/******************************************************************************* * Copyright (c) 2015-2018 Skymind, Inc. * * 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. * * 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 Yurii Shyrma, created on 30.11.2017 // #include #if NOT_EXCLUDED(OP_lstmCell) #include #include namespace sd { namespace ops { ////////////////////////////////////////////////////////////////////////// CUSTOM_OP_IMPL(lstmCell, 8, 2, false, 3, 2) { auto xt = INPUT_VARIABLE(0); // input [bS x inSize] auto ht_1 = INPUT_VARIABLE(1); // previous cell output [bS x numProj], that is at previous time step t-1, in case of projection=false -> numProj=numUnits!!! auto ct_1 = INPUT_VARIABLE(2); // previous cell state [bS x numUnits], that is at previous time step t-1 auto Wx = INPUT_VARIABLE(3); // input-to-hidden weights, [inSize x 4*numUnits] auto Wh = INPUT_VARIABLE(4); // hidden-to-hidden weights, [numProj x 4*numUnits] auto Wc = INPUT_VARIABLE(5); // diagonal weights for peephole connections [3*numUnits] auto Wp = INPUT_VARIABLE(6); // projection weights [numUnits x numProj] auto b = INPUT_VARIABLE(7); // biases, [4*numUnits] auto ht = OUTPUT_VARIABLE(0); // current cell output [bS x numProj], that is at current time step t auto ct = OUTPUT_VARIABLE(1); // current cell state [bS x numUnits], that is at current time step t const int peephole = INT_ARG(0); // if 1, provide peephole connections const int projection = INT_ARG(1); // if 1, then projection is performed, if false then numProj==numUnits is mandatory!!!! // FIXME: double? const double clippingCellValue = T_ARG(0); // clipping value for ct, if it is not equal to zero, then cell state is clipped const double clippingProjValue = T_ARG(1); // clipping value for projected ht, if it is not equal to zero, then projected cell output is clipped const double forgetBias = T_ARG(2); const int rank = xt->rankOf(); const int bS = xt->sizeAt(0); const int inSize = xt->sizeAt(1); const int numProj = ht_1->sizeAt(1); const int numUnits = ct_1->sizeAt(1); // input shapes validation const std::vector correctHt_1Shape = {bS, numProj}; const std::vector correctCt_1Shape = {bS, numUnits}; const std::vector correctWxShape = {inSize, 4*numUnits}; const std::vector correctWhShape = {numProj, 4*numUnits}; const std::vector correctWcShape = {3*numUnits}; const std::vector correctWpShape = {numUnits, numProj}; const std::vector correctBShape = {4*numUnits}; REQUIRE_TRUE(ht_1->isSameShape(correctHt_1Shape), 0, "LSTMCELL operation: wrong shape of initial cell output, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctHt_1Shape).c_str(), ShapeUtils::shapeAsString(ht_1).c_str()); REQUIRE_TRUE(ct_1->isSameShape(correctCt_1Shape), 0, "LSTMCELL operation: wrong shape of initial cell state, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctCt_1Shape).c_str(), ShapeUtils::shapeAsString(ct_1).c_str()); REQUIRE_TRUE(Wx->isSameShape(correctWxShape), 0, "LSTMCELL operation: wrong shape of input-to-hidden weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWxShape).c_str(), ShapeUtils::shapeAsString(Wx).c_str()); REQUIRE_TRUE(Wh->isSameShape(correctWhShape), 0, "LSTMCELL operation: wrong shape of hidden-to-hidden weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWhShape).c_str(), ShapeUtils::shapeAsString(Wh).c_str()); REQUIRE_TRUE(Wc->isSameShape(correctWcShape), 0, "LSTMCELL operation: wrong shape of diagonal weights for peephole connections, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWcShape).c_str(), ShapeUtils::shapeAsString(Wc).c_str()); REQUIRE_TRUE(Wp->isSameShape(correctWpShape), 0, "LSTMCELL operation: wrong shape of projection weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWpShape).c_str(), ShapeUtils::shapeAsString(Wp).c_str()); REQUIRE_TRUE(b->isSameShape(correctBShape), 0, "LSTMCELL operation: wrong shape of biases, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctBShape).c_str(), ShapeUtils::shapeAsString(b).c_str()); REQUIRE_TRUE(!(!projection && numUnits != numProj), 0, "LSTMCELL operation: projection option is switched of, and in this case output dimensionality for the projection matrices (numProj) must be equal to number of units in lstmCell !"); // calculations helpers::lstmCell(block.launchContext(), xt,ht_1,ct_1, Wx,Wh,Wc,Wp, b, ht,ct, {(double)peephole, (double)projection, clippingCellValue, clippingProjValue, forgetBias}); return Status::OK(); } DECLARE_TYPES(lstmCell) { getOpDescriptor() ->setAllowedInputTypes(sd::DataType::ANY) ->setAllowedOutputTypes({ALL_FLOATS}); } DECLARE_SHAPE_FN(lstmCell) { auto xtShapeInfo = inputShape->at(0); // input [bS x inSize] auto ht_1ShapeInfo = inputShape->at(1); // previous cell output [bS x numProj], that is at previous time step t-1, in case of projection=false -> numProj=numUnits!!! auto ct_1ShapeInfo = inputShape->at(2); // previous cell state [bS x numUnits], that is at previous time step t-1 auto WxShapeInfo = inputShape->at(3); // input-to-hidden weights, [inSize x 4*numUnits] auto WhShapeInfo = inputShape->at(4); // hidden-to-hidden weights, [numProj x 4*numUnits] auto WcShapeInfo = inputShape->at(5); // diagonal weights for peephole connections [3*numUnits] auto WpShapeInfo = inputShape->at(6); // projection weights [numUnits x numProj] auto bShapeInfo = inputShape->at(7); // biases, [4*numUnits] const int rank = shape::rank(xtShapeInfo); const auto bS = xtShapeInfo[1]; const auto inSize = xtShapeInfo[2]; const auto numProj = ht_1ShapeInfo[2]; const auto numUnits = ct_1ShapeInfo[2]; // input shapes validation const std::vector correctHt_1Shape = {bS, numProj}; const std::vector correctCt_1Shape = {bS, numUnits}; const std::vector correctWxShape = {inSize, 4*numUnits}; const std::vector correctWhShape = {numProj, 4*numUnits}; const std::vector correctWcShape = {3*numUnits}; const std::vector correctWpShape = {numUnits, numProj}; const std::vector correctBShape = {4*numUnits}; REQUIRE_TRUE(ShapeUtils::areShapesEqual(ht_1ShapeInfo, correctHt_1Shape), 0, "LSTMCELL operation: wrong shape of initial cell output, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctHt_1Shape).c_str(), ShapeUtils::shapeAsString(ht_1ShapeInfo).c_str()); REQUIRE_TRUE(ShapeUtils::areShapesEqual(ct_1ShapeInfo, correctCt_1Shape), 0, "LSTMCELL operation: wrong shape of initial cell state, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctCt_1Shape).c_str(), ShapeUtils::shapeAsString(ct_1ShapeInfo).c_str()); REQUIRE_TRUE(ShapeUtils::areShapesEqual(WxShapeInfo, correctWxShape), 0, "LSTMCELL operation: wrong shape of input-to-hidden weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWxShape).c_str(), ShapeUtils::shapeAsString(WxShapeInfo).c_str()); REQUIRE_TRUE(ShapeUtils::areShapesEqual(WhShapeInfo, correctWhShape), 0, "LSTMCELL operation: wrong shape of hidden-to-hidden weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWhShape).c_str(), ShapeUtils::shapeAsString(WhShapeInfo).c_str()); REQUIRE_TRUE(ShapeUtils::areShapesEqual(WcShapeInfo, correctWcShape), 0, "LSTMCELL operation: wrong shape of diagonal weights for peephole connections, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWcShape).c_str(), ShapeUtils::shapeAsString(WcShapeInfo).c_str()); REQUIRE_TRUE(ShapeUtils::areShapesEqual(WpShapeInfo, correctWpShape), 0, "LSTMCELL operation: wrong shape of projection weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWpShape).c_str(), ShapeUtils::shapeAsString(WpShapeInfo).c_str()); REQUIRE_TRUE(ShapeUtils::areShapesEqual(bShapeInfo, correctBShape), 0, "LSTMCELL operation: wrong shape of biases, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctBShape).c_str(), ShapeUtils::shapeAsString(bShapeInfo).c_str()); // evaluate output shapeInfos Nd4jLong *hShapeInfo(nullptr), *cShapeInfo(nullptr); ALLOCATE(hShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), Nd4jLong); // [bS x numProj] ALLOCATE(cShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), Nd4jLong); // [bS x numUnits] hShapeInfo[0] = cShapeInfo[0] = rank; hShapeInfo[1] = cShapeInfo[1] = bS; hShapeInfo[2] = numProj; cShapeInfo[2] = numUnits; ShapeUtils::updateStridesAndType(hShapeInfo, xtShapeInfo, shape::order(ht_1ShapeInfo)); ShapeUtils::updateStridesAndType(cShapeInfo, xtShapeInfo, shape::order(ct_1ShapeInfo)); auto result = SHAPELIST(ConstantShapeHelper::getInstance()->createShapeInfo(hShapeInfo), ConstantShapeHelper::getInstance()->createShapeInfo(cShapeInfo)); RELEASE(hShapeInfo, block.workspace()); RELEASE(cShapeInfo, block.workspace()); return result; } } } #endif