sandeepkumar-skb

import cv2

face_cascade = cv2.CascadeClassifier('haarcascade_frontalface_default.xml') # Load the cascade for the face.
eye_cascade = cv2.CascadeClassifier('haarcascade_eye.xml') # Load the cascade for eye
smile_cascade = cv2.CascadeClassifier('haarcascade_smile.xml') # Load the cascade for smile


def detect(gray, frame):
    faces = face_cascade.detectMultiScale(gray, 1.3, 5)
    for x,y,w,h in faces:

sandeepkumar-skb

import torch
from torch2trt import torch2trt
import torchvision.models as models
import tensorrt as trt
import torchvision.transforms as transforms
import torchvision.datasets as datasets


def get_trt_engine(model, inputs, max_batch_size=1, fp16_mode=True, int8_mode=False, int8_calib_dataset=None):
    model_trt = torch2trt(model,

sandeepkumar-skb

import trtorch
import torch
import torchvision.models as models


rn50 = models.resnet50(pretrained=True).cuda().eval()
inp = torch.randn((1, 3, 224, 224),  device='cuda')
rn50_jit_traced = torch.jit.trace(rn50, inp)
rn50_jit_scripted = torch.jit.script(rn50)

sandeepkumar-skb

import torch
from torch2trt import torch2trt
import torchvision.models as models
import tensorrt as trt
import torchvision.transforms as transforms
import torchvision.datasets as datasets


def get_trt_engine(model, inputs, max_batch_size=1, fp16_mode=True, int8_mode=False, int8_calib_dataset=None):
    model_trt = torch2trt(model,

sandeepkumar-skb

#include <iostream>

void print(int& i){
    std::cout << i << "\n";
}

int main(){
    int i = 10;
    // Binding function print
    auto foo = std::bind(&print, i);

sandeepkumar-skb

#include <thread>
#include <stdio.h>

int count = 0;

void counter(){
    for (int i=0; i < 100000; ++i){
        count++;
    }
}

sandeepkumar-skb

#include <thread>
#include <stdio.h>
#include <mutex>

int count = 0;
std::mutex writer;

void counter(){
    for (int i=0; i < 100000; ++i){
        writer.lock();

sandeepkumar-skb

#include <thread>
#include <stdio.h>
#include <atomic>

std::atomic<unsigned int> count (0);

void counter(){
    for (int i=0; i < 100000; ++i){
        count++;
    }

sandeepkumar-skb

// Compiling and running this program:
//   nvcc -std=c++11 device-prop-test.cu && ./a.out
#include <chrono>
#include <iostream>
using namespace std;

#define CUDA_CHECK(call)                                    \
  do {                                                      \
    cudaError_t status = call;                              \
    if(status != cudaSuccess) {                             \

sandeepkumar-skb

#include <limits.h>
#include <unistd.h>
#include <csignal>
#include <cstdlib>
#include <fstream>
#include <iostream>

#include <iostream>
#include <sstream>
#include <stdexcept>