD *TensorD,
dwD *FilterD,
) ([]DeConvBwdFiltAlgoPerformance, error) {
requestedAlgoCount, err := c.getBackwardFilterAlgorithmMaxCount(handle)
if err != nil {
return nil, err
}
perfResults := make([]C.cudnnConvolutionBwdFilterAlgoPerf_t, requestedAlgoCount)
var actualalgocount C.int
if handle.w != nil {
err = handle.w.Work(func() error {
return Status(C.cudnnFindConvolutionBackwardFilterAlgorithm(
handle.x,
dyD.descriptor,
xD.descriptor,
c.descriptor,
dwD.descriptor,
C.int(requestedAlgoCount),
&actualalgocount,
&perfResults[0],
)).error("(c *DeConvolutionD) FindBackwardFilterAlgorithm")
})
} else {
err = Status(C.cudnnFindConvolutionBackwardFilterAlgorithm(
handle.x,
dyD.descriptor,
xD.descriptor,
c.descriptor,
dwD.descriptor,
C.int(requestedAlgoCount),
&actualalgocount,
&perfResults[0],
)).error("(c *DeConvolutionD) FindBackwardFilterAlgorithm")
}
if err != nil {
return nil, err
}
results := make([]DeConvBwdFiltAlgoPerformance, int32(actualalgocount))
for i := int32(0); i < int32(actualalgocount); i++ {
results[i] = convertDeConvBwdFiltAlgoPerformance(perfResults[i])
}
return results, err
}
//FindBackwardFilterAlgorithmEx finds some algorithms with memory
func (c *DeConvolutionD) FindBackwardFilterAlgorithmEx(
handle *Handle,
xD *TensorD, x cutil.Mem,
dyD *TensorD, dy cutil.Mem,
dwD *FilterD, dw cutil.Mem,
wspace cutil.Mem, wspacesize uint) ([]DeConvBwdFiltAlgoPerformance, error) {
reqAlgoCount, err := c.getBackwardFilterAlgorithmMaxCount(handle)
if err != nil {
return nil, err
}
perfResults := make([]C.cudnnConvolutionBwdFilterAlgoPerf_t, reqAlgoCount)
var actualalgocount C.int
if handle.w != nil {
err = handle.w.Work(func() error {
return Status(C.cudnnFindConvolutionBackwardFilterAlgorithmEx(
handle.x,
dyD.descriptor, dy.Ptr(),
xD.descriptor, x.Ptr(),
c.descriptor,
dwD.descriptor, dw.Ptr(),
C.int(reqAlgoCount), &actualalgocount, &perfResults[0], wspace.Ptr(), C.size_t(wspacesize))).error("(c *DeConvolutionD) FindBackwardFilterAlgorithmEx")
})
} else {
err = Status(C.cudnnFindConvolutionBackwardFilterAlgorithmEx(
handle.x,
dyD.descriptor, dy.Ptr(),
xD.descriptor, x.Ptr(),
c.descriptor,
dwD.descriptor, dw.Ptr(),
C.int(reqAlgoCount), &actualalgocount, &perfResults[0], wspace.Ptr(), C.size_t(wspacesize))).error("(c *DeConvolutionD) FindBackwardFilterAlgorithmEx")
}
if err != nil {
return nil, err
}
results := make([]DeConvBwdFiltAlgoPerformance, int32(actualalgocount))
for i := int32(0); i < int32(actualalgocount); i++ {
results[i] = convertDeConvBwdFiltAlgoPerformance(perfResults[i])
}
return results, err
}
//FindBackwardFilterAlgorithmExUS is just like FindBackwardFilterAlgorithmEx but uses unsafe.Pointer instead of cutil.Mem
func (c *DeConvolutionD) FindBackwardFilterAlgorithmExUS(
handle *Handle,
xD *TensorD, x unsafe.Pointer,
dyD *TensorD, dy unsafe.Pointer,
dwD *FilterD, dw unsafe.Pointer,
wspace unsafe.Pointer, wspacesize uint) ([]DeConvBwdFiltAlgoPerformance, error) {
reqAlgoCount, err := c.getBackwardFilterAlgorithmMaxCount(handle)
if err != nil {
return nil, err
}
perfResults := make([]C.cudnnConvolutionBwdFilterAlgoPerf_t, reqAlgoCount)
var actualalgocount C.int
if handle.w != nil {
err = handle.w.Work(func() error {
return Status(C.cudnnFindConvolutionBackwardFilterAlgorithmEx(
handle.x,
dyD.descriptor, dy,
xD.descriptor, x,
c.descriptor,
dwD.descriptor, dw,
C.int(reqAlgoCount), &actualalgocount, &perfResults[0], wspace, C.size_t(wspacesize))).error("(c *DeConvolutionD) FindBackwardFilterAlgorithmExUS")
})
} else {
err = Status(C.cudnnFindConvolutionBackwardFilterAlgorithmEx(
handle.x,
dyD.descriptor, dy,
xD.descriptor, x,
c.descriptor,
dwD.descriptor, dw,
C.int(reqAlgoCount), &actualalgocount, &perfResults[0], wspace, C.size_t(wspacesize))).error("(c *DeConvolutionD) FindBackwardFilterAlgorithmExUS")
}
if err != nil {
return nil, err
}
results := make([]DeConvBwdFiltAlgoPerformance, int32(actualalgocount))
for i := int32(0); i < int32(actualalgocount); i++ {
results[i] = convertDeConvBwdFiltAlgoPerformance(perfResults[i])
}
return results, err
}
//GetBackwardFilterAlgorithmV7 will find the top performing algoriths and return the best algorithms in accending order they are limited to the number passed in requestedAlgoCount.
//So if 4 is passed through in requestedAlgoCount, then it will return the top 4 performers in the ConvolutionFwdAlgoPerformance struct. using this could possible give the user cheat level performance :-)
func (c *DeConvolutionD) GetBackwardFilterAlgorithmV7(
handle *Handle,
xD *TensorD,
dyD *TensorD,
dwD *FilterD,
) ([]DeConvBwdFiltAlgoPerformance, error) {
requestedAlgoCount, err := c.getBackwardFilterAlgorithmMaxCount(handle)
if err != nil {
return nil, err
}
perfResults := make([]C.cudnnConvolutionBwdFilterAlgoPerf_t, requestedAlgoCount)
var actualalgocount C.int
if handle.w != nil {
err = handle.w.Work(func() error {
return Status(C.cudnnGetConvolutionBackwardFilterAlgorithm_v7(
handle.x,
dyD.descriptor,
xD.descriptor,
c.descriptor,
dwD.descriptor,
C.int(requestedAlgoCount),
&actualalgocount,
&perfResults[0])).error("GetConvolutionBackwardFilterAlgorithm_v7")
})
} else {
err = Status(C.cudnnGetConvolutionBackwardFilterAlgorithm_v7(
handle.x,
dyD.descriptor,
xD.descriptor,
c.descriptor,
dwD.descriptor,
C.int(requestedAlgoCount),
&actualalgocount,
&perfResults[0])).error("GetConvolutionBackwardFilterAlgorithm_v7")
}
if err != nil {
return nil, err
}
results := make([]DeConvBwdFiltAlgoPerformance, int32(actualalgocount))
for i := int32(0); i < int32(actualalgocount); i++ {
results[i] = convertDeConvBwdFiltAlgoPerformance(perfResults[i])
}
return results, err
}
//GetBackwardFilterAlgorithm gives a good algo with the limits given to it
func (c *DeConvolutionD) GetBackwardFilterAlgorithm(
handle *Handle,
xD *TensorD,
dyD *TensorD,
dwD *FilterD,
pref DeConvBwdFilterPref, wsmemlimit uint) (DeConvBwdFiltAlgo, error) {
var algo C.cudnnConvolutionBwdFilterAlgo_t
var err error
if handle.w != nil {
err = handle.w.Work(func() error {
return Status(C.cudnnGetConvolutionBackwardFilterAlgorithm(
handle.x,
dyD.descriptor,
xD.descriptor,
c.descriptor,
dwD.descriptor,
pref.c(), C.size_t(wsmemlimit), &algo)).error("GetConvolutionBackwardFilterAlgorithm")
})
} else {
err = Status(C.cudnnGetConvolutionBackwardFilterAlgorithm(
handle.x,
dyD.descriptor,
xD.descriptor,
c.descriptor,
dwD.descriptor,
pref.c(), C.size_t(wsmemlimit), &algo)).error("GetConvolutionBackwardFilterAlgorithm")
}
return DeConvBwdFiltAlgo(algo), err
}
func (c DeConvBwdFiltAlgo) String() string {
var x string
switch c {
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_0):
x = "DeConvBwdFiltAlgo0"
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_1):
x = "DeConvBwdFiltAlgo1"
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_FFT):
x = "DeConvBwdFiltAlgoFFT"
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_3):
x = "DeConvBwdFiltAlgo3"
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_WINOGRAD):
x = "DeConvBwdFiltAlgoWinGrad"
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_WINOGRAD_NONFUSED):
x = "DeConvBwdFiltAlgoNonFused"
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_FFT_TILING):
x = "DeConvBwdFiltAlgoFFTTiling"
case DeConvBwdFiltAlgo(C.CUDNN_CONVOLUTION_BWD_FILTER_ALGO_COUNT):
x = "DeConvBwdFiltAlgoCount"
default:
x = "Unsupported Flag"
}
return "DeConvBwdFiltAlgo" + x
}
//DeConvBwdFiltAlgoPerformance is the return struct in the finding algorithm funcs
type DeConvBwdFiltAlgoPerformance struct {
Algo DeConvBwdFiltAlgo `json:"algo,omitempty"`
Status Status `json:"status,omitempty"`
Time float32 `json:"time,omitempty"`
Memory uint `json:"memory,omitempty"`
Determinism Determinism `json:"determinism,omitempty"`
MathType MathType `json:"math_type,omitempty"`
}
func (cb DeConvBwdFiltAlgoPerformance) String() string {
return fmt.Sprintf("DeConvBwdFiltAlgoPerformance{\n%v,\n%v,\nTime: %v,\nMemory: %v,\n%v,\n%v,\n}\n", cb.Algo, cb.Status, cb.Time, cb.Memory, cb.Determinism, cb.MathType)
}
func convertDeConvBwdFiltAlgoPerformance(input C.cudnnConvolutionBwdFilterAlgoPerf_t) DeConvBwdFiltAlgoPerformance {
var x DeConvBwdFiltAlgoPerformance
x.Algo = DeConvBwdFiltAlgo(input.algo)
x.Status = Status(input.status)
x.Time = float32(input.time)
x.Memory = uint(input.memory)
x.Determinism = Determinism(input.determinism)
x.MathType = MathType(input.mathType)
return x
}