diff options
Diffstat (limited to 'runtime/onert/core/include/util/ShapeInference.h')
-rw-r--r-- | runtime/onert/core/include/util/ShapeInference.h | 90 |
1 files changed, 90 insertions, 0 deletions
diff --git a/runtime/onert/core/include/util/ShapeInference.h b/runtime/onert/core/include/util/ShapeInference.h new file mode 100644 index 000000000..fbd3d19c8 --- /dev/null +++ b/runtime/onert/core/include/util/ShapeInference.h @@ -0,0 +1,90 @@ +/* + * Copyright (c) 2019 Samsung Electronics Co., Ltd. All Rights Reserved + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://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. + */ + +#ifndef __ONERT_GRAPH_SHAPE_INFERENCE_H__ +#define __ONERT_GRAPH_SHAPE_INFERENCE_H__ + +#include "ir/operation/AvgPool2D.h" +#include "ir/operation/Concat.h" +#include "ir/operation/MaxPool2D.h" +#include "ir/operation/Conv2D.h" +#include "ir/operation/DepthwiseConv2D.h" +#include "ir/operation/Reshape.h" +#include "ir/Operands.h" +#include "ir/Index.h" +#include "ir/Layout.h" +#include "ir/OperationVisitor.h" + +namespace onert +{ +namespace shape_inference +{ + +using Shapes = std::vector<ir::Shape>; + +Shapes inferEltwiseShape(const ir::Shape &lhs_shape, const ir::Shape &rhs_shape); + +Shapes inferAvgPoolShape(const ir::Shape &in_shape, const ir::operation::AvgPool2D::Param ¶m, + ir::Layout layout = ir::Layout::NHWC); + +Shapes inferConcatShape(const Shapes &in_shapes, const ir::operation::Concat::Param ¶m); + +Shapes inferMaxPoolShape(const ir::Shape &in_shape, const ir::operation::MaxPool2D::Param ¶m, + ir::Layout layout = ir::Layout::NHWC); + +Shapes inferConv2DShape(const ir::Shape &in_shape, const ir::Shape &ker_shape, + const ir::operation::Conv2D::Param ¶m, + ir::Layout layout = ir::Layout::NHWC); + +Shapes inferDepthwiseConv2DShape(const ir::Shape &in_shape, const ir::Shape &ker_shape, + const ir::operation::DepthwiseConv2D::Param ¶m, + ir::Layout layout = ir::Layout::NHWC); + +Shapes inferFullyConnectedShape(const ir::Shape &in_shape, const ir::Shape &ker_shape); + +/** + * @brief Class to infer shape before running kernels. It does the following: + * - re-calculate and set output shape at compile time (before running kernels) + * - if calculation cannot be done at compile time, mark the outputs to be dynamic, meaning + * shapes of outputs will be calculated during running kernels + */ +class StaticInferer : public ir::OperationVisitor +{ +public: + StaticInferer(ir::Operands &operands) : _operands(operands) { /* empty */} + virtual ~StaticInferer() = default; + +public: + /** + * @brief Infer shape of operands beloning to ops and set the output shape. + * If output shape cannot be known without running op, mark it so that it can be allocated + * when running kernel. + * @param op_seq sequence of operations + */ + void infer(const ir::OpSequence &op_seq) { op_seq.accept(*this); }; + +private: + // TODO Define visitors for operations. List them in alphabetic order. + void visit(const ir::operation::Reshape &op); + +private: + ir::Operands &_operands; +}; + +} // namespace shape_inference +} // namespace onert + +#endif // __ONERT_GRAPH_SHAPE_INFERENCE_H__ |