/* ****************************************************************************** * * * 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 #if NOT_EXCLUDED(OP_roll) #include #include #include namespace sd { namespace ops { CONFIGURABLE_OP_IMPL(roll, 1, 1, true, 0, 0) { auto output = OUTPUT_VARIABLE(0); auto input = INPUT_VARIABLE(0); int inputLen = input->lengthOf(); bool shiftIsLinear = block.width() == 1; std::vector axes; std::vector shifts; if (block.width() > 1) { REQUIRE_TRUE(block.width() == 3, 0, "roll: 3 arguments required for roll - input, shifts and axes. But %i given.", block.width()); auto axesI = INPUT_VARIABLE(2); auto shiftsI = INPUT_VARIABLE(1); REQUIRE_TRUE(axesI->rankOf() == shiftsI->rankOf(), 0, "roll: shifts and axes should be the same rank, but %i and %i given.", (int)shiftsI->rankOf(), (int)axesI->rankOf()); REQUIRE_TRUE(axesI->lengthOf() == shiftsI->lengthOf(), 0, "roll: shifts and axes should be the same length, but %i and %i given.", (int)shiftsI->lengthOf(), (int)axesI->lengthOf()); helpers::adjustAxis(axesI->lengthOf(), axesI, axes ); shifts.resize(shiftsI->lengthOf()); for (Nd4jLong i = 0; i < shiftsI->lengthOf(); i++) { auto shift = shiftsI->e(i); if (shift < 0) { shift -= input->sizeAt(i) * (shift / inputLen - 1); } else if(shift != 0) { shift %= input->sizeAt(i); } shifts[i] = shift; } } else { int shift = INT_ARG(0); if (shift < 0) { // convert shift to positive value between 1 and inputLen - 1 shift -= inputLen * (shift / inputLen - 1); } else if(shift != 0) // cut shift to value between 1 and inputLen - 1 shift %= inputLen; axes.resize(block.getIArguments()->size() - 1); if (axes.size()) shifts.resize(axes.size());//emplace_back(shift); else shifts.push_back(shift); for (auto& s: shifts) s = shift; for (unsigned e = 0; e < axes.size(); ++e) { int axis = INT_ARG(e + 1); REQUIRE_TRUE(axis < input->rankOf() && axis >= -input->rankOf(), 0, "roll: axe value should be between -%i and %i, but %i was given.", input->rankOf(), input->rankOf() - 1, axis); axes[e] = (axis < 0? (input->rankOf() + axis) : axis); } } if (block.isInplace()) output = input; shiftIsLinear = (axes.size() == 0) || (input->rankOf() == 1); nd4j_debug("Roll: Shift is linear %d Shift is %d, first dimension is %d\n",shiftIsLinear,shifts[0],axes[0]); bool shiftsSumZero = false; auto shiftSum = 0; for (auto& s: shifts) { shiftSum += s; nd4j_debug("Roll: Shift is %d\n",s); } //all zeros is no op if(shiftSum < 1) { nd4j_debug("Roll: No shift needed. Shift total was %d\n",shiftSum); if(!block.isInplace()) { output->assign(input); } return Status::OK(); } if (shiftIsLinear) { helpers::rollFunctorLinear(block.launchContext(), input, output, shifts[0], block.isInplace()); } else { helpers::rollFunctorFull(block.launchContext(), input, output, shifts, axes, block.isInplace()); } return Status::OK(); } DECLARE_TYPES(roll) { getOpDescriptor() ->setAllowedInputTypes(0,sd::DataType::ANY) ->setAllowedInputTypes(1,sd::DataType::INT32) // TODO: all ints in future ->setAllowedInputTypes(2,sd::DataType::INT32) ->setAllowedOutputTypes(sd::DataType::ANY) ->setSameMode(true); } } } #endif