/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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. */ /*! * \file strided_slice.h * \brief Utility functions for strided_slice op */ #ifndef TVM_TOPI_DETAIL_STRIDED_SLICE_H_ #define TVM_TOPI_DETAIL_STRIDED_SLICE_H_ #include #include #include #include #include #include #include "constant_utils.h" namespace tvm { namespace topi { namespace detail { using namespace tvm::te; inline int64_t CanonicalizeIndex(int64_t index, int64_t extent, int64_t stride) { int64_t begin_range = stride < 0 ? -1 : 0; int64_t end_range = stride < 0 ? extent - 1 : extent; if (index < 0) { index += extent; } return std::min(std::max(index, begin_range), end_range); } inline std::tuple, std::vector, std::vector> ConvertToVec( const ffi::Array>& begin, const ffi::Array>& end, const ffi::Array& strides, std::string slice_mode) { std::vector stride_vec(strides.size(), 1); if (slice_mode == "end") { for (size_t i = 0; i < strides.size(); ++i) { stride_vec[i] = strides[i]->value; } } const int64_t max_range = std::numeric_limits::max(); std::vector begin_vec; for (size_t i = 0; i < begin.size(); ++i) { if (!begin[i].has_value()) { // value=None begin_vec.push_back(stride_vec[i] > 0 ? 0 : max_range); } else { begin_vec.push_back(begin[i].value()->value); } } std::vector end_vec; for (size_t i = 0; i < end.size(); ++i) { // allow end to be None if (!end[i].has_value()) { end_vec.push_back(stride_vec[i] < 0 ? 0 : max_range); } else if (slice_mode == "size") { int64_t end_val = end[i].value()->value; if (end_val < 0) { end_vec.push_back(stride_vec[i] < 0 ? 0 : max_range); } else { end_vec.push_back(begin_vec[i] + end_val); } } else { end_vec.push_back(end[i].value()->value); } } return std::make_tuple(begin_vec, end_vec, stride_vec); } inline ffi::Array StridedSliceCanonicalizeBegin(const ffi::Array& ishape, const std::vector& begin, const std::vector& strides, const ffi::Array& axes, PrimType dtype, std::string slice_mode = "end") { ffi::Array begin_expr; for (size_t i = 0; i < axes.size(); ++i) { int64_t ax = axes[i]; if (ishape[ax]->IsInstance()) { int64_t dim_i = GetConstInt(ishape[ax]); int64_t begin_i = CanonicalizeIndex(begin[i], dim_i, strides[i]); begin_expr.push_back(MakeConst(dtype, begin_i)); } else { auto idim = ishape[ax]; auto b_expr = MakeConst(dtype, begin[i]); PrimExpr b = begin[i] < 0 ? b_expr + idim : b_expr; auto s = strides[i]; if (s < 0) { b = tvm::min(b, idim - 1); } else { b = tvm::if_then_else(b < 0, 0, b); } begin_expr.push_back(b); } } return begin_expr; } inline ffi::Array StridedSliceOutputShape( const ffi::Array& ishape, const std::vector& begin, const std::vector& end, const std::vector& strides, const ffi::Array& axes, std::string slice_mode, const ffi::Array& begin_canonicalized, bool use_any = false) { TVM_FFI_ICHECK(!use_any) << "StridedSliceOutputShape does not legacy use_any"; const size_t src_tensor_dim = ishape.size(); ffi::Array out_shape; for (size_t i = 0; i < src_tensor_dim; ++i) { out_shape.push_back(ishape[i]); } for (size_t i = 0; i < axes.size(); ++i) { int64_t ax = axes[i]; if (ishape[ax]->IsInstance()) { const int64_t dim_i = GetConstInt(ishape[ax]); TVM_FFI_ICHECK(begin_canonicalized[i]->IsInstance()); int64_t begin_i = GetConstInt(begin_canonicalized[i]); int64_t end_i = CanonicalizeIndex(end[i], dim_i, strides[i]); int interval = std::abs(end_i - begin_i); int slice_size = static_cast((interval + std::abs(strides[i]) - 1) / std::abs(strides[i])); TVM_FFI_ICHECK(strides[i] < 0 ? (end_i <= begin_i) : (begin_i <= end_i)) << ": Input [Begin=" << begin[i] << ", End=" << end[i] << "] is invalid for axis=" << i; out_shape.Set(ax, cast(out_shape[i].ty(), PrimExpr(slice_size))); } else { out_shape.Set(ax, tvm::tirx::PrimVar("dim", out_shape[i].ty())); } } return out_shape; } } // namespace detail } // namespace topi } // namespace tvm #endif // TVM_TOPI_DETAIL_STRIDED_SLICE_H_