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Java News Roundup: Ideal Graph Visualizer Open-Sourced, TomEE MicroProfile 5.0 Certification
This week's Java roundup for January 2nd, 2023, features news from JDK 20, JDK 21, Ideal Graph Visualizer open-sourced, Spring Tools 4.17.1, Open Liberty 23.0.0.1, Quarkus 2.15.2, Quarkus OpenAPI Generator 2.0, Apache Tomcat CVE, Apache TomEE certification, Apache James 3.7.3, Apache Camel 3.20.1, MyFaces Core 4.0-RC3, Ktor 2.2.2, JHipster Lite 0.25, JobRunr 5.3.3, SourceBuddy 2.1, CircleCI CVE.
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PyTorch-Nightly Struck by Supply Chain Attack Exfiltrating Data and Files
Developers who installed the nightly builds of PyTorch between December 25 and December 30, 2022, are recommended to uninstall it and purge their pip cache to get rid of a malicious package, say PyTorch maintainers. The new attack highlights a recent trend.
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GlassFish 7.0 Delivers Support for JDK 17 and Jakarta EE 10
The Eclipse Foundation has released the latest version of its open-source application server, GlassFish 7.0, which is now available. The new release includes support for the MicroProfile Config, MicroProfile JWT Propagation, and Jakarta MVC 2.1 specifications. Changes to the API and JSON parts of the Jakarta Standard Tag Library and new Jakarta Authentication methods are also essential features.
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Amazon Releases Fortuna, an Open-Source Library for ML Model Uncertainty Quantification
AWS announced that Fortuna, an open-source toolkit for ML model uncertainty quantification, has been made generally available. Any trained neural network can be used with the calibration methods offered by Fortuna, such as conformal prediction, to produce calibrated uncertainty estimates.
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Generating Text Inputs for Mobile App Testing Using GPT-3
A group of researchers from the Chinese Academy of Sciences and Monash University have presented a new approach to text input generation for mobile app testing based on a pre-trained large language model (LLM). Dubbed QTypist, the approach was evaluated on 106 Android apps and automated test tools, showing a significant improvement of testing performance.
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Google Publishes Technique for AI Language Model Self-Improvement
Researchers at Google and University of Illinois at Urbana-Champaign (UIUC) have published a technique called Language Model Self-Improved (LMSI), which fine-tunes a large language model (LLM) on a dataset generated by that same model. Using LMSI, the researchers improved the performance of the LLM on six benchmarks and set new state-of-the-art accuracy records on four of them.
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Java News Roundup: Jakarta Data Initial Release, Micronaut 3.8, JReleaser 1.4, Gradle 8.0-RC1
It was very quiet for the week of December 26th, 2022, but InfoQ found a few news items of interest that include: Jakarta NoSQL 1.0.0-b5, Jakarta Data 1.0.0-b1, Micronaut 3.8.0, Apache Groovy 4.0.7, Gradle 8.0.0-RC1, and JReleaser 1.4.0.
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Learnings from Spotify Mobile Engineering’s Recent Platform Migration
Recently, Spotify Mobile Engineering Team elaborated on their experience with a recent platform migration. Working on an initiative under the Mobile Engineering Strategy program, the team migrated their Android and iOS codebases to build with Bazel, Google’s open-source build system.
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Microsoft’s New Memory Optimized Ebsv5 VM Sizes in Preview Offer More Performance
Microsoft recently announced two additional Memory Optimized Virtual Machines (VM) sizes, E96bsv5 and E112ibsv5, to the Ebsv5 VM family developed with the NVMe protocol providing performance up to 260,000 IOPS and 8,000 MBps remote disk storage throughput.
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Entity Framework 7 Brings Bulk Operations and JSON Columns
Version 7 of Entity Framework (EF) Core, Microsoft's object-to-database mapper library for .NET Framework, was released in November. The updated version brings performance updates when saving data, allows JSON column operations, enables efficient bulk operations, and contains many minor fixes and improvements. The EF7 Core is available for both .NET 7 and .NET 6.
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Eclipse Migration Toolkit for Java (EMT4J) Simplifies Upgrading Java Applications
Adoptium announced Eclipse Migration Toolkit for Java (EMT4J), an open source Eclipse project capable of analyzing and upgrading applications from Java 8 to Java 11 and from Java 11 to Java 17. EMT4J will support upgrading to future LTS versions.
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Microsoft Brings Its Cloud Services and AI to the Edge
Microsoft recently announced the open-source release of Azure DeepStream Accelerator (ADA) in collaboration with Neal Analytics and NVIDIA, allowing developers to build Edge AI solutions with native Azure Services integration quickly.
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Meta Releases data2vec 2.0 a High Efficiency Self-Supervised Model
Meta has released version 2.0 of Data2Vec, a self-supervised algorithm that can learn in the same way from three different modalities: speech, vision, and text, and achieves the same accuracy of the other computer vision models but 16x faster. The code and pretrained models are also shared with the other researchers.
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Google Releases Open-Source Vulnerability Scanning Tool
Google has released OSV-Scanner, an open-source front-end interface to the Open Source Vulnerability (OSV) database. The OSV database is a distributed, open-source database that stores vulnerability information in the OSV format. The OSV-Scanner assesses a project's dependencies against the OSV database showing all vulnerabilities relating to the project.
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.NET MAUI Framework and .NET MAUI Community Toolkit Updated for .NET 7
On November 8th, 2022, Microsoft announced the general availability of their .NET multiplatform framework MAUI for the recently launched .NET 7 major release. MAUI is now supported on both .NET 6 and .NET 7, running on Windows, macOS, iOS, Android and Tizen. The open-source MAUI Community Toolkit has also been updated in coordination.