chore: import upstream snapshot with attribution

This commit is contained in:
wehub-resource-sync
2026-07-13 12:47:05 +08:00
commit 4f3b7da785
7394 changed files with 2005594 additions and 0 deletions
File diff suppressed because it is too large Load Diff
@@ -0,0 +1,168 @@
/* ******************************************************************************
*
* Broadcast operations (non-integer) - uses SD_COMMON_TYPES
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <helpers/LoopKind.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/broadcasting.h>
#include <loops/broadcasting_bool.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execBroadcast(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, sd::LongType *dimension, sd::LongType dimensionLength,
const sd::LongType *tadOnlyShapeInfo, const sd::LongType *tadOffsets,
const sd::LongType *tadOnlyShapeInfoZ, const sd::LongType *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto loopKind = sd::LoopKind::deduceKindOfLoopBroadcast(hXShapeInfo, hYShapeInfo, hZShapeInfo);
auto func = PRAGMA_THREADS_FOR {
BUILD_SINGLE_SELECTOR_THRICE(
xType, functions::broadcast::Broadcast,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, dimension, dimensionLength, tadOnlyShapeInfo,
tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ, loopKind, start, stop),
SD_COMMON_TYPES);
};
sd::LongType numTads = shape::tensorsAlongDimension(hXShapeInfo, dimension, dimensionLength);
samediff::Threads::parallel_tad(func, 0, numTads);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execBroadcast(sd::LaunchContext *lc, const int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_SINGLE_SELECTOR_THRICE(xType, functions::broadcast::Broadcast,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo), SD_COMMON_TYPES);
}
void NativeOpExecutioner::execInverseBroadcast(
sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY, const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo,sd::LongType *dimension, sd::LongType dimensionLength, const sd::LongType *tadOnlyShapeInfo,
const sd::LongType *tadOffsets, const sd::LongType *tadOnlyShapeInfoZ, const sd::LongType *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (!sd::Environment::getInstance().isExperimentalBuild())
if ((yType != xType && yType != sd::DataType::BOOL) || xType != zType)
THROW_EXCEPTION(sd::datatype_exception::build("NativeOps::execBroadcast both operands must have same data type", xType,
yType).what());
auto func = PRAGMA_THREADS_FOR {
BUILD_SINGLE_SELECTOR_THRICE(
xType, functions::broadcast::Broadcast,
::execInverse(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, dimension, dimensionLength,
tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ, start, stop),
SD_COMMON_TYPES);
};
auto xLen = shape::length(hXShapeInfo);
auto yLen = shape::length(hYShapeInfo);
auto numTads = yLen / xLen;
samediff::Threads::parallel_tad(func, 0, numTads);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execBroadcastBool(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, void *extraParams,
sd::LongType *dimension, sd::LongType dimensionLength, const sd::LongType *tadOnlyShapeInfo,
const sd::LongType *tadOffsets, const sd::LongType *tadOnlyShapeInfoZ,
const sd::LongType *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto func = PRAGMA_THREADS_FOR {
BUILD_DOUBLE_SELECTOR(
xType, zType, functions::broadcast::BroadcastBool,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, extraParams, dimension, dimensionLength,
tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ, start, stop),
SD_COMMON_TYPES, SD_BOOL_TYPES);
};
auto xLen = shape::length(hXShapeInfo);
auto yLen = shape::length(hYShapeInfo);
auto numTads = xLen / yLen;
samediff::Threads::parallel_tad(func, 0, numTads);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execBroadcastBool(sd::LaunchContext *lc, const int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, void *extraParams) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(xType, zType, functions::broadcast::BroadcastBool,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, extraParams), SD_COMMON_TYPES,
SD_BOOL_TYPES);
}
void NativeOpExecutioner::execInverseBroadcastBool(
sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY, const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo, void *extraParams,sd::LongType *dimension, sd::LongType dimensionLength,
const sd::LongType *tadOnlyShapeInfo, const sd::LongType *tadOffsets, const sd::LongType *tadOnlyShapeInfoZ,
const sd::LongType *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (!sd::Environment::getInstance().isExperimentalBuild())
if (yType != xType || sd::DataType::BOOL != zType)
THROW_EXCEPTION(sd::datatype_exception::build("NativeOps::execInverseBroadcastBool both operands must have same data type",
xType, yType).what());
auto func = PRAGMA_THREADS_FOR {
BUILD_DOUBLE_SELECTOR(
xType, zType, functions::broadcast::BroadcastBool,
::execInverse(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, extraParams, dimension, dimensionLength,
tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ, start, stop),
SD_COMMON_TYPES, SD_BOOL_TYPES);
};
auto xLen = shape::length(hXShapeInfo);
auto yLen = shape::length(hYShapeInfo);
auto numTads = yLen / xLen;
samediff::Threads::parallel_tad(func, 0, numTads);
}
@@ -0,0 +1,46 @@
/* ******************************************************************************
*
* IndexReduce operations - uses SD_COMMON_TYPES and SD_INDEXING_TYPES
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/indexreduce.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execIndexReduceScalar(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto hz = reinterpret_cast<sd::LongType *>(hZ);
BUILD_DOUBLE_SELECTOR(xType, zType, hz[0] = functions::indexreduce::IndexReduce,
::execScalar(opNum, hX, hXShapeInfo, extraParams), SD_COMMON_TYPES, SD_INDEXING_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execIndexReduce(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
sd::LongType *dimension, sd::LongType dimensionLength, const sd::LongType *tadShapeInfo,
const sd::LongType *tadOffsets) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto hz = reinterpret_cast<sd::LongType *>(hZ);
BUILD_DOUBLE_SELECTOR(xType, zType, functions::indexreduce::IndexReduce,
::exec(opNum, hX, hXShapeInfo, extraParams, hz, hZShapeInfo, dimension, dimensionLength,
tadShapeInfo, tadOffsets),
SD_COMMON_TYPES, SD_INDEXING_TYPES);
}
@@ -0,0 +1,153 @@
/* ******************************************************************************
*
* Integer-only operations - uses ONLY integer types
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
// Note: DataTypeUtils.h->logger.h uses SD_COMMON_TYPES, so we need all core types
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <helpers/LoopKind.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/broadcasting_int.h>
#include <loops/pairwise_int.h>
#include <loops/scalar_int.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execBroadcastInt(
sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY, const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo,sd::LongType *dimension, sd::LongType dimensionLength, const sd::LongType *tadOnlyShapeInfo,
const sd::LongType *tadOffsets, const sd::LongType *tadOnlyShapeInfoZ, const sd::LongType *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (xType != yType || xType != zType)
THROW_EXCEPTION(sd::datatype_exception::build("NativeOpExecutioner::execBroadcastInt", zType, xType, yType).what());
if (!sd::DataTypeUtils::isZ(zType))
THROW_EXCEPTION(sd::datatype_exception::build("NativeOpExecutioner::execBroadcastInt requires integer data type", zType).what());
auto func = PRAGMA_THREADS_FOR {
BUILD_SINGLE_SELECTOR(xType, functions::broadcast::BroadcastInt,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, dimension, dimensionLength,
tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ, start, stop),
SD_INTEGER_TYPES);
};
auto xLen = shape::length(hXShapeInfo);
auto yLen = shape::length(hYShapeInfo);
auto numTads = xLen / yLen;
samediff::Threads::parallel_tad(func, 0, numTads);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execBroadcastInt(sd::LaunchContext *lc, const int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (xType != yType || xType != zType)
THROW_EXCEPTION(sd::datatype_exception::build("NativeOpExecutioner::execBroadcastInt", zType, xType, yType).what());
if (!sd::DataTypeUtils::isZ(zType))
THROW_EXCEPTION(sd::datatype_exception::build("NativeOpExecutioner::execBroadcastInt requires integer data type", zType).what());
BUILD_SINGLE_SELECTOR(xType, functions::broadcast::BroadcastInt,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo), SD_INTEGER_TYPES);
}
void NativeOpExecutioner::execInverseBroadcastInt(
sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY, const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo,sd::LongType *dimension, sd::LongType dimensionLength, const sd::LongType *tadOnlyShapeInfo,
const sd::LongType *tadOffsets, const sd::LongType *tadOnlyShapeInfoZ, const sd::LongType *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (xType != yType || xType != zType)
THROW_EXCEPTION(sd::datatype_exception::build("NativeOpExecutioner::execInverseBroadcastInt", zType, xType, yType).what());
if (!sd::DataTypeUtils::isZ(zType))
THROW_EXCEPTION(sd::datatype_exception::build("NativeOpExecutioner::execInverseBroadcastInt requires integer data type",
zType).what());
auto func = PRAGMA_THREADS_FOR {
BUILD_SINGLE_SELECTOR(
xType, functions::broadcast::BroadcastInt,
::execInverse(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, dimension, dimensionLength,
tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ, start, stop),
SD_INTEGER_TYPES);
};
auto xLen = shape::length(hXShapeInfo);
auto yLen = shape::length(hYShapeInfo);
auto numTads = yLen / xLen;
samediff::Threads::parallel_tad(func, 0, numTads);
}
////////////////////////////////////////////////////////////////////////
// execPairwiseIntTransform moved to NativeOpExecutioner_pairwise_int.cpp
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execScalarInt(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, const void *hScalar,
const sd::LongType *hSscalarShapeInfo, const void *dScalar,
const sd::LongType *dSscalarShapeInfo, void *extraParams,
bool allowParallelism) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hSscalarShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (!sd::DataTypeUtils::isZ(zType)) {
std::string errorMessage;
errorMessage += "NativeOpExecutioner::execScalarInt requires result type to be an integer type";
errorMessage += "X data type: ";
errorMessage += sd::DataTypeUtils::asString(xType);
errorMessage += ", Y data type: ";
errorMessage += sd::DataTypeUtils::asString(yType);
errorMessage += ", Z data type: ";
errorMessage += sd::DataTypeUtils::asString(zType);
THROW_EXCEPTION(errorMessage.c_str());
}
auto func = PRAGMA_THREADS_FOR {
BUILD_SINGLE_SELECTOR(xType, functions::scalar::ScalarIntTransform,
::transform(opNum, hX, hXShapeInfo, hZ, hZShapeInfo, hScalar, extraParams, start, stop),
SD_INTEGER_TYPES);
};
auto zLen = shape::length(hZShapeInfo);
samediff::Threads::parallel_for(
func, 0, zLen, 1,
!allowParallelism
? 1
: sd::math::sd_max<int>(
1, sd::math::sd_min<int>(zLen / 1024, sd::Environment::getInstance().maxMasterThreads())));
}
////////////////////////////////////////////////////////////////////////
// TAD execScalarInt moved to NativeOpExecutioner_scalar_tad_ints.cpp
@@ -0,0 +1,46 @@
/* ******************************************************************************
*
* Pairwise operations - BOOL TYPES OUTPUT ONLY
*
******************************************************************************/
#include <system/op_boilerplate.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/pairwise_bool.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execPairwiseBoolTransform(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo, void *extraParams) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (zType != sd::DataType::BOOL) {
std::string errorMessage;
errorMessage += "NativeOpExecutioner::execPairwiseBoolTransform";
errorMessage += " zType must be BOOL";
errorMessage += " zType: ";
errorMessage += sd::DataTypeUtils::asString(zType);
THROW_EXCEPTION(errorMessage.c_str());
}
auto func = PRAGMA_THREADS_FOR {
BUILD_DOUBLE_SELECTOR(xType, zType, functions::pairwise_transforms::PairWiseBoolTransform,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, extraParams, start, stop),
SD_COMMON_TYPES, SD_BOOL_TYPES);
};
auto zLen = shape::length(hZShapeInfo);
samediff::Threads::parallel_for(
func, 0, zLen, 1,
sd::math::sd_max<int>(1, sd::math::sd_min<int>(zLen / 1024, sd::Environment::getInstance().maxMasterThreads())));
}
@@ -0,0 +1,68 @@
/* ******************************************************************************
*
* Pairwise operations - GENERIC/FLOAT TYPES
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/pairwise_transform.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execPairwiseTransform(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo, void *extraParams) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hYShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
if (sd::DataTypeUtils::isS(xType) || sd::DataTypeUtils::isS(yType) || sd::DataTypeUtils::isS(zType)) {
std::string errorMessage;
errorMessage += "NativeOpExecutioner::execPairwiseTransform:: unable to execute on strings. ";
errorMessage += "X type: ";
errorMessage += sd::DataTypeUtils::asString(xType);
errorMessage += " Y type: ";
errorMessage += sd::DataTypeUtils::asString(yType);
errorMessage += " Z type: ";
errorMessage += sd::DataTypeUtils::asString(zType);
THROW_EXCEPTION(errorMessage.c_str());
}
if (xType != zType && yType != zType) {
std::string errorMessage;
errorMessage += "NativeOpExecutioner::execPairwiseTransform both operands must have same data type. ";
errorMessage += "X type: ";
errorMessage += sd::DataTypeUtils::asString(xType);
errorMessage += " Y type: ";
errorMessage += sd::DataTypeUtils::asString(yType);
errorMessage += " Z type: ";
errorMessage += sd::DataTypeUtils::asString(zType);
THROW_EXCEPTION(errorMessage.c_str());
}
auto func = PRAGMA_THREADS_FOR {
BUILD_TRIPLE_SELECTOR(xType, yType, zType, functions::pairwise_transforms::PairWiseTransform,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, extraParams, start, stop),
SD_NUMERIC_TYPES, SD_NUMERIC_TYPES, SD_NUMERIC_TYPES);
};
auto zLen = shape::length(hZShapeInfo);
samediff::Threads::parallel_for(
func, 0, zLen, 1,
sd::math::sd_max<int>(1, sd::math::sd_min<int>(zLen / 1024, sd::Environment::getInstance().maxMasterThreads())));
}
@@ -0,0 +1,37 @@
/* ******************************************************************************
*
* Pairwise operations - INTEGER TYPES OUTPUT ONLY
*
******************************************************************************/
#include <system/op_boilerplate.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/pairwise_int.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execPairwiseIntTransform(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo, void *extraParams) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto func = PRAGMA_THREADS_FOR {
// PairWiseIntTransform only takes ONE template parameter (X type)
BUILD_SINGLE_SELECTOR(xType, functions::pairwise_transforms::PairWiseIntTransform,
::exec(opNum, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, extraParams, start, stop),
SD_COMMON_TYPES);
};
auto zLen = shape::length(hZShapeInfo);
samediff::Threads::parallel_for(
func, 0, zLen, 1,
sd::math::sd_max<int>(1, sd::math::sd_min<int>(zLen / 1024, sd::Environment::getInstance().maxMasterThreads())));
}
@@ -0,0 +1,56 @@
/* ******************************************************************************
*
* Random operations - uses ONLY float types
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
// Note: NativeOpExecutioner.h->NDArray.h uses SD_COMMON_TYPES, so we need all core types
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/random.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execRandom(sd::LaunchContext *lc, int opNum, sd::Pointer state, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
void *extraArguments) {
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_SINGLE_SELECTOR(zType, functions::random::RandomFunction,
::execTransform(opNum, state, hZ, hZShapeInfo, extraArguments), SD_FLOAT_TYPES);
auto rng = reinterpret_cast<sd::graph::RandomGenerator *>(state);
rng->rewindH(shape::length(hZShapeInfo));
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execRandom(sd::LaunchContext *lc, int opNum, sd::Pointer state, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX, const sd::LongType *dXShapeInfo,
void *hZ, const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo, void *extraArguments) {
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_SINGLE_SELECTOR(zType, functions::random::RandomFunction,
::execTransform(opNum, state, hX, hXShapeInfo, hZ, hZShapeInfo, extraArguments),
SD_FLOAT_TYPES);
auto rng = reinterpret_cast<sd::graph::RandomGenerator *>(state);
rng->rewindH(shape::length(hZShapeInfo));
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execRandom(sd::LaunchContext *lc, int opNum, sd::Pointer state, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX, const sd::LongType *dXShapeInfo,
const void *hY, const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, void *extraArguments) {
auto xType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_SINGLE_SELECTOR(
xType, functions::random::RandomFunction,
::execTransform(opNum, state, hX, hXShapeInfo, hY, hYShapeInfo, hZ, hZShapeInfo, extraArguments), SD_FLOAT_TYPES);
auto rng = reinterpret_cast<sd::graph::RandomGenerator *>(state);
rng->rewindH(shape::length(hZShapeInfo));
}
@@ -0,0 +1,277 @@
/* ******************************************************************************
*
* Reduce operations - uses SD_NUMERIC_TYPES, SD_FLOAT_TYPES, SD_COMMON_TYPES, SD_BOOL_TYPES
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <array/TadPack.h>
#include <execution/Threads.h>
#include <helpers/ConstantTadHelper.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/reduce3.h>
#include <loops/reduce_bool.h>
#include <loops/reduce_float.h>
#include <loops/reduce_long.h>
#include <loops/reduce_same.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceFloat(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
sd::LongType *dimension, sd::LongType dimensionLength) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(
xType, zType, functions::reduce::ReduceFloatFunction,
::exec(opNum, lc ? lc->getWorkspace() : nullptr, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, dimension),
SD_NUMERIC_TYPES, SD_FLOAT_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceSame(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
sd::LongType *dimension, sd::LongType dimensionLength) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
BUILD_SINGLE_SELECTOR(
xType, functions::reduce::ReduceSameFunction,
::exec(opNum, lc ? lc->getWorkspace() : nullptr, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, dimension),
SD_NUMERIC_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceBool(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
sd::LongType *dimension, sd::LongType dimensionLength) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(
xType, zType, functions::reduce::ReduceBoolFunction,
::exec(opNum, lc ? lc->getWorkspace() : nullptr, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, dimension),
SD_COMMON_TYPES, SD_BOOL_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceLong(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
sd::LongType *dimension, sd::LongType dimensionLength) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
// Explicit double handling for REDUCE_LONG dimensional operations
// BUILD_DOUBLE_SELECTOR may not generate cases for double->long conversions in some build configurations
if (xType == sd::DataType::DOUBLE) {
if (zType == sd::DataType::INT64) {
functions::reduce::ReduceLongFunction<double, sd::LongType>::exec(
opNum, lc ? lc->getWorkspace() : nullptr, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, dimension);
return;
} else if (zType == sd::DataType::UINT64) {
functions::reduce::ReduceLongFunction<double, sd::UnsignedLong>::exec(
opNum, lc ? lc->getWorkspace() : nullptr, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, dimension);
return;
}
}
BUILD_DOUBLE_SELECTOR(
xType, zType, functions::reduce::ReduceLongFunction,
::exec(opNum, lc ? lc->getWorkspace() : nullptr, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, dimension),
SD_COMMON_TYPES, SD_LONG_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceFloatScalar(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(xType, zType, functions::reduce::ReduceFloatFunction,
::execScalar(opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo), SD_NUMERIC_TYPES,
SD_FLOAT_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceSameScalar(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
BUILD_SINGLE_SELECTOR(xType, functions::reduce::ReduceSameFunction,
::execScalar(opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo), SD_NUMERIC_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceBoolScalar(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(xType, zType, functions::reduce::ReduceBoolFunction,
::execScalar(opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo), SD_COMMON_TYPES,
SD_BOOL_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduceLongScalar(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
// Explicit double handling for REDUCE_LONG scalar operations
// BUILD_DOUBLE_SELECTOR may not generate cases for double->long conversions in some build configurations
if (xType == sd::DataType::DOUBLE) {
if (zType == sd::DataType::INT64) {
functions::reduce::ReduceLongFunction<double, sd::LongType>::execScalar(
opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo);
return;
} else if (zType == sd::DataType::UINT64) {
functions::reduce::ReduceLongFunction<double, sd::UnsignedLong>::execScalar(
opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo);
return;
}
}
BUILD_DOUBLE_SELECTOR(xType, zType, functions::reduce::ReduceLongFunction,
::execScalar(opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo), SD_COMMON_TYPES,
SD_LONG_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduce3Scalar(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParamsVals, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(xType, zType, functions::reduce3::Reduce3,
::execScalar(opNum, hX, hXShapeInfo, extraParamsVals, hY, hYShapeInfo, hZ, hZShapeInfo),
SD_COMMON_TYPES, SD_FLOAT_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduce3(sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo,
const void *dX, const sd::LongType *dXShapeInfo, void *extraParamsVals,
const void *hY, const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo) {
NativeOpExecutioner::execReduce3Scalar(lc, opNum, hX, hXShapeInfo, dX, dXShapeInfo, extraParamsVals, hY, hYShapeInfo,
dY, dYShapeInfo, hZ, hZShapeInfo, dZ, dZShapeInfo);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduce3(sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo,
const void *dX, const sd::LongType *dXShapeInfo, void *extraParamsVals,
const void *hY, const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo,sd::LongType *dimension, sd::LongType dimensionLength,
const sd::LongType *xTadOnlyShapeInfo, const sd::LongType *xTadOffsets,
const sd::LongType *yTadOnlyShapeInfo, const sd::LongType *yTadOffsets) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
const auto xLen = shape::length(hXShapeInfo);
const auto yLen = shape::length(hYShapeInfo);
std::shared_ptr<sd::TadPack> tadPack;
sd::LongType *castedConst = const_cast<sd::LongType *>(hXShapeInfo);
sd::LongType *hYShapeInfoNonConst = const_cast<sd::LongType *>(hYShapeInfo);
if (xLen == yLen) {
tadPack = sd::ConstantTadHelper::getInstance().tadForDimensions(castedConst, dimension, dimensionLength);
} else if (yLen > xLen) {
tadPack = sd::ConstantTadHelper::getInstance().tadForDimensions(hYShapeInfoNonConst, dimension, dimensionLength);
} else {
tadPack = sd::ConstantTadHelper::getInstance().tadForDimensions(castedConst, dimension, dimensionLength);
}
auto func = PRAGMA_THREADS_FOR {
BUILD_DOUBLE_SELECTOR(xType, zType, functions::reduce3::Reduce3,
::exec(opNum, hX, hXShapeInfo, extraParamsVals, hY, hYShapeInfo, hZ, hZShapeInfo, dimension,
dimensionLength, start, stop),
SD_COMMON_TYPES, SD_FLOAT_TYPES);
};
samediff::Threads::parallel_tad(func, 0, tadPack->numberOfTads());
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduce3All(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParamsVals, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo,sd::LongType *dimension, sd::LongType dimensionLength,
const sd::LongType *xTadShapeInfo, const sd::LongType *xOffsets,
const sd::LongType *yTadShapeInfo, const sd::LongType *yOffsets) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto tadPack = sd::ConstantTadHelper::getInstance().tadForDimensions(const_cast<sd::LongType *>(hXShapeInfo), dimension, dimensionLength);
auto func = PRAGMA_THREADS_FOR {
BUILD_DOUBLE_SELECTOR(
xType, zType, functions::reduce3::Reduce3,
::execAll(opNum, hX, hXShapeInfo, extraParamsVals, hY, hYShapeInfo, hZ, hZShapeInfo, dimension, dimensionLength,
xTadShapeInfo, xOffsets, yTadShapeInfo, yOffsets, start, stop),
SD_COMMON_TYPES, SD_FLOAT_TYPES);
};
samediff::Threads::parallel_tad(func, 0, tadPack->numberOfTads());
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execReduce3TAD(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *extraParamsVals, const void *hY,
const sd::LongType *hYShapeInfo, const void *dY,
const sd::LongType *dYShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo,sd::LongType *dimension, sd::LongType dimensionLength,
const sd::LongType *tadShapeInfo, const sd::LongType *tadOffsets,
const sd::LongType *yTadShapeInfo, const sd::LongType *yTadOffsets) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
const auto xLen = shape::length(hXShapeInfo);
const auto yLen = shape::length(hYShapeInfo);
std::shared_ptr<sd::TadPack> tadPack;
sd::LongType *castedConst = const_cast<sd::LongType *>(hXShapeInfo);
sd::LongType *hYShapeInfoNonConst = const_cast<sd::LongType *>(hYShapeInfo);
if (xLen == yLen) {
tadPack = sd::ConstantTadHelper::getInstance().tadForDimensions(castedConst, dimension, dimensionLength);
} else if (yLen > xLen) {
tadPack = sd::ConstantTadHelper::getInstance().tadForDimensions(hYShapeInfoNonConst, dimension, dimensionLength);
} else {
tadPack = sd::ConstantTadHelper::getInstance().tadForDimensions(castedConst, dimension, dimensionLength);
}
auto func = PRAGMA_THREADS_FOR {
BUILD_DOUBLE_SELECTOR(xType, zType, functions::reduce3::Reduce3,
::exec(opNum, hX, hXShapeInfo, extraParamsVals, hY, hYShapeInfo, hZ, hZShapeInfo, dimension,
dimensionLength, tadShapeInfo, tadOffsets, start, stop),
SD_NUMERIC_TYPES, SD_FLOAT_TYPES);
};
samediff::Threads::parallel_tad(func, 0, tadPack->numberOfTads());
}
@@ -0,0 +1,43 @@
/* ******************************************************************************
*
* Scalar operations - BOOL TYPES ONLY (non-TAD version)
*
******************************************************************************/
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/scalar.h>
#include <system/op_boilerplate.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execScalarBool(sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo,
const void *dX, const sd::LongType *dXShapeInfo, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
const void *hScalar, const sd::LongType *hScalarShapeInfo, const void *dScalar,
const sd::LongType *dScalarShapeInfo, void *extraParams, bool allowParallelism) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hScalarShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
// Only handle operations that result in boolean output
if (zType != sd::DataType::BOOL) {
return; // Let other files handle non-bool result types
}
auto func = PRAGMA_THREADS_FOR {
BUILD_TRIPLE_SELECTOR(xType,yType,zType,functions::scalar::ScalarTransform,
::transform(opNum, hX, hXShapeInfo, hZ, hZShapeInfo, hScalar, extraParams, start, stop),
SD_COMMON_TYPES,SD_COMMON_TYPES,SD_BOOL_TYPES);
};
auto zLen = shape::length(hZShapeInfo);
samediff::Threads::parallel_for(
func, 0, zLen, 1,
!allowParallelism
? 1
: sd::math::sd_max<int>(
1, sd::math::sd_min<int>(zLen / 1024, sd::Environment::getInstance().maxMasterThreads())));
}
@@ -0,0 +1,39 @@
/* ******************************************************************************
*
* Scalar operations - FLOAT TYPES ONLY
*
******************************************************************************/
// Selective rendering - include ALL types (this is the master implementation)
#include <system/op_boilerplate.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/scalar.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
// Non-TAD execScalar using BUILD_TRIPLE_SELECTOR (manageable with 4 types = 64 combinations)
void NativeOpExecutioner::execScalar(sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo,
const void *dX, const sd::LongType *dXShapeInfo, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
const void *hScalar, const sd::LongType *hScalarShapeInfo, const void *dScalar,
const sd::LongType *dScalarShapeInfo, void *extraParams, bool allowParallelism) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hScalarShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto zLen = shape::length(hZShapeInfo);
auto func = PRAGMA_THREADS_FOR {
BUILD_TRIPLE_SELECTOR(xType, yType, zType, functions::scalar::ScalarTransform,
::transform(opNum, hX, hXShapeInfo, hZ, hZShapeInfo, hScalar, extraParams, start, stop),
SD_COMMON_TYPES, SD_COMMON_TYPES, SD_COMMON_TYPES);
};
samediff::Threads::parallel_for(
func, 0, zLen, 1,
!allowParallelism ? 1 : sd::math::sd_max<int>(1, sd::math::sd_min<int>(zLen / 1024, sd::Environment::getInstance().maxMasterThreads())));
}
@@ -0,0 +1,44 @@
/* ******************************************************************************
*
* Scalar TAD operations - BOOL TYPES ONLY
*
******************************************************************************/
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/scalar.h>
#include <system/op_boilerplate.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
// TAD version of execScalarBool for bool output types
// NOTE: extraParams comes BEFORE hZ in the TAD version signature!
void NativeOpExecutioner::execScalarBool(sd::LaunchContext *lc, int opNum, const void *hX, const sd::LongType *hXShapeInfo,
const void *dX, const sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ, const sd::LongType *dZShapeInfo,
const void *hScalars, const sd::LongType *hScalarShapeInfo, const void *dScalars,
const sd::LongType *dScalarShapeInfo, sd::LongType *dimension, sd::LongType dimensionLength,
const sd::LongType *tadShapeInfo, const sd::LongType *tadOffsets,
const sd::LongType *tadShapeInfoZ, const sd::LongType *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hScalarShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
// Only handle operations that result in boolean output
if (zType != sd::DataType::BOOL) {
return; // Let other files handle non-bool result types
}
auto func = PRAGMA_THREADS_FOR {
BUILD_TRIPLE_SELECTOR(xType,yType,zType,functions::scalar::ScalarTransform,
::transform(opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, hScalars, dimension, dimensionLength,
tadShapeInfo, tadOffsets, tadShapeInfoZ, tadOffsetsZ, start, stop),
SD_COMMON_TYPES,SD_COMMON_TYPES,SD_BOOL_TYPES);
};
auto yLen = shape::length(hScalarShapeInfo);
samediff::Threads::parallel_tad(func, 0, yLen, 1,
sd::math::sd_min<int>(yLen, sd::Environment::getInstance().maxMasterThreads()));
}
@@ -0,0 +1,39 @@
/* ******************************************************************************
*
* Scalar TAD operations - FLOAT OUTPUT TYPES ONLY
*
******************************************************************************/
#include <system/op_boilerplate.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/scalar.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
// TAD execScalar - float output types only (13 x 13 x 4 = 676 combinations)
void NativeOpExecutioner::execScalar(sd::LaunchContext *lc, int opNum, void const *hX, sd::LongType const *hXShapeInfo,
void const *dX, sd::LongType const *dXShapeInfo, void *extraParams, void *hZ,
sd::LongType const *hZShapeInfo, void *dZ, sd::LongType const *dZShapeInfo,
void const *hScalars, sd::LongType const *hScalarShapeInfo, void const *dScalars,
sd::LongType const *dScalarShapeInfo,sd::LongType *dimension, sd::LongType dimensionLength,
sd::LongType const *tadShapeInfo, sd::LongType const *tadOffsets,
sd::LongType const *tadShapeInfoZ, sd::LongType const *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hScalarShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto yLen = shape::length(hScalarShapeInfo);
auto func = PRAGMA_THREADS_FOR {
BUILD_TRIPLE_SELECTOR(xType, yType, zType, functions::scalar::ScalarTransform,
::transform(opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, hScalars, dimension, dimensionLength,
tadShapeInfo, tadOffsets, tadShapeInfoZ, tadOffsetsZ, start, stop),
SD_COMMON_TYPES, SD_COMMON_TYPES, SD_FLOAT_TYPES);
};
samediff::Threads::parallel_tad(func, 0, yLen, 1, sd::math::sd_min<int>(yLen, sd::Environment::getInstance().maxMasterThreads()));
}
@@ -0,0 +1,39 @@
/* ******************************************************************************
*
* Scalar TAD operations - INTEGER OUTPUT TYPES ONLY
*
******************************************************************************/
#include <system/op_boilerplate.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/scalar.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
// TAD execScalarInt - integer output types only (13 x 13 x 9 = 1,521 combinations)
void NativeOpExecutioner::execScalarInt(sd::LaunchContext *lc, int opNum, void const *hX, sd::LongType const *hXShapeInfo,
void const *dX, sd::LongType const *dXShapeInfo, void *extraParams, void *hZ,
sd::LongType const *hZShapeInfo, void *dZ, sd::LongType const *dZShapeInfo,
void const *hScalars, sd::LongType const *hScalarShapeInfo, void const *dScalars,
sd::LongType const *dScalarShapeInfo, sd::LongType *dimension, sd::LongType dimensionLength,
sd::LongType const *tadShapeInfo, sd::LongType const *tadOffsets,
sd::LongType const *tadShapeInfoZ, sd::LongType const *tadOffsetsZ) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto yType = sd::ArrayOptions::dataType(hScalarShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto yLen = shape::length(hScalarShapeInfo);
auto func = PRAGMA_THREADS_FOR {
BUILD_TRIPLE_SELECTOR(xType, yType, zType, functions::scalar::ScalarTransform,
::transform(opNum, hX, hXShapeInfo, extraParams, hZ, hZShapeInfo, hScalars, dimension, dimensionLength,
tadShapeInfo, tadOffsets, tadShapeInfoZ, tadOffsetsZ, start, stop),
SD_COMMON_TYPES, SD_COMMON_TYPES, SD_INTEGER_TYPES);
};
samediff::Threads::parallel_tad(func, 0, yLen, 1, sd::math::sd_min<int>(yLen, sd::Environment::getInstance().maxMasterThreads()));
}
@@ -0,0 +1,58 @@
/* ******************************************************************************
*
* SummaryStats operations - uses SD_COMMON_TYPES and SD_FLOAT_TYPES
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/summarystatsreduce.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execSummaryStats(sd::LaunchContext *lc, int opNum, const void *hX,
sd::LongType *hXShapeInfo, const void *dX,
sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
sd::LongType *hZShapeInfo, void *dZ, sd::LongType *dZShapeInfo,
bool biasCorrected) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(xType, zType, functions::summarystats::SummaryStatsReduce,
::exec(opNum, biasCorrected, const_cast<void *>(hX), hXShapeInfo, extraParams, hZ, hZShapeInfo, nullptr, 1),
SD_COMMON_TYPES, SD_FLOAT_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execSummaryStatsScalar(sd::LaunchContext *lc, int opNum, const void *hX,
sd::LongType *hXShapeInfo, const void *dX,
sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
sd::LongType *hZShapeInfo, void *dZ,
sd::LongType *dZShapeInfo, bool biasCorrected) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(xType, zType, functions::summarystats::SummaryStatsReduce,
::execScalar(opNum, biasCorrected, const_cast<void *>(hX), hXShapeInfo, extraParams, hZ, hZShapeInfo),
SD_COMMON_TYPES, SD_FLOAT_TYPES);
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execSummaryStats(sd::LaunchContext *lc, int opNum, const void *hX,
sd::LongType *hXShapeInfo, const void *dX,
sd::LongType *dXShapeInfo, void *extraParams, void *hZ,
sd::LongType *hZShapeInfo, void *dZ, sd::LongType *dZShapeInfo,
sd::LongType *dimension, sd::LongType dimensionLength, sd::LongType *tadShapeInfo,
sd::LongType *tadOffsets, bool biasCorrected) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
BUILD_DOUBLE_SELECTOR(
xType, zType, functions::summarystats::SummaryStatsReduce,
::exec(opNum, biasCorrected, const_cast<void *>(hX), hXShapeInfo, extraParams, hZ, hZShapeInfo, dimension, dimensionLength),
SD_COMMON_TYPES, SD_FLOAT_TYPES);
}
@@ -0,0 +1,131 @@
/* ******************************************************************************
*
* Transform operations - uses SD_COMMON_TYPES, SD_FLOAT_TYPES, SD_BOOL_TYPES, SD_STRING_TYPES
*
******************************************************************************/
// Selective rendering - MUST be included before types.h to define HAS_* flags
// Note: string_types.h removed to reduce file size - strings will be added separately later
#include <system/selective_rendering/core.h>
#include <system/selective_rendering/bool_types.h>
#include <system/selective_rendering/float_types.h>
#include <system/selective_rendering/bfloat_types.h>
#include <system/selective_rendering/int_types.h>
#include <system/selective_rendering/uint_types.h>
#include <array/DataTypeUtils.h>
#include <exceptions/datatype_exception.h>
#include <execution/Threads.h>
#include <legacy/NativeOpExecutioner.h>
#include <loops/transform_any.h>
#include <loops/transform_bool.h>
#include <loops/transform_float.h>
#include <loops/transform_same.h>
#include <loops/transform_strict.h>
#include <types/types.h>
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execTransformFloat(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, void *extraParams) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto func = PRAGMA_THREADS_DO {
BUILD_DOUBLE_SELECTOR(xType, zType, functions::transform::TransformFloat,
::exec(opNum, hX, hXShapeInfo, hZ, hZShapeInfo, extraParams, thread_id, numThreads),
SD_COMMON_TYPES, SD_FLOAT_TYPES);
};
samediff::Threads::parallel_do(
func, sd::math::sd_max<int>(1, sd::math::sd_min<int>(shape::length(hZShapeInfo) / 1024,
sd::Environment::getInstance().maxMasterThreads())));
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execTransformBool(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, void *extraParams) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto func = PRAGMA_THREADS_DO {
BUILD_DOUBLE_SELECTOR(xType, zType, functions::transform::TransformBool,
::exec(opNum, hX, hXShapeInfo, hZ, hZShapeInfo, extraParams, thread_id, numThreads),
SD_COMMON_TYPES, SD_BOOL_TYPES);
};
samediff::Threads::parallel_do(
func, sd::math::sd_max<int>(1, sd::math::sd_min<int>(shape::length(hZShapeInfo) / 1024,
sd::Environment::getInstance().maxMasterThreads())));
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execTransformAny(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, void *extraParams,
bool allowParallelism) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
// String type handling removed temporarily - will be added in separate file to manage compilation size
{
auto func = PRAGMA_THREADS_DO {
BUILD_DOUBLE_SELECTOR(xType, zType, functions::transform::TransformAny,
::exec(opNum,
hX,
hXShapeInfo,
hZ, hZShapeInfo,
extraParams,
thread_id,
numThreads),
SD_COMMON_TYPES, SD_COMMON_TYPES);
};
samediff::Threads::parallel_do(
func, sd::math::sd_max(static_cast<sd::LongType>(1),
sd::math::sd_min(shape::length(hZShapeInfo) / 1024,
static_cast<sd::LongType>(sd::Environment::getInstance().maxMasterThreads()))));
}
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execTransformSame(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *hZ, const sd::LongType *hZShapeInfo,
void *dZ, const sd::LongType *dZShapeInfo, void *extraParams,
const sd::LongType *tadShapeInfo, const sd::LongType *tadOffsets) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto func = PRAGMA_THREADS_DO {
BUILD_SINGLE_SELECTOR(xType, functions::transform::TransformSame,
::exec(opNum, hX, hXShapeInfo, hZ, hZShapeInfo, extraParams, thread_id, numThreads),
SD_COMMON_TYPES);
};
samediff::Threads::parallel_do(
func, sd::math::sd_max<int>(1, sd::math::sd_min<int>(shape::length(hZShapeInfo) / 1024,
sd::Environment::getInstance().maxMasterThreads())));
}
////////////////////////////////////////////////////////////////////////
void NativeOpExecutioner::execTransformStrict(sd::LaunchContext *lc, int opNum, const void *hX,
const sd::LongType *hXShapeInfo, const void *dX,
const sd::LongType *dXShapeInfo, void *hZ,
const sd::LongType *hZShapeInfo, void *dZ,
const sd::LongType *dZShapeInfo, void *extraParams) {
auto xType = sd::ArrayOptions::dataType(hXShapeInfo);
auto zType = sd::ArrayOptions::dataType(hZShapeInfo);
auto func = PRAGMA_THREADS_DO {
BUILD_SINGLE_SELECTOR(xType, functions::transform::TransformStrict,
::exec(opNum, hX, hXShapeInfo, hZ, hZShapeInfo, extraParams, thread_id, numThreads),
SD_FLOAT_TYPES);
};
samediff::Threads::parallel_do(
func, sd::math::sd_max<int>(1, sd::math::sd_min<int>(shape::length(hZShapeInfo) / 1024,
sd::Environment::getInstance().maxMasterThreads())));
}
File diff suppressed because it is too large Load Diff
@@ -0,0 +1,21 @@
#include <legacy/NativeOps.h>
#include <array/DataBufferLifecycleTracker.h>
#include <array/DataBuffer.h>
#include <vector>
SD_LIB_EXPORT void recordJavaDataBufferAllocation(OpaqueDataBuffer *buffer, long size, int dataType, bool isWorkspace) {
#if defined(SD_GCC_FUNCTRACE)
if (buffer != nullptr) {
sd::array::DataBufferLifecycleTracker::getInstance().recordAllocation(
buffer->primary(), size, (sd::DataType)dataType, sd::array::BufferType::PRIMARY, buffer, isWorkspace, sd::array::DataBufferSegment::JAVA);
}
#endif
}
SD_LIB_EXPORT void recordJavaDataBufferDeallocation(OpaqueDataBuffer *buffer) {
#if defined(SD_GCC_FUNCTRACE)
if (buffer != nullptr) {
sd::array::DataBufferLifecycleTracker::getInstance().recordDeallocation(buffer->primary(), sd::array::BufferType::PRIMARY);
}
#endif
}
@@ -0,0 +1,24 @@
#include <legacy/NativeOps.h>
#include <array/NDArrayLifecycleTracker.h>
#include <array/NDArray.h>
#include <vector>
SD_LIB_EXPORT void recordJavaNDArrayAllocation(OpaqueNDArray array, long size, int dataType, bool isView) {
#if defined(SD_GCC_FUNCTRACE)
auto ptr = reinterpret_cast<sd::NDArray*>(array);
std::vector<sd::LongType> shapeVector;
if(ptr != nullptr && ptr->shapeInfo() != nullptr) {
for(int i = 0; i < ptr->rankOf(); i++) {
shapeVector.push_back(ptr->shapeOf()[i]);
}
}
sd::array::NDArrayLifecycleTracker::getInstance().recordAllocation(
array, size, (sd::DataType)dataType, shapeVector, isView, sd::array::NDArraySegment::JAVA);
#endif
}
SD_LIB_EXPORT void recordJavaNDArrayDeallocation(OpaqueNDArray array) {
#if defined(SD_GCC_FUNCTRACE)
sd::array::NDArrayLifecycleTracker::getInstance().recordDeallocation(array);
#endif
}
@@ -0,0 +1,24 @@
#include <legacy/NativeOps.h>
#include <graph/OpContextLifecycleTracker.h>
#include <graph/Context.h>
void recordJavaOpContextAllocation(OpaqueContext *context, int nodeId, long fastpathInSize, long fastpathOutSize, long intermediateResultsSize, long handlesSize, bool hasWorkspace, bool isFastPath) {
#if defined(SD_GCC_FUNCTRACE)
if (context != nullptr) {
sd::graph::OpContextLifecycleTracker::getInstance().recordAllocation(
context, nodeId, fastpathInSize, fastpathOutSize, intermediateResultsSize, handlesSize, hasWorkspace, isFastPath, sd::graph::OpContextSegment::JAVA);
}
#endif
}
void recordJavaOpContextDeallocation(OpaqueContext *context) {
#if defined(SD_GCC_FUNCTRACE)
if (context != nullptr) {
sd::graph::OpContextLifecycleTracker::getInstance().recordDeallocation(context);
}
#endif
}