為什么80%的碼農都做不了架構師？>>> ??
# -*- coding: utf-8 -*-from __future__ import absolute_import, print_function
import numpy as np
import pyopencl as cl
import cv2
from PIL import Imagedef RoundUp(groupSize, globalSize): r = globalSize % groupSize; if r == 0: return globalSizeelse: return globalSize + groupSize - r# 創建Context
# 如果有多個設備，則會提示選擇
ctx = cl.create_some_context()
# 創建CommandQueue
queue = cl.CommandQueue(ctx)mf = cl.mem_flags# 通過字符串內容編譯OpenCL的Program
prg = cl.Program(ctx, """
__kernel void box_blur_filter(__read_only image2d_t input,__write_only image2d_t output){const sampler_t sampler = CLK_FILTER_NEAREST |CLK_NORMALIZED_COORDS_FALSE |CLK_ADDRESS_CLAMP_TO_EDGE;const int2 size = get_image_dim(input);int2 coord = (int2)(get_global_id(0),get_global_id(1));float blurSize =256.0f; float imageWidth = size.x;float4 sum;for(int i = 0; i < 40; i++){sum += read_imagef(input,sampler, coord + (int2)(0, convert_int((i-20) * blurSize / imageWidth)));}/*for(int i = 0; i < 40; i++){sum += read_imagef(input,sampler, coord + (int2)(convert_int((i-20) * blurSize / size.y),0));}*/sum = sum / 40;write_imagef(output,coord,sum);
}
""").build()# 打開圖片文件
src1 = Image.open('temp/images/f2.png')
print(src1.size)
dist = Image.new('RGBA',(640,480),(255,255,255))# OpenCL處理的圖片文件格式RGBA,unit8
imageFormat = cl.ImageFormat(cl.channel_order.RGBA,cl.channel_type.UNSIGNED_INT8)# 將圖片從Host復制到Device
img1 = cl.Image(ctx, mf.READ_ONLY | mf.COPY_HOST_PTR,imageFormat,src1.size,None,src1.tobytes())
output = cl.Image(context=ctx,flags=mf.WRITE_ONLY,format=imageFormat,shape=src1.size)# 根據圖片大小定義WorkSize
localWorkSize = ( 8, 8 )
globalWorkSize = ( RoundUp(localWorkSize[0], src1.size[0]), RoundUp(localWorkSize[1], src1.size[1]))
# 執行Kernel
prg.box_blur_filter(queue,globalWorkSize,localWorkSize,img1,output)buffer = np.zeros(src1.size[0] * src1.size[1] * 4, np.uint8)
origin = ( 0, 0, 0 )
region = ( src1.size[0], src1.size[1], 1 )
# 將處理好的圖片從設備復制到HOST
cl.enqueue_read_image(queue, output,origin, region, buffer).wait()
# 保存圖片
dist = Image.frombytes("RGBA",src1.size, buffer.tobytes())
dist.save('temp/images/cl-output.png')
dist.show()?
