#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
She's a mother, a daughter,
She's brave, courageous,
Is She's feeble ? Helpless ?
No! It's you, your frame of mind,
Still let's her freedom to rescind!
She's not disabled,
Just the scenario made her existence confined,
Even in the century of 21st,
She's still defenseless over the set of your mind!
She never got the freedom, which a boy gets at his age,
So could you please let me know,
How She's guilty at every stage ?
Either She's LAXMI to NIRBHAYA and PRIYANAKA in 2019,
Nothing has changed,
Every single day, every single minute, nd in every single second,
She's molested, burnt and raped!
This act is plaintive enough,
We can't even think of,
Only a question I wanted to ask,
When she'll get rid of!
💯
-Gurpreet Bhatia
#guri#poetry#review#write