cavis/libnd4j/include/ops/declarable/generic/shape/reshape.cpp

/* ******************************************************************************
 *
 *
 * 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
 ******************************************************************************/

//
// Created by raver119 on 29/10/17.
//

#include <system/op_boilerplate.h>
#if NOT_EXCLUDED(OP_reshape)
#include <ops/declarable/CustomOperations.h>
namespace sd {
namespace ops {

//////////////////////////////////////////////////////////////////////////
// here iArgs is a vector with (optional) negative of order as first element:
// ({-order, dim1, dim2, dim3, ...})
CUSTOM_OP_IMPL(reshape, 1, 1, false, 0, -2) {

  auto x = INPUT_VARIABLE(0);
  auto z = OUTPUT_VARIABLE(0);

  // Special case: empty.reshape(<other empty shape>) -> return empty
  if (x->isEmpty()) {
    REQUIRE_TRUE(z->isEmpty(), 0,
                 "Reshape: when input is empty, output must also be empty");
    return Status::OK(); // No op
  }

  REQUIRE_TRUE(x->lengthOf() == z->lengthOf(), 0,
               "Reshape: lengths before and after reshape should match, but "
               "got %i vs %i",
               x->lengthOf(), z->lengthOf());

  if (Environment::getInstance().isDebugAndVerbose())
    nd4j_printv("Reshape: new shape", z->getShapeAsVector());

  z->assign(x->reshape(z->ordering(), z->getShapeAsVector()));

  return Status::OK();
}

DECLARE_TYPES(reshape) {
  getOpDescriptor()
      ->setAllowedInputTypes(0, sd::DataType::ANY)
      ->setAllowedInputTypes(1, {ALL_INTS})
      ->setSameMode(true);
}

DECLARE_SHAPE_FN(reshape) {

  const auto x = INPUT_VARIABLE(0);

  std::vector<int> reshapeArgs;
  std::vector<Nd4jLong> shapeNew;
  char orderNew = 'c';
  /**
   * NOTE: The value here is negative as a flag.
   * A negative value signifies 1 of 3 values:
   * -1 -> dynamic shape
   * -99 -> c ordering
   * -102 -> f ordering
   *
   */
  if (block.width() == 1) {
    reshapeArgs = *block.getIArguments();
    if (!reshapeArgs.empty()) {
      char potentialOrdering = (char)-reshapeArgs[0];
      orderNew = potentialOrdering;
      if (potentialOrdering != 'c' && potentialOrdering != 'f') {
        throw std::runtime_error(
            "reshape:: Value passed in must be -99 or -102 for the ordering if "
            "an int array is present. -99 represents c ordering and -102 "
            "represents f ordering. This number is negative for the long array "
            "case to flag the difference between an ordering and a dimension "
            "being specified.");
      }

      nd4j_debug("Reshape Ordering is %c int ordering is %d\n", orderNew,
                 -reshapeArgs[0]);

      if (orderNew == 'c' || orderNew == 'f')
        reshapeArgs.erase(
            reshapeArgs
                .begin()); // remove first element being order in this case
    }
  } else {
    reshapeArgs = INPUT_VARIABLE(1)->getBufferAsVector<int>();
    if (block.numI() > 0) {
      // Note here that the ordering for this case can not be negative.
      // Negative is used in the long array case to be used as a flag to
      // differntiate between a 99 or 102 shaped array and
      // the ordering. You can't have a -99 or -102 shaped array.
      char potentialOrdering = (char)reshapeArgs[0];
      if (potentialOrdering != 'c' && potentialOrdering != 'f') {
        throw std::runtime_error(
            "reshape:: Value passed in must be -99 or -102 for the ordering if "
            "an int array is present. -99 represents c ordering and -102 "
            "represents f ordering.");
      }

      orderNew = potentialOrdering;
    } else
      orderNew = 'c';
  }

  REQUIRE_TRUE(!reshapeArgs.empty() || x->lengthOf() == 1, 0,
               "Reshape buffer should have at least 1 dimension !");

  Nd4jLong newShapeLen = 1;
  int pos = -1;
  bool newShapeEmpty = false;

  for (int i = 0; i < reshapeArgs.size(); ++i) {
    const int dim = reshapeArgs[i];
    if (dim == -1) {
      REQUIRE_TRUE(pos == -1, 0,
                   "Reshape : Only one unknown dimension (-1) is allowed.");
      pos = i;
      shapeNew.push_back(1);
    } else if (dim == 0) {
      shapeNew.push_back(0);
      newShapeEmpty = true;
    } else {
      shapeNew.push_back(dim);
      newShapeLen *= dim;
    }
  }

  if (pos != -1) {

    Nd4jLong xLen = x->lengthOf();
    if (x->isEmpty()) {
      xLen = 1;
      for (uint i = 0; i < x->rankOf();
           ++i) // take into account possible empty shapes
        if (x->sizeAt(i) > 0 || !newShapeEmpty)
          xLen *= x->sizeAt(i);
    }

    shapeNew[pos] = xLen / newShapeLen;
  }

  auto len = shape::prodLong(shapeNew.data(), shapeNew.size());
  REQUIRE_TRUE(x->lengthOf() == len, 0,
               "Reshape: lengths before and after reshape should match, but "
               "got %i vs %i",
               x->lengthOf(), len);

  return SHAPELIST(ConstantShapeHelper::getInstance().createShapeInfo(
      x->dataType(), orderNew, shapeNew));
}

} // namespace ops
} // namespace sd

#endif