Apple Releases Open Source MLX Framework for Efficient Machine Learning on Apple Silicon

Apple recently released MLX — or ML Explore — the company’s machine learning (ML) framework for Apple Silicon computers. The company’s latest framework is specifically designed to simplify the process of training and running ML models on computers that are powered by Apple’s M1, M2, and M3 series chips. The company says that MLX features a unified memory model. Apple has also demonstrated the use of the framework, which is open source, allowing machine learning enthusiasts to run the framework on their laptop or computer.

According to details shared by Apple on code hosting platform GitHub, the MLX framework has a C++ API along with a Python API that is closely based on NumPy, the Python library for scientific computing. Users can also take advantage of higher-level packages that enable them to build and run more complex models on their computer, according to Apple.

MLX simplifies the process of training and running ML models on a computer — developers were previously forced to rely on a translator to convert and optimise their models (using CoreML). This has now been replaced by MLX, which allows users running Apple Silicon computers to train and run their models directly on their own devices.

Apple shared this image of a big red sign with the text MLX, generated by Stable Diffusion in MLX
Photo Credit: GitHub/ Apple

 

Apple says that the MLX’s design follows other popular frameworks used today, including ArrayFireJax, NumPy, and PyTorch. The firm has touted its framework’s unified memory model — MLX arrays live in shared memory, while operations on them can be performed on any device types (currently, Apple supports the CPU and GPU) without the need to create copies of data.

The company has also shared examples of MLX in action, performing tasks like image generation using Stable Diffusion on Apple Silicon hardware. When generating a batch of images, Apple says that MLX is faster than PyTorch for batch sizes of 6,8,12, and 16 — with up to 40 percent higher throughput than the latter.

The tests were conducted on a Mac powered by an M2 Ultra chip, the company’s fastest processor to date — MLX is capable of generating 16 images in 90 seconds, while PyTorch would take around 120 seconds to perform the same task, according to the company.

Other examples of MLX in action include generating text using Meta’s open source LLaMA language model, as well as the Mistral large language model. AI and ML researchers can also use OpenAI’s open source Whisper tool to run the speech recognition models on their computer using MLX.

The release of Apple’s MLX framework could help make ML research and development easier on the company’s hardware, eventually allowing developers to bring better tools that could be used for apps and services that offer on-device ML features running efficiently on a user’s computer.


Affiliate links may be automatically generated – see our ethics statement for details.



Check out our Latest News and Follow us at Facebook

Original Source

Apple to Launch MacBook Air With M3 Chip, iPad Pro Models With OLED Screens in Q1 2023: Report

Apple is reportedly working on new MacBook models powered by the company’s latest M3 processor, and iPad Pro models equipped with OLED displays, according to a Bloomberg report citing people aware of the company’s plans. The iPhone maker is also reportedly planning to launch an iPad Air in two display sizes. Unlike previous years, Apple is yet to unveil a new iPad model this year, and the company’s next tablets are expected to arrive in the first quarter of 2024.

Bloomberg reports that Apple is planning to launch a new iPad Air model that will succeed the 10.9-inch iPad Air (2022). While its predecessor was available in two models — Wi-Fi and Wi-Fi + Cellular — Apple is reportedly preparing four new models, as the next iPad Air will be available in 10.9-inch and 12.9-inch display sizes.

Meanwhile, the company’s next generation iPad Pro models will also be launched by the company, as per the report. These will be the first models by the company to sport OLED screens that offer better contrast and black levels compared to mini-LED screens. Apple will also equip the iPad Pro models with its newest M3 chip that was launched in October when it unveiled its latest Mac models.

The upcoming iPad Pro models won’t be the only devices from Apple to debut with the new M3 chip — the company is reportedly preparing to launch a new MacBook Air model that will feature the same chip. Apple launched new MacBook Pro models with its latest Apple Silicon processor under the hood in October, and the successor to the MacBook Air M2, which will be priced lower than the Pro models, will soon be equipped with the M3 chip.

Customers can expect both the new iPad and MacBook models to be launched around March 2024, according to the report, which states that Apple is also planning on launching two new Magic Keyboard variants for the upcoming iPad Pro models and a third-generation Apple Pencil.

While Bloomberg has a good track record in terms of predicting launch timelines of Apple’s upcoming products, the company is yet to make an announcement related to new iPad and MacBook models. We can expect to learn more about the company’s purported products closer to the launch date.


Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

Apple Working With China’s BYD to Move Key iPad Engineering Resources to Vietnam: Report

Apple is allocating product development resources for iPad to Vietnam, Nikkei reported on Friday, citing sources briefed on the matter.

Apple is working with China’s BYD, a key iPad assembler, to move new product introduction (NPI) resources to Vietnam, the report said, adding that this is the first time the company has shifted NPI resources to Vietnam for such a core device.

Engineering verification for test production of an iPad model will start around mid-February and the model will be available in the second half of next year, it said.

Apple and BYD did not immediately respond to Reuters’ request for comment.

Apple suppliers including Luxshare and Foxconn also invested in the Southeast Asian country earlier this year to further diversify production away from China.

Earlier this week, it was reported that Japanese electronic parts maker TDK Corp will manufacture lithium ion (li-ion) battery cells for Apple iPhone models in India.

Apple has been touting India as its next big growth driver as it looks to move some production away from China.

It began assembling iPhone models in the country in 2017 through Wistron and later Foxconn, and has a total of 14 suppliers in India.

TDK will set up a manufacturing facility in the northern state of Haryana, creating several thousand new jobs, Deputy Minister for Information Technology Rajeev Chandrasekhar said on social media platform X, formerly known as Twitter.

Last month, Chinese e-commerce platforms including PDD Holdings’ Pinduoduo and Alibaba’s Taobao offered deep discounts on Apple’s latest iPhone 15 series, with some selling models up to CNY 900 ($123 or roughly Rs. 10,229) below the retail price.

Analysts say the iPhone 15 has not been selling as well in China as its predecessor. Counterpoint Research said that iPhone 15 sales in China were down 4.5 percent versus the iPhone 14 in the first 17 days after its market launch.

© Thomson Reuters 2023


Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

iPhone 16 to Get ‘Substantial’ Microphone Upgrade for Improved Siri Experience With AI Features: Ming-Chi Kuo

iPhone 16 is expected to arrive next year as the successor to the iPhone 15 series of smartphones, and while Apple’s next handsets aren’t expected to debut until the second half of 2024, details of their specifications have already begun to surface online. According to TF Securities International analyst Ming-Chi Kuo, Apple’s upcoming iPhone 16 models will be equipped with an upgraded microphone that is designed to significantly improve the Siri experience and voice input on the company’s purported smartphones.

Kuo shared details of his latest industry survey that indicates Apple’s next smartphones will “feature a significant upgrade in microphone specifications” in a blog post. The biggest improvement to the microphone’s specifications would be to the signal-to-noise ratio (SNR). This is the measure of the strength of the signal to be recorded, relative to the background or ambient noise. The microphones on the iPhone 16 series will also offer better water resistance, according to Kuo.

Apple wants to upgrade the microphones on the iPhone 16 in order to improve Siri performance on the handsets, the analyst says, explaining that this could be connected to the Cupertino company’s decision to rejig its Siri team to work on including large language models (LLMs) and artificial intelligence-generated content (AIGC) in Q3 2023.

The inclusion of upgraded microphone technology is expected to come at a cost. According to Kuo, the average sale price (ASP) of the microphones for all models in the iPhone 16 series could rise substantially — between 100 percent and 150 percent more than their predecessors. He adds that Apple’s component suppliers Goertek and AAC are expected to benefit the most from the company’s hardware upgrades.

Kuo isn’t the first to predict that Apple will offer significant upgrades to Siri with AI improvements to the iOS operating system next year. In October, Bloomberg’s Mark Gurman said that Apple was working on major upgrades to the voice assistant’s capabilities, powered by Apple’s own LLM, along with better suggestions for the Messages app. Despite purported concerns with the AI features, the improved functionality could be introduced as early as 2024, according to Gurman.


Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

iPhone SE 4 to Be Equipped With Same Battery as iPhone 14: Report

iPhone SE 4 is expected to debut in the future as the successor to the iPhone SE (2022), Apple’s most affordable iPhone. While previous “SE” models have featured the same chassis as the iPhone 8, the fourth model in the series is expected to be the first to sport a modern design. Now, a report suggests that the iPhone SE 4 will be equipped with a larger battery than its predecessors, which means it could offer battery life similar to Apple’s standard models.

A MacRumors report citing unnamed sources states that Apple is testing a battery for the fourth generation iPhone SE — internally referred to as D59 — with a battery that is identical to the one used on the iPhone 14. Apple launched five smartphone models last year — the iPhone SE (2022), the iPhone 14, iPhone 14 Plus, iPhone 14 Pro, and iPhone 14 Pro Max.

Apple’s unfinished prototypes of the iPhone SE 4 have been equipped with Apple’s A2863 battery, as per the report — the iPhone 14 is equipped with the same battery. Previous teardowns of the iPhone 14 have revealed that the handset is equipped with a 3,279mAh battery, which is considerably larger than the 2,108mAh battery on the iPhone SE (2022). Apple does not usually reveal the battery capacities of its handsets.

The battery isn’t the only upgrade expected to arrive on the iPhone SE 4 — the handset will also reportedly feature the same Action button that arrived on the iPhone 15 Pro and iPhone 15 Pro Max this year. A recent report suggests that Apple will equip all iPhone 16 models next year with the programmable button next year, in place of the mute switch.

Another hardware change expected to come to the iPhone SE 4 is the addition of a USB Type-C port. Apple’s next smartphone is expected to feature the modern USB connector in compliance with the EU’s common charger regulations — the iPhone 15 series became the first smartphones from the company to feature a USB Type-C port.


Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

Apple to Launch iPhone With Under Display Camera to Replace Dynamic Island After 2026: Report

Apple is working on equipping its iPhone models with an under display camera (UDC) that could debut on an upcoming model in the next couple of years, according to a report. South Korean tech conglomerate LG is reportedly working on an under panel camera (UPC) that hides the cutout for the component on a smartphone’s display, allowing for an uninterrupted viewing experience when playing games or watching videos. Apple is expected to replace the Dynamic Island display cutout with sensors located under the display for camera and Face ID in the future.

The Elec reports (in Korean) that LG Group’s electronic component manufacturing firm LG Innotek is in “advanced development” of a UDC system that is expected to solve one of the biggest challenges that posed the technology — insufficient light transmission. Unlike existing selfie cameras, under display cameras allow less light to pass through the display area, which means that the camera lens and the sensor receive less information, resulting in low-quality images. 

LG Innotek’s ‘freeform optic” lens technology is expected to overcome the challenges posed by under display cameras, according to the report. The company has applied for patents that reference this freeform optic technology since 2021, and deal with (translated from Korean) “optical system, camera module, and mobile terminal”.

By utilising a freeform lens, the company’s patent states that it can reduce the distortions such as lower quality in the peripheral areas or image blurring by adjusting the thickness of the surrounding lens, according to the report.

The Elec reports that Apple isn’t expected to equip its smartphones with a UDC module until 2026. Before equipping the iPhone with a camera located under the screen, Apple is reportedly looking to add an under display sensor for Face ID authentication.

While the inclusion of these sensors under the screen hints at the arrival of a future iPhone model with an “all screen” display, it is worth noting that Apple will not be the first company to equip its phones with an under-display camera. Chinese smartphones like the ZTE Axon 30 5G and the Xiaomi Mi Mix 4 — both released in 2021 — as well as Samsung’s Galaxy Z Fold 4 and Galaxy Z Fold 5 are also equipped with low-resolution selfie cameras located under the display.


Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

iOS 17.2 to Bring Telephoto Camera Improvements to iPhone 15 Pro, iPhone 15 Pro Max

Apple released the iOS 17.2 RC (Release Candidate) for users enrolled in the company’s developer programme on Tuesday. Besides adding support for Qi2, the next-generation wireless charging protocol to older iPhone models and a host of other new software features, the company’s upcoming OS update is also set to bring improvements to the latest iPhone 15 Pro models. With iOS 17.2, the telephoto cameras on the iPhone 15 Pro and iPhone 15 Pro Max will reportedly offer faster focus capabilities than before. The update also adds the ability for iPhone 15 Pro phones to capture spatial video.

Following the release of iOS 17.1.2 last week, Apple has now shipped the iOS 17.2 RC version to developers and testers. As per the Apple’s release notes for the latest software (via 9to5Mac), the software includes “improved Telephoto camera focusing speed when capturing small faraway objects on iPhone 15 Pro and iPhone 15 Pro Max.”

Apple’s release notes for the RC indicates that the upcoming iOS 17.2 update will provide a boost in focusing speed and accuracy while capturing distant objects for both the 3x telephoto camera of the iPhone 15 Pro and the 5x periscope telephoto sensor of the iPhone 15 Pro Max.

In addition to this, iOS 17.2 will introduce the ability to record spatial video on the iPhone 15 Pro and iPhone 15 Pro Max. This footage with 3D effects is designed to be watched on Apple’s Vision Pro mixed reality headset, which is set to be released early next year.

Apple’s upcoming iOS 17.2 update will also bring support for the Qi2 wireless charging standard to the iPhone 13 series and iPhone 14 series. It also offers improvements to the Messages, Memojis and Apple TV app and introduces the new Journal app that was unveiled at WWDC 2023. The update also adds new clock and weather widgets. The iOS 17.2 update is expected to be available to the general public later this month.


Apple unveiled its first mixed reality headset, the Apple Vision Pro, at its annual developer conference, along with new Mac models and upcoming software updates. We discuss all the most important announcements made by the company at WWDC 2023 on Orbital, the Gadgets 360 podcast. Orbital is available on Spotify, Gaana, JioSaavn, Google Podcasts, Apple Podcasts, Amazon Music and wherever you get your podcasts.
Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

Boat Climbs to Second Spot in Global Wearable Shipments in Q3 2023, Apple Leads the Way: IDC

Global shipments of wearables grew 2.6 percent year over year during the third quarter of 2023, according to a recent report. The global shipments of wearable devices reached an all-time high in the quarter. Shipment volumes in Q3 2023 surpassed that of the volumes recorded in Q3 2022 and Q3 2021. The growth is said to be a result of the inflow of smaller brands in the market as well as the inclusion of newer categories, like smart rings, in the race.

A report from the International Data Corporation (IDC) on Worldwide Quarterly Wearable Device Tracker suggests that the total volume of wearable shipments in Q3 2023 was recorded to be 148.4 million units, resulting in a 2.6 percent year-on-year increase. It surpassed shipments of Q3 2022 and Q3 2021, which were 142.1 million and 144.6 million units, respectively.

A notable development identified through the report is the rise of Boat’s market share and shipment units. The wearable maker owned by Imagine Marketing shipped 14.3 units in the quarter, which accounted for 9.6 percent of the market share, second only to Apple, which shipped 29.9 million wearable units resulting in a lead market share of 20.2 percent. Xiaomi and Samsung had market shares of 7.8 percent and 7.2 percent, respectively, with 11.6 million and 10.7 million units of shipments.

Earlier this year, Boat launched its Smart Ring in India at Rs. 8,999. The wearable is said to monitor several health parameters including heart rate, blood oxygen saturation (SpO2) levels, sleep, and body temperature and can also be used to make SOS calls.

Samsung, one of the world’s leading OEMs, has also been tipped to be working on a smart ring. It is reported to be the highlight at the 2024 Galaxy Unpacked event, which is likely to be held on January 17, in San Jose, US. The moniker of the rumoured wearable has not yet been confirmed, but like most fitness trackers, this smart ring is also expected to track, measure, and monitor the user’s health, fitness, and sleep-related data.


Is the iQoo Neo 7 Pro the best smartphone you can buy under Rs. 40,000 in India? We discuss the company’s recently launched handset and what it has to offer on the latest episode of Orbital, the Gadgets 360 podcast. Orbital is available on Spotify, Gaana, JioSaavn, Google Podcasts, Apple Podcasts, Amazon Music and wherever you get your podcasts.
Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

Xbox Chief Phil Spencer Says Company in Talks With Partners to Launch Mobile Store on iOS, Android: Report

Microsoft has reportedly been developing an Xbox mobile storefront that would allow users to bypass Apple’s App Store and Google’s Play Store and download games off its own application. Earlier this year, Microsoft’s gaming chief Phil Spencer, too, had revealed ahead of the annual Game Developer Conference that the company intended to launch its own app store for both iOS and Android. Now, Xbox is reportedly in talks with partners for the same.

According to a Bloomberg report, Spencer claimed that the Xbox store app on mobile platforms could come out sooner rather than later. “It’s an important part of our strategy and something we are actively working on today not only alone, but talking to other partners who’d also like to see more choice for how they can monetize on the phone,” the report quoted Spencer as saying in an interview at the CCXP comics and entertainment convention in Sao Paolo.

The Xbox chief did not provide a specific launch date for the launch of the storefront but hinted at release window in the not-too-distant future. “I don’t think this is multiple years away, I think this is sooner than that,” he said.

A report in March had claimed that the Xbox mobile store was expected to go live by March 2024, once Microsoft’s $69 billion (roughly Rs. 5,68,094 crore) acquisition of Activision Blizzard was finalised. That happened in October as Britain’s Competition and Markets Authority (CMA), which had earlier blocked the deal, stepped aside and gave approval for the acquisition to go through. The CMA, which held concerns over Microsoft’s cloud streaming dominance in the market, greenlit the deal when Microsoft announced that Call of Duty maker Activision would sell its non-European streaming rights to Ubisoft Entertainment to pacify British regulators.

Now that the deal is closed, it seems the plan to launch the Xbox store app on iOS and Android can go through. Apple and Google maintain strict storefront rules and do not allow app developers to host their applications on a third-party storefront, charging them a cut on every transaction made via the App Store and the Play Store, respectively. The companies’ stringent store policy has, however, come under regulatory scanner. Developers like Epic Games have initiated antitrust proceedings against the two tech giants and the EU’s Digital Markets Act (DMA), which intends to prevent tech giants from abusing their market position, is set to allow other app and game developers to introduce their own app stores on mobile platforms. Tech companies have until March 2024 to comply with all the rules laid out in the DMA.

Last month, Microsoft announced that it was partnering Inworld AI to create game development tools for the Xbox platform, enabling developers to create characters, generate entire scripts and quests, and more. Earlier this year, Xbox also hiked the prices of its popular subscription service, Xbox Game Pass, and its flagship current-gen console, the Xbox Series X.


Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

Apple Warns India’s EU-Style Rules for USB Type-C Ports on iPhone Models Will Hit Local Production Target

Apple has told the Indian government its local production targets will be hit if New Delhi follows the European Union and requires existing iPhone models to have universal charging ports, a government document shows as the US tech giant lobbies for an exemption or delay.

India wants to implement a European Union rule that will require smartphones to have a universal USB-C charging port, and has been in talks with manufacturers about introducing the requirement in India by June 2025, six months after the deadline in the EU. While all manufacturers including Samsung have agreed to India’s plan, Apple is pushing back.

Apple has for years offered a unique lightning connector port on its iPhones. The EU, however, estimates a single charger solution would save about $271 million (roughly Rs. 2,259 crore) for consumers, and India has said the move will reduce e-waste and help users.

In a closed-door November 28 meeting chaired by India’s IT ministry, Apple asked officials to exempt existing iPhone models from the rules, warning it will otherwise struggle to meet production targets set under India’s production-linked incentive (PLI) scheme, according to the meeting minutes seen by Reuters.

PLI is a key project of Prime Minister Narendra Modi and offers electronic manufacturers in India fiscal incentives for fresh investments and incremental phone sales each year. It has been extensively used by Apple suppliers like Foxconn to expand iPhone manufacturing in the country.

“If the regulation is implemented on earlier models of mobile phones, they (Apple) will not be able to meet the PLI targets,” the minutes quoted Apple’s regulatory and product compliance executives as saying while opposing the rules.

Apple did not quantify the production impact in the meeting, and the IT ministry decided to review its request and reach a decision later, two people familiar with the discussions said.

Apple, whose India lobbying efforts are being reported for the first time, and India’s IT ministry, did not respond to Reuters requests for comment.

Design can’t change

India is seen as Apple’s next growth frontier after China.

Renowned Apple analyst Ming-Chi Kuo has estimated 12-14 percent of iPhone production in 2023 will be from India, with the number set to rise to as much as 25 percent next year.

In terms of market share, Apple accounts for 6 percent of India’s booming smartphone market, compared with just about 2 percent four years ago. Apple suppliers have expanded their facilities and make most iPhone 12, 13, 14 and 15 models in India for local sales and exports, Counterpoint Research estimates.

Only iPhone 15 has the new universal charging port. Apple told Indian officials in the meeting that the “design of the earlier products cannot be changed,” the document showed.

Consumers in India’s price-conscious market prefer buying older models of iPhones which typically become cheaper with new launches, and India’s push for the common charger on older models could hit Apple’s targets, said Prabhu Ram, head of the Industry Intelligence Group at CyberMedia Research.

“Apple’s fortunes in India have primarily been tied to older generation iPhones,” he said.

The EU’s charging port rules kick in in December 2024, and India wants compliance by June 2025.

Apple told officials it can comply with that timeline if existing models are exempted from the rules, but will need 18 months beyond 2024 if they are not.

“A natural transition period should be given … keeping in mind the product design timelines,” the minutes quoted Apple executives as telling government officials.

© Thomson Reuters 2023


Apple launched the iPad Pro (2022) and the iPad (2022) alongside the new Apple TV this week. We discuss the company’s latest products, along with our review of the iPhone 14 Pro on Orbital, the Gadgets 360 podcast. Orbital is available on Spotify, Gaana, JioSaavn, Google Podcasts, Apple Podcasts, Amazon Music and wherever you get your podcasts.
Affiliate links may be automatically generated – see our ethics statement for details.

Check out our Latest News and Follow us at Facebook

Original Source

Exit mobile version