Added non_square

Support for non square YOLO models.
This commit is contained in:
Marcos Luciano
2021-02-18 18:01:03 -03:00
parent 9cd872916e
commit 9dbb9edb7f
24 changed files with 2496 additions and 0 deletions

View File

@@ -0,0 +1,156 @@
/*
* Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved.
*
* 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.
* Edited by Marcos Luciano
* https://www.github.com/marcoslucianops
*/
#ifndef __YOLO_PLUGINS__
#define __YOLO_PLUGINS__
#include <cassert>
#include <cstring>
#include <cuda_runtime_api.h>
#include <iostream>
#include <memory>
#include <vector>
#include "NvInferPlugin.h"
#define CHECK(status) \
{ \
if (status != 0) \
{ \
std::cout << "CUDA failure: " << cudaGetErrorString(status) << " in file " << __FILE__ \
<< " at line " << __LINE__ << std::endl; \
abort(); \
} \
}
namespace
{
const char* YOLOLAYER_PLUGIN_VERSION {"1"};
const char* YOLOLAYER_PLUGIN_NAME {"YoloLayer_TRT"};
} // namespace
class YoloLayer : public nvinfer1::IPluginV2
{
public:
YoloLayer (const void* data, size_t length);
YoloLayer (const uint& numBoxes, const uint& numClasses, const uint& gridSize,
const uint model_type, const uint new_coords, const float scale_x_y, const float beta_nms,
const std::vector<float> anchors, const std::vector<std::vector<int>> mask);
const char* getPluginType () const override { return YOLOLAYER_PLUGIN_NAME; }
const char* getPluginVersion () const override { return YOLOLAYER_PLUGIN_VERSION; }
int getNbOutputs () const override { return 1; }
nvinfer1::Dims getOutputDimensions (
int index, const nvinfer1::Dims* inputs,
int nbInputDims) override;
bool supportsFormat (
nvinfer1::DataType type, nvinfer1::PluginFormat format) const override;
void configureWithFormat (
const nvinfer1::Dims* inputDims, int nbInputs,
const nvinfer1::Dims* outputDims, int nbOutputs,
nvinfer1::DataType type, nvinfer1::PluginFormat format, int maxBatchSize) override;
int initialize () override { return 0; }
void terminate () override {}
size_t getWorkspaceSize (int maxBatchSize) const override { return 0; }
int enqueue (
int batchSize, const void* const* inputs, void** outputs,
void* workspace, cudaStream_t stream) override;
size_t getSerializationSize() const override;
void serialize (void* buffer) const override;
void destroy () override { delete this; }
nvinfer1::IPluginV2* clone() const override;
void setPluginNamespace (const char* pluginNamespace)override {
m_Namespace = pluginNamespace;
}
virtual const char* getPluginNamespace () const override {
return m_Namespace.c_str();
}
private:
uint m_NumBoxes {0};
uint m_NumClasses {0};
uint m_GridSizeX {0};
uint m_GridSizeY {0};
uint64_t m_OutputSize {0};
std::string m_Namespace {""};
uint m_type {0};
uint m_new_coords {0};
float m_scale_x_y {0};
float m_beta_nms {0};
std::vector<float> m_Anchors;
std::vector<std::vector<int>> m_Mask;
};
class YoloLayerPluginCreator : public nvinfer1::IPluginCreator
{
public:
YoloLayerPluginCreator () {}
~YoloLayerPluginCreator () {}
const char* getPluginName () const override { return YOLOLAYER_PLUGIN_NAME; }
const char* getPluginVersion () const override { return YOLOLAYER_PLUGIN_VERSION; }
const nvinfer1::PluginFieldCollection* getFieldNames() override {
std::cerr<< "YoloLayerPluginCreator::getFieldNames is not implemented" << std::endl;
return nullptr;
}
nvinfer1::IPluginV2* createPlugin (
const char* name, const nvinfer1::PluginFieldCollection* fc) override
{
std::cerr<< "YoloLayerPluginCreator::getFieldNames is not implemented";
return nullptr;
}
nvinfer1::IPluginV2* deserializePlugin (
const char* name, const void* serialData, size_t serialLength) override
{
std::cout << "Deserialize yoloLayer plugin: " << name << std::endl;
return new YoloLayer(serialData, serialLength);
}
void setPluginNamespace(const char* libNamespace) override {
m_Namespace = libNamespace;
}
const char* getPluginNamespace() const override {
return m_Namespace.c_str();
}
private:
std::string m_Namespace {""};
};
extern int kNUM_CLASSES;
extern float kBETA_NMS;
extern std::vector<float> kANCHORS;
extern std::vector<std::vector<int>> kMASK;
#endif // __YOLO_PLUGINS__