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During Google I/O 2014, Google released the Android L Developer Review to the community so as to allow developers to test their apps on the new Android version. Android L was later released as Android Lollipop to the mass public. In Google I/O this year, Google similarly released the next version of Android Developer Preview – Android M – to the community. I have been testing it out for the past week. Let’ see how the next version of Android is shaping up.


Android M, at the moment, feels less like a dramatic leap and more like a necessary upgrade.

Past versions of Android – Gingerbread to Ice Cream Sandwich, Jelly Bean to KitKat, even KitKat to Lollipop – all marked major improvements in interface and functionality. Lollipop to Android M, however, feels more like an upgrade to Lollipop than the next big step forward. For the most part, if you’re used to using stock Android, running Android M won’t seem very different at all, especially coming from Lollipop. Most things still function the same as always, your favorite Android apps don’t tend to lose compatibility with future versions of Android, and so on.

M does have a multitude of changes, however, and we’ll start by covering the most apparent ones.

The app drawer has been revamped from the traditional Android side-scrolling. Now, you scroll up and down to find your apps, with your four most used apps at the top of the screen just under a search bar for your apps, akin to the Start Menu in Windows. Interface overhauls like this are mostly a matter of opinion, but for me, I find vertical scrolling much more inconvenient than before, and prefer swiping between different screens of apps in alphabetical order. Finding the exact app I want requires slightly more time and effort, and for a smartphone, I feel like the user experience should be more inclined toward making it easier. For the final version of Android M, I rather hope that they add an option to switch back to the old app drawer for stubborn conservatives like myself who prefer to keep our UI consistent.


This is yet another area where Android M feels more like an iteration on Lollipop than a true evolution. While the Developer options in Settings offers theme customization (something I hope is expanded upon beyond simple Light and Dark themes), for the most part, Android M’s aesthetics are all traditional Android and Lollipop fare. Unlike in Lollipop, there is no major design overhaul in Google’s apps. Material Design is still the next big step, and it remains present in Google Now and other Google apps.

Material Design is already pretty solid, so I doubt there will be major changes to it. Any changes to be made to it in the future will likely be very minor.

Apps, Features and Customization

Part of Android M’s feature set is improved battery management which is most noticeable whenever you put your phone into sleep mode or leave certain applications idle for long periods of time. This shouldn’t be very problematic to most users, but if you happen to use certain legacy applications – such as IM clients that are supposed to always be open and online – you may find yourself bumping into some strange issues. These new battery features result in some strange power-saving attempts, and I feel it may be the reason behind the issue in the image you’re about to see.

Do you notice how some of those app icons are extremely pixelated in comparison to the rest? I’ve never encountered this issue on previous versions of Android, so if I had to guess the reason behind it, it would be intended to reduce the performance required to keep the home screen and app drawers constantly rendered. The new battery-saving features, I would estimate, extended my phone’s battery life by about two hours, which was very nice considering the battery life issues I had previously.

New to Android M’s App Settings are a multitude of features – notification priority, application permissions and battery optimizations. These battery optimizations may cause issues with older, legacy applications. To fix that, go to “Battery” and disable battery optimization. This will make that single app consume more power than it would otherwise, however. For the most part, the battery optimizations should come across as a very welcome change, and once the little bugs I mentioned are ironed out (likely by the official release), it’ll mark a great step forward for battery life on Android phones.

Aside from that, application permissions are perhaps the most major feature addition to Android M. This means apps like Facebook that want to access and control almost everything on your phone.


Even in its early state, Android M already feels like what Lollipop was meant to be, with Material Design back in full force, various battery life optimizations and bug fixes. The new features are quite promising – controlling application permissions and notification priority are wonderful features for power users, adding capabilities previously only possible with rooted devices and custom ROMs.

I had my minor irks, such as with the App Drawer, but Android M will likely be a very hot choice once it’s finally completed and released. I look forward to using the final version of Android M.

Until then, the Developer Preview doesn’t offer many major improvements and feels more like a single step forward than a true revolution.

Christopher Harper

I’m a longtime gamer, computer nerd, and general tech enthusiast.

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The Developer Preview Of Ios 11.3 Is Now Available

Apple today previewed all-new battery and CPU throttling features and other enhancements coming to iPhone, iPad and iPod touch this spring with iOS 11.3. Registered developers and members of the paid Apple Developer Program can now install the iOS 11.3 beta and test-drive the new features.

The iOS 11.3 developer beta has a build number of 15E5167f.

Unfortunately, the two most eagerly anticipated features—battery health and the new power management capability that dynamically manages maximum CPU performance to prevent unexpected shutdowns—are not available in this beta and will be coming in a later iOS 11.3 beta release.

To install the beta, install an appropriate Apple configuration profile for your iOS device from the company’s portal for developers, then restart the device and go to Settings → General → Software Update to install the iOS 11.3 beta over the air.

iOS 11.3 will bring the following new features:

Battery health & power management—Users can go to Settings → Battery to check out battery health, see if the battery needs to be serviced or turn off the new power management feature that dynamically manages maximum CPU performance to prevent unexpected shutdowns that was first introduced in iOS 10.2.1. Battery health and service recommendations are available for iPhone 6 and later. CPU throttling is available for iPhone 6, iPhone 6 Plus, iPhone SE, iPhone 6s, iPhone 6s Plus, iPhone 7 and iPhone 7 Plus. Both features will be coming in a later iOS 11.3 beta release.

4 new Animoji—The Messages app brings four new animated 3D characters to spice up your conversations and Animoji karaoke videos—a lion, dragon, bear and skull—for a total of 16 different Animoji characters capable of tracking your facial expressions.

ARKit improvements—ARKit 1.5 is now available to developers with several enhancements, including the ability to recognize and place virtual objects on vertical surfaces like walls and doors. ARKit also boosts your view of the real world through the camera with 50 percent greater resolution and support for auto-focus for an even sharper perspective.

Expanded health record integration—Access your encrypted medical records from multiple providers in one place within the Health app, receive notifications for lab results, medications and much more.

Business Chat—Announced at WWDC 2023, a new Business Chat feature allows users to communicate directly with businesses, as well as schedule an appointment or make purchases using Apple Pay, right within the stock Messages app.

Apple Music—You will soon be able to stream all the ad-free music videos you want in the Music app. Watch the latest videos, the classics or ones from your favorite artists back-to-back in new music video playlists.

Apple News—Stay up-to-date on the most important videos of the day with a new Video group in the For You section and enjoy improved Top Stories.

HomeKit software authentication—Without requiring a special chip from Apple, accessory makers can now add HomeKit support to existing accessories with a simple firmware update.

Advanced Mobile Location (AML)—iOS 11.3 can automatically send your current location when making a call to emergency services in countries where AML is supported.

As mentioned, this is a developer-focused preview of iOS 11.3. If you’re not a member of Apple’s iOS Developer Program, you won’t be able to install the beat on your device. Apple also cautions that ”not all features will be in the beta releases.”

The general public will get a chance to test-drive the new iOS 11.3 features when a public beta preview is made available at chúng tôi We expect the iOS 11.3 public beta to arrive later this week. Apple usually releases public betas 24-48 hours following their developer release.

iOS 11.3 will release sometime this spring as a free software update for iPhone 5s and later, all iPad Air and iPad Pro models, the fifth-generation iPad, iPad mini 2 and later and the sixth-generation iPod touch.

Review Of Windows 8 Consumer Preview

Please Note: If you would like to test out Windows 8, use VMWare 8 or above. Older versions will give you an HAL initialization failure.

Our Specs

The computer being tested on has the following specs:

Windows 7 Ultimate w/VMWare 8

1 TB HDD, 7200 RPM

Intel Core i5 650 – 2 cores w/HT technology – 3.20 GHz

8 GB DDR3 1600 MHz RAM

nVidia GeForce 550Ti display adapter

750W PSU

Other stuff that’s not important

In VMWare, I allocated the following:

4 GB RAM (System requirement: 2 GB)

The entire processor (System requirement: 1 GHz)

30 GB HDD Space (System requirements officially recommend 20, but I slapped an extra 10 there).


After the power-on self test (POST) emulated by VMWare, the computer started a funky little initialization screen:

I already had a question after seeing this: Why the fish? So, after the installation initiated (which took all of 1 minute), there’s a new screen welcoming you to Windows!

After this, the installation is pretty much the same as it would be on Windows 7. I noticed one particular thing as the installation proceeds: This is much faster than my installation of Windows 7 on the same machine. It should be slower, considering it’s a new operating system, added to the fact that virtualizing something makes it run slower than it would in a native hardware environment. No, that’s not the case here. Windows 8 is flying very fast, almost like my CentOS installation.

Oops! What’s that?

The BSOD looks very cute, but it doesn’t give me more comfort. I got a DPC Watchdog Violation error when trying to install the x64 version of Windows 8 in VMWare. It’s a consumer preview, meaning it’s not free of bugs. Let’s try 32-bit, shall we?

Mission accomplished! Now, onto the good stuff!

Welcome to Windows 8

It looks kind of like a tablet-ish interface. It’s very simple, yet I love how the interface is animated smoothly. Windows 8 definitely looks like Windows 7 Phone with the Metro interface, which falls in line with the sneak peek published earlier (the link on the top of this article). The sneak peek also said that Windows 8 would perform better, and indeed it does. The installation was very fast. It took about 10 minutes, compared to the half an hour it took to install Windows 7 on the same machine.

The screen now turns into a “Settings” screen:

The interface is basically like the “Welcome” interface seen in Windows XP, only with a different design.

The Start Menu

Here’s something different! The Start menu has been turned into a Start “screen:”

Alternatively, you can hover your mouse over the upper right-hand corner of the desktop for a menu showing you the control panel and a way to shut down the computer. It’s basically their version of the “Desktop Start menu”.

Remember how we said that Windows Explorer might include ribbons? Microsoft doesn’t seem to have included it in the consumer preview:

Now, onto the VMWare Tools installation to get networking capabilities. Unfortunately, after the install, the computer went haywire, mostly because the SVGA driver in VMWare 8 isn’t compatible with Windows 8’s GUI. If you try this stunt, install VMWare Tools without the driver.

We’re done. Now it’s time to check out Internet Explorer.

Windows 8 Has Internet Explorer 10

Just like in our sneak peek at Windows 8, the operating system includes Internet Explorer 10:

The web browser runs a bit better than its previous versions, but I still wouldn’t use it. Let’s see how much RAM it uses by going into the task manager!

As you might have noticed, the task manager completely changed. I love it! Back to the subject, though, Internet Explorer is already using 60 MB of RAM for one single tab. That’s not great, not even good. I’ll just bypass that and install Google Chrome on it. Let’s see if it’s compatible. It works!

Task Manager

You’ve already seen the Task Manager work in an earlier screenshot. The new Windows 8 task manager is nothing short of gorgeous and elegant. It’s very useful and is also one of the most readable versions I’ve ever seen. The network usage of each application is listed in nice big numbers so that you can track what exactly is taking up so much of your downstream bandwidth, whether it’s an application you forgot you had open, or an application that maliciously sucks up your network usage for its own gain. You can quickly detect what’s wrong with your computer with its new features. Let’s have a look at the task manager a little more closely below:

Newer options have been added, as well as the capability to modify startup applications, as opposed to the older method involving going to msconfig. The new task manager, just like in Windows 7, can be started via “Ctrl+Alt+Delete” or “Ctrl+Shift+Esc”.


Windows 8 has some really strong points that might actually make it more popular than Windows 7, yet it still has some design flaws that really turned me off – especially the removal of the Start button. Many of the things were uncalled for and there was no need to deviate from Windows 7’s original design, which preserves Microsoft’s GUI design since Windows 3.1. Most likely, we’re going to see consumers complain about these things, and we might end up with a version of Windows 8 that’s more satisfying.

Two things that really impressed me were the rapid install time/response for the operating system – totaling 10 minutes – and the task manager’s elegant interface. Everything else was either a normal upgrade, a total blunder, or some new features that don’t really catch my attentions (such as the addition of “Apps,” particularly for ARM-based tablets).

Miguel Leiva-Gomez

Miguel has been a business growth and technology expert for more than a decade and has written software for even longer. From his little castle in Romania, he presents cold and analytical perspectives to things that affect the tech world.

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Celebrate Pytorch 2.0 With New Ai Developer Performance Features

PyTorch 2.0 celebrates with new AI developer performance features and more exciting news inside Torchinductor CPU FP32 Inference Optimized

In this article, we have discussed the insights on PyTorch 2.0 with new AI developer performance features. Read to know more about PyTorch 2.0 with the new AI developer features.

As a component of the PyTorch 2.0 compilation stack, TorchInductor CPU backend optimization significantly boosts performance over celebrating PyTorch 2.0 eager mode through graph compilation.

Utilizing the PyTorch ATen CPU kernels for memory-bound operations with explicit vectorization on top of OpenMP*-based thread parallelization and the Intel Extension for PyTorch for Conv/GEMM ops with post-op fusion and weight pre-packing, the TorchInductor CPU backend is made faster.

These improvements, combined with the potent loop fusions in TorchInductor codeGen, allowed us to outperform three sample deep learning benchmarks-TorchBench, HuggingFace, and timm1-by up to 1.7 times in terms of FP32 inference performance. The development of low-precision support and training.

See the Improvements

This TouchInductor CPU Performance Dashboard tracks the performance enhancements on multiple backends.

Make Graph Neural Network (GNN) in PYG Perform Better for Inference and Training on CPU

GNN is an effective method for analyzing data with a graph structure. On Intel® CPUs, including the brand-new 4th Gen Intel® Xeon® Scalable processors, this capability is intended to enhance GNN inference and training performance.

The popular library PyTorch Geometric (PyG) was developed using PyTorch to carry out GNN operations. Currently, PyG’s GNN models perform poorly on the CPU because of the absence of SpMM_reduce, a crucial kernel-level optimization, and other GNN-related sparse matrix multiplication operations (scatter/gather, etc.).

Message passing optimizations between nearby neural network nodes are offered to overcome this:

When the edge index is recorded in coordinate format (COO), message forwarding in scatter_reduce suffers from a performance bottleneck.

Gather A variant of scatter_reduce that is tailored specifically for the GNN computation when the index is an enlarged tensor.

When the edge index is stored in a compressed sparse row (CSR), sparse. mm with the reduced flag experiences a performance bottleneck in message-passing. Reduce flags for sum, mean, AMAX, and amin are supported.

Accelerating Pyg on Intel CPUs discusses the end-to-end performance benchmark results for both inference and training on the 3rd Gen Intel® Xeon® Scalable processors 8380 platforms and the 4th Gen 8480+ platform.

Unified Quantization Backend to Improve INT8 Inference for X86 CPU Platforms

The new X86 quantization backend, which takes the place of FBGEMM as the standard quantization backend for X86 systems, is a combination of FBGEMM (Facebook General Matrix-Matrix Multiplication) and one API Deep Neural Network Library (oneDNN) backends. Better end-to-end INT8 inference performance as compared to FBGEMM as a result.

Accordingly, the X86 backend takes the role of FBGEMM and, depending on the use case, may provide higher performance.

The criteria for selection are:

FBGEMM is always employed on platforms lacking VNNI (such as those with Intel® CoreTM i7 CPUs).

For linear, FBGEMM is usually utilized on platforms supporting VNNI (such as those running 2nd-4th generation Intel Xeon Scalable CPUs and the next platforms).

For depth-wise convolution with layers more than 100, FBGEMM is used; otherwise, oneDNN is utilized.

Use the OneDNN Graph API to Speed Up CPU Inference

OneDNN Graph API adds a customizable graph API to OneDNN to increase the possibilities for optimizing code generation on Intel® AI hardware. It recognizes the graph divisions that should be accelerated by fusion automatically. For both inference and training use cases, the fusion patterns concentrate on fusing compute-intensive processes like convolution, matmul, and their neighbor operations.

PyTorch requires little to no changes to enable more recent OneDNN Graph fusions and optimized kernels. User options for OneDNN Graph include:

Before JIT tracing a model, either use the API torch.jit.enable_onednn_fusion(True), OR…

Windows 10 Preview: Hidden Features You Probably Didn’t Know

At this point, if you signed up to the Windows Insider Program and if you switched to the fast ring of updates, you probably are already testing Windows 10 Technical Preview build 9879, and chances are you already know, this new version brings quite a few changes since build 9860.

For example, you can now hide the Search and Task View (virtual desktop) buttons from the taskbar, OneDrive and File Explorer get refined, new touchpad gestures, and even the jarring effect while minimizing and restoring windows has been tweaked.

Alternatively, Microsoft will be making available for download the ISO files for each build, but only for the versions release in the slow ring of updates for the Windows Insider Program. However, if you don’t want to wait, you can download the Enterprise version that releases on the fast ring of updates.

Although many of the changes for build 9879 are already known, there are few other changes that Microsoft hasn’t described or even documented, but you can test them now in the latest version.

Storage Sense

While we heard before about Storage Sense, it’s not until build 9879 that we can actually see the new feature working. Like in Windows Phone, Storage Sense in Windows 10 is included to help users identify what’s filling the storage available and free up some of the space as necessary.

SEE ALSO: Windows 10: first look at Storage Sense

In Windows 10 preview, users will notice Storage Sense in the main list of PC settings, inside the page there are two section: Storage overview and Storage locations.

On the other hand, Save locations is the place where users will be able to change the default location for music, pictures, videos and documents.

Action Center

The notifications in Windows 10 build 9879 doesn’t visually show new improvement, but the notification’s button has been moved to the System Tray as it should. And the Windows team has already assigned the

 + A keyboard shortcut to access all your notifications.

Backup Universal apps data to OneDrive

keyboard shortcut to access all your notifications.

In Windows 8, Microsoft introduced the ability to backup and sync settings to the cloud to make it easier for users to restore settings and move those settings to all your devices for a more unified experience. Even though the ability to back up apps data to the Microsoft account was present in previous builds. In build 9879 this option still available and it appears that it’ll ship in the final version of the operating system when it ships in mid-2024.

Command Prompt

One of the features Microsoft is finally improving with Windows 10 is the old Command Prompt. While we already know from build 9841 and 9860 that you can add transparency to the console, you can cut and paste, and maximize the console window from edge-to-edge. In Windows 10 build 9879, Microsoft has added the Alt + Enter keyboard shortcut to full-screen the Command Prompt like in Windows 95. (To exit the full screen view, simply use the Alt + Enter shortcut again.)


If you have been keeping up with my Windows 10 coverage, you probably also know that build 9879 also shipped with a very same look to the what we can only assume is the Start screen for the Continuum mode that Microsoft demonstrated not too long ago. It’s all possible by modifying the registry and restarting your computer. Check my previous How-To guide, to learn to test the new Start menu yourself.

For those who aren’t familiar with this feature, Continuum is a mode that will be included in Windows 10 and it will allow to move from desktop-optimized to a touch-optimized environment without having to sign-out and without leaving the familiarity of Windows you already know. Though, the Start screen will still be an option for users, people using a convertible or 2-in-1 device like the Lenovo Yoga or Surface Pro 3 will see the most benefits.

SEE ALSO: Windows 10 preview includes bits of Cortana and speech personalization

Search box on taskbar

In build 9879, Microsoft included the ability for users to hide the Search and Task View buttons from the taskbar, but as it turns out, the latest build of the operating system also allows you to add a search box to the taskbar, similar to Address search bar that appears in all major versions of Windows today.

If you want to see this feature working, you’ll have to carefully modify the Registry. Open chúng tôi as an administrator and navigate to the following path:


System compression

To use System compression, you’ll need to be running Disk Cleanup as an administrator and on a physical machine. The new feature allows to compress Windows binaries and program files, as you can see in the screenshot below, using System compression in Windows 10, it will make available around 6GB of storage, which if you’re using a device with limited storage every bit counts.

And if you think that this may affect the system performance, you should know that using a computer with modern processors users won’t notice performance issues.


Although, I have to agree with many users that in Windows Technical Preview build 9879, OneDrive goes in reverse instead of forward, there are few hidden features worth to point out.

Keep in mind that with these changes, OneDrive will not longer sync the Smart Files, the placeholders that enabled you in the past to view all the files in OneDrive in your computer without having to download them. For now, if you want to see all your files stored in the cloud, you have to sign-in to OneDrive in your web browser or sync everything to your computer, which isn’t ideal even more for those with limited local storage. 


While Windows 10 preview build 9879 comes with a lot of bug fixes and changes, there are few tweaks the company made, which are worth mentioning. For example, there is a new folder icons, you can now pin locations to Home, and there is a new vertical battery icon in the System Tray and in the Lock screen displaying the battery status of the device.

Finally, I like the fact that Microsoft is “re-introducing” dialog boxes in Windows 10. If you remember, in Windows 8.x, messages appeared full screen, now in build 9879, because you can use Universal apps with desktop apps side-by-side, it only makes sense to go back to dialog boxes, and they look great as blend with the colors from your current theme, just like the Smart menu.

SEE ALSO: Windows 10: new features included in build 9879

Review: Kingston’s Hyperx Predator Pcie Ssd Offers Fast M.2 Performance

All PCIe SSDs, no matter what the flavor, are expensive. Case in point: the M.2/AHCI/PCIe 2.0 Kingston HyperX Predator PCIe SSD, which has a towering MSRP of $764 for the 480GB version. Then I saw the $499 street price and the performance numbers. I can live with the price for 1.2GBps, though of course, I’d much rather cohabit with $300.

The Kingston HyperX Predator PCIe SSD is an M.2 drive that also ships with a PCIe expansion card adapter.

As with several faster-than-SATA storage upgrades such as Plextor’s M6e, the HyperX Predator PCIe SSD is simply an M.2 drive on a x4 PCIe expansion card adapter. M.2 is the socket successor to mSATA. Both are small-form-factor connectors with SATA channels that were created primarily for laptops, but M.2 is also found increasingly on desktop motherboards because of the versatility its four PCIe lanes provides. It can handle fast SSDs, plus a number of different types of peripherals.

But it’s only recently that vendors have started shipping M.2/PCIe drives such as the Predator PCIe SSD, Samsung’s XP941 and SM951, and others, rather than the older M.2/SATA drives such as the Plextor M6e. It’s an important improvement: SATA maxes out at about 600MBps, while an M.2 drive that can use four PCIe lanes has 2GBps (PCIe 2.0) or 4GBps (PCIe 3.0) of bandwidth to play with. The HyperX Predator’s controller is PCIe 2.0, so it’s capped at 2GBps, but that’s still significantly faster than a SATA solution.

The only downside is price: M.2/PCIe drives are twice as fast, but as you can see from the Predator PCIe SSD, significantly more expensive.


The M.2-based HyperX performance was commendable but not faster than Intel’s cheaper 750-series.


This is the full-height version of the HyperX Predator PCIe SSD, but it comes with a half-height end piece as well. You can also remove the drive and use it in a M.2 slot.

While a M.2/PCIe solution is pricy, it’s easier and more elegant than striping cheaper SATA bus SSDs in RAID 0. You also know you’ll get the performance you paid for. When using four drive RAID 0 arrays, I’ve seen up to 1.4GBps using Intel 730 drives, but as little as 850GBps from other combined drives. Intel apparently has some tricks in its RST technology that it can leverage with its drives.


The 480GB HyperX Predator PCIe SSD’s $499 street price is $200 less than the OCZ Revo Drive 350, but costs twice as much as an equivalent-capacity SATA SSD, as well as $100 more than the Intel 750 series. I’d recommend the latter if there were more widespread support for booting from an NVMe drive. If you do have NVMe boot support, the Intel 750 is the one you want.

If your motherboard has an M.2 connector there’s also Samsung’s new SM951, which is PCIe 3.0 (most M.2 slots are PCIe 2.0, but an increasing number are 3.0) and slightly cheaper than the Predator at the moment. But the SM951 doesn’t currently ship with a PCIe adapter card. That leaves the HyperX Predator PCIe SSD as easily (cost considered) your best storage upgrade for non-NVMe/M.2 desktop systems—in other words, just about every mainstream PC in existence.

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