chore: import upstream snapshot with attribution
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/* ******************************************************************************
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*
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*
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* This program and the accompanying materials are made available under the
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* terms of the Apache License, Version 2.0 which is available at
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* https://www.apache.org/licenses/LICENSE-2.0.
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*
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* See the NOTICE file distributed with this work for additional
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* information regarding copyright ownership.
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* License for the specific language governing permissions and limitations
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* under the License.
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*
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* SPDX-License-Identifier: Apache-2.0
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******************************************************************************/
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//
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// @author raver119@gmail.com
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// @author Yurii Shyrma (iuriish@yahoo.com)
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//
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#include <helpers/ConstantTadHelper.h>
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#include <helpers/Loops.h>
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#include <helpers/OmpLaunchHelper.h>
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#include <loops/legacy_ops.h>
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#include <loops/reduce_long.h>
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#include <system/op_boilerplate.h>
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#include <types/types.h>
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using namespace simdOps;
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namespace functions {
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namespace reduce {
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template <typename X, typename Z>
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template <typename OpType>
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void SD_HOST ReduceLongFunction<X, Z>::execScalar(const void *vx, const sd::LongType *xShapeInfo, void *vextraParams,
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void *vz, const sd::LongType *zShapeInfo) {
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auto x = reinterpret_cast<const X *>(vx);
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auto z = reinterpret_cast<Z *>(vz);
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// For reduce_long operations like MatchCondition, extraParams contain comparison values
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// (e.g., compare value, epsilon) that must remain in input type X, not be converted to Z.
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// Converting double→LongType would truncate 0.5→0, breaking comparisons.
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auto compatibleExtraParams = reinterpret_cast<X*>(vextraParams);
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const sd::LongType length = shape::length(xShapeInfo);
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if (shape::isEmptyConst(xShapeInfo)) {
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z[0] = static_cast<Z>(OpType::startingValue(x));
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return;
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}
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if (sd::ArrayOptions::arrayType(xShapeInfo) == sd::ArrayType::EMPTY) {
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if (sd::ArrayOptions::arrayType(zShapeInfo) == sd::ArrayType::EMPTY) return;
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const auto startingVal = static_cast<Z>(OpType::startingValue(x));
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for (sd::LongType i = 0; i < length; i++) z[i] = startingVal;
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return;
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}
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int maxThreads = sd::math::sd_min<int>(64, sd::Environment::getInstance().maxThreads());
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typename OpType::InterType intermediate[64];
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PRAGMA_OMP_SIMD
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for (auto e = 0; e < maxThreads; e++) {
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intermediate[e] = static_cast<typename OpType::InterType>(OpType::startingValue(x));
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}
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sd::LongType xRank = shape::rank(xShapeInfo);
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sd::LongType* xShape = shape::shapeOf(xShapeInfo);
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sd::LongType* xStride = shape::stride(xShapeInfo);
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auto func = PRAGMA_THREADS_FOR {
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sd::LongType coords[SD_MAX_RANK];
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for (auto i = start; i < stop; i++) {
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INDEX2COORDS(i, xRank, xShape, coords);
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sd::LongType indexOffset;
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COORDS2INDEX(xRank, xStride, coords, indexOffset);
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intermediate[thread_id] = OpType::update(
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intermediate[thread_id],
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OpType::op(x[indexOffset], compatibleExtraParams),
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compatibleExtraParams);
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}
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};
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maxThreads = samediff::Threads::parallel_for(func, 0, length, 1, maxThreads);
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for (int e = 1; e < maxThreads; e++)
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intermediate[0] = OpType::update(intermediate[0], intermediate[e], compatibleExtraParams);
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z[0] = OpType::postProcess(intermediate[0], length, compatibleExtraParams);
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}
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template <typename X, typename Z>
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template <typename OpType>
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Z SD_HOST ReduceLongFunction<X, Z>::execScalar(const void *vx, const sd::LongType *xShapeInfo, void *vextraParams) {
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auto x = reinterpret_cast<const X *>(vx);
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// For reduce_long operations like MatchCondition, extraParams contain comparison values
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// (e.g., compare value, epsilon) that must remain in input type X, not be converted to Z.
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// Converting double→LongType would truncate 0.5→0, breaking comparisons.
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auto compatibleExtraParams = reinterpret_cast<X*>(vextraParams);
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const sd::LongType length = shape::length(xShapeInfo);
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auto startingValue = static_cast<typename OpType::InterType>(OpType::startingValue(x));
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sd::LongType xRank = shape::rank(xShapeInfo);
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sd::LongType* xShape = shape::shapeOf(xShapeInfo);
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sd::LongType* xStride = shape::stride(xShapeInfo);
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sd::LongType coords[SD_MAX_RANK];
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for (sd::LongType i = 0; i < length; i++) {
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INDEX2COORDS(i, xRank, xShape, coords);
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sd::LongType indexOffset;
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COORDS2INDEX(xRank, xStride, coords, indexOffset);
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startingValue = OpType::update(startingValue, OpType::op(x[indexOffset], compatibleExtraParams), compatibleExtraParams);
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}
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Z result = OpType::postProcess(startingValue, length, compatibleExtraParams);
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return result;
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}
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template <typename X, typename Z>
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Z ReduceLongFunction<X, Z>::execScalar(const int opNum, const void *x, const sd::LongType *xShapeInfo,
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void *extraParams) {
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RETURNING_DISPATCH_BY_OPNUM_TT(execScalar, PARAMS(x, xShapeInfo, extraParams), REDUCE_LONG_OPS);
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}
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template <typename X, typename Z>
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void ReduceLongFunction<X, Z>::execScalar(const int opNum, const void *x, const sd::LongType *xShapeInfo,
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void *extraParams, void *z, const sd::LongType *zShapeInfo) {
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DISPATCH_BY_OPNUM_TT(execScalar, PARAMS(x, xShapeInfo, extraParams, z, zShapeInfo), REDUCE_LONG_OPS);
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}
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template <typename X, typename Z>
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template <typename OpType>
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void SD_HOST ReduceLongFunction<X, Z>::exec(const void *x, const sd::LongType *xShapeInfo, void *extraParams,
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void *vresult, const sd::LongType *resultShapeInfo) {
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auto z = reinterpret_cast<Z *>(vresult);
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z[0] = execScalar<OpType>(x, xShapeInfo, extraParams);
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}
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template <typename X, typename Z>
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template <typename OpType>
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Z SD_HOST ReduceLongFunction<X, Z>::execScalar(const void *vx, sd::LongType xEws, sd::LongType length,
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void *vextraParams) {
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auto x = reinterpret_cast<const X *>(vx);
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// For reduce_long operations like MatchCondition, extraParams contain comparison values
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// (e.g., compare value, epsilon) that must remain in input type X, not be converted to Z.
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// Converting double→LongType would truncate 0.5→0, breaking comparisons.
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auto compatibleExtraParams = reinterpret_cast<X*>(vextraParams);
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int maxThreads = sd::math::sd_min<int>(64, sd::Environment::getInstance().maxThreads());
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typename OpType::InterType intermediate[64];
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PRAGMA_OMP_SIMD
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for (auto e = 0; e < maxThreads; e++) {
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intermediate[e] = static_cast<typename OpType::InterType>(OpType::startingValue(x));
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}
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auto func = PRAGMA_THREADS_FOR {
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if (xEws == 1) {
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for (auto i = start; i < stop; i++) {
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intermediate[thread_id] = OpType::update(intermediate[thread_id], OpType::op(x[i], compatibleExtraParams), compatibleExtraParams);
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}
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} else {
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for (auto i = start; i < stop; i++) {
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intermediate[thread_id] =
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OpType::update(intermediate[thread_id], OpType::op(x[i * xEws], compatibleExtraParams), compatibleExtraParams);
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}
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}
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};
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maxThreads = samediff::Threads::parallel_for(func, 0, length, 1, maxThreads);
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for (int e = 1; e < maxThreads; e++)
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intermediate[0] = OpType::update(intermediate[0], intermediate[e], compatibleExtraParams);
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Z result = OpType::postProcess(intermediate[0], length, compatibleExtraParams);
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return result;
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}
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template <typename X, typename Z>
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template <typename OpType>
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void SD_HOST ReduceLongFunction<X, Z>::exec(sd::memory::Workspace *workspace, const void *vx,
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const sd::LongType *xShapeInfo, void *vextraParams, void *vz,
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const sd::LongType *zShapeInfo, const sd::LongType *dims) {
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const X *x = reinterpret_cast<const X *>(vx);
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Z *z = reinterpret_cast<Z *>(vz);
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// For reduce_long operations like MatchCondition, extraParams contain comparison values
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// (e.g., compare value, epsilon) that must remain in input type X, not be converted to Z.
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// Converting double→LongType would corrupt the comparison values.
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auto compatibleExtraParams = reinterpret_cast<X*>(vextraParams);
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const int xRank = shape::rank(xShapeInfo);
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const int zRank = shape::rank(zShapeInfo);
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if (sd::ArrayOptions::arrayType(xShapeInfo) == sd::ArrayType::EMPTY) {
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const auto startingVal = static_cast<Z>(OpType::startingValue(x));
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const auto zLen = shape::length(zShapeInfo);
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for (sd::LongType i = 0; i < zLen; i++) z[i] = startingVal;
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return;
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}
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if (shape::length(zShapeInfo) == 1) {
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z[0] = execScalar<OpType>(x, xShapeInfo, vextraParams);
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return;
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}
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if (OpType::requiresSpecialAccumulation) {
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// For execSpecial, use original LongType* extraParams as expected by that API
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auto originalParams = reinterpret_cast<sd::LongType *>(vextraParams);
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OpType::execSpecial(x, xShapeInfo, originalParams, z, zShapeInfo, const_cast<sd::LongType *>(dims) + zRank,
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xRank - zRank, nullptr, nullptr);
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return;
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}
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// Call ReductionLongLoops with properly typed X* extraParams
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sd::ReductionLongLoops<X, Z>::template innerloopReduce<OpType>(workspace, x, xShapeInfo, z, zShapeInfo, dims, compatibleExtraParams);
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}
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template <typename X, typename Z>
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void ReduceLongFunction<X, Z>::exec(const int opNum, sd::memory::Workspace *workspace, const void *vx,
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const sd::LongType *xShapeInfo, void *vextraParams, void *vz,
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const sd::LongType *zShapeInfo, sd::LongType *dims) {
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DISPATCH_BY_OPNUM_TT(exec, PARAMS(workspace, vx, xShapeInfo, vextraParams, vz, zShapeInfo, dims), REDUCE_LONG_OPS);
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}
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} // namespace reduce
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} // namespace functions
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