投稿時間:2021-05-25 16:41:21 RSSフィード2021-05-25 16:00 分まとめ(57件)

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IT ITmedia 総合記事一覧 [ITmedia PC USER] ViewSonic、赤外線式10点マルチタッチ対応の21.5型/23.6型フルHD液晶ディスプレイ https://www.itmedia.co.jp/pcuser/articles/2105/25/news131.html itmediapcuserviewsonic 2021-05-25 15:40:00
IT ITmedia 総合記事一覧 [ITmedia News] Intelが生み出したさまざまなPC標準規格 Microsoftとの協力と対立 https://www.itmedia.co.jp/news/articles/2105/25/news127.html itmedianewsintel 2021-05-25 15:10:00
IT MOONGIFT Paperboard - WebでもCUIでも使えるブックマーク/リーディングリスト管理 http://feedproxy.google.com/~r/moongift/~3/JU3jiS_fsvE/ PaperboardWebでもCUIでも使えるブックマークリーディングリスト管理Webブラウジングをしていて、後で読みたいと思うページに出会うことがあります。 2021-05-25 17:00:00
TECH Techable(テッカブル) パナソニックのAI画像センシングにより、投票所の混雑状況を高精度で可視化 https://techable.jp/archives/155185 行政システム株式会社 2021-05-25 06:00:15
IT 情報システムリーダーのためのIT情報専門サイト IT Leaders 文書管理ソフト「楽々Document Plus」がクラウドサインと連携、契約書の締結と保管を電子化 | IT Leaders https://it.impress.co.jp/articles/-/21533 文書管理ソフト「楽々DocumentPlus」がクラウドサインと連携、契約書の締結と保管を電子化ITLeaders住友電工情報システムは年月日、文書管理サーバーソフトウェアの新版「楽々DocumentPlusVer」を発表した。 2021-05-25 15:15:00
AWS AWS AxiomSL's RegCloud®️: Secure & Scalable Risk & Regulatory Reporting on AWS https://www.youtube.com/watch?v=8TExnSvZqt0 AxiomSL x s RegCloud️ Secure amp Scalable Risk amp Regulatory Reporting on AWSIn this episode of This is My Architecture AxiomSL walk us through its transition from focusing on the on premises ControllerViewplatform to a fully managed RegCloud AxiomSL s ControllerView platform in the cloud The impetus for this change was global regulators and financial institutions growing acceptance of the cloud  You ll see how they used industry best practises to ensure adherence to regulator guidelines around data sovereignty and security by the automated deployment of a single tenant isolated application stack environment  You ll also learn how AxiomSL uses an array of tools and AWS services including Terraform Jenkins Ansible KMS SecurityHub GuardDuty AWS Config CloudWatch CloudTrail and S for IAC CI configuration and security incident management In addition Amazon Redshift Spectrum enables AxiomSL s flexible architecture to process increasing client workloads and meet ever tightening SLAs Check out more resources for architecting in the AWS​​​cloud ​ AWS 2021-05-25 06:54:22
AWS lambdaタグが付けられた新着投稿 - Qiita Pythonのlambda式をなるべく簡単に理解する https://qiita.com/naccchan/items/fd54bbf58d20e15571e9 使用環境windowspythonjupyterNotebook目次lambda式とはlambda式の定義lambda式の初歩lambda式でlistを用いるlambda式でfor文処理を実装lambda式でif文処理を実装lambda式とはここではlambda式とは、名前がついていない関数無名関数を表現する記法のひとつと説明があります。 2021-05-25 15:53:06
python Pythonタグが付けられた新着投稿 - Qiita Pythonのlambda式をなるべく簡単に理解する https://qiita.com/naccchan/items/fd54bbf58d20e15571e9 使用環境windowspythonjupyterNotebook目次lambda式とはlambda式の定義lambda式の初歩lambda式でlistを用いるlambda式でfor文処理を実装lambda式でif文処理を実装lambda式とはここではlambda式とは、名前がついていない関数無名関数を表現する記法のひとつと説明があります。 2021-05-25 15:53:06
python Pythonタグが付けられた新着投稿 - Qiita Typical DP Contest (Atcoder) のA問題をプログラム初心者が考えてみた https://qiita.com/Ru_no4/items/a0e1e4bc03f290635367 ただ、其処で出題されていたA問題を見て、その問題自体はとても興味深く、どのようにプログラムとして解くか悩んだため、初学者なりに自分で考えてみることにした。 2021-05-25 15:28:18
js JavaScriptタグが付けられた新着投稿 - Qiita Javascriptのイベントを知る https://qiita.com/acekame/items/dba8e44f414d45fc235d documentgetElementByIddispnameinnerHTMLnamedispnameというHTMLのinnerにnameを入れますよという表示になります。 2021-05-25 15:08:35
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) irisデータの分類 https://teratail.com/questions/340271?rss=all irisデータの分類前提・実現したいことirisデータについて、特徴量つ全てを用いて、クラスとクラスを分類するプログラムを作りたいのです。 2021-05-25 15:56:20
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) CSS | ios で position:absolute top: 50% がずれる https://teratail.com/questions/340270?rss=all 2021-05-25 15:53:23
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) phpであるテーブルの言葉を繰り返し表示させたい https://teratail.com/questions/340269?rss=all phpであるテーブルの言葉を繰り返し表示させたい以下はテーブル作成するためのパーツで、見出しのみを書いています。 2021-05-25 15:47:27
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) JavaScript「クイズアプリ」2問目を表示する際に、1問目を消したい https://teratail.com/questions/340268?rss=all JavaScript「クイズアプリ」問目を表示する際に、問目を消したい前提・実現したいことYoutubeのセイト先生のWeb・IT塾さんの【JavaScript超入門講座】基礎文法だけでクイズゲームのアプリを開発を改良してみようと思い、制作中です。 2021-05-25 15:45:56
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) ポリモーフィズムとオーバーライドについて https://teratail.com/questions/340267?rss=all ポリモーフィズムとオーバーライドについて前提・実現したいことポリモーフィズムの勉強でpetクラスの純粋仮想関数をオーバーライドをしてhumanで呼び出したいんですがうまくいかなくて困っています。 2021-05-25 15:41:13
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) ポリモーフィズムとオーバーライドについて https://teratail.com/questions/340266?rss=all ポリモーフィズムとオーバーライドについて前提・実現したいことポリモーフィズムの勉強でpetクラスの純粋仮想関数をオーバーライドをしてhumanで呼び出したいんですがうまくいかなくて困っています。 2021-05-25 15:40:18
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) iOSはWEBAPI(Bluetoothなど)を禁止。これはどうしようないのでしょうか https://teratail.com/questions/340265?rss=all appstore 2021-05-25 15:36:58
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) Homebrewとgunplotのインストール https://teratail.com/questions/340264?rss=all HomebrewとgunplotのインストールHomebreのインストールをしてgnuplotを使いたいのですが、Homebrewをインストールした後にgnuplotをインストールし、起動しようとしてもcommandnbspnotnbspfoundと出ます。 2021-05-25 15:32:31
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) Googleフォームを独自デザインでホームページに埋め込んだが、チェックボックスの値だけが上手く送られない https://teratail.com/questions/340263?rss=all Googleフォームを独自デザインでホームページに埋め込んだが、チェックボックスの値だけが上手く送られない前提・実現したいこと表題のとおり、GoogleFormを独自デザインでホームページに埋め込んだのですが、チェックボックの値だけが上手く送信されません。 2021-05-25 15:29:08
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) OAuthのリダイレクト先にlocalhostを指定しない場合の、ローカル動作確認方法を知りたいです https://teratail.com/questions/340262?rss=all OAuthのリダイレクト先にlocalhostを指定しない場合の、ローカル動作確認方法を知りたいです要約ZoomのOAuthアプリを開発してますアプリ申請にあたり、認可の先としてlocalhostの指定はNGとお伝えされました認可の先のlocalhost指定や、ホワイトリストの指定にlocalhostを除いた場合、ローカル動作確認はどう実現すればいいのでしょうか独自ドメインは持っております詳細oAuth認可後のリダイレクト先として、プロバイダーの管理画面にリダイレクト先を指定するかと思います。 2021-05-25 15:23:49
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) tsvファイルを読み込み特殊文字も含めた文字列出力したい。。 https://teratail.com/questions/340261?rss=all tsvファイルを読み込み特殊文字も含めた文字列出力したい。 2021-05-25 15:11:21
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) Rによるデータ抽出の書き方 https://teratail.com/questions/340260?rss=all Rによるデータ抽出の書き方前提・実現したいことデータの抽出を行いたいですdataの読み込みはできており、subjectrelationといった列名も読み込めています。 2021-05-25 15:04:28
Ruby Rubyタグが付けられた新着投稿 - Qiita いい感じにrails newする rails newのオプション https://qiita.com/morioka1206/items/d9297cc5d5085422acac railsnewするRailsのプロジェクトを作成します。 2021-05-25 15:33:35
AWS AWSタグが付けられた新着投稿 - Qiita APN Partner Central アライアンスリードにログインできなくなった時の対処法 https://qiita.com/yk2/items/6d61a0539be602b252ec ログインできなくなった時の対処法アライアンスリードですが、担当者の退職等でログインできなくなった場合、変更ができます新担当者を登録するAPNパートナーセントラルの自己登録フォームから、登録済みの企業ドメインと同じメールアドレスを使用し、新担当者をAPNにユーザー登録しますアライアンスリード変更を申請する新担当者のアカウントでAPNPartnerCentralにログインし、パートナースコアカードの表示から、アライアンスリード変更を申請するを選択し、申請します待つ通常日でアライアンスリードが変更されるはずですが週間経っても変更されない場合は、問い合わせを行いましょう。 2021-05-25 15:16:07
GCP gcpタグが付けられた新着投稿 - Qiita 【GCP】アイレットのMSPについて https://qiita.com/Mune_robo/items/8772920c27c1a7333ea6 運用サービス障害対応もする監視サービスリソースの監視もする運用サービスサーバーのスケール対応もやっている組織体制MSP認定を受ける際、専門チームが必要という要件があったが、その先をいっているつのグループに分かれているDevSecOpsを意識したチーム構成開発しながらオペレーションするが、それにセキュリティを絡める形。 2021-05-25 15:18:09
Azure Azureタグが付けられた新着投稿 - Qiita Azure ML デザイナーでの画像分類サンプルで何をやっているのか確認してみる。 https://qiita.com/zukakosan/items/17f3740007edd38b137f サンプルデザイナーを開くとサンプルがいくつか用意されているのですが、ImageClassificationusingDenseNetを対象とします。 2021-05-25 15:50:15
Ruby Railsタグが付けられた新着投稿 - Qiita いい感じにrails newする rails newのオプション https://qiita.com/morioka1206/items/d9297cc5d5085422acac railsnewするRailsのプロジェクトを作成します。 2021-05-25 15:33:35
海外TECH DEV Community One of my JavaScript videos crossed 40k views on YouTube... https://dev.to/thenerdydev/one-of-my-javascript-videos-crossed-40k-views-on-youtube-373 One of my JavaScript videos crossed k views on YouTube Hey guys As the title of this article says I felt so good to see that one of my videos was able to cross k views on YouTube and of course it is a video on Web Development As you all know by now I create content on programming and web technologies like JavaScript Vue React Python Machine Learning and more So let me reveal the video that got me these many views JavaScript Projects in HoursPS I am working on a BRAND new FREE Web Developer Full Course on YouTube check the below article to know more about the topics that we cover in this course Web Developer Full Course HTML CSS JavaScript Node js and MongoDB The Nerdy Dev・Apr ・ min read html css node javascript Follow me on Twitter 2021-05-25 06:33:17
海外TECH DEV Community How To Make Your First Contribution As a Beginner In Open Source https://dev.to/shatakshiigupta/how-to-make-your-first-contribution-as-a-beginner-in-open-source-5hkf How To Make Your First Contribution As a Beginner In Open SourceOpen Source is very powerful that is encouraging and empowering but students today are not really aware of what power the Open Source world really holds how motivating the community is and what opportunities it brings as most of the students do not know much about Open Source and how engaging the community is If you are here then Kudos to you for making your first step into the amazing Open Source world Now with no more delays let s get right into what Open Source really is how inspiring the community is what all opportunities it brings to students and how you also can make a little change to the community and empower others too What is Open Source Open Source when you think of this term what might come to your mind is anything that is freely available well that s what it exactly is Open Source can be explained as source code of any software that you might be currently using or will be using in the near future as the Open Source thing is only going to grow more and more and which is made available to everyone so that every single one of us can have a look help making it better if we think that particular software is missing this feature and if we add that feature to it then the software would become much more better than before So I hope you got a little idea of how things work in Open Source world Some of the most commonly used open source softwares are Mozilla Firefox VLC Media player Image editing tool Gimp and the list is simply endless As now we have known so much about open source let s get right into how you can help make a change and make your first contribution If you know about Open Source I believe that you might be aware of GitHub to but if do not let s know a bit about Git and GitHub to What is Git Git is a version control system that lets you manage and keep track of your source code history What is GitHub GitHub is a web based Git version control repository hosting service GitHub provides all the functionalities of Git along with some of its own features as well Now we will be covering some steps so that you can download Git on your system and get started to contributing to your first repository We will be downloading Git bash through Git bash you will be able to type Git commands that make source code management easier through versioning and commit history Step Download Git on your system from here Step After downloading you need install it on your system So for installation click on run then click on next after that do not change the Destination location and simply click on next after that while selecting components check the boxes with In the Quick Launch and On the desktop After that keep on clicking next Step After installation uncheck the box with View release notes and check the one with Launch Git bash Getting startedTo get involved with Open source projects you need to have a basic understanding of how git commands work and how one has to use those commands to make a valuable contribution Reference for git commands git commands for beginnersQuick reference for git command lines by SimplilearnBasic git commands Contributing Choose a project that interests youThis is the most crucial and salient part of your contribution You need to find a project that interests you and that matches your skillset And this need not to be a very large contribution For someone who is just starting with open source it is highly recommended to start with Fixing typos modifying documentation files in large and even small projects Well as of now if you are reading this you might be looking to contribute as a beginner first contributions can prove to be a really good start for you Hacktoberfest practice and awesome for beginners can really help you as well Finding a projectYou can filter the issues tab according to your skillset let s suppose you have basic knowledge of Java and you want to contribute to projects written in Java language then you can search good first issues by going to the issues tab and searching the issues with labels like label good first issue and language Java In a similar manner you can filter issues by replacing good first issues with first timers only beginner good first bug and easy Forking the projectFork will create a copy of the repository in your GitHub account so that you can make changes to the project Cloning the projectGo to your own GitHub account and there you will see a forked version of that project under your account Now click into this repository that is forked and and we will make a copy of it on your machine by hitting the code button Copy the HTTPS URL Open your terminal or git bash window Move to the location on your computer where you want to create a copy of this project Run the following command git clone Substitute your GitHub username for userid You now have a local copy on your computer The folder on your computer will have the same name as the remote repository on Github Create a new branch named by running the following command git checkout b add your namecd into first contributions Then cd into Contributors Now open the Contributors file in your Text editor Add your name alphabetically into the file along with your GitHub profile URL Now run git status in the terminalYou should see this Changes that you made need to be staged and committed So to add your changes run the following git add Now your changes have been added and you are needed to commit your changes and push it to your remote repository that is on your GitHub account To commit your changes run the following git commit m add your name to contributors listIt is always important to write a good commit message while working in large codebase projects So there you have to take care of writing an explainable and not too long message that describes what your contribution fixes and which can be easily understood by the maintainers of the project Now you have to push your changes to your remote repository so run the following command git push origin branch nameWhen you will head over to your GitHub account you will be able to see a message with compare and pull request button Click on the button and now you will be creating a pull request that will be visible to maintainers of the project After that click on create pull requestYay You just created your first pull request Thanks for following along You are awesome and I am so proud of you NOTE While contributing to any large codebase project or even smaller you can always ask your doubts in Slack channels mailing lists that are there to help you Open Source community is really encouraging and inspiring and inclusive so if you ever feel overwhelmed about such large projects that you want to contribute to you can always ask your doubts and queries in mailing lists and slack channels Remember do not give up ever people in different groups are more than happy to help solve your queries and all you got to do is reach out to them and explain your query If you have followed along then Congratulations on starting your Open Source journey because that is really awesome and I really appreciate your efforts Also mentioning some other resources that will help you in your Open Source programming journey and the amazing Computer Science Field Code for CauseMy Code Schooltake U forwardLove BabbarHope you found this helpful If you did then do share this with people who are beginners like you and want to make their first contribution in Open source Thanks for reading and hope you have a great day Say Hello Twitter 2021-05-25 06:09:00
海外科学 NYT > Science Scientists Drove Mice to Bond by Zapping Their Brains With Light https://www.nytimes.com/2021/05/25/science/optogenetics-brain-social-behavior.html brain 2021-05-25 06:30:10
金融 JPX マーケットニュース [OSE]とうもろこし先物取引に適用する呼値の制限値幅の変更について https://www.jpx.co.jp/news/2040/20210525-01.html 先物取引 2021-05-25 16:00:00
金融 JPX マーケットニュース [東証]新規上場の承認(JASDAQスタンダード):(株)リヴァンプ https://www.jpx.co.jp/listing/stocks/new/index.html 新規上場 2021-05-25 15:30:00
金融 JPX マーケットニュース [東証]新規上場の承認(マザーズ):(株)BlueMeme https://www.jpx.co.jp/listing/stocks/new/index.html 新規上場 2021-05-25 15:30:00
金融 ニッセイ基礎研究所 ESGのEとは-世界的に危機意識が高まる環境課題 https://www.nli-research.co.jp/topics_detail1/id=67843?site=nli 年目標が総じて未達と評価されるなか、産業や人々の暮らしを含めた様々な社会課題を解決しなければ生物多様性の損失には対応できないとの危機感のもと、生産・消費・廃棄の改善を迫る個別目標が年目標よりも多く設定されるなど、生物多様性に配慮した社会経済の実現に向けた取り組みは一段と強化される見込みである。 2021-05-25 15:47:35
金融 ニッセイ基礎研究所 注目される米国の労働需給-コロナで落ち込んだ労働市場の回復が持続、労働供給の回復遅れはインフレ圧力となる可能性 https://www.nli-research.co.jp/topics_detail1/id=67842?site=nli もっとも、年月は雇用回復ペースが加速するとの予想に反して回復が大幅に鈍化したほか、依然として新型コロナ流行前の雇用水準を万人強下回る状況となっており、労働市場の回復は緩慢である。 2021-05-25 15:41:19
金融 ニッセイ基礎研究所 2021・2022年度経済見通し(21年5月) https://www.nli-research.co.jp/topics_detail1/id=67798?site=nli 需要項目別には、民間消費は年度の前年比の後、年度が同、年度が同と大幅な減少の後としては低い伸びにとどまることが予想される、一方、海外経済の回復を受けて輸出が年度の前年比から年度が同、年度が同と急回復することが成長率の押し上げ要因となるだろう。 2021-05-25 15:03:43
金融 日本銀行:RSS 日本円金利指標に関する検討委員会(第22回議事要旨) http://www.boj.or.jp/paym/market/jpy_cmte/cmt210525a.pdf 検討委員会 2021-05-25 16:00:00
海外ニュース Japan Times latest articles Suga stares down an Olympic challenge https://www.japantimes.co.jp/news/2021/05/25/national/politics-diplomacy/suga-olympics-political-impact/ health 2021-05-25 15:14:52
海外ニュース Japan Times latest articles U.S. agencies examine reports of early COVID-19 infections at Wuhan lab https://www.japantimes.co.jp/news/2021/05/25/world/us-wuhan-lab-reports/ labgovernment 2021-05-25 15:08:47
ニュース BBC News - Home EU agrees new Belarus sanctions after plane arrest https://www.bbc.co.uk/news/world-europe-57236489 airlines 2021-05-25 06:36:08
ニュース BBC News - Home Covid: Eight Covid areas should avoid indoor gatherings https://www.bbc.co.uk/news/uk-england-57232728 indian 2021-05-25 06:27:34
ニュース BBC News - Home Government borrowing fell in April as UK reopened https://www.bbc.co.uk/news/business-57237574 april 2021-05-25 06:39:22
ニュース BBC News - Home Covid-19: 'Stay local' advice over variant and tourism takes a hit https://www.bbc.co.uk/news/uk-57237553 coronavirus 2021-05-25 06:33:56
ニュース BBC News - Home Lawrence Okoye on NFL and return to discus: 'Physically I am superior now - American football aided me' https://www.bbc.co.uk/sport/athletics/57186877 Lawrence Okoye on NFL and return to discus x Physically I am superior now American football aided me x After nine years seven American football teams and a lockdown spent throwing in a Hull park London poster boy Lawrence Okoye is back in the circle and aiming for the world s elite 2021-05-25 06:01:50
ニュース BBC News - Home Match of the Day Top 10 team rank their Premier League champions https://www.bbc.co.uk/sport/football/57145394 championspremier 2021-05-25 06:09:19
LifeHuck ライフハッカー[日本版] 「週休3日」で成果を上げられる? 働きすぎて失敗した経験が契機に https://www.lifehacker.jp/2021/05/234313shinji_kosihkawa_1.html 働き方改革 2021-05-25 16:00:00
LifeHuck ライフハッカー[日本版] 【Amazonタイムセール祭り】シャープ衣類乾燥除湿機が2万円台、昭和西川ひんやり敷きパッドが1,797円と今すぐ欲しいアイテムがお買い得 https://www.lifehacker.jp/2021/05/amazon-timesale-fes-2021-0525-2.html 【Amazonタイムセール祭り】シャープ衣類乾燥除湿機が万円台、昭和西川ひんやり敷きパッドが円と今すぐ欲しいアイテムがお買い得Amazonアマゾンでは、年月日時から月日時分まで「Amazonタイムセール祭り」を開催中本日最終日です。 2021-05-25 15:45:00
北海道 北海道新聞 頭にハチの巣、仁王像を修復 「殺生」しないよう取り出す https://www.hokkaido-np.co.jp/article/547750/ 奈良県葛城市 2021-05-25 15:16:00
北海道 北海道新聞 根室管内2人感染 新型コロナ https://www.hokkaido-np.co.jp/article/547745/ 新型コロナウイルス 2021-05-25 15:09:00
ニュース Newsweek 米渡航中止勧告、豪チーム陽性、外堀も埋まる東京五輪 https://www.newsweekjapan.jp/stories/world/2021/05/post-96358.php 2021-05-25 15:33:05
IT 週刊アスキー 蟹汁付きの海鮮丼が1日100食限定で0円!? 横浜市戸塚に「魚と酒はなたれ」がオープン https://weekly.ascii.jp/elem/000/004/056/4056294/ 限定 2021-05-25 15:50:00
IT 週刊アスキー ピノ初「ピノ ピスタチオ」!カリカリ食感も楽しめる“至福のひとつぶ” https://weekly.ascii.jp/elem/000/004/056/4056223/ 香り 2021-05-25 15:45:00
IT 週刊アスキー 【5/28無料配信】スタートアップ成長支援拠点 「YOXO BOX」の活動報告会開催 https://weekly.ascii.jp/elem/000/004/056/4056190/ yoxobox 2021-05-25 15:30:00
IT 週刊アスキー オンライン試着サービス「バーチャサイズ」、ネイティブアプリでもサイズの悩みを解決 https://weekly.ascii.jp/elem/000/004/056/4056265/ virtusize 2021-05-25 15:30:00
IT 週刊アスキー note、スクリーンリーダー利用時にも絞り込み検索やチェックボックスの操作などが可能に https://weekly.ascii.jp/elem/000/004/056/4056281/ 追加 2021-05-25 15:30:00
IT 週刊アスキー SFCの名作RPG『ヘラクレスの栄光III 神々の沈黙』が「プロジェクトEGG」で配信開始! https://weekly.ascii.jp/elem/000/004/056/4056295/ 配信サービス 2021-05-25 15:05:00
GCP Cloud Blog 3x Dataflow Throughput with Auto Sharding for BigQuery https://cloud.google.com/blog/products/data-analytics/3x-dataflow-throughput-auto-sharding-bigquery/ x Dataflow Throughput with Auto Sharding for BigQueryMany of you rely on Dataflow to build and operate mission critical streaming analytics pipelines A key goal for us the Dataflow team is to make the technology work for users rather than the other way around Autotuning as a fundamental value proposition Dataflow offers is a key part of making that goal a reality it helps you focus on your use cases by eliminating the cost and burden of having to constantly tune and re tune your applications as circumstances change Dataflow already includes many autotuning capabilities and we are excited to announce a new capability today that further simplifies streaming data pipelines Google BigQuery is one of the most common storage systems that Dataflow Streaming pipelines export results to The Beam SDKs include built in transforms known as BigQuery I O connector that can read data from and write data to BigQuery tables While the write transform has been optimized to take advantage of various BigQuery capabilities e g dynamic destinations currently Dataflow relies on users to manually configure numFileShards or numStreamingKeys to parallelize BigQuery writes This is painful for customers because it is extremely challenging to get the configuration right and requires a lot of manual efforts to maintain it Current ChallengesManually selecting an optimal number of shards is a very hard problem and results in following issues Too low a sharding value leads to insufficient execution parallelism and therefore limited throughput Too high a sharding value leads to increased overhead both on the Dataflow side and BigQuery side which risks diminishing returns In some cases pipeline throughput drops further if it exceeds BigQuery quotas and limits due to high sharding The fundamental issue here is that one size does not fit all Sharding for one shape of the data may not be the right choice when circumstances change e g when the volume changes or when there are “hot spots with much more volume than the others  The following illustration shows what happens with manual fixed sharding when streaming data to a BigQuery table As you can see irrespective of the volume of data the number of shards remains constant and becomes insufficient when the input rate bumps As a result of this configuration the throughput remains constant over time irrespective of the changing volume of data Adding more worker nodes than the shards could hardly be helpful in this case Introducing Auto Sharding for BigQueryIn order to eliminate the painful hand tuning of parallelism for the BigQuery sink we are introducing a new capability Auto Sharding to Dataflow Streaming Engine  With Auto Sharding Dataflow dynamically adjusts the number of shards for BigQuery writes and balances the load to keep up with the input rate The following illustration shows how sharding changes over time in response to changing input data volume BenefitsTo determine the extent of the benefit we ran load tests to compare the performance of BigQuery I O connector with and without Auto Sharding To get a comprehensive understanding of the performance benefits we compared the throughput for worker counts ranging from to As you can see in the following charts Auto Sharding outperformed manual and fixed sharding with BigQuery streaming inserts It boosted the throughput by x to x in most cases without any other changes In general increase in throughput per worker has the potential to reduce the number of workers needed and thereby cost  The difference in throughput increases as the number of workers is increased This is particularly important since it becomes very challenging to hand pick sharding configuration as the scale of your pipeline grows in order to handle increased input volume   Streaming Auto Sharding also works with BigQuery batch loading of data and yields similar improvements to increase in throughput How to enable Auto Sharding for BigQuery SinksYou can enable Auto Sharding in Streaming Engine by setting a new option when configuring the BigQuery I O connector in your code The option is available in both streaming inserts and file loads modes starting Beam for Java and Beam for Python Alternatively you can opt in Auto Sharding for streaming inserts using Beam Java SDK with an additional Dataflow experiment experiments enable streaming auto sharding  The following are code samples to enable Auto Sharding Java Python With the new option the sharding for the BigQuery writes will be automatically determined at runtime to make the best use of workers available If autoscaling is turned on sharding will be adjusted to keep all workers busy when the number of workers changes While the number of shards is not explicitly exposed the changes in sharding is reflected in job metrics such as data freshness and throughput For example increased system latency triggers more workers which in turn increases the number of shards As a result throughput increases and the backlog is cleared faster You can use the Dataflow Console to monitor the number of workers and the throughput of the BigQuery write stage To get started please refer to the documentation for the BigQuery IO Connector and the introduction page to learn more about different ways of data ingestion to BigQuery and how to choose one that fits your needs 2021-05-25 08:00:00

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