#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
💿 The Rise and Fall of the Compact Disc
Having been hit by the rise of MP3 players in the early 2000s, #CD sales nearly halved between 2000 and 2007, which is when smartphones and the first music streaming services emerged to put the final nail in the compact disc’s little round coffin.
#Nostalgia
🚀@PerspectiveIX
🌀 http://prs.pctvix.co/TelegramIX
#Italia
❗️ Bruno #Tabacci (#CD|Centro): "Se si andasse a votare, il centrosinistra dovrebbe presentarsi con una larga coalizione dichiarando fin da subito che, se vincesse, l'unico premier possibile sarebbe Mario Draghi."
@UltimoraPolitics
#Italia#Elezioni2022
#Tabacci (#CD) contro #Calenda: "Le terze vie sono a servizio della vittoria della destra, chi le sceglie sarà come Conte."
@UltimoraPolitics
#Italia#Elezioni2022
Accordo siglato tra Luigi #DiMaio (#IpF) e Bruno #Tabacci (#CD). Lunedì mattina verrà presentato il nuovo progetto. (Adnkronos)
@UltimoraPolitics