Add PP-YOLOE support

This commit is contained in:
Marcos Luciano
2022-07-24 18:00:47 -03:00
parent d09879d557
commit a3782ed65e
51 changed files with 1812 additions and 600 deletions

View File

@@ -5,40 +5,47 @@
#include "shortcut_layer.h"
nvinfer1::ILayer* shortcutLayer(
nvinfer1::ITensor* shortcutLayer(
int layerIdx,
std::string mode,
std::string activation,
std::string inputVol,
std::string shortcutVol,
std::map<std::string, std::string>& block,
nvinfer1::ITensor* input,
nvinfer1::ITensor* shortcutTensor,
nvinfer1::ITensor* shortcutInput,
nvinfer1::INetworkDefinition* network)
{
nvinfer1::ILayer* output;
nvinfer1::ITensor* outputTensor;
nvinfer1::ITensor* output;
if (inputVol != shortcutVol)
assert(block.at("type") == "shortcut");
nvinfer1::ElementWiseOperation operation = nvinfer1::ElementWiseOperation::kSUM;
if (mode == "mul")
operation = nvinfer1::ElementWiseOperation::kPROD;
if (mode == "add" && inputVol != shortcutVol)
{
nvinfer1::ISliceLayer* sl = network->addSlice(
*shortcutTensor,
nvinfer1::Dims3{0, 0, 0},
input->getDimensions(),
nvinfer1::Dims3{1, 1, 1});
assert(sl != nullptr);
outputTensor = sl->getOutput(0);
assert(outputTensor != nullptr);
} else
nvinfer1::ISliceLayer* slice = network->addSlice(
*shortcutInput, nvinfer1::Dims{3, {0, 0, 0}}, input->getDimensions(), nvinfer1::Dims{3, {1, 1, 1}});
assert(slice != nullptr);
std::string sliceLayerName = "slice_" + std::to_string(layerIdx);
slice->setName(sliceLayerName.c_str());
output = slice->getOutput(0);
}
else
{
outputTensor = shortcutTensor;
assert(outputTensor != nullptr);
output = shortcutInput;
}
nvinfer1::IElementWiseLayer* ew = network->addElementWise(
*input, *outputTensor,
nvinfer1::ElementWiseOperation::kSUM);
assert(ew != nullptr);
nvinfer1::IElementWiseLayer* shortcut = network->addElementWise(*input, *output, operation);
assert(shortcut != nullptr);
std::string shortcutLayerName = "shortcut_" + std::to_string(layerIdx);
shortcut->setName(shortcutLayerName.c_str());
output = shortcut->getOutput(0);
output = activationLayer(layerIdx, activation, ew, ew->getOutput(0), network);
output = activationLayer(layerIdx, activation, output, network);
assert(output != nullptr);
return output;