* Copyright (c) 2026 Huawei Technologies Co., Ltd.
* This program is free software, you can redistribute it and/or modify it under the terms and conditions of
* CANN Open Software License Agreement Version 2.0 (the "License").
* Please refer to the License for details. You may not use this file except in compliance with the License.
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
* INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
* See LICENSE in the root of the software repository for the full text of the License.
*/
* \file tile_infershape.cpp
* \brief
*/
#include <limits>
#include "register/op_impl_registry.h"
#include "op_api/op_util.h"
#include "log/log.h"
#include "util/shape_util.h"
using namespace ge;
using namespace Ops::Base;
namespace ops {
constexpr size_t ATTR_INDEX_MULTIPLES = 0;
constexpr size_t TILE_IN_IDX = 0;
constexpr size_t TILE_OUT_IDX = 0;
static constexpr size_t MAXDIMNUM = 8;
constexpr size_t INPUT_INDEX_MULTIPLES = 1;
template <typename T>
ge::graphStatus TileInferShapeCommon(gert::InferShapeContext* context, const T* multiples_data, size_t multiples_len)
{
auto in_shape = context->GetInputShape(TILE_IN_IDX);
OP_CHECK_NULL_WITH_CONTEXT(context, in_shape);
auto out_shape = context->GetOutputShape(TILE_OUT_IDX);
OP_CHECK_NULL_WITH_CONTEXT(context, out_shape);
OP_CHECK_IF(multiples_data == nullptr, OP_LOGE_WITH_INVALID_INPUT(context->GetNodeName(), "multiples"),
return ge::GRAPH_FAILED);
auto in_shape_len = in_shape->GetDimNum();
if (Ops::Base::IsUnknownRank(*in_shape)) {
OP_LOGI(context->GetNodeName(), "input shape is unknown rank [-2], output rank = multiples len.");
Ops::Base::SetUnknownShape(static_cast<int64_t>(multiples_len), *out_shape);
return GRAPH_SUCCESS;
}
OP_CHECK_IF(multiples_len > MAXDIMNUM,
OP_LOGE(context->GetNodeName(), "the tile multiples len is more than MaxDimNum 8"),
return ge::GRAPH_FAILED);
gert::Shape in_shape_new;
if (in_shape_len < multiples_len) {
OP_LOGI(context->GetNodeName(), "The tile multiples len is more than the input len.");
int32_t len_diff = multiples_len - in_shape_len;
for (int32_t i = 0; i < len_diff; i++) {
in_shape_new.AppendDim(1);
}
for (size_t i = 0; i < in_shape_len; i++) {
in_shape_new.AppendDim(in_shape->GetDim(i));
}
in_shape_len = multiples_len;
} else {
OP_LOGI(context->GetNodeName(), "The tile multiples len is less than or equal to the input len.");
in_shape_new = *in_shape;
}
if (in_shape_len == 0) {
OP_LOGI(context->GetNodeName(), "input shape is [], output shape is [].");
*out_shape = *in_shape;
return GRAPH_SUCCESS;
}
out_shape->SetDimNum(in_shape_len);
for (uint64_t i = 0; i < in_shape_len; i++) {
if (in_shape_new[i] >= 0) {
int32_t multiples_index = static_cast<int32_t>(multiples_len - in_shape_len + i);
int64_t multiple = 1;
if (multiples_index >= 0) {
multiple = static_cast<int64_t>(multiples_data[multiples_index]);
}
if (multiple < 0) {
OP_LOGE_FOR_INVALID_VALUE_WITH_REASON(
context->GetNodeName(), "multiples",
("multiples[" + std::to_string(multiples_index) + "]=" + std::to_string(multiple)).c_str(),
"the value of multiples must be greater than zero");
return ge::GRAPH_FAILED;
}
OP_CHECK_IF((multiple != 0) && (in_shape_new[i] > std::numeric_limits<int64_t>::max() / multiple),
OP_LOGE_FOR_INVALID_VALUE_WITH_REASON(
context->GetNodeName(), "output.shape",
("dim[" + std::to_string(i) + "]=" + std::to_string(in_shape_new[i]) + "x" +
std::to_string(multiple))
.c_str(),
"the output dim exceeds the int64 max value"),
return ge::GRAPH_FAILED);
out_shape->SetDim(i, in_shape_new[i] * multiple);
} else {
out_shape->SetDim(i, in_shape_new[i]);
OP_LOGI(context->GetNodeName(),
"Runtime infershape input dim:%lu is unknown (value is %ld), "
"propagate unknown dim to output.",
i, in_shape_new[i]);
}
}
return GRAPH_SUCCESS;
}
static ge::graphStatus TileInferShapeWithUnknownMultiples(gert::InferShapeContext* context, const gert::Shape* x_shape,
gert::Shape* out_shape)
{
const auto* multiples_shape = context->GetInputShape(INPUT_INDEX_MULTIPLES);
OP_CHECK_NULL_WITH_CONTEXT(context, multiples_shape);
OP_CHECK_IF(multiples_shape->GetDimNum() > 1,
OP_LOGE(context->GetNodeName(), "the rank of multiples should not be more than 1"),
return ge::GRAPH_FAILED);
int64_t rank = -1;
if (multiples_shape->GetDimNum() == 0) {
rank = 1;
} else if (multiples_shape->GetDim(0) > 0) {
rank = multiples_shape->GetDim(0);
}
if (rank < 0) {
if (Ops::Base::IsUnknownRank(*x_shape)) {
Ops::Base::SetUnknownRank(*out_shape);
return ge::GRAPH_SUCCESS;
}
rank = static_cast<int64_t>(x_shape->GetDimNum());
}
Ops::Base::SetUnknownShape(rank, *out_shape);
return ge::GRAPH_SUCCESS;
}
static ge::graphStatus InferShape4Tile(gert::InferShapeContext* context)
{
auto x_shape = context->GetInputShape(0);
OP_CHECK_NULL_WITH_CONTEXT(context, x_shape);
auto multiples_tensor = context->GetInputTensor(INPUT_INDEX_MULTIPLES);
auto out_shape = context->GetOutputShape(0);
OP_CHECK_NULL_WITH_CONTEXT(context, out_shape);
if (multiples_tensor == nullptr || !IsConstTensor(multiples_tensor)) {
return TileInferShapeWithUnknownMultiples(context, x_shape, out_shape);
}
auto multiples_size = static_cast<size_t>(multiples_tensor->GetShapeSize());
OP_LOGD(context->GetNodeName(), "multiples_size is %zu", multiples_size);
DataType data_type = multiples_tensor->GetDataType();
OP_CHECK_IF(
(data_type != DT_INT32) && (data_type != DT_INT64),
OP_LOGE(context->GetNodeName(), "multiples' dtype %s must be in (int32,int64)!", ToString(data_type).c_str()),
return ge::GRAPH_FAILED);
if (data_type == DT_INT32) {
const int32_t* multiples_data = multiples_tensor->GetData<int32_t>();
if (multiples_data == nullptr) {
return TileInferShapeWithUnknownMultiples(context, x_shape, out_shape);
}
return TileInferShapeCommon<int32_t>(context, multiples_data, multiples_size);
}
const int64_t* multiples_data = multiples_tensor->GetData<int64_t>();
if (multiples_data == nullptr) {
return TileInferShapeWithUnknownMultiples(context, x_shape, out_shape);
}
return TileInferShapeCommon<int64_t>(context, multiples_data, multiples_size);
}
IMPL_OP_INFERSHAPE(Tile).InferShape(InferShape4Tile).InputsDataDependency({INPUT_INDEX_MULTIPLES});
}