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histogram.cpp
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/*******************************************************
* Copyright (c) 2015-2019, ArrayFire
* All rights reserved.
*
* This file is distributed under 3-clause BSD license.
* The complete license agreement can be obtained at:
* http://arrayfire.com/licenses/BSD-3-Clause
********************************************************/
#include <forge.h>
#include <algorithm>
#include <cmath>
#include <ctime>
#include <iostream>
#include <iterator>
#include <sstream>
#include <vector>
#include "cl_helpers.h"
using namespace cl;
using namespace std;
const unsigned IMGW = 256;
const unsigned IMGH = 256;
const unsigned DIMX = 1000;
const unsigned DIMY = 800;
const unsigned IMG_SIZE = IMGW * IMGH * 4;
const unsigned NBINS = 256;
const float PERSISTENCE = 0.5f;
#define USE_FORGE_OPENCL_COPY_HELPERS
#include <fg/compute_copy.h>
// clang-format off
static const std::string perlinKernels =
R"EOK(
float rand(int x) {
x = (x << 13) ^ x;
return (1.0 - ((x * (x * x * 15731 + 789221) + 1376312589) & 0x7fffffff) /
1073741824.0);
}
float interp(float x0, float x1, float t) { return x0 + (x1 - x0) * t; }
kernel void init(global float* base, global float* perlin, int IMGW, int IMGH,
int randSeed) {
int x = get_global_id(0);
int y = get_global_id(1);
if (x < IMGW && y < IMGH) {
int i = x + y * IMGW;
base[i] = (1 + rand(randSeed * i)) / 2.0f;
perlin[i] = 0.0f;
}
}
kernel void compute(global float* perlin, global float* base, unsigned IMGW,
unsigned IMGH, float amp, int period) {
int x = get_global_id(0);
int y = get_global_id(1);
if (x < IMGW && y < IMGH) {
int index = y * IMGW + x;
float freq = 1.0f / period;
int si0 = (x / period) * period;
int si1 = (si0 + period) % IMGW;
float hblend = (x - si0) * freq;
int sj0 = (y / period) * period;
int sj1 = (sj0 + period) % IMGH;
float vblend = (y - sj0) * freq;
float top =
interp(base[si0 + IMGW * sj0], base[si1 + IMGW * sj0], hblend);
float bot =
interp(base[si0 + IMGW * sj1], base[si1 + IMGW * sj1], hblend);
perlin[index] += (amp * interp(top, bot, vblend));
}
}
kernel void normalizeNoise(global float* perlin, unsigned IMGW, unsigned IMGH,
float tamp) {
int x = get_global_id(0);
int y = get_global_id(1);
if (x < IMGW && y < IMGH) {
int index = y * IMGW + x;
perlin[index] = perlin[index] / tamp;
}
}
kernel void fillImage(global unsigned char* ptr, unsigned width,
unsigned height, global float* perlin, unsigned IMGW,
unsigned IMGH) {
int x = get_global_id(0);
int y = get_global_id(1);
if (x < width && y < height) {
int offset = x + y * width;
unsigned u = (unsigned)(IMGW * x / (float)(width));
unsigned v = (unsigned)(IMGH * y / (float)(height));
int idx = u + v * IMGW;
unsigned char val = 255 * perlin[idx];
ptr[offset * 4 + 0] = val;
ptr[offset * 4 + 1] = val;
ptr[offset * 4 + 2] = val;
ptr[offset * 4 + 3] = 255;
}
}
kernel void memSet(global int* out, unsigned len) {
if (get_global_id(0) < len) out[get_global_id(0)] = 0;
}
kernel void histogram(const global unsigned char* perlinNoise,
global int* histOut, const unsigned w, const unsigned h,
const unsigned nbins) {
int x = get_global_id(0);
int y = get_global_id(1);
if (x < w && y < h) {
int offset = y * w + x;
unsigned char noiseVal = perlinNoise[offset * 4 + 0];
offset = (int)(nbins * (noiseVal / 255.f));
atomic_add(histOut + offset, 1);
}
}
kernel void setColors(global float* out, unsigned rseed, unsigned gseed,
unsigned bseed) {
int i = get_global_id(0);
out[3 * i + 0] = (1 + rand(rseed * i)) / 2.0f;
out[3 * i + 1] = (1 + rand(gseed * i)) / 2.0f;
out[3 * i + 2] = (1 + rand(bseed * i)) / 2.0f;
};
)EOK";
// clang-format on
inline
int divup(int a, int b)
{
return (a + b - 1) / b;
}
void kernel(cl::Buffer& image, cl::Buffer& base, cl::Buffer& perlin,
cl::Buffer& histOut, cl::Buffer& colors, cl::CommandQueue& queue,
cl::Device& device) {
static bool compileFlag = true;
static cl::Program prog;
static cl::Kernel initKernel, computeKernel, normKernel, fillKernel;
static cl::Kernel memSetKernel, genHistogram, genHistColors;
std::srand((unsigned)(std::time(0)));
if (compileFlag) {
try {
prog = cl::Program(queue.getInfo<CL_QUEUE_CONTEXT>(), perlinKernels,
false);
std::vector<cl::Device> devs;
devs.push_back(device);
prog.build(devs);
initKernel = cl::Kernel(prog, "init");
computeKernel = cl::Kernel(prog, "compute");
normKernel = cl::Kernel(prog, "normalizeNoise");
fillKernel = cl::Kernel(prog, "fillImage");
memSetKernel = cl::Kernel(prog, "memSet");
genHistogram = cl::Kernel(prog, "histogram");
genHistColors = cl::Kernel(prog, "setColors");
} catch (cl::Error err) {
std::cout << "Compile Errors: " << std::endl;
std::cout << err.what() << err.err() << std::endl;
std::cout << prog.getBuildInfo<CL_PROGRAM_BUILD_LOG>(device)
<< std::endl;
exit(255);
}
std::cout << "Kernels compiled successfully" << std::endl;
compileFlag = false;
}
static const NDRange local(16, 16);
NDRange global(local[0] * divup(IMGW, (int)(local[0])),
local[1] * divup(IMGH, (int)(local[1])));
float persistence = 0.5f;
float amp = 1.0f;
float tamp = 0.0f;
initKernel.setArg(0, base);
initKernel.setArg(1, perlin);
initKernel.setArg(2, IMGW);
initKernel.setArg(3, IMGH);
initKernel.setArg(4, std::rand());
queue.enqueueNDRangeKernel(initKernel, cl::NullRange, global, local);
for (int octave = 6; octave >= 0; --octave) {
int period = 1 << octave;
computeKernel.setArg(0, perlin);
computeKernel.setArg(1, base);
computeKernel.setArg(2, IMGW);
computeKernel.setArg(3, IMGH);
computeKernel.setArg(4, amp);
computeKernel.setArg(5, period);
queue.enqueueNDRangeKernel(computeKernel, cl::NullRange, global, local);
tamp += amp;
amp *= persistence;
}
normKernel.setArg(0, perlin);
normKernel.setArg(1, IMGW);
normKernel.setArg(2, IMGH);
normKernel.setArg(3, tamp);
queue.enqueueNDRangeKernel(normKernel, cl::NullRange, global, local);
fillKernel.setArg(0, image);
fillKernel.setArg(1, IMGW);
fillKernel.setArg(2, IMGH);
fillKernel.setArg(3, perlin);
fillKernel.setArg(4, IMGW);
fillKernel.setArg(5, IMGH);
queue.enqueueNDRangeKernel(fillKernel, cl::NullRange, global, local);
static const NDRange global_hist(NBINS);
memSetKernel.setArg(0, histOut);
memSetKernel.setArg(1, NBINS);
queue.enqueueNDRangeKernel(memSetKernel, cl::NullRange, global_hist);
genHistogram.setArg(0, image);
genHistogram.setArg(1, histOut);
genHistogram.setArg(2, IMGW);
genHistogram.setArg(3, IMGH);
genHistogram.setArg(4, NBINS);
queue.enqueueNDRangeKernel(genHistogram, cl::NullRange, global, local);
genHistColors.setArg(0, colors);
genHistColors.setArg(1, std::rand());
genHistColors.setArg(2, std::rand());
genHistColors.setArg(3, std::rand());
queue.enqueueNDRangeKernel(genHistColors, cl::NullRange, global_hist);
}
int main(void) {
try {
/*
* First Forge call should be a window creation call
* so that necessary OpenGL context is created for any
* other forge::* object to be created successfully
*/
forge::Window wnd(DIMX, DIMY, "Histogram Demo");
wnd.makeCurrent();
forge::Image img(IMGW, IMGH, FG_RGBA, forge::u8);
forge::Chart chart(FG_CHART_2D);
chart.setAxesLabelFormat("%3.1f", "%.2e");
/* set x axis limits to maximum and minimum values of data
* and y axis limits to range [0, number of pixels ideally]
* but practically total number of pixels as y range will skew
* the histogram graph vertically. Therefore setting it to
* 25% of total number of pixels */
chart.setAxesLimits(0, 1, 0, IMGW * IMGH / (float)(NBINS / 4.0));
/*
* Create histogram object specifying number of bins
*/
forge::Histogram hist = chart.histogram(NBINS, forge::s32);
/*
* Set histogram colors
*/
hist.setColor(FG_YELLOW);
/*
* Helper function to create a CLGL interop context.
* This function checks for if the extension is available
* and creates the context on the appropriate device.
* Note: context and queue are defined in cl_helpers.h
*/
context = createCLGLContext(wnd);
Device device = context.getInfo<CL_CONTEXT_DEVICES>()[0];
queue = CommandQueue(context, device);
cl::Buffer image(context, CL_MEM_READ_WRITE, IMG_SIZE);
cl::Buffer baseNoise(context, CL_MEM_READ_WRITE, IMG_SIZE);
cl::Buffer perlinNoise(context, CL_MEM_READ_WRITE, IMG_SIZE);
cl::Buffer histOut(context, CL_MEM_READ_WRITE, NBINS * sizeof(int));
cl::Buffer colors(context, CL_MEM_READ_WRITE,
3 * NBINS * sizeof(float));
GfxHandle* handles[3];
createGLBuffer(&handles[0], img.pixels(), FORGE_IMAGE_BUFFER);
createGLBuffer(&handles[1], hist.vertices(), FORGE_VERTEX_BUFFER);
createGLBuffer(&handles[2], hist.colors(), FORGE_VERTEX_BUFFER);
unsigned frame = 0;
do {
if (frame % 8 == 0) {
kernel(image, baseNoise, perlinNoise, histOut, colors, queue,
device);
copyToGLBuffer(handles[0], (ComputeResourceHandle)image(),
img.size());
copyToGLBuffer(handles[1], (ComputeResourceHandle)histOut(),
hist.verticesSize());
copyToGLBuffer(handles[2], (ComputeResourceHandle)colors(),
hist.colorsSize());
frame = 0;
}
/*
* Split the window into grid regions
*/
wnd.draw(1, 2, 0, img, "Dynamic Perlin Noise");
wnd.draw(1, 2, 1, chart, "Histogram of Noisy Image");
wnd.swapBuffers();
frame++;
} while (!wnd.close());
releaseGLBuffer(handles[0]);
releaseGLBuffer(handles[1]);
releaseGLBuffer(handles[2]);
} catch (forge::Error err) {
std::cout << err.what() << "(" << err.err() << ")" << std::endl;
} catch (cl::Error err) {
std::cout << err.what() << "(" << err.err() << ")" << std::endl;
}
return 0;
}