Training deep learning models for NLP tasks typically requires many hours or days to complete on a single GPU. In this post, we leverage Determined’s distributed training capability to reduce BERT for SQuAD model training from hours to minutes, without sacrificing model accuracy. In this 2-part blog series, we outline tips and tricks to accelerate NLP deep learning model training across multiple G
PyTorch 1.8 Release, including Compiler and Distributed Training updates, and New Mobile Tutorials
by Team PyTorch We are excited to announce the availability of PyTorch 1.8. This release is composed of more than 3,000 commits since 1.7. It includes major updates and new features for compilation, code optimization, frontend APIs for scientific computing, and AMD ROCm support through binaries that are available via pytorch.org. It also provides improved features for large-scale training for pipe
Ensure Optimal Application Performance with Distributed Load Testing on AWS | Amazon Web Services
AWS Architecture Blog Ensure Optimal Application Performance with Distributed Load Testing on AWS As a modern enterprise, your customers expect 100% availability of your critical web and mobile applications. Unforeseen events such as COVID-19, have necessitated many customer engagements to become virtual. This has made web and mobile applications even more critical. Distributed Load Testing on AWS
Retries in distributed systems: good and bad parts :: ✨Shubheksha Jalan✨
Retries are a way to provide resiliency in a distributed system When working with a distributed system, the only guarantee we have is that things will fail sooner or later. In these circumstances, we want to “design for failure”. Retries are a technique that helps us deal with transient errors, i.e., errors that are temporary and are likely to disappear soon. Retries help us achieve resiliency by
LiteFS Cloud: Distributed SQLite with Managed Backups Author Name Darla Magdalene Shockley Author Name Ben Johnson @benbjohnson @benbjohnson Image by Annie Ruygt With Fly.io, you can get your app running globally in a matter of minutes, and with LiteFS, you can run SQLite alongside your app! Now we’re introducing LiteFS Cloud: managed backups and point-in-time restores for LiteFS—whether your app
GitHub - infinyon/fluvio: Lean and mean distributed stream processing system written in rust and web assembly.
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GitHub - TimeSurgeLabs/athenadb: 🦉⚡️Serverless, distributed vector database as an API
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Load test your applications in a CI/CD pipeline using CDK pipelines and AWS Distributed Load Testing Solution | Amazon Web Services
AWS DevOps Blog Load test your applications in a CI/CD pipeline using CDK pipelines and AWS Distributed Load Testing Solution Load testing is a foundational pillar of building resilient applications. Today, load testing practices across many organizations are often based on desktop tools, where someone must manually run the performance tests and validate the results before a software release can b
Cloudflare D1 Provides Distributed SQLite for Cloudflare Workers
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GitHub - dkeras-project/dkeras: Distributed Keras Engine, Make Keras faster with only one line of code.
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自動のAPI分析・可視化でAPIモニタリングが捗る！F5の新SaaS「Distributed Cloud WAAP」を触ってみた〜APIセキュリティ編〜 | DevelopersIO
各プランに応じて使用可能な機能は異なります。詳しくは以下をご参照ください。 F5 Distributed Cloud Servicesの価格 | F5 また、XC WAAPはAWS Marketplaceから簡単にサブスクライブ(契約)することが可能です。現在は年間の定額サブスクライブのみが提供されています。 AWS Marketplace - F5 Distributed Cloud Services 実際に触ってみた〜APIセキュリティ編〜 今回はそんなXC WAAPの「APIセキュリティ」の機能を触ってみたのでご紹介します。 用意した環境 XC WAAPではまずLBを作成し、その後段に防御したいアプリケーションを配置します。 今回は後段のアプリケーションとして、OWASPの「DVSA」という"やられサーバレスアプリ"を使用しました。DVSAについては以下を参照ください。 OWASP
The most advanced, open source, distributed SQL database
A high-level overview of FOQS. The arrows show the flow of data. We will be hosting a talk about our work on Scaling a Distributed Priority Queue during our virtual Systems @Scale event at 11 am PT on Wednesday, February 24, followed by a live Q&A session. Please submit any questions to systemsatscale@fb.com before the event. The entire Facebook ecosystem is powered by thousands of distributed sys
GitHub - oduwsdl/ipwb: InterPlanetary Wayback: A distributed and persistent archive replay system using IPFS
Peer-To-Peer Permanence of Web Archives InterPlanetary Wayback (ipwb) facilitates permanence and collaboration in web archives by disseminating the contents of WARC files into the IPFS network. IPFS is a peer-to-peer content-addressable file system that inherently allows deduplication and facilitates opt-in replication. ipwb splits the header and payload of WARC response records before disseminati
AWS Step Functions の Distributed Map と再実行機能を使用した効率的な ETL パイプラインの構築 | Amazon Web Services
Amazon Web Services ブログ AWS Step Functions の Distributed Map と再実行機能を使用した効率的な ETL パイプラインの構築 AWS Step Functions は、完全マネージドのビジュアルワークフローサービスで、AWS Glue、Amazon EMR、Amazon Redshift などのさまざまな抽出・変換・読み込み (Extract, Transform, Load; ETL) テクノロジーを含む複雑なデータ処理パイプラインを構築できます。個々のデータパイプラインタスクを繋ぎ、ペイロード、リトライ、エラー処理を最小限のコードで構成することで、ワークフローを視覚的に構築できます。 Step Functions は、データパイプライン内のタスクが一時的なエラーで失敗した場合、自動リトライとエラー処理をサポートしていますが、アクセ
mvSQLite is the open-source, SQLite-compatible distributed database. We decoupled SQLite's storage layer onto FoundationDB to offer massive yet "bottomless" scalability, point-in-time reads, and the strictest level of consistency. On the surfaceThere are already so many nice "multi-machine" SQLite flavors: rqlite, dqlite, and Litestream. However I believe what mvSQLite offers is unique: it is not
Thinking in Events: From Databases to Distributed Collaboration Software — Martin Kleppmann’s publications
Thinking in Events: From Databases to Distributed Collaboration Software Martin Kleppmann Keynote at 15th ACM International Conference on Distributed and Event-based Systems (DEBS), Online (originally planned to be in Milan, Italy), July 2021. Paper (open access) doi:10.1145/3465480.3467835 Slides Video Abstract In this keynote I give a subjective but systematic overview of the landscape of distri
GitHub - kalbhor/Tasqueue: A simple, customisable distributed job/worker in Go
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Using Information Architecture With Distributed Teams
Using information architecture to make distributed teamwork easier Communication is key for any team—especially when you're all working from home. Creating an information architecture for how you create, share, and communicate can provide the clarity you need to work effectively. When you’re working from home, it’s hard to tell how well you’re communicating with your team. Should your emails be mo
GitHub - cloudflare/workers-graphql-server: 🔥Lightning-fast, globally distributed Apollo GraphQL server, deployed at the edge using Cloudflare Workers
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SQLite is fast, really fast. On a single ~40€ / m commodity server, it can sustain ~168,000 reads and ~8000 writes per second, concurrently. Because it's an embedded library designed for client-side applications such as embedded systems and phone & desktop applications, SQLite databases have to be co-located on your
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GitHub - bastion-rs/bastion: Highly-available Distributed Fault-tolerant Runtime
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サービスレベル目標（SLO）を軸にした異常の原因探索のための研究の調査 / SLO-based Causality Discovery in Distributed Applications
サービスレベル目標（SLO）を軸にした異常の原因探索のための研究の調査 / SLO-based Causality Discovery in Distributed Applications
Facebook LLAMA is being openly distributed via torrents | Hacker News
It seems that the leak originated from 4chan [1]. Two people in the same thread had access to the weights and verified that their hashes match [2][3] to make sure that the model isn't watermarked. However, the leaker made a mistake of adding the original download script which had his unique download URL to the torrent [4], so Meta can easily find them if they want to.[1]: https://boards.4channel.o
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Faster NLP with Deep Learning: Distributed Training
LiteFS Cloud: Distributed SQLite with Managed Backups
TiDB: The Advanced Distributed SQL Database
FOQS: Scaling a distributed priority queue
Turning SQLite into a distributed database
Distributed SQLite: Paradigm shift or hype?
Running distributed load tests on Kubernetes | Grafana Labs