Files
2026-07-13 12:47:05 +08:00

70 lines
2.2 KiB
C++

/* ******************************************************************************
*
*
* 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.
*
* See the NOTICE file distributed with this work for additional
* information regarding copyright ownership.
* 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>
#if NOT_EXCLUDED(OP_knn_mindistance)
#include <ops/declarable/helpers/knn.h>
namespace sd {
namespace ops {
namespace helpers {
template <typename T>
void mindistance_(const void *vinput, const void *vlow, const void *vhigh, int32_t length, void *vout) {
auto input = reinterpret_cast<const T *>(vinput);
auto low = reinterpret_cast<const T *>(vlow);
auto high = reinterpret_cast<const T *>(vhigh);
auto output = reinterpret_cast<T *>(vout);
T res = static_cast<T>(0.0f);
T po = static_cast<T>(2.f);
T o = static_cast<T>(1.f);
for (auto e = 0; e < length; e++) {
T p = input[e];
T l = low[e];
T h = high[e];
if (!(l <= p || h <= p)) {
if (p < l)
res += math::sd_pow<T, T, T>((p - o), po);
else
res += math::sd_pow<T, T, T>((p - h), po);
}
}
output[0] = math::sd_pow<T, T, T>(res, static_cast<T>(0.5f));
}
void knn_mindistance(NDArray&input, NDArray&lowest, NDArray&highest, NDArray &output) {
NDArray::preparePrimaryUse({&output}, {&input, &lowest, &highest});
BUILD_SINGLE_SELECTOR(input.dataType(), mindistance_,
(input.buffer(), lowest.buffer(), highest.buffer(), input.lengthOf(), output.buffer()),
SD_FLOAT_TYPES);
NDArray::registerPrimaryUse({&output}, {&input, &lowest, &highest});
}
} // namespace helpers
} // namespace ops
} // namespace sd
#endif