Category: Transformer

Apple: Apple シリコン向けに最適化されたトランスアーキテクチャ

March 23, 2023 📢 ℕ𝕒𝕤𝕒𝕣𝕖™

Use ane_transformers as a reference PyTorch implementation if you are considering deploying your Transformer models on Apple devices with an A14 or newer and M1 or newer chip to achieve up to 10 times faster and 14 times lower peak memory consumption compared to baseline implementations. ane_transformers.reference comprises a standalone reference implementation and ane_transformers.huggingface comprises…

Apple, Artificial intelligence, Ask HN, Show HN, Technology, TOP HN, Transformer

Rust で書かれた即時 CSS パーサー、トランスフォーマー、バンドラー、ミニファイアー

February 13, 2023 📢 𝕂𝕒𝕤𝕡𝕖𝕣𝕤𝕜𝕪™

An extremely fast CSS parser, transformer, and minifier written in Rust. Use it with Parcel, as a standalone library or CLI, or via a plugin with any other tool. Features Extremely fast – Parsing and minifying large files is completed in milliseconds, often with significantly smaller output than other tools. See benchmarks below. Typed property…

anti-Mastodon, Ask HN, Auto-Generate, Billionaires, Blockchain, coding, computer science, CRYPTO, parser, Show HN, Technology, TOP HN, Transformer

Mountainous Transformer モデルの推論最適化

January 20, 2023 📢 ℂ𝕠𝕚𝕟𝕥𝕖𝕝𝕖𝕘𝕣𝕒𝕡𝕙™

Large transformer models are mainstream nowadays, creating SoTA results for a variety of tasks. They are powerful but very expensive to train and use. The extremely high inference cost, in both time and memory, is a big bottleneck for adopting a powerful transformer for solving real-world tasks at scale. Why is it hard to run…

Artificial intelligence, Ask HN, Large, Show HN, Technology, TOP HN, Transformer