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The Native Image Generator (Ngen.exe) is a tool that improves the performance of managed applications. Ngen.exe creates native images, which are files containing compiled processor-specific machine code, and installs them into the native image cache on the local computer. The runtime can use native images from the cache instead of using the just-in-time (JIT) compiler to compile the original assembly.

Note

Ngen.exe compiles native images for assemblies that target the .NET Framework only. The equivalent native image generator for .NET Core is CrossGen.

Changes to Ngen.exe in the .NET Framework 4:

• Ngen.exe now compiles assemblies with full trust, and code access security (CAS) policy is no longer evaluated.

• Native images that are generated with Ngen.exe can no longer be loaded into applications that are running in partial trust.

Changes to Ngen.exe in the .NET Framework version 2.0:

• Installing an assembly also installs its dependencies, simplifying the syntax of Ngen.exe.

• Native images can now be shared across application domains.

• A new action, update, re-creates images that have been invalidated.

• Actions can be deferred for execution by a service that uses idle time on the computer to generate and install images.

• Some causes of image invalidation have been eliminated.

On Windows 8, see Native Image Task.

For additional information on using Ngen.exe and the native image service, see Native Image Service.

Note

Ngen.exe syntax for versions 1.0 and 1.1 of the .NET Framework can be found in Native Image Generator (Ngen.exe) Legacy Syntax.

This tool is automatically installed with Visual Studio. To run the tool, use the Developer Command Prompt for Visual Studio (or the Visual Studio Command Prompt in Windows 7). For more information, see Command Prompts.

At the command prompt, type the following:

Syntax

Actions

The following table shows the syntax of each action. For descriptions of the individual parts of an action, see the Arguments, Priority Levels, Scenarios, and Config tables. The Options table describes the options and the help switches.

Arguments

Priority Levels

Scenarios

Config

Options

Remarks

To run Ngen.exe, you must have administrative privileges.

Caution

Do not run Ngen.exe on assemblies that are not fully trusted. Starting with the .NET Framework 4, Ngen.exe compiles assemblies with full trust, and code access security (CAS) policy is no longer evaluated.

Starting with the .NET Framework 4, the native images that are generated with Ngen.exe can no longer be loaded into applications that are running in partial trust. Instead, the just-in-time (JIT) compiler is invoked.

Ngen.exe generates native images for the assembly specified by the assemblyname argument to the install action and all its dependencies. Dependencies are determined from references in the assembly manifest. The only scenario in which you need to install a dependency separately is when the application loads it using reflection, for example by calling the Assembly.Load method.

Important

Do not use the Assembly.LoadFrom method with native images. An image loaded with this method cannot be used by other assemblies in the execution context.

Ngen.exe maintains a count on dependencies. For example, suppose MyAssembly.exe and YourAssembly.exe are both installed in the native image cache, and both have references to OurDependency.dll. If MyAssembly.exe is uninstalled, OurDependency.dll is not uninstalled. It is only removed when YourAssembly.exe is also uninstalled.

If you are generating a native image for an assembly in the global assembly cache, specify its display name. See Assembly.FullName.

The native images that Ngen.exe generates can be shared across application domains. This means you can use Ngen.exe in application scenarios that require assemblies to be shared across application domains. To specify domain neutrality:

• Apply the LoaderOptimizationAttribute attribute to your application.

• Set the AppDomainSetup.LoaderOptimization property when you create setup information for a new application domain.

Always use domain-neutral code when loading the same assembly into multiple application domains. If a native image is loaded into a nonshared application domain after having been loaded into a shared domain, it cannot be used.

Note

Domain-neutral code cannot be unloaded, and performance may be slightly slower, particularly when accessing static members.

In this Remarks section:

Generating images for different scenarios

After you have generated a native image for an assembly, the runtime automatically attempts to locate and use this native image each time it runs the assembly. Multiple images can be generated, depending on usage scenarios.

For example, if you run an assembly in a debugging or profiling scenario, the runtime looks for a native image that was generated with the /Debug or /Profile options. If it is unable to find a matching native image, the runtime reverts to standard JIT compilation. The only way to debug native images is to create a native image with the /Debug option.

The uninstall action also recognize scenarios, so you can uninstall all scenarios or only selected scenarios.

Determining when to Use native images

Native images can provide performance improvements in two areas: improved memory use and reduced startup time.

Note

Performance of native images depends on a number of factors that make analysis difficult, such as code and data access patterns, how many calls are made across module boundaries, and how many dependencies have already been loaded by other applications. The only way to determine whether native images benefit your application is by careful performance measurements in your key deployment scenarios.

Improved memory use

Native images can significantly improve memory use when code is shared between processes. Native images are Windows PE files, so a single copy of a .dll file can be shared by multiple processes; by contrast, native code produced by the JIT compiler is stored in private memory and cannot be shared.

Applications that are run under terminal services can also benefit from shared code pages.

In addition, not loading the JIT compiler saves a fixed amount of memory for each application instance.

Faster application startup

Precompiling assemblies with Ngen.exe can improve the startup time for some applications. In general, gains can be made when applications share component assemblies because after the first application has been started the shared components are already loaded for subsequent applications. Cold startup, in which all the assemblies in an application must be loaded from the hard disk, does not benefit as much from native images because the hard disk access time predominates.

Hard binding can affect startup time, because all images that are hard bound to the main application assembly must be loaded at the same time.

Note

Before the .NET Framework 3.5 Service Pack 1, you should put shared, strong-named components in the global assembly cache, because the loader performs extra validation on strong-named assemblies that are not in the global assembly cache, effectively eliminating any improvement in startup time gained by using native images. Optimizations that were introduced in the .NET Framework 3.5 SP1 removed the extra validation.

Summary of usage considerations

The following general considerations and application considerations may assist you in deciding whether to undertake the effort of evaluating native images for your application:

• Native images load faster than MSIL because they eliminate the need for many startup activities, such as JIT compilation and type-safety verification.

• Native images require a smaller initial working set because there is no need for the JIT compiler.

• Native images enable code sharing between processes.

• Native images require more hard disk space than MSIL assemblies and may require considerable time to generate.

• Native images must be maintained.

  • Images need to be regenerated when the original assembly or one of its dependencies is serviced.

  • A single assembly may need multiple native images for use in different applications or different scenarios. For example, the configuration information in two applications might result in different binding decisions for the same dependent assembly.

  • Native images must be generated by an administrator; that is, from a Windows account in the Administrators group.

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In addition to these general considerations, the nature of your application must be considered when determining whether native images might provide a performance benefit:

• If your application runs in an environment that uses many shared components, native images allow the components to be shared by multiple processes.

• If your application uses multiple application domains, native images allow code pages to be shared across domains.

  Note

  In the .NET Framework versions 1.0 and 1.1, native images cannot be shared across application domains. This is not the case in version 2.0 or later.

• If your application will be run under Terminal Server, native images allow sharing of code pages.

• Large applications generally benefit from compilation to native images. Small applications generally do not benefit.

• For long-running applications, run-time JIT compilation performs slightly better than native images. (Hard binding can mitigate this performance difference to some degree.)

Importance of assembly base addresses

Because native images are Windows PE files, they are subject to the same rebasing issues as other executable files. The performance cost of relocation is even more pronounced if hard binding is employed.

To set the base address for a native image, use the appropriate option of your compiler to set the base address for the assembly. Ngen.exe uses this base address for the native image.

Note

Native images are larger than the managed assemblies from which they were created. Base addresses must be calculated to allow for these larger sizes.

You can use a tool such as dumpbin.exe to view the preferred base address of a native image.

Hard binding

Hard binding increases throughput and reduces working set size for native images. The disadvantage of hard binding is that all the images that are hard bound to an assembly must be loaded when the assembly is loaded. This can significantly increase startup time for a large application.

Hard binding is appropriate for dependencies that are loaded in all your application's performance-critical scenarios. As with any aspect of native image use, careful performance measurements are the only way to determine whether hard binding improves your application's performance.

The DependencyAttribute and DefaultDependencyAttribute attributes allow you to provide hard binding hints to Ngen.exe.

Note

These attributes are hints to Ngen.exe, not commands. Using them does not guarantee hard binding. The meaning of these attributes may change in future releases.

Specifying a binding hint for a dependency

Apply the DependencyAttribute to an assembly to indicate the likelihood that a specified dependency will be loaded. LoadHint.Always indicates that hard binding is appropriate, Default indicates that the default for the dependency should be used, and Sometimes indicates that hard binding is not appropriate.

The following code shows the attributes for an assembly that has two dependencies. The first dependency (Assembly1) is an appropriate candidate for hard binding, and the second (Assembly2) is not.

The assembly name does not include the file name extension. Display names can be used.

Specifying a default binding hint for an assembly

Default binding hints are only needed for assemblies that will be used immediately and frequently by any application that has a dependency on them. Mac studio fix powder ingredients. Apply the DefaultDependencyAttribute with LoadHint.Always to such assemblies to specify that hard binding should be used.

Note

There is no reason to apply DefaultDependencyAttribute to .dll assemblies that do not fall into this category, because applying the attribute with any value other than LoadHint.Always has the same effect as not applying the attribute at all.

Microsoft uses the DefaultDependencyAttribute to specify that hard binding is the default for a very small number of assemblies in the .NET Framework, such as mscorlib.dll.

Deferred processing

Generation of native images for a very large application can take considerable time. Similarly, changes to a shared component or changes to computer settings might require many native images to be updated. The install and update actions have a /queue option that queues the operation for deferred execution by the native image service. In addition, Ngen.exe has queue and executeQueuedItems actions that provide some control over the service. For more information, see Native Image Service.

Native images and JIT compilation

Buy it now requirements. If Ngen.exe encounters any methods in an assembly that it cannot generate, it excludes them from the native image. When the runtime executes this assembly, it reverts to JIT compilation for the methods that were not included in the native image.

In addition, native images are not used if the assembly has been upgraded, or if the image has been invalidated for any reason.

Invalid images

When you use Ngen.exe to create a native image of an assembly, the output depends upon the command-line options that you specify and certain settings on your computer. These settings include the following:

• The version of the .NET Framework.

• The version of the operating system, if the change is from the Windows 9x family to the Windows NT family.

• The exact identity of the assembly (recompilation changes identity).

• The exact identity of all assemblies that the assembly references (recompilation changes identity).

• Security factors.

Ngen.exe records this information when it generates a native image. When you execute an assembly, the runtime looks for the native image generated with options and settings that match the computer's current environment. The runtime reverts to JIT compilation of an assembly if it cannot find a matching native image. The following changes to a computer's settings and environment cause native images to become invalid:

• The version of the .NET Framework.

  If you apply an update to the .NET Framework, all native images that you have created using Ngen.exe become invalid. For this reason, all updates of the .NET Framework execute the Ngen Update command, to ensure that all native images are regenerated. The .NET Framework automatically creates new native images for the .NET Framework libraries that it installs.

• The version of the operating system, if the change is from the Windows 9x family to the Windows NT family.

  For example, if the version of the operating system running on a computer changes from Windows 98 to Windows XP, all native images stored in the native image cache become invalid. However, if the operating system changes from Windows 2000 to Windows XP, the images are not invalidated.

• The exact identity of the assembly.

  If you recompile an assembly, the assembly's corresponding native image becomes invalid. Adobe reader 9 0 download.

• The exact identity of any assemblies the assembly references.

  If you update a managed assembly, all native images that directly or indirectly depend on that assembly become invalid and need to be regenerated. This includes both ordinary references and hard-bound dependencies. Whenever a software update is applied, the installation program should execute an Ngen Update command to ensure that all dependent native images are regenerated.

• Security factors.

  Changing machine security policy to restrict permissions previously granted to an assembly can cause a previously compiled native image for that assembly to become invalid.

  For detailed information about how the common language runtime administers code access security and how to use permissions, see Code Access Security.

Troubleshooting

The following troubleshooting topics allow you to see which native images are being used and which cannot be used by your application, to determine when the JIT compiler starts to compile a method, and shows how to opt out of native image compilation of specified methods.

Assembly Binding Log Viewer

To confirm that native images are being used by your application, you can use the Fuslogvw.exe (Assembly Binding Log Viewer). Select Native Images in the Log Categories box on the binding log viewer window. Fuslogvw.exe provides information about why a native image was rejected.

The JITCompilationStart managed debugging assistant

You can use the jitCompilationStart managed debugging assistant (MDA) to determine when the JIT compiler starts to compile a function.

Opting out of native image generation

In some cases, NGen.exe may have difficulty generating a native image for a specific method, or you may prefer that the method be JIT compiled rather then compiled to a native image. In this case, you can use the System.Runtime.BypassNGenAttribute attribute to prevent NGen.exe from generating a native image for a particular method. The attribute must be applied individually to each method whose code you do not want to include in the native image. NGen.exe recognizes the attribute and does not generate code in the native image for the corresponding method.

Note, however, that BypassNGenAttribute is not defined as a type in the .NET Framework Class Library. In order to consume the attribute in your code, you must first define it as follows:

You can then apply the attribute on a per-method basis. The following example instructs the Native Image Generator that it should not generate a native image for the ExampleClass.ToJITCompile method.

Examples

The following command generates a native image for ClientApp.exe, located in the current directory, and installs the image in the native image cache. If a configuration file exists for the assembly, Ngen.exe uses it. In addition, native images are generated for any .dll files that ClientApp.exe references.

An image installed with Ngen.exe is also called a root. A root can be an application or a shared component.

The following command generates a native image for MyAssembly.exe with the specified path.

When locating assemblies and their dependencies, Ngen.exe uses the same probing logic used by the common language runtime. By default, the directory that contains ClientApp.exe is used as the application base directory, and all assembly probing begins in this directory. You can override this behavior by using the /AppBase option.

Note

This is a change from Ngen.exe behavior in the .NET Framework versions 1.0 and 1.1, where the application base is set to the current directory.

An assembly can have a dependency without a reference, for example if it loads a .dll file by using the Assembly.Load method. You can create a native image for such a .dll file by using configuration information for the application assembly, with the /ExeConfig option. The following command generates a native image for MyLib.dll, using the configuration information from MyApp.exe.

Assemblies installed in this way are not removed when the application is removed.

To uninstall a dependency, use the same command-line options that were used to install it. The following command uninstalls the MyLib.dll from the previous example.

To create a native image for an assembly in the global assembly cache, use the display name of the assembly. For example:

NGen.exe generates a separate set of images for each scenario you install. For example, the following commands install a complete set of native images for normal operation, another complete set for debugging, and a third for profiling:

Displaying the Native Image Cache

Once native images are installed in the cache, they can be displayed using Ngen.exe. The following command displays all native images in the native image cache.

The display action lists all the root assemblies first, followed by a list of all the native images on the computer.

Use the simple name of an assembly to display information only for that assembly. The following command displays all native images in the native image cache that match the partial name MyAssembly, their dependencies, and all roots that have a dependency on MyAssembly:

Knowing what roots depend on a shared component assembly is useful in gauging the impact of an update action after the shared component is upgraded.

If you specify an assembly's file extension, you must either specify the path or execute Ngen.exe from the directory containing the assembly:

The following command displays all native images in the native image cache with the name MyAssembly and the version 1.0.0.0.

Updating Images

Images are typically updated after a shared component has been upgraded. To update all native images that have changed, or whose dependencies have changed, use the update action with no arguments.

Updating all images can be a lengthy process. You can queue the updates for execution by the native image service by using the /queue option. For more information on the /queue option and installation priorities, see Native Image Service.

Uninstalling Images

Ngen.exe maintains a list of dependencies, so that shared components are removed only when all assemblies that depend on them have been removed. In addition, a shared component is not removed if it has been installed as a root.

The following command uninstalls all scenarios for the root ClientApp.exe:

The uninstall action can be used to remove specific scenarios. The following command uninstalls all debug scenarios for ClientApp.exe:

Note

Uninstalling /debug scenarios does not uninstall a scenario that includes both /profile and /debug.

The following command uninstalls all scenarios for a specific version of ClientApp.exe:

The following commands uninstall all scenarios for 'ClientApp, Version=1.0.0.0, Culture=neutral, PublicKeyToken=3c7ba247adcd2081, processorArchitecture=MSIL', or just the debug scenario for that assembly:

As with the install action, supplying an extension requires either executing Ngen.exe from the directory containing the assembly or specifying a full path.

For examples relating to the native image service, see Native Image Service.

Native Image Task

The native image task is a Windows task that generates and maintains native images. The native image task generates and reclaims native images automatically for supported scenarios. It also enables installers to use Ngen.exe (Native Image Generator) to create and update native images at a deferred time.

The native image task is registered once for each CPU architecture supported on a computer, to allow compilation for applications that target each architecture:

The native image task is available in the .NET Framework 4.5 and later versions, when running on Windows 8 or later. On earlier versions of Windows, the .NET Framework uses the Native Image Service.

Task Lifetime

In general, the Windows Task Scheduler starts the native image task every night when the computer is idle. The task checks for any deferred work that is queued by application installers, any deferred native image update requests, and any automatic image creation. The task completes outstanding work items and then shuts down. If the computer stops being idle while the task is running, the task stops.

You can also start the native image task manually through the Task Scheduler UI or through manual calls to NGen.exe. If the task is started through either of these methods, it will continue running when the computer is no longer idle. Images created manually by using NGen.exe are prioritized to enable predictable behavior for application installers.

Native Image Service

The native image service is a Windows service that generates and maintains native images. The native image service allows the developer to defer the installation and update of native images to periods when the computer is idle.

Normally, the native image service is initiated by the installation program (installer) for an application or update. For priority 3 actions, the service executes during idle time on the computer. The service saves its state and is capable of continuing through multiple reboots if necessary. Multiple image compilations can be queued.

The service also interacts with the manual Ngen.exe command. Manual commands take precedence over background activity.

Note

On Windows Vista, the name displayed for the native image service is 'Microsoft.NET Framework NGEN v2.0.50727_X86' or 'Microsoft.NET Framework NGEN v2.0.50727_X64'. On all earlier versions of Microsoft Windows, the name is '.NET Runtime Optimization Service v2.0.50727_X86' or '.NET Runtime Optimization Service v2.0.50727_X64'.

Launching Deferred Operations

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Before beginning an installation or upgrade, pausing the service is recommended. This ensures that the service does not execute while the installer is copying files or putting assemblies in the global assembly cache. The following Ngen.exe command line pauses the service:

When all deferred operations have been queued, the following command allows the service to resume:

To defer native image generation when installing a new application or when updating a shared component, use the /queue option with the install or update actions. The following Ngen.exe command lines install a native image for a shared component and perform an update of all roots that may have been affected:

The update action regenerates all native images that have been invalidated, not just those that use MyComponent.

If your application consists of many roots, you can control the priority of the deferred actions. The following commands queue the installation of three roots. Assembly1 is installed first, without waiting for idle time. Assembly2 is also installed without waiting for idle time, but after all priority 1 actions have completed. Assembly3 is installed when the service detects that the computer is idle.

You can force queued actions to occur synchronously by using the executeQueuedItems action. If you supply the optional priority, this action affects only the queued actions that have equal or lower priority. The default priority is 3, so the following Ngen.exe command processes all queued actions immediately, and does not return until they are finished:

Synchronous commands are executed by Ngen.exe and do not use the native image service. You can execute actions using Ngen.exe while the native image service is running.

Service Shutdown

Cm file transfer apk. After being initiated by the execution of an Ngen.exe command that includes the /queue option, the service runs in the background until all actions have been completed. The service saves its state so that it can continue through multiple reboots if necessary. When the service detects that there are no more actions queued, it resets its status so that it will not restart the next time the computer is booted, and then it shuts itself down.

Service Interaction with Clients

In the .NET Framework version 2.0, the only interaction with the native image service is through the command-line tool Ngen.exe. Use the command-line tool in installation scripts to queue actions for the native image service and to interact with the service.

See also

In this post, we've collected seven great online image optimizer tools that let you compress JPG, PNG, and GIF files right from your web browser.

Seven best online image optimizer tools tested and compared

Online image optimizer tools help you compress images or change file type without perceptible loss in quality.

To give you an idea of how much compression is possible, we put some online image optimizer tools to the test. Working with two images – one JPG (file size 238 KB approx) and another PNG (118 KB approx) – here's what we found:

Now, let's dig into the tools in more detail…

1. JPEG Optimizer

JPEG Optimizer is one of the first solutions to check out if all you need is to compress JPEG images.

Most of us should be fine with the default compression of 65, though the website can compress images anywhere between 0-99. Using just the default setting, I was able to cut down the file size by 66%.

If you wish, you can also view EXIF data (time, date and camera make) and resize your images. And then go on to add effects like captions, borders or shadows. Once the tool compresses the image, you can download it and use it anywhere you need.

Compression:

👉 JPEG Image file saving – 66%

2. Kraken

Kraken gives you a choice of compression modes:

• Lossless – zero drop in quality.
• Lossy – a small drop in quality, but cuts down image file size by almost 90%.

The lossy images will work just fine for most users, but professionals who wish to retain 100% visual information should opt for the lossless (e.g. photographers).

Kraken allows you to optimize not just JPEG, but PNG and GIFs as well. Files up to 1 MB are optimized for free, bigger files need you to go with their Pro package.

The Pro package starts at $5 per month and offers additional features too. It can pick up image files from multiple sources such as a list of URLs or a zip archive. That's not all, it can return the optimized images in a zip file, grab all the images from your website, organize them into folders, resize images, store them in the Kraken cloud and keep stats of your optimizations. A free plugin makes it all easy for WordPress users.

Compression:

👉 JPEG Image file saving – 11.32% (lossless), 70.05% (lossy)
👉 PNG Image file saving – 44.06% (lossless), 75.03% (lossy)

3. Tiny PNG

A trusted tool, Tiny PNG handles compression of both JPEG and PNG image formats with ease, letting you bulk upload up to 20 images in one go. Each file size can reach 5 MB. For larger files, you'll have to be a paying customer.

After compression, images can be downloaded to your computer or saved to Dropbox. Tiny PNG also makes it easy for WordPress users with a free plugin. To compare image optimization plugins for WordPress, look up our earlier post.

Compression:

👉 JPEG Image file saving: 32%
👉 PNG Image file saving: 75%

4. JPEG.io

To convert images of any format into JPEG, you can try JPEG.io. It handles more image types than most online image optimizer tools. To use it, you drag and upload your PNG, GIF, SVG or even PSD files to their website. First, the tool converts the images into JPEG, and then compresses them before returning the images to you.

The tool can also pick up image files from your Google Drive or Dropbox and return the optimized JPEG files to you in a zip archive.

Compression:

👉 JPEG Image file saving: 65%
👉 PNG Image file saving: 17%

5. ImageRecycle

If you've got images in multiple formats to optimize, you'll find ImageRecycle to be a safe bet. Not just PNG or JPEG, this tool supports even GIFs and PDFs. You can drag and drop your images on to the website and download the optimized images with a click.

One helpful thing about ImageRecycle is that it gives you a free report about your website with details of images that need optimization. Simply type in your website's URL to obtain this report.

To access features like URL or Page Optimizer, you'll have to opt for their one-time payment plans. You can take your pick from different price points at $10 (10,000 images), $20 (30,000 images), and $50 (100,000 images).

There's a 15 day free trial with a cap at 100 MB to help you make up your mind. Once you pay up, you can use your quota over a year on unlimited websites with any number of sub-accounts. A month's backup and restore is included. WordPress, Magento, and Joomla users can rely on extensions instead of visiting the website every time, while Shopify users get an exclusive app.

Compression:

👉 JPEG Image file saving: 48.97%
👉 PNG Image file saving: 78.57%

6. Compressor.io

If you're looking at high levels of compression that can save you hundreds of KB, take a close look at Compressor.io. It can reduce file sizes by close to 90%. It compresses JPEG and PNG images without loss of pixels, and lossy compression for other file types. However, the file size cannot exceed 10 MB.

A cool slider allows you to compare the original and optimized images side by side. You can download the file and save it to Google Drive or Dropbox.

Compression:

👉 JPEG Image file saving: 49%
👉 PNG Image file saving: 81% Sc2 zerg campaign.

7. Ezgif

Though the name might suggest otherwise, Ezgif is an all-purpose online image optimizer. You can use it to work on your GIFs, PNGs, and JPGs.

In the GIF department, Ezgif raises the bar to a new level. It lets you tinker about a lot with GIFs, including creating, resizing, cropping or optimizing them. You'll be able to create GIFs using JPEG, PNG and other images, and upload up to 2,000 files, though there's a cap on total size at 100MB.

Apart from that, the PNG and JPG optimization is pretty efficient as well. You can do some simple edits on your image before optimizing, too, like rotating, cropping, adding an overlay, and more. When it comes to the optimization itself, it's quite good.

Compression:

👉 JPEG Image file saving: 49%
👉 PNG Image file saving: 47%

Final thoughts on the best online image optimizer tools

According to our results, Kraken offers the highest compression for JPG images, while Compressor.io won out when it comes to PNG files. You can view a summary of our results one more time below:

💡 Last but not least, if you're a website owner and simply want an efficient tool to optimize all images on that website, give Optimole a look. It's our set-it-and-forget-it image optimizer that works on complete autopilot.