* initial commit Signed-off-by: raver119@gmail.com <raver119@gmail.com> * another initial commit Signed-off-by: raver119@gmail.com <raver119@gmail.com> * another initial commit Signed-off-by: raver119@gmail.com <raver119@gmail.com> * one more initial commit Signed-off-by: raver119@gmail.com <raver119@gmail.com> * next step Signed-off-by: raver119@gmail.com <raver119@gmail.com> * next step Signed-off-by: raver119@gmail.com <raver119@gmail.com> * next step Signed-off-by: raver119@gmail.com <raver119@gmail.com> * next step Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Refactored buffer() and shapeInfo() methods usage with NDArray class. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt Graph class methods to use const shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt choose op to use constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt where op shape method to use constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt lstsq op to use constant empty shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt matrix_diag_part op shape routine to use constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt determinant ops to use constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt mean_pairwssqerr_loss ops to use constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt ops shape methods. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt shape methods for loss ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt log_loss op shape method. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt shape methods for ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt dilation2d ops shape methods. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted deconv2d ops shape methods. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted dynamicRNN op shape method. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted shape methods for ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted shape methods for lstm layer ops. Signed-off-by: shugeo <sgazeos@gmail.com> * few updates Signed-off-by: raver119@gmail.com <raver119@gmail.com> * first cuda tweak Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Adopt constant shapes for sconv2d ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt constant shapes for gru ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt constant shapes with shape methods for segment ops and so on. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted constant shapes with unsorted_segment_* ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted constant shapes with gamma op shape method. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted shape methods of reduce_stddev ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted shape methods for reduce_* ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt shape method for squeeze op. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt strided_slice shape method. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored concat op shape method to adopt constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted shape method for mirror_pad op. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted split op shape method. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted tile ops shape methods. Signed-off-by: shugeo <sgazeos@gmail.com> * Added const cast for mkldnn routines handles. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored logSoftMaxForVector_ routine to conform with proper data and shape pointer casts. Signed-off-by: shugeo <sgazeos@gmail.com> * Cosmetic changes to proper usage of constant pointers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored a couple shape comparators for strides and addBias helpers to proper use data pointers with inplace option. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored depthToSpace helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored histogram helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored im2col helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored gather and gatherND helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage on percentile helper. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed gather shape with helpers and range buffer usage. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage with space to depth helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage and constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage with LUP decomposition> Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored onehot_ helper. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored pad and prefix to use constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactoed softmax helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed space to batch helpers to use buffers properly. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed stack and split helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage with sparse to dense helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage with mindistance_ helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage with tile helper. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed constant shape usage. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed constant shape usage with legacy pairwise bool ops. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored a couple of methods to adopt constant shape usage. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed broadcasting with constant shape." Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed const usage with inplace reverse and constant shapes with legacy reduction. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored legacy ops with const shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored sort to adopt constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Corrected sort for constant shape usage. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed constant shape usage with special methods. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored Context to conform with constant shape usage. Signed-off-by: shugeo <sgazeos@gmail.com> * CUDA broadcasting headers Signed-off-by: raver119@gmail.com <raver119@gmail.com> * pairwise/indexreduce/random headers Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Refactored native ops to adopt constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * legacy reduce3/scalar headers Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Corrected pullRow signature and tests. Signed-off-by: shugeo <sgazeos@gmail.com> * Corrected routines to proper use of constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored tests to use constant shapes properly. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored legacy ops tests to use constant shapes properly. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored buffer usage with NDArray tests. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed native ops tests. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed special concat routine. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage with test. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed buffer usage with a test. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored TAD.h and tests. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored calcStrides* routines to use constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed miscelaneous errors with constant shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * NativeOps const changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Corrected definitions for declared functions. Signed-off-by: shugeo <sgazeos@gmail.com> * NativeOps const changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * few more const changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Fixed const shapes with shape routines. Signed-off-by: shugeo <sgazeos@gmail.com> * few more const changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Fixed shape method for broadcastable case. Signed-off-by: shugeo <sgazeos@gmail.com> * few more const changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * xw_plus_b BP shape fn restored Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Fixed signatures with broadcasting. Signed-off-by: shugeo <sgazeos@gmail.com> * Repaired backprops shape methods for a set of operations. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored broadcast bool for cuda. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored methods for 3 args with const qualifier. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed a couple of kernel signatures for broadcasting. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed kernels signatures for const buffers and shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored pairwise methods to persistent buffers and shapes usage. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt const to buffers and shapes with kernels. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopt const to buffers and shapes with scalar kernels. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored indexreduce kernels signatures to use const buffers and shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored pairwise kernels to adopt cons shapes and buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored pairwise bool kernels to adopt cons shapes and buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored random special ops to conform with const shapes and buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored native ops to conform with const shapes and buffers under cuda platform. Signed-off-by: shugeo <sgazeos@gmail.com> * Cosmetical changes only. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed const shapes and buffers error. Signed-off-by: shugeo <sgazeos@gmail.com> * Corrected start pos routine. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored methods to conform with const shapes and buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored helpers to use proper methods instead. Signed-off-by: shugeo <sgazeos@gmail.com> * bunch of changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * next bunch of changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * next bunch of changes Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Fixed execScalar declaration. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed execScalar declaration. Signed-off-by: shugeo <sgazeos@gmail.com> * Corrected const shape cases with sort and so on. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed const shapes for sort. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored kernel declarations to adopt const shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed kernels declarations to adopt const shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Corrected kernel declarations to adopt const shapes and buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed kernels declarations to adopt const shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed segment helpers kernels declarations and so on to adopt const shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed const shape usage with segment and solve helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed kernel declaration with adjustWeight helper. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed cuda implementations for constant shape helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted const shape usage with kernels. Signed-off-by: shugeo <sgazeos@gmail.com> * Adopted top_k kernels to use const shapes and buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Corrected kernels declarations to adopt const shapes with helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored NDArray definitions to adopt const shapes and buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed const shapes with image suppression helpers. Signed-off-by: shugeo <sgazeos@gmail.com> * Slight improvement with buffers. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored buffer usage. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored buffer usage with tests. Signed-off-by: shugeo <sgazeos@gmail.com> * Fixed const shape usage with definitions. Signed-off-by: shugeo <sgazeos@gmail.com> * minor updates on cpu side Signed-off-by: raver119@gmail.com <raver119@gmail.com> * Refactored const shape usage with ConstantDescritor and native ops with cuda platform. Signed-off-by: shugeo <sgazeos@gmail.com> * Refactored tear and tile kernels to adopt with const shapes. Signed-off-by: shugeo <sgazeos@gmail.com> * softmax_loop fix Signed-off-by: raver119 <raver119@gmail.com> * update missing signature Signed-off-by: raver119@gmail.com <raver119@gmail.com> * softmax again Signed-off-by: raver119@gmail.com <raver119@gmail.com> * few more missing consts Signed-off-by: raver119 <raver119@gmail.com> * new methods updated Signed-off-by: raver119@gmail.com <raver119@gmail.com> Co-authored-by: shugeo <sgazeos@gmail.com>
320 lines
16 KiB
Plaintext
320 lines
16 KiB
Plaintext
/*******************************************************************************
|
|
* Copyright (c) 2015-2018 Skymind, Inc.
|
|
*
|
|
* This program and the accompanying materials are made available under the
|
|
* terms of the Apache License, Version 2.0 which is available at
|
|
* https://www.apache.org/licenses/LICENSE-2.0.
|
|
*
|
|
* Unless required by applicable law or agreed to in writing, software
|
|
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
|
|
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
|
|
* License for the specific language governing permissions and limitations
|
|
* under the License.
|
|
*
|
|
* SPDX-License-Identifier: Apache-2.0
|
|
******************************************************************************/
|
|
|
|
//
|
|
// @author raver119@gmail.com
|
|
//
|
|
|
|
#include <system/op_boilerplate.h>
|
|
#include <loops/broadcasting_bool.h>
|
|
#include <loops/legacy_ops.h>
|
|
#include <types/types.h>
|
|
#include <system/Environment.h>
|
|
#include <cuda.h>
|
|
#include <cuda_runtime.h>
|
|
#include <string>
|
|
#include <stdexcept>
|
|
#include <helpers/StringUtils.h>
|
|
|
|
using namespace simdOps;
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z, typename OpClass>
|
|
static __global__ void broadcastBoolSimple(
|
|
void const* x,
|
|
Nd4jLong const* xShapeInfo,
|
|
void const* y,
|
|
Nd4jLong const* yShapeInfo,
|
|
void *z,
|
|
Nd4jLong const* zShapeInfo,
|
|
void *extraParams,
|
|
int *dimension,
|
|
int dimensionLength, Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
|
|
functions::broadcast::BroadcastBool<X, Z>::template transformCuda<OpClass>(x,xShapeInfo,y,yShapeInfo,z,zShapeInfo, extraParams, dimension,dimensionLength,tadOnlyShapeInfo,tadOffsets,tadOnlyShapeInfoZ,tadOffsetsZ);
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z, typename OpClass>
|
|
static __global__ void broadcastBoolSimple(const void const* x, const Nd4jLong const* xShapeInfo,
|
|
const void const* y, const Nd4jLong const* yShapeInfo,
|
|
void *z, const Nd4jLong const* zShapeInfo,
|
|
void *extraParams) {
|
|
|
|
functions::broadcast::BroadcastBool<X, Z>::template transformCuda<OpClass>(x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams);
|
|
}
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z, typename OpClass>
|
|
static __global__ void broadcastBoolInverseSimple(
|
|
void const* x,
|
|
Nd4jLong const* xShapeInfo,
|
|
void const* y,
|
|
Nd4jLong const* yShapeInfo,
|
|
void *z,
|
|
Nd4jLong const* zShapeInfo,
|
|
void *extraParams,
|
|
int *dimension,
|
|
int dimensionLength, Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
|
|
functions::broadcast::BroadcastBool<X, Z>::template transformInverseCuda<OpClass>(x,xShapeInfo,y,yShapeInfo,z,zShapeInfo,extraParams,dimension,dimensionLength,tadOnlyShapeInfo,tadOffsets,tadOnlyShapeInfoZ,tadOffsetsZ);
|
|
}
|
|
|
|
namespace functions {
|
|
namespace broadcast {
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z>
|
|
template <typename OpClass>
|
|
__host__ void BroadcastBool<X,Z>::intermediateBroadcast(dim3 launchDims, cudaStream_t *stream, void const* x, Nd4jLong const* xShapeInfo, void const* y, Nd4jLong const* yShapeInfo, void* z, Nd4jLong const* zShapeInfo, void *extraParams, int *dimension, int dimensionLength, Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
broadcastBoolSimple<X, Z, OpClass><<<launchDims.x, launchDims.y, launchDims.z, *stream>>>(x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ);
|
|
sd::DebugHelper::checkErrorCode(stream, "intermediateBroadcastBool(...) failed");
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z>
|
|
template <typename OpClass>
|
|
__host__ void BroadcastBool<X,Z>::intermediateBroadcast(dim3 launchDims, cudaStream_t *stream,
|
|
const void *x, const Nd4jLong *xShapeInfo,
|
|
const void *y, const Nd4jLong *yShapeInfo,
|
|
void *z, const Nd4jLong *zShapeInfo,
|
|
void *extraParams) {
|
|
|
|
broadcastBoolSimple<X, Z, OpClass><<<launchDims.x, launchDims.y, launchDims.z, *stream>>>(x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams);
|
|
sd::DebugHelper::checkErrorCode(stream, "intermediateBroadcastBool(...) failed");
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Y>
|
|
__host__ void BroadcastBool<X,Y>::execBroadcast(dim3 launchDims, cudaStream_t *stream, int opNum, void const* x, Nd4jLong const* xShapeInfo, void const* y, Nd4jLong const* yShapeInfo, void *z, Nd4jLong const* zShapeInfo, void *extraParams, int *dimension, int dimensionLength, Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
|
|
DISPATCH_BY_OPNUM_TT(intermediateBroadcast, PARAMS(launchDims, stream, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ), OPS_A(BROADCAST_BOOL_OPS))
|
|
DEBUG_KERNEL(stream, opNum);
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Y>
|
|
__host__ void BroadcastBool<X,Y>::execBroadcast(dim3 launchDims, cudaStream_t *stream, const int opNum,
|
|
const void *x, const Nd4jLong *xShapeInfo,
|
|
const void *y, const Nd4jLong *yShapeInfo,
|
|
void *z, const Nd4jLong *zShapeInfo,
|
|
void *extraParams) {
|
|
|
|
DISPATCH_BY_OPNUM_TT(intermediateBroadcast, PARAMS(launchDims, stream, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams), OPS_A(BROADCAST_BOOL_OPS))
|
|
DEBUG_KERNEL(stream, opNum);
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z>
|
|
template <typename OpClass>
|
|
__host__ void BroadcastBool<X,Z>::intermediateInverseBroadcast(dim3 launchDims, cudaStream_t *stream, void const* x, Nd4jLong const* xShapeInfo, void const* y, Nd4jLong const* yShapeInfo, void *z, Nd4jLong const* zShapeInfo, void *extraParams, int *dimension, int dimensionLength, Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
broadcastBoolInverseSimple<X, Z, OpClass><<<launchDims.x, launchDims.y, launchDims.z, *stream>>>(x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ);
|
|
sd::DebugHelper::checkErrorCode(stream, "intermediateBroadcastBool(...) failed");
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Y>
|
|
__host__ void BroadcastBool<X,Y>::execInverseBroadcast(dim3 launchDims, cudaStream_t *stream, int opNum, void const* x, Nd4jLong const* xShapeInfo, void const* y, Nd4jLong const* yShapeInfo, void *z, Nd4jLong const* zShapeInfo, void *extraParams, int *dimension, int dimensionLength, Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
DISPATCH_BY_OPNUM_TT(intermediateInverseBroadcast, PARAMS(launchDims, stream, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ), OPS_A(BROADCAST_BOOL_OPS))
|
|
|
|
DEBUG_KERNEL(stream, opNum);
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z>
|
|
template <typename OpType>
|
|
__device__ void BroadcastBool<X,Z>::transformInverseCuda(
|
|
void const* vx, Nd4jLong const* xShapeInfo,
|
|
void const* vy, Nd4jLong const* yShapeInfo,
|
|
void *vz, Nd4jLong const* zShapeInfo,
|
|
void *vextraParams,
|
|
int *dimension, int dimensionLength,
|
|
Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
|
|
if (tadOnlyShapeInfoZ == nullptr) {
|
|
tadOnlyShapeInfoZ = tadOnlyShapeInfo;
|
|
tadOffsetsZ = tadOffsets;
|
|
}
|
|
|
|
auto x = reinterpret_cast<X const*>(vx);
|
|
auto y = reinterpret_cast<X const*>(vy);
|
|
auto z = reinterpret_cast<Z*>(vz);
|
|
auto extraParams = reinterpret_cast<X*>(vextraParams);
|
|
|
|
//decompose in to several sub tads after
|
|
//moving all dimensions (in sorted order)
|
|
//to the back.
|
|
//permuted version of the x shape info for setting up the tad problem
|
|
__shared__ Nd4jLong tadLength;
|
|
__shared__ Nd4jLong tadEWS;
|
|
__shared__ int numTads;
|
|
__shared__ Nd4jLong xEWS;
|
|
__shared__ Nd4jLong zEWS;
|
|
|
|
if (threadIdx.x == 0) {
|
|
tadLength = shape::length(tadOnlyShapeInfo);//shape::tadLength(xShapeInfo, dimension, dimensionLength);
|
|
tadEWS = shape::elementWiseStride(tadOnlyShapeInfo);
|
|
numTads = shape::length(yShapeInfo) / tadLength;
|
|
xEWS = shape::elementWiseStride(xShapeInfo);
|
|
zEWS = shape::elementWiseStride(tadOnlyShapeInfoZ);
|
|
}
|
|
__syncthreads();
|
|
|
|
for (int r = blockIdx.x; r < numTads; r += gridDim.x) {
|
|
auto rZ = z + tadOffsetsZ[r];
|
|
auto rY = y + tadOffsets[r];
|
|
|
|
if(tadEWS > 0 && zEWS > 0 && xEWS > 0 && dimensionLength == 1) {
|
|
|
|
for (int i = threadIdx.x; i < tadLength; i+= blockDim.x)
|
|
rZ[i * zEWS] = OpType::op(x[i * xEWS], rY[i * tadEWS], extraParams);
|
|
}
|
|
else {
|
|
// it is expected that x and z tads and y array all have the same length
|
|
for (Nd4jLong i = threadIdx.x; i < tadLength; i+= blockDim.x) {
|
|
auto xOffset = shape::getIndexOffset(i, xShapeInfo);
|
|
auto yOffset = shape::getIndexOffset(i, tadOnlyShapeInfo);
|
|
auto zOffset = shape::getIndexOffset(i, tadOnlyShapeInfoZ);
|
|
|
|
rZ[zOffset] = OpType::op(x[xOffset], rY[yOffset], extraParams);
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z>
|
|
template <typename OpType>
|
|
__device__ void BroadcastBool<X,Z>::transformCuda(
|
|
void const* vx, Nd4jLong const* xShapeInfo,
|
|
void const* vy, Nd4jLong const* yShapeInfo,
|
|
void *vz, Nd4jLong const* zShapeInfo,
|
|
void *vextraParams,
|
|
int *dimension, int dimensionLength,
|
|
Nd4jLong const* tadOnlyShapeInfo, Nd4jLong const* tadOffsets, Nd4jLong const* tadOnlyShapeInfoZ, Nd4jLong const* tadOffsetsZ) {
|
|
|
|
if (tadOnlyShapeInfoZ == nullptr) {
|
|
tadOnlyShapeInfoZ = tadOnlyShapeInfo;
|
|
tadOffsetsZ = tadOffsets;
|
|
}
|
|
|
|
auto x = reinterpret_cast<X const*>(vx);
|
|
auto y = reinterpret_cast<X const*>(vy);
|
|
auto z = reinterpret_cast<Z*>(vz);
|
|
auto extraParams = reinterpret_cast<X*>(vextraParams);
|
|
|
|
//decompose in to several sub tads after
|
|
//moving all dimensions (in sorted order)
|
|
//to the back.
|
|
//permuted version of the x shape info for setting up the tad problem
|
|
__shared__ Nd4jLong tadLength;
|
|
__shared__ Nd4jLong tadEWS;
|
|
__shared__ int numTads;
|
|
__shared__ Nd4jLong yEWS;
|
|
__shared__ Nd4jLong zEWS;
|
|
|
|
if (threadIdx.x == 0) {
|
|
tadLength = shape::length(tadOnlyShapeInfo);//shape::tadLength(xShapeInfo, dimension, dimensionLength);
|
|
tadEWS = shape::elementWiseStride(tadOnlyShapeInfo);
|
|
numTads = shape::length(xShapeInfo) / tadLength;
|
|
yEWS = shape::elementWiseStride(yShapeInfo);
|
|
zEWS = shape::elementWiseStride(tadOnlyShapeInfoZ);
|
|
}
|
|
__syncthreads();
|
|
|
|
__shared__ Z *rZ;
|
|
__shared__ X const* rX;
|
|
|
|
for (int r = blockIdx.x; r < numTads; r += gridDim.x) {
|
|
|
|
if (threadIdx.x == 0) {
|
|
rZ = z + tadOffsetsZ[r];
|
|
rX = x + tadOffsets[r];
|
|
}
|
|
__syncthreads();
|
|
|
|
|
|
if(tadEWS > 0 && zEWS > 0 && yEWS > 0 && dimensionLength == 1) {
|
|
|
|
for (int i = threadIdx.x; i < tadLength; i+= blockDim.x)
|
|
rZ[i * zEWS] = OpType::op(rX[i * tadEWS], y[i * yEWS], extraParams);
|
|
}
|
|
else {
|
|
// it is expected that x and z tads and y array all have the same length
|
|
for (Nd4jLong i = threadIdx.x; i < tadLength; i+= blockDim.x) {
|
|
auto xOffset = shape::getIndexOffset(i, tadOnlyShapeInfo);
|
|
auto yOffset = shape::getIndexOffset(i, yShapeInfo);
|
|
auto zOffset = shape::getIndexOffset(i, tadOnlyShapeInfoZ);
|
|
|
|
rZ[zOffset] = OpType::op(rX[xOffset], y[yOffset], extraParams);
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
template<typename X, typename Z>
|
|
template <typename OpType>
|
|
__device__ void BroadcastBool<X,Z>::transformCuda(const void *vx, const Nd4jLong *xShapeInfo,
|
|
const void *vy, const Nd4jLong *yShapeInfo,
|
|
void *vz, const Nd4jLong *zShapeInfo,
|
|
void *vextraParams) {
|
|
|
|
const X* x = reinterpret_cast<const X*>(vx);
|
|
const X* y = reinterpret_cast<const X*>(vy);
|
|
Z* z = reinterpret_cast<Z*>(vz);
|
|
|
|
auto extraParams = reinterpret_cast<X*>(vextraParams);
|
|
|
|
__shared__ Nd4jLong zLen;
|
|
__shared__ int rank;
|
|
__shared__ bool xzSameOffsets, yzSameOffsets;
|
|
|
|
if (threadIdx.x == 0) {
|
|
|
|
zLen = shape::length(zShapeInfo);
|
|
rank = shape::rank(zShapeInfo);
|
|
|
|
xzSameOffsets = shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo);
|
|
yzSameOffsets = shape::haveSameShapeAndStrides(yShapeInfo, zShapeInfo);
|
|
}
|
|
__syncthreads();
|
|
|
|
|
|
const auto tid = blockIdx.x * blockDim.x + threadIdx.x;
|
|
|
|
int xCoords[MAX_RANK], yCoords[MAX_RANK], zCoords[MAX_RANK];
|
|
|
|
for (int i = tid; i < zLen; i += blockDim.x * gridDim.x) {
|
|
|
|
shape::index2coords(i, zShapeInfo, zCoords);
|
|
|
|
for (uint j = 0; j < rank; ++j) {
|
|
xCoords[j] = shape::sizeAt(xShapeInfo, j) == 1 ? 0 : zCoords[j];
|
|
yCoords[j] = shape::sizeAt(yShapeInfo, j) == 1 ? 0 : zCoords[j];
|
|
}
|
|
|
|
const auto zOffset = shape::getOffset(zShapeInfo, zCoords);
|
|
const auto xOffset = xzSameOffsets ? zOffset : shape::getOffset(xShapeInfo, xCoords);
|
|
const auto yOffset = yzSameOffsets ? zOffset : shape::getOffset(yShapeInfo, yCoords);
|
|
|
|
z[zOffset] = OpType::op(x[xOffset], y[yOffset], extraParams);
|
|
}
|
|
}
|
|
|
|
|
|
BUILD_DOUBLE_TEMPLATE(template class ND4J_EXPORT BroadcastBool, , LIBND4J_TYPES, BOOL_TYPES);
|
|
}
|
|
} |