#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
#Idiom
💢Go off on a tangent
Or
💢 Go off at a tangent
🔰If a person or piece of writing goes off on a tangent or goes off at a tangent, they start saying or thinking something that is not directly connected with what they were saying or thinking before
💠Note:-
In geometry, a tangent is a straight line which touches a curve at one point
🕸 Ex:- Our teacher would occasionally go off on a tangent and start talking about something totally unrelated to the textbook.
💠Note:-
You can use other verbs instead of go
🕸 Ex:- The book's theme wandersoff on a tangent now and then.
#Idiom
🕸People in society🕸
❄️A self-made man
♣️ A person who is rich and successful because they have worked hard, not because they were born into a rich family
❄️The chattering classes
♣️ Educated people who enjoy discussing social, political and cultural issues
❄️A second-class citizen
♣️ Someone is treated as if they are less important than others in society
❄️The grass roots
♣️ Ordinary people in a political or sporting organisation, not the leaders
❄️ The silent majority
♣️ A large number of people who do not express their opinions publicly
❄️ The (men in) grey suits
♣️ People in business or politics with a lot of influence or power, although they are not well known to the public
❄️Public enemy number one
♣️ Smth or someone that a lot of people dislike or disapprove of
❄️New kid on the block
♣️ Someone who is new in a place or organisation and has many things to learn about it (informal).
#Idiom
💢Even exchange: a trade of equal value; when you return something and take something else that costs the same price
✨ Ex: If you return that jacket and get this sweater instead, it will be an even exchange. They're both $39.99.
#Idiom
💢(To) steer clear of: to avoid, usually due to a bad experience
✨ Ex: Mark got food poisoning at O'Reilly's? We'd better steer clear of that place from now on!
#Idiom
💢(To) have the magic touch: to have talent at doing something; to be able to do something difficult.
✨ Ex: You can't open that bottle? Give it to Ivan. He usually has the magic touch.