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Lyra: A New Very Low-Bitrate Codec for Speech Compression
Philosophy We strive to create an environment conducive to many different types of research across many different time scales and levels of risk. Learn more about our Philosophy Learn more
September 7, 2024 Hacker News Reddit Lobsters RussianI want to provide a smooth experience to my site visitors, so I work on accessibility and ensure it works without JavaScript enabled. I care about page load time because some pages contain large illustrations, so I minify my HTML. But one thing makes turning my blog light as a feather a pain in the ass. The hurdleSee, a major win in traffic redu
langchainのアップデートで追加された"Contextual Compression Retriever"を使用して,200ページ超のwebページを読みこませたQ&Aボットを作成する - Qiita
langchainのアップデートで追加された"Contextual Compression Retriever"を使用して,200ページ超のwebページを読みこませたQ&Aボットを作成するOpenFOAMOpenAIChatGPTlangchain記事投稿キャンペーン_ChatGPT TL;DR OpenFOAMというCFDライブラリのユーザーガイド(総209ページ)をopenai embeddingsを用いて埋め込み生成した。 生成した埋め込み生成をContextualCompressionRetrieverで圧縮した。 圧縮した埋め込みをRetrievalQAで指定し、Q&Aボットを作成した。 結果として、破綻なく回答できている印象 使用したホームページ 今回はCFDライブラリのOpenFOAMのユーザーガイドを使用しました。(https://doc.cfd.direct/openfo
Compression Dictionary Transport (Shared Brotli) によるコンテンツ圧縮の最適化 | blog.jxck.io
Intro Chrome で Compression Dictionary Transport の Experiment が行われている。 Intent to Experiment: Compression dictionary transport with Shared Brotli https://groups.google.com/a/chromium.org/g/blink-dev/c/NgH-BeYO72E この提案の仕様および本サイトへの適用について解説する。 brotli の Dictionary 圧縮方式は、基本的に「同じ値が出てきたら、それらをまとめて小さく表現する」という方式が中心となる。 # 繰り返しを数値で表現する場合 from: aaaabbbbb to: a4b5 この方式は、対象としたデータの中で、如何に効率よく「同じ値」を見つけるかが肝となる。例えば以下の例
GitHub - jtesta/ssh-audit: SSH server & client security auditing (banner, key exchange, encryption, mac, compression, compatibility, security, etc)
SSH1 and SSH2 protocol server support; analyze SSH client configuration; grab banner, recognize device or software and operating system, detect compression; gather key-exchange, host-key, encryption and message authentication code algorithms; output algorithm information (available since, removed/disabled, unsafe/weak/legacy, etc); output algorithm recommendations (append or remove based on recogn
How to Use AVIF: The New Next-Gen Image Compression Format — Lightspeed
How to Use AVIF: The New Next-Gen Image Compression FormatAugust 5, 2020 November 2, 2021 Update: Firefox 93 now supports the AVIF format without feature flag. August 26, 2020 Update: Chrome 85 now supports the AVIF format and the link to the preview build of the Squoosh.app has been updated as it now fully supports AVIF. A More Optimal Image Format One of the upcoming technologies we're really ex
GitHub - caoscott/SReC: PyTorch Implementation of "Lossless Image Compression through Super-Resolution"
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How to recognize the compression algorithms with your eyes - ZenHAX
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GitHub - mhx/dwarfs: A fast high compression read-only file system for Linux, Windows and macOS
DwarFS is a read-only file system with a focus on achieving very high compression ratios in particular for very redundant data. This probably doesn't sound very exciting, because if it's redundant, it should compress well. However, I found that other read-only, compressed file systems don't do a very good job at making use of this redundancy. See here for a comparison with other compressed file sy
GitHub - phoboslab/qoi: The “Quite OK Image Format” for fast, lossless image compression
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GitHub - google/lyra: A Very Low-Bitrate Codec for Speech Compression
The basic architecture of the Lyra codec is quite simple. Features are extracted from speech every 20ms and are then compressed for transmission at a desired bitrate between 3.2kbps and 9.2kbps. On the other end, a generative model uses those features to recreate the speech signal. Lyra harnesses the power of new natural-sounding generative models to maintain the low bitrate of parametric codecs w
Arch Linux - News: Now using Zstandard instead of xz for package compression
As announced on the mailing list, on Friday, Dec 27 2019, our package compression scheme has changed from xz (.pkg.tar.xz) to zstd (.pkg.tar.zst). zstd and xz trade blows in their compression ratio. Recompressing all packages to zstd with our options yields a total ~0.8% increase in package size on all of our packages combined, but the decompression time for all packages saw a ~1300% speedup. We a
January 6, 2018 compression elias-fano data structures In the previous post we discovered how to compress a set of integers by representing it as a bitmap and then compressing the latter using a succinct representation. This post instead is about compression of monotone non-decreasing integers lists by using Elias-Fano encoding. It may sound like a niche algorithm, something that solves such an in
Show navigation It is absolutely idiotic to have 64-bit pointers when I compile a program that uses less than 4 gigabytes of RAM. When such pointer values appear inside a struct, they not only waste half the memory, they effectively throw away half of the cache. – Donald Knuth (2008) Truer words have (almost) never been spoken. We also see CPU vendors not actually shipping 64-bit CPUs and Android
Show navigation There is a constant battle between memory and performance. As users, we would like things to be fast as well as consume as little memory as possible. Unfortunately, usually improving performance comes at a cost of memory consumption (and vice versa). Back in 2014 Chrome switched from being a 32-bit process to a 64-bit process. This gave Chrome better security, stability and perform
IntroStable Diffusion is currently inspiring the open source machine learning community as well as upsetting artists world wide. I was curious to see what else this impactful technology release could be used for other than making professional artists and designers ponder their job security. While experimenting with the model, I found that it makes for an extremely powerful lossy image compression
Reported Supply Chain Compromise Affecting XZ Utils Data Compression Library, CVE-2024-3094 | CISA
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LangChainの新機能Contextual Compression Retrieverを試す｜mah_lab / 西見 公宏
Q&Aチャットボットのようなシステムを作成するとき、ユーザーの問い合わせに関連した情報をプロンプトに埋め込んで精度の高い回答を返す、といった仕組みはもはや一般的だと思います。 https://blog.langchain.dev/improving-document-retrieval-with-contextual-compression/その上で、関連情報を取り出す仕組みとしてベクトルDBの利用が一般的になってきていますが、抽出した文章が必ずしも質問に対して適切な情報源になっているとは限らない可能性はあります。類似度から算出して似ていると評価されていても、文脈が違うケースもあったりするのではないでしょうか。 先日（4/21）追加されたContextual Compression Retrieverはまさにこの問題を解決するためのもので、ベクトルDBなどから抽出した情報の評価を行い、更に
Philosophy We strive to create an environment conducive to many different types of research across many different time scales and levels of risk. Learn more about our Philosophy Learn more
GitHub - phiresky/sqlite-zstd: Transparent dictionary-based row-level compression for SQLite
The data will be moved to _table_name_zstd, while table_name will be a view that can be queried as normally, including SELECT, INSERT, UPDATE, and DELETE queries. This function will not compress any data by itself, you need to call zstd_incremental_maintenance afterwards. config is a json object describing the configuration. See TransparentCompressConfig for detail. The following differences apply
GitHub - 101arrowz/fflate: High performance (de)compression in an 8kB package
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GitHub - TheRealOrange/icer_compression: Progressive, error tolerant, wavelet-based image compression algorithm
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Caching is an effective way to speed up the performance of Rails applications. However, the costs of an in-memory cache database could become significant for larger-scale projects. In this blog post, I’ll describe optimizing the Rails caching mechanism using the Brotli compression algorithm instead of the default Gzip. I’ll also discuss a more advanced technique of using in-memory cache for extrem
New for Firebase Hosting: request logging, Brotli compression, and internationalization
New for Firebase Hosting: request logging, Brotli compression, and internationalization We’re excited to announce several new features that make developing with Firebase Hosting even better! New features! Server-side analytics with Cloud Logging Our new integration with Cloud Logging gives you access to web request logs for your Hosting sites. Cloud Logging, previously known as Stackdriver Logging
RFC8879 TLS Certificate Compression について - ASnoKaze blog
「RFC8879 TLS Certificate Compression」が昨日公開されました。 これは、TLSハンドシェイク中に送信されるサーバ証明書を圧縮する仕組みを定義しています。 これによって、ハンドシェイクの通信量を削減できます。ハンドシェイク中は、パケットロスが起こっても後続のパケットは多くないのでロスリカバリとしては不利な状況です。ハンドシェイクに必要なパケット数が減るというのはメリットが有るのかなと思います。 また、QUIC(HTTP/3)においてもTLSハンドシェイクを利用していますが、QUICではClient Address Validationが終わるまで一度に送れる通信量に制限があるため、通信量が減ることはそういった意味でもメリットがあります。 この点については、FastlyのPatrick McManus氏がブログを書かれています。実際に送信されるパケット数がどう
Compression Streams are now supported on all browsers Stay organized with collections Save and categorize content based on your preferences. The Compression Streams API is for compressing and decompressing streams of data using the gzip or deflate (or deflate-raw) formats. Using the built-in compression of the Compression Streams API, JavaScript applications do not need to include a compression li
CloudflareはSpeed Weekを通じて、パフォーマンスを最適化することの重要性について述べてきました。圧縮は、インターネット上で送信されるファイルサイズを小さくすることで、重要な役割を果たしています。ファイルサイズが小さくなると、ダウンロードが速くなり、Webサイトの読み込みが速くなり、ユーザーエクスペリエンスが向上します。 家庭用洗剤を実世界の例として挙げてみましょう。この洗剤は「一般的な洗剤のボトルは、90％が水で、実際の貴重な成分は10％以下である」と推定されます。一般的な500mlの家庭用洗剤の90％を取り除くと、重量は600gから60gに減ります。この削減は、使用者の受け取り時に水分を補給する指示とともに60gの小包だけを送付することを可能にします。ガロンに換算すると、この重量削減はビジネスにとって莫大な送料節約に直結し、環境への影響は言うまでもありません。 これが圧
Browser Image Compressionで画像をアップロード前に圧縮する[Javascript] | バシャログ。
どうもfujiharaです。本日は画像をアップロード前に圧縮できる BrowserImageCompressionをご紹介します。 インストール npm install browser-image-compression --save or yarn add browser-image-compression コード 以下が簡単な確認用コードになります。(react-create-appで作成) import './App.css'; import { useState } from 'react'; import imageCompression from 'browser-image-compression'; function App() { const [image_url, setImageUrl] = useState(''); const compressOption = {
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2024-09-23 Background In the late 19th to mid 20th century, the United States Department of Agriculture hired dozens of artists to paint watercolors of every fruit that grows in the United States. The collection contains 7,497 watercolor paintings, 87 line drawings, and 79 wax models created by approximately 21 artists. I thought this would make a great set of images to choose a random photo every
LangChainにContextual Compressionという抽象化が追加されました。概要は以下にあります。 Contextual Compressionは「インデックスするドキュメントのテキスト」と「プロンプトに含めるコンテキストとしてのテキスト」の性質が異る点に注目して、ドキュメント検索の後処理としてプロンプトに含めるテキストの内容に変換処理をかけて改善します。 前提知識 「LLMに質問の答えを生成してもらうためにコンテキストとして事前に検索したテキストをプロンプトに挿入する」という大枠の仕組みさえ知っていればokです。 最近読んだ以下のスライドが分かりやすかったです。 使うRetriever ドキュメント取得のRetrieverにはChatGPT Retriever PluginsをLangChainでデバッグするで作ったRetriverを利用します。 「最近話題になった英語
GitHub - richardartoul/tsdb-layer: Time Series and FoundationDB. Millions of writes/s and 10x compression in under 2,000 lines of Go.
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GitHub - microsoft/LLMLingua: To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
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Data Compression for Large-Scale Streaming Experimentation
Julie (Novak) Beckley, Andy Rhines, Jeffrey Wong, Matthew Wardrop, Toby Mao, Martin Tingley Ever wonder why Netflix works so well when you’re streaming at home, on the train, or in a foreign hotel? Behind the scenes, Netflix engineers are constantly striving to improve the quality of your streaming service. The goal is to bring you joy by delivering the content you love quickly and reliably every
Oculus Link Test Update Lets You Boost Bitrate To Fight Compression
Oculus Link Test Update Lets You Boost Bitrate To Fight Compression The Oculus PC app’s latest test channel update lets you set the bandwidth used by Oculus Link. On an RTX 2070 with a USB 3 connection and Quest 2, the result was essentially indistinguishable from a “real” PC headset, at least over 15 minutes of testing. We should note that Link’s USB connection is still limited to a 72 Hz frame r
Compression of PostgreSQL WAL Archives Becoming More Important
As hardware and software evolve, the bottlenecks in a database system also shift. Many old problems might disappear and new types of problems pop-up. Old LimitationsThere were days when CPU and Memory was a limitation. More than a decade back, servers with 4 cores were “High End” and as a DBA, my biggest worry was managing the available resources. And for an old DBA like me, Oracle’s attempt to po
Large Text Compression Benchmark Matt Mahoney Last update: Sept 19, 2024. history This competition ranks lossless data compression programs by the compressed size (including the size of the decompression program) of the first 109 bytes of the XML text dump of the English version of Wikipedia on Mar. 3, 2006. About the test data. The goal of this benchmark is not to find the best overall compress
Compression and decompression in the browser with the Compression Streams API | Blog | Chrome for Developers
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GitHub - Donaldcwl/browser-image-compression: Image compression in web browser
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WebP: The WebPage compression format
Sorted integers compression with Elias-Fano encoding
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Pointer Compression in V8 · V8
Stable Diffusion Based Image Compression
Lyra: A New Very Low-Bitrate Codec for Speech Compression
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ASUS、Display Stream Compression対応の43型ゲーミングディスプレイを発表
Compression Streams are now supported on all browsers | Blog | web.dev
最大レベル11まで提供：Brotli圧縮とCompression Rulesの導入
Rotation-Based Compression
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Large Text Compression Benchmark
Depth image compression by colorization for Intel® RealSense™ Depth Cameras
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