152 lines
10 KiB
C++
152 lines
10 KiB
C++
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/*******************************************************************************
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* Copyright (c) 2015-2019 Skymind, Inc.
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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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* 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 Yurii Shyrma, created on 15.02.2018
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//
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#include <system/op_boilerplate.h>
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#if NOT_EXCLUDED(OP_lstm)
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#include <ops/declarable/CustomOperations.h>
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#include<ops/declarable/helpers/lstm.h>
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namespace sd {
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namespace ops {
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//////////////////////////////////////////////////////////////////////////
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CUSTOM_OP_IMPL(lstm, 8, 2, false, 3, 2) {
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auto x = INPUT_VARIABLE(0); // input [time x bS x inSize]
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auto h0 = INPUT_VARIABLE(1); // initial cell output (at time step = 0) [bS x numProj], in case of projection=false -> numProj == numUnits !!!
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auto c0 = INPUT_VARIABLE(2); // initial cell state (at time step = 0) [bS x numUnits],
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auto Wx = INPUT_VARIABLE(3); // input-to-hidden weights, [inSize x 4*numUnits]
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auto Wh = INPUT_VARIABLE(4); // hidden-to-hidden weights, [numProj x 4*numUnits]
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auto Wc = INPUT_VARIABLE(5); // diagonal weights for peephole connections [3*numUnits]
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auto Wp = INPUT_VARIABLE(6); // projection weights [numUnits x numProj]
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auto b = INPUT_VARIABLE(7); // biases, [4*numUnits]
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auto h = OUTPUT_VARIABLE(0); // cell outputs [time x bS x numProj], that is per each time step
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auto c = OUTPUT_VARIABLE(1); // cell states [time x bS x numUnits] that is per each time step
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const int peephole = INT_ARG(0); // if 1, provide peephole connections
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const int projection = INT_ARG(1); // if 1, then projection is performed, if false then numProj==numUnits is mandatory!!!!
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// FIXME: double
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const double clippingCellValue = T_ARG(0); // clipping value for ct, if it is not equal to zero, then cell state is clipped
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const double clippingProjValue = T_ARG(1); // clipping value for projected ht, if it is not equal to zero, then projected cell output is clipped
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const double forgetBias = T_ARG(2);
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const int rank = x->rankOf();
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const int time = x->sizeAt(0);
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const int bS = x->sizeAt(1);
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const int inSize = x->sizeAt(2);
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const int numProj = h0->sizeAt(1);
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const int numUnits = c0->sizeAt(1);
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// input shapes validation
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const std::vector<Nd4jLong> correctH0Shape = {bS, numProj};
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const std::vector<Nd4jLong> correctC0Shape = {bS, numUnits};
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const std::vector<Nd4jLong> correctWxShape = {inSize, 4*numUnits};
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const std::vector<Nd4jLong> correctWhShape = {numProj, 4*numUnits};
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const std::vector<Nd4jLong> correctWcShape = {3*numUnits};
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const std::vector<Nd4jLong> correctWpShape = {numUnits, numProj};
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const std::vector<Nd4jLong> correctBShape = {4*numUnits};
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REQUIRE_TRUE(h0->isSameShape(correctH0Shape), 0, "LSTM operation: wrong shape of initial cell output, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctH0Shape).c_str(), ShapeUtils::shapeAsString(h0).c_str());
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REQUIRE_TRUE(c0->isSameShape(correctC0Shape), 0, "LSTM operation: wrong shape of initial cell state, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctC0Shape).c_str(), ShapeUtils::shapeAsString(c0).c_str());
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REQUIRE_TRUE(Wx->isSameShape(correctWxShape), 0, "LSTM 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());
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REQUIRE_TRUE(Wh->isSameShape(correctWhShape), 0, "LSTM 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());
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REQUIRE_TRUE(Wc->isSameShape(correctWcShape), 0, "LSTM 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());
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REQUIRE_TRUE(Wp->isSameShape(correctWpShape), 0, "LSTM operation: wrong shape of projection weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWpShape).c_str(), ShapeUtils::shapeAsString(Wp).c_str());
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REQUIRE_TRUE(b->isSameShape(correctBShape), 0, "LSTM operation: wrong shape of biases, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctBShape).c_str(), ShapeUtils::shapeAsString(b).c_str());
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REQUIRE_TRUE(!(!projection && numUnits != numProj), 0, "LSTM 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 !");
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helpers::lstmTimeLoop(block.launchContext(), x, h0, c0, Wx, Wh, Wc, Wp, b, h, c, {(double)peephole, (double)projection, clippingCellValue, clippingProjValue, forgetBias});
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return Status::OK();
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}
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DECLARE_TYPES(lstm) {
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getOpDescriptor()
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->setAllowedInputTypes(sd::DataType::ANY)
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->setAllowedOutputTypes({ALL_FLOATS});
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}
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DECLARE_SHAPE_FN(lstm) {
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auto xShapeInfo = inputShape->at(0); // input [time x bS x inSize]
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auto h0ShapeInfo = inputShape->at(1); // initial cell output (at time step = 0) [bS x numProj], in case of projection=false -> numProj == numUnits !!!
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auto c0ShapeInfo = inputShape->at(2); // initial cell state (at time step = 0) [bS x numUnits],
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auto WxShapeInfo = inputShape->at(3); // input-to-hidden weights, [inSize x 4*numUnits]
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auto WhShapeInfo = inputShape->at(4); // hidden-to-hidden weights, [numProj x 4*numUnits]
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auto WcShapeInfo = inputShape->at(5); // diagonal weights for peephole connections [3*numUnits]
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auto WpShapeInfo = inputShape->at(6); // projection weights [numUnits x numProj]
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auto bShapeInfo = inputShape->at(7); // biases, [4*numUnits]
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const int rank = xShapeInfo[0];
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const int time = xShapeInfo[1];
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const int bS = xShapeInfo[2];
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const int inSize = xShapeInfo[3];
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const int numProj = h0ShapeInfo[2];
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const int numUnits = c0ShapeInfo[2];
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// input shapes validation
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const std::vector<Nd4jLong> correctH0Shape = {bS, numProj};
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const std::vector<Nd4jLong> correctC0Shape = {bS, numUnits};
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const std::vector<Nd4jLong> correctWxShape = {inSize, 4*numUnits};
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const std::vector<Nd4jLong> correctWhShape = {numProj, 4*numUnits};
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const std::vector<Nd4jLong> correctWcShape = {3*numUnits};
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const std::vector<Nd4jLong> correctWpShape = {numUnits, numProj};
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const std::vector<Nd4jLong> correctBShape = {4*numUnits};
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REQUIRE_TRUE(ShapeUtils::areShapesEqual(h0ShapeInfo, correctH0Shape), 0, "LSTM operation: wrong shape of initial cell output, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctH0Shape).c_str(), ShapeUtils::shapeAsString(h0ShapeInfo).c_str());
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REQUIRE_TRUE(ShapeUtils::areShapesEqual(c0ShapeInfo, correctC0Shape), 0, "LSTM operation: wrong shape of initial cell state, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctC0Shape).c_str(), ShapeUtils::shapeAsString(c0ShapeInfo).c_str());
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REQUIRE_TRUE(ShapeUtils::areShapesEqual(WxShapeInfo, correctWxShape), 0, "LSTM 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());
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REQUIRE_TRUE(ShapeUtils::areShapesEqual(WhShapeInfo, correctWhShape), 0, "LSTM 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());
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REQUIRE_TRUE(ShapeUtils::areShapesEqual(WcShapeInfo, correctWcShape), 0, "LSTM 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());
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REQUIRE_TRUE(ShapeUtils::areShapesEqual(WpShapeInfo, correctWpShape), 0, "LSTM operation: wrong shape of projection weights, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctWpShape).c_str(), ShapeUtils::shapeAsString(WpShapeInfo).c_str());
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REQUIRE_TRUE(ShapeUtils::areShapesEqual(bShapeInfo, correctBShape), 0, "LSTM operation: wrong shape of biases, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(correctBShape).c_str(), ShapeUtils::shapeAsString(bShapeInfo).c_str());
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// evaluate output shapeInfos
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Nd4jLong *hShapeInfo(nullptr), *cShapeInfo(nullptr);
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ALLOCATE(hShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), Nd4jLong); // [time x bS x numProj]
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ALLOCATE(cShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), Nd4jLong); // [time x bS x numUnits]
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hShapeInfo[0] = cShapeInfo[0] = rank;
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hShapeInfo[1] = cShapeInfo[1] = time;
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hShapeInfo[2] = cShapeInfo[2] = bS;
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hShapeInfo[3] = numProj;
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cShapeInfo[3] = numUnits;
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ShapeUtils::updateStridesAndType(hShapeInfo, xShapeInfo, shape::order(h0ShapeInfo));
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ShapeUtils::updateStridesAndType(cShapeInfo, xShapeInfo, shape::order(c0ShapeInfo));
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return SHAPELIST(CONSTANT(hShapeInfo), CONSTANT(cShapeInfo));
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}
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}
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}
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#endif
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