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Google Provides a Peek into the Architecture of Colossus - Its Storage Foundation
In a recent post, Google provided a glimpse into the architecture of Colossus. Colossus underpins Google's scalable storage system, which serves both its Google Cloud offerings and Google's own globally available services such as YouTube, Google Drive, and Gmail. Five separate components compose Colossus - the client library, curators, metadata database, file servers, and custodians.
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Google Logica Aims to Make SQL Queries More Reusable and Readable
Logica is a Datalog-like declarative logic programming language for database querying. It supports the creation of reusable abstractions to build complex queries and compiles to SQL, thus making it suitable for wide application.
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Google Announces the General Availability of A2 Virtual Machines
Recently, Google announced A2 Virtual Machines (VMs)' general availability based on the NVIDIA Ampere A100 Tensor Core GPUs in Compute Engine. According to the company, the A2 VMs will allow customers to run their NVIDIA CUDA-enabled machine learning (ML) and high-performance computing (HPC) scale-out and scale-up workloads efficiently at a lower cost.
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Supreme Court Rules Google's Use of Java API Was Fair Use
The Supreme Court in the United States of America has ruled that Google's use of the Java API was fair use, and that the objections raised by Oracle are rejected. InfoQ looks back at the history and what this means for the future of APIs.
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Google Pushes for Better Android App Quality
Google launched a new quality section on its Android developer site and updated the Core App Quality checklist. These moves continue Google’s push for better app quality, such as improved privacy and battery life and increased gesture navigation. Google promises quarterly revisions of this checklist and other checklists, and more tooling.
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Google's Apollo AI for Chip Design Improves Deep Learning Performance by 25%
Scientists at Google Research have announced APOLLO, a framework for optimizing AI accelerator chip designs. APOLLO uses evolutionary algorithms to select chip parameters that minimize deep-learning inference latency while also minimizing chip area. Using APOLLO, researchers found designs that achieved 24.6% speedup over those chosen by a baseline algorithm.
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Google Open-Sources AutoML Algorithm Model Search
A team from Google Research has open-sourced Model Search, an automated machine learning (AutoML) platform for designing deep-learning models. Experimental results show that the system produces models that outperform the best human-designed models, with fewer training iterations and model parameters.
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Google Releases Memorystore for Memcached into General Availability
In a recent blog post, Google announced the general availability of Memorystore for Memcached, a fully-managed service compatible with open-source Memcached protocol. With the GA release of Memorystore for Memcached, the company now has two generally available managed caching service options for customers looking for a caching capability in the Google Cloud.
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TensorFlow 3D: Deep Learning for Autonomous Cars’ 3D Perception
Google has released TensorFlow 3D, a library that adds 3D deep-learning capabilities to the TensorFlow machine-learning framework. The new library brings tools and resources that allow researchers to develop and deploy 3D scene understanding models.
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Google Brings Databricks to Its Cloud Platform
Recently Google announced a partnership with Databricks to bring their fully-managed Apache Spark offering and data lake capabilities to Google Cloud. The offering will become available as Databricks on Google Cloud.
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Google Extends Tsunami Security Scanner's Capabilities
Open-sourced last year, Google's Tsunami security scanner has received a significant update, extending its detection capabilities and adding support for Web application fingerprinting, among other things.
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Google Open-Sources Trillion-Parameter AI Language Model Switch Transformer
Researchers at Google Brain have open-sourced the Switch Transformer, a natural-language processing (NLP) AI model. The model scales up to 1.6T parameters and improves training time up to 7x compared to the T5 NLP model, with comparable accuracy.
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Google Cloud Announces a New Major Release of Its Management API Platform: Apigee X
Google Cloud recently announced a major new release of its API Management Platform Apigee. The release marks the tenth birthday of the service and is named Apigee X.
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Better SEO with Structured Data and Rich Snippets
Martin Splitt, search developer advocate for Google, recently explained at the Chrome Developer Summit 2020 how to use structured data to make a website eligible for rich results in Google Search. Rich results support semantic searches, stand out from ordinary search results, and may increase the click-through rate.
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Google Announces VM Manager, a Suite of Infrastructure Management Tools
In a recent blog post, Google announced VM Manager, a suite of infrastructure management tools to maintain large fleets of Compute Engine VMs more efficiently.