* Copyright (c) 2025 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.
*/
#include "onnx_common.h"
#include "op_nn_proto_extend.h"
using namespace ge;
namespace domi {
using NodeProto = ge::onnx::NodeProto;
static Status ParseParamsDeformableConv2D(const Message* op_src, ge::Operator& op_dest)
{
const NodeProto* node = reinterpret_cast<const NodeProto*>(op_src);
if (node == nullptr) {
OP_LOGE("DeformableConv2D", "Dynamic cast op_src to NodeProto failed");
return FAILED;
}
std::vector<int> strides = {};
std::vector<int> pads = {};
std::vector<int> dilations = {1, 1, 1, 1};
std::string data_format = "NHWC";
int deformable_groups = 1;
int groups = 0;
bool modulated = true;
bool set_strides = false;
bool set_pads = false;
for (const auto& attr : node->attribute()) {
if (attr.name() == "strides" && attr.type() == ge::onnx::AttributeProto::INTS) {
if (attr.ints_size() == 1) {
strides.push_back(1);
strides.push_back(1);
strides.push_back(attr.ints(0));
strides.push_back(attr.ints(0));
} else if (attr.ints_size() == 2) {
strides.push_back(1);
strides.push_back(1);
strides.push_back(attr.ints(0));
strides.push_back(attr.ints(1));
} else {
OP_LOGE("DeformableConv2D", "the strides attr shape is wrong.");
return FAILED;
}
set_strides = true;
}
if (attr.name() == "pads" && attr.type() == ge::onnx::AttributeProto::INTS) {
if (attr.ints_size() == 1) {
pads.push_back(attr.ints(0));
pads.push_back(attr.ints(0));
pads.push_back(attr.ints(0));
pads.push_back(attr.ints(0));
} else if (attr.ints_size() == 2) {
pads.push_back(attr.ints(0));
pads.push_back(attr.ints(0));
pads.push_back(attr.ints(1));
pads.push_back(attr.ints(1));
} else {
OP_LOGE("DeformableConv2D", "the pads attr shape is wrong.");
return FAILED;
}
set_pads = true;
}
if (attr.name() == "dilations" && attr.type() == ge::onnx::AttributeProto::INTS) {
dilations.clear();
if (attr.ints_size() == 1) {
dilations.push_back(1);
dilations.push_back(1);
dilations.push_back(attr.ints(0));
dilations.push_back(attr.ints(0));
} else if (attr.ints_size() == 2) {
dilations.push_back(1);
dilations.push_back(1);
dilations.push_back(attr.ints(0));
dilations.push_back(attr.ints(1));
} else {
OP_LOGE("DeformableConv2D", "the dilations attr shape is wrong.");
return FAILED;
}
}
if (attr.name() == "data_format" && attr.type() == ge::onnx::AttributeProto::STRING) {
data_format = attr.s();
}
if (attr.name() == "deformable_groups" && attr.type() == ge::onnx::AttributeProto::INT) {
deformable_groups = attr.i();
}
if (attr.name() == "groups" && attr.type() == ge::onnx::AttributeProto::INT) {
groups = attr.i();
}
if (attr.name() == "modulated" && attr.type() == ge::onnx::AttributeProto::INT) {
modulated = attr.i();
}
}
if (set_strides) {
op_dest.SetAttr("strides", strides);
} else {
OP_LOGE("DeformableConv2D", "onnx DeformableConv2D op has no strides attr.");
}
if (set_pads) {
op_dest.SetAttr("pads", pads);
} else {
OP_LOGE("DeformableConv2D", "onnx DeformableConv2D op has no pads attr.");
}
op_dest.SetAttr("dilations", dilations);
op_dest.SetAttr("groups", groups);
op_dest.SetAttr("data_format", data_format);
op_dest.SetAttr("deformable_groups", deformable_groups);
op_dest.SetAttr("modulated", modulated);
if (ChangeFormatFromOnnx(op_dest, 0, ge::FORMAT_NCHW, true) != SUCCESS) {
return FAILED;
}
if (ChangeFormatFromOnnx(op_dest, 1, ge::FORMAT_NCHW, true) != SUCCESS) {
return FAILED;
}
if (ChangeFormatFromOnnx(op_dest, 2, ge::FORMAT_NCHW, true) != SUCCESS) {
return FAILED;
}
if (ChangeFormatFromOnnx(op_dest, 0, ge::FORMAT_NCHW, false) != SUCCESS) {
return FAILED;
}
return SUCCESS;
}
REGISTER_CUSTOM_OP("DeformableConv2D")
.FrameworkType(ONNX)
.OriginOpType({"ai.onnx::9::DeformableConv2D", "ai.onnx::10::DeformableConv2D", "ai.onnx::11::DeformableConv2D",
"ai.onnx::12::DeformableConv2D", "ai.onnx::13::DeformableConv2D", "ai.onnx::14::DeformableConv2D",
"ai.onnx::15::DeformableConv2D", "ai.onnx::16::DeformableConv2D"})
.ParseParamsFn(ParseParamsDeformableConv2D)
.ImplyType(ImplyType::TVM);
}