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-/*
- * Copyright (c) 2021 Arm Limited.
- *
- * SPDX-License-Identifier: MIT
- *
- * Permission is hereby granted, free of charge, to any person obtaining a copy
- * of this software and associated documentation files (the "Software"), to
- * deal in the Software without restriction, including without limitation the
- * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
- * sell copies of the Software, and to permit persons to whom the Software is
- * furnished to do so, subject to the following conditions:
- *
- * The above copyright notice and this permission notice shall be included in all
- * copies or substantial portions of the Software.
- *
- * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
- * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
- * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
- * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
- * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
- * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
- * SOFTWARE.
- */
-#ifndef ARM_COMPUTE_EXPERIMENTAL_IPOSTOP
-#define ARM_COMPUTE_EXPERIMENTAL_IPOSTOP
-
-#include <memory>
-#include <numeric>
-#include <vector>
-
-namespace arm_compute
-{
-namespace experimental
-{
-/** Type of Post Op */
-enum class PostOpType
-{
- Activation,
- Eltwise_Add,
- Eltwise_PRelu
-};
-/** An ordered sequence of type of Post Ops */
-using PostOpTypeSequence = std::vector<PostOpType>;
-/** An elementwise n-ary operation that can be appended to and fused with (at kernel-level) other operators
- * It contains:
- * 1. The attributes of the original operator.
- * 2. Any additional tensor argument.
- * 3. The position of the previous op's dst tensor in its argument list ( @ref prev_dst_pos )
- *
- * For example, a series of chained ops:
- *
- * div(src1, relu(conv(src0, weights, bias, conv_info), act_info), div_info)
- *
- * translates to
- *
- * dst = conv(src0, weights, bias, conv_info) // main op
- * dst = relu(dst, act_info) // previous dst is placed in the first (and only) argument
- * dst = div(src1, dst, div_info) // previous dst is placed in the second argument
- *
- * which in turn translates to:
- *
- * main op: conv(src0, weights, bias, conv_info)
- * post op1: relu(act_info, prev_dst_pos = 0)
- * post op2: div(div_info, src1, prev_dst_pos = 1)
- *
- * @note: On Broadcasting
- * For n-ary post ops, the tensor arguments must not "widen" the dst tensor of the main op
- * For example, for a dst of shape [14, 1, 34]:
- * * post_op_arg1 = [1, 1, 34] is allowed: broadcast in dim 0
- * * post_op_arg1 = [14, 1, 34] is allowed: no broadcast
- * * post_op_arg1 = [1, 1, 34] is allowed: broadcast in dims 0 and 1
- * * post_op_arg1 = [14, 15, 34] is NOT allowed: broadcast widens the dst tensor
- *
- * @note: On Data layout
- * All post ops are data layout agnostic. This means post ops do not have an inherent idea of "width", "height" and so on.
- * Should we want to perform a post op with 2 tensors of different data layouts (where data layouts are significant to both),
- * then we need to perform necessary permutation op beforehand to unify their data layout before they can be fused with a post op
- *
- * Note although post ops themselves should be able to support any data layout, the main op they fuse to may impose
- * additional restrictions in the presence of post ops. For example, the implementation of a gemm op may only allow
- * NHWC data layout if post ops are provided. Such restrictions are main op implementation specific.
- *
- * @note: PostOps do not own any resources pointed to by TensorRelatedT if it's a pointer type
- * @note: If TensorRelatedT points to a resource, IPostOp assumes that resource is valid throughout its lifetime
- * and the lifetime of its copies. This is almost guaranteed as IPostOp is only meant to be used at configure time
- * after the ITensor or ITensorInfo objects are already constructed
- */
-template <typename TensorRelatedT>
-struct IPostOp
-{
- /** Get the arity of the post op
- * @note: that this is one fewer than the arity of the original op, because we implicitly pass the previous op's dst
- * tensor as one of the arguments
- */
- size_t arity() const
- {
- return arguments().size();
- }
- /** The position of previous op's dst in current op's argument list */
- virtual int prev_dst_pos() const = 0;
- /** The IPostOp type */
- virtual PostOpType type() const = 0;
- /** The argument tensors
- * The order of the argument tensor is strictly preserved
- */
- virtual std::vector<TensorRelatedT *> arguments() = 0;
- virtual std::vector<const TensorRelatedT *> arguments() const = 0;
- /** Clone method used in cases where PostOps are owned by unique_ptr
- * @note: This performs a shallow copy of the TensorRelatedT if TensorRelatedT points to a resource
- */
- virtual std::unique_ptr<IPostOp<TensorRelatedT>> clone() const = 0;
- virtual ~IPostOp()
- {
- }
-};
-
-/** A sequence of PostOps that can be appended to the end of other operators */
-template <typename TensorRelatedT>
-class PostOpList
-{
-public:
- /** Constructor */
- PostOpList() = default;
- /** Destructor */
- ~PostOpList() = default;
- PostOpList(const PostOpList &other)
- {
- for(const auto &op : other._post_ops)
- {
- this->_post_ops.push_back(op->clone());
- }
- }
- PostOpList &operator=(const PostOpList &other)
- {
- PostOpList tmp{ other };
- std::swap(tmp, *this);
- return *this;
- }
- PostOpList(PostOpList &&other) = default;
- PostOpList &operator=(PostOpList &&other) = default;
-
- /** Add a new post op at the end of the list */
- template <typename OpT, typename... Args>
- void push_back_op(Args &&... args)
- {
- _post_ops.push_back(std::make_unique<OpT>(std::forward<Args>(args)...));
- }
-
- /** Number of post ops */
- size_t size() const
- {
- return _post_ops.size();
- }
-
- /** Total number of post ops */
- size_t total_num_arguments() const
- {
- return std::accumulate(_post_ops.begin(), _post_ops.end(), 0, [](size_t op1_arity, const auto & op2)
- {
- return op1_arity + op2->arity();
- });
- }
-
- /** Get the underlying post op list */
- std::vector<std::unique_ptr<IPostOp<TensorRelatedT>>> &get_list()
- {
- return _post_ops;
- }
- const std::vector<std::unique_ptr<IPostOp<TensorRelatedT>>> &get_list() const
- {
- return _post_ops;
- }
-
-private:
- std::vector<std::unique_ptr<IPostOp<TensorRelatedT>>> _post_ops{};
-};
-
-} // namespace experimental
-} // namespace arm_compute
-#endif //ARM_COMPUTE_EXPERIMENTAL_IPOSTOP