测了一下:
LoadRunner场景:
每10秒加16个VUser
VUser总量800
分4台PC代理执行
全部robot相册表单上传图片一个功能点
分步压力测试:
1.使用现有程序
20多分钟后大概上传了5000多张1024*768的桌面图片后,
jprofiler显示内存堆占据极大,主要是byte类占据
top一下,发现java进程占了1.9G内存,而且还在涨。
负载也很高:load average: 24.18, 0.15, 0.09
2.将上传图片功能完全注释掉,只剩下空壳
半个小时后,内存保持在600M-800M
负载正常:load average: 0.07, 0.04, 0.15
正常
如此看来上传图片功能是有问题。
3.将上传图片功能留下,把其后的生成预览图注释掉。
半个小时后,内存保持在800M-900M
正常
如此看来commons-upload没问题(否则就要试一下改用cos等上传组件),
可能是生成预览图有问题
检查生成预览图程序,是直接用J2D的Graphic2D将图画出来,用iio保存的
优化:
将预览图程序重构为策略模式。
将所有可能方案作为策略实现,一个个试。
通过查资料,
找到:awt,j2d,jai,iio,jmagick,imagej,imagemanip等方案。
package com.sanook.hompy.util.image.preview; import java.awt.Dimension; import java.io.File; import java.io.IOException; import org.apache.commons.io.FileUtils; import org.apache.commons.logging.Log; import org.apache.commons.logging.LogFactory; /** * * 此类负责与调用者打交道 * * @author 梁飞 [email protected] * */ public class PreivewManager { protected static final Log log = LogFactory.getLog(PreivewManager.class); private PreviewGenerator previewGenerator; public PreivewManager(PreviewGenerator previewGenerator) { this.previewGenerator = previewGenerator; } /** * 一些通用的处理就在这先做了 * * @param source * @param target * @param width * @param height * @throws IOException */ public void generatePreview(String source, String target, int width, int height) throws IOException { if (source == null || ! new File(source).exists()) { return; } checkDir(target); Dimension d = previewGenerator.getSize(source); int w = (int)d.getWidth(); int h = (int)d.getHeight(); if (w <= width && h <= height) { copy(source, target); //如果图片较小,就直接copy过去 } else { //同比缩放 if (w > width || h > height) { if(w * height > h * width){ height = h * width / w; }else{ width = w * height / h; } } else { width = w; height = h; } previewGenerator.generate(source, target, width, height); } return ; } private void checkDir(String target) { File dir = new File(target).getParentFile(); if (! dir.exists()) { dir.mkdirs(); log.warn(dir.getAbsolutePath() + " not exists! already auto made!"); } } private void copy(String source, String target) throws IOException { FileUtils.copyFile(new File(source), new File(target)); } }
package com.sanook.hompy.util.image.preview; import java.awt.Dimension; import java.io.IOException; /** * * 预览图生成的策略接口 * * @author 梁飞 [email protected] * */ public interface PreviewGenerator { /** * 主要用于判断是否为大图,小图就copy * @param source 源图片位置 * @return Dimension 图片的大小 * @throws IOException */ public Dimension getSize(String source) throws IOException; /** * 处理生成预览图的策略方法 * 大小判定,比例调整已在PreivewManager,请直接使用width,height * @param source 源图片位置 * @param target 保存预览图位置 * @param width 预览图宽度 * @param height 预览图高度 * @throws IOException */ public void generate(String source, String target, int width, int height) throws IOException; }
package com.sanook.hompy.util.image.preview; import java.awt.image.BufferedImage; import java.io.IOException; /** * * BufferedImage 的读写处理策略接口 * * @author 梁飞 [email protected] * */ public interface ImageProvider { public BufferedImage readImage(String source) throws IOException; public void saveImage(BufferedImage image, String target) throws IOException; }
package com.sanook.hompy.util.image.preview; import java.awt.image.BufferedImage; import java.io.BufferedInputStream; import java.io.BufferedOutputStream; import java.io.FileInputStream; import java.io.FileOutputStream; import java.io.IOException; import com.sun.image.codec.jpeg.JPEGCodec; import com.sun.image.codec.jpeg.JPEGImageDecoder; import com.sun.image.codec.jpeg.JPEGImageEncoder; /** * * Sun的非标准JPEG处理类,没ImageIO之前,全靠它撑着 * * @author 梁飞 [email protected] * */ public class CodecImageProvider implements ImageProvider { public BufferedImage readImage(String source) throws IOException { BufferedInputStream bis = null; try { bis = new BufferedInputStream(new FileInputStream(source)); JPEGImageDecoder decoder = JPEGCodec.createJPEGDecoder(bis); return decoder.decodeAsBufferedImage(); } finally { if (bis != null) { bis.close(); } } } public void saveImage(BufferedImage image, String target) throws IOException { BufferedOutputStream bos = null; try { bos = new BufferedOutputStream(new FileOutputStream(target)); JPEGImageEncoder encoder = JPEGCodec.createJPEGEncoder(bos); encoder.encode(image); } finally { if (bos != null) { bos.close(); } } } }
package com.sanook.hompy.util.image.preview; import java.awt.image.BufferedImage; import java.io.File; import java.io.IOException; import java.util.Iterator; import javax.imageio.IIOImage; import javax.imageio.ImageIO; import javax.imageio.ImageTypeSpecifier; import javax.imageio.ImageWriteParam; import javax.imageio.ImageWriter; import javax.imageio.stream.ImageOutputStream; /** * * 标准的Java实现图形处理包,处理性能待考量 * * @author 梁飞 [email protected] * */ public class IioImageProvider implements ImageProvider { public BufferedImage readImage(String source) throws IOException { return ImageIO.read(new File(source)); } public void saveImage(BufferedImage image, String target) throws IOException { File targetFile = new File(target); ImageWriter writer = null; ImageOutputStream outputStream = null; try { ImageTypeSpecifier type = ImageTypeSpecifier .createFromRenderedImage(image); Iterator iterator = ImageIO.getImageWriters(type, "JPEG"); if (!iterator.hasNext()) { return; } writer = (ImageWriter) iterator.next(); IIOImage iioImage = new IIOImage(image, null, null); ImageWriteParam param = writer.getDefaultWriteParam(); param.setCompressionMode(ImageWriteParam.MODE_EXPLICIT); param.setCompressionQuality(1.0f); outputStream = ImageIO.createImageOutputStream(targetFile); writer.setOutput(outputStream); writer.write(null, iioImage, param); } finally { if (outputStream != null) { outputStream.close(); } if (writer != null) { writer.abort(); } } } }
package com.sanook.hompy.util.image.preview; import java.awt.Dimension; import java.awt.Image; import java.awt.Toolkit; import java.io.IOException; /** * * 最原始的方法,Toolkit一般用于桌面加载图片,调用的地方到处是ImageObserver * * @author 梁飞 [email protected] * */ public class AwtPreviewGenerator implements PreviewGenerator { public Dimension getSize(String source) throws IOException { Image image = Toolkit.getDefaultToolkit().getImage(source); return new Dimension(image.getWidth(null), image.getHeight(null)); } public void generate(String source, String target, int width, int height) throws IOException { Image image = Toolkit.getDefaultToolkit().getImage(source); image = image.getScaledInstance(width, height, Image.SCALE_FAST); // TODO Image保存方式待定 // imageProvider.saveImage((BufferedImage)image, target); } }
package com.sanook.hompy.util.image.preview; import java.awt.Color; import java.awt.Dimension; import java.awt.Graphics2D; import java.awt.RenderingHints; import java.awt.image.BufferedImage; import java.io.IOException; /** * * 这个是自己操大刀,用Graphics直接画出来,再保存 * * 注:重构前,就此类+IioImageProvider的实现方式 * * @author 梁飞 [email protected] * */ public class J2dPreviewGenerator implements PreviewGenerator { private ImageProvider imageProvider; public J2dPreviewGenerator(ImageProvider imageProvider) { this.imageProvider = imageProvider; } public Dimension getSize(String source) throws IOException { BufferedImage image = imageProvider.readImage(source); return new Dimension(image.getWidth(), image.getHeight()); } public void generate(String source, String target, int width, int height) throws IOException { BufferedImage sourceImage = imageProvider.readImage(source); BufferedImage image = new BufferedImage(width, height, BufferedImage.TYPE_INT_RGB); Graphics2D g = null; try { g = (Graphics2D) image.createGraphics(); g.setRenderingHint(RenderingHints.KEY_ANTIALIASING, RenderingHints.VALUE_ANTIALIAS_ON); g.setRenderingHint(RenderingHints.KEY_RENDERING, RenderingHints.VALUE_RENDER_QUALITY); // TODO hints待调整 ... g.setColor(Color.white); g.fillRect(0, 0, width, height); g.drawImage(sourceImage, 0, 0, width, height, null); } finally { if (g != null) { g.dispose(); } } imageProvider.saveImage(image, target); } }
package com.sanook.hompy.util.image.preview; import java.awt.Dimension; import java.awt.RenderingHints; import java.awt.geom.AffineTransform; import java.awt.image.AffineTransformOp; import java.awt.image.BufferedImage; import java.io.IOException; /** * * 标准的Image处理的装饰器模式实现,感觉比直接操Graphic好些 * * @author 梁飞 [email protected] * */ public class OpPreviewGenerator implements PreviewGenerator { private ImageProvider imageProvider; public OpPreviewGenerator(ImageProvider imageProvider) { this.imageProvider = imageProvider; } public Dimension getSize(String source) throws IOException { BufferedImage image = imageProvider.readImage(source); return new Dimension(image.getWidth(), image.getHeight()); } public void generate(String source, String target, int width, int height) throws IOException { BufferedImage sourceImage = imageProvider.readImage(source); AffineTransform affineTransform = new AffineTransform(); affineTransform.scale(width, height); RenderingHints hints = new RenderingHints(RenderingHints.KEY_RENDERING, RenderingHints.VALUE_RENDER_DEFAULT); // TODO hints待调整 ... AffineTransformOp affineTransformOp = new AffineTransformOp(affineTransform, hints); BufferedImage image = new BufferedImage(width, height, sourceImage.getType()); image = affineTransformOp.filter(sourceImage, image); imageProvider.saveImage(image, target); } }
package com.sanook.hompy.util.image.preview; import java.awt.Dimension; import java.awt.image.renderable.ParameterBlock; import java.awt.image.renderable.RenderableImage; import java.io.File; import java.io.FileOutputStream; import java.io.IOException; import javax.media.jai.JAI; import javax.media.jai.ParameterBlockJAI; import javax.media.jai.PlanarImage; import com.sun.media.jai.codec.ImageCodec; import com.sun.media.jai.codec.ImageEncoder; import com.sun.media.jai.codec.JPEGEncodeParam; /** * * ImageIO的前身,但保持独立发展,比ImageIO绑定JDK,更新速度快多了 * * @author 梁飞 [email protected] * */ public class JaiPreviewGenerator implements PreviewGenerator { public Dimension getSize(String source) throws IOException { ParameterBlockJAI loadPB = new ParameterBlockJAI("fileload"); loadPB.setParameter("filename", source); PlanarImage image = JAI.create("fileload", loadPB); return new Dimension(image.getWidth(), image.getHeight()); } public void generate(String source, String target, int width, int height) throws IOException { ParameterBlock pb = new ParameterBlock(); pb.addSource(source); RenderableImage render = JAI.createRenderable("renderable", pb); PlanarImage image = (PlanarImage) render.createScaledRendering(width, height, null); save(image, target); } private void save(PlanarImage image, String target) throws IOException { File targetFile = new File(target); FileOutputStream out = null; try { JPEGEncodeParam param = new JPEGEncodeParam(); param.setQuality(1.00f); out = new FileOutputStream(targetFile); ImageEncoder encoder = ImageCodec.createImageEncoder("JPEG", out, param); encoder.encode(image); } finally { if (out != null) { out.close(); } } } }
package com.sanook.hompy.util.image.preview; import java.awt.Dimension; import java.io.IOException; import magick.CompressionType; import magick.ImageInfo; import magick.MagickApiException; import magick.MagickException; import magick.MagickImage; /** * * Unix下最著名的ImageMagicK库的Java调用 * JMagicK并不处理什么,只是ImageMagicK到Java的一个jni接口,其方法大部分是native的 * * 注:已放在正式环境下run了 * * @author 梁飞 [email protected] * */ public class JmagickPreviewGenerator implements PreviewGenerator { public JmagickPreviewGenerator() { System.setProperty("jmagick.systemclassloader", "no"); } public Dimension getSize(String source) throws IOException { try { ImageInfo info = new ImageInfo(source); MagickImage image = new MagickImage(info); return image.getDimension(); } catch (MagickApiException ex) { throw new IOException(ex.getMessage()); } catch (MagickException ex) { throw new IOException(ex.getMessage()); } } public void generate(String source, String target, int width, int height) throws IOException { try { ImageInfo info = new ImageInfo(source); MagickImage image = new MagickImage(info); MagickImage canvasImage = image.scaleImage(width, height); save(canvasImage, target); } catch (MagickApiException ex) { ex.printStackTrace(); throw new IOException(ex.getMessage()); } catch (MagickException ex) { ex.printStackTrace(); throw new IOException(ex.getMessage()); } } private void save(MagickImage image, String target) throws IOException { try { image.setCompression(CompressionType.JPEGCompression); image.setFileName(target); image.writeImage(new ImageInfo()); } catch (MagickApiException ex) { ex.printStackTrace(); throw new IOException(ex.getMessage()); } catch (MagickException ex) { ex.printStackTrace(); throw new IOException(ex.getMessage()); } } }
package com.sanook.hompy.util.image.preview; import java.awt.Dimension; import java.io.IOException; /** * 在生物方面用的较多,如细胞透视图等的处理 * * @author 梁飞 [email protected] * */ public class ImagejPreviewGenerator implements PreviewGenerator { public Dimension getSize(String source) throws IOException { // TODO 没写完 return null; } public void generate(String source, String target, int width, int height) throws IOException { // TODO 没写完 } }
结果:
用Op比直接用Graphic要好些,
JMagicK的内存占有会低很多,
速度也比iio快3到5倍。
但负载还是偏高。
资源:
ImageMagicK: http://www.imagemagick.org/ (提供C/C++原生接口)
JMagicK: http://www.yeo.id.au/jmagick/ (Java接口)
RMagicK: http://rmagick.rubyforge.org/ (Ruby接口)
也支持其它语言:
LISP: http://common-lisp.net/project/cl-magick/
PASCAL: http://wiki.lazarus.freepascal.org/index.html/PascalMagick
PHP: http://www.magickwand.org/download/php/
PYTHON: http://www.imagemagick.org/download/python/
TCL: http://tclmagick.sourceforge.net/
BTW:
ImageMagicK和JMagicK安装很麻烦哦,最好都用源代码包编译安装,rpm包安装常出错。