#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
Weekend
Let's begin,
Feet on feet
Following each other
Across the room,
Like a fleet
Unrequited and washed up
At shores
Unreachable and silent dead
Now pace up,
Reach my hand
Sigh
And burn
With violent fumes,
Find me a blink away
In carpeted elevators
Locked
In gaze
Finally,
Race me to the longest yard
At 3
Past midnight,
Rest on this hammock
Of tacit fears
And inhibitions,
Ask me
If I know myself,
I'll pause
And say
More each day
When I'm with you.
#review#poetry#ap
I've been thinking of life
And it was raining season
Life is worse than the hell
Why? Couldn't get reason
How and when will i get rid
From this unbearable pain
People can shouting loudly
I could not cry in the rain
#ap#review#shortpoem
Tanka : 57577
I'm alone at my place
Perhaps, someone will come here
A beautiful lady, and
Will take my hand in her hand
Maybe will say I'm with you.
#ap#review#tanka
Tanka : 57577
If I do any crime!
If I hurt you more before:
Will you forgive me?
Like you forgave me before;
I like you because of these.
#ap#tanka#review
I sniffed our wilted pink roses
When thy old letters, I dupp'd
Haue not rights to touch thou
To hug, To kiss thou forehead
#Ap#quatrain#review
Words : Old/Middle into Morden English
Thy - your
dupp'd -opened
Haue/Hast not - have not
Thou - you (subject)
• Quatrain •
The world can't see inside's pain
And, tears are hidden in the rain
Even if the world calls me stupid
But, Her voice affects like music
#ap#quatrain#review
#NATO
Jens #Stoltenberg (#Ap|S&D): “Onorato dalla decisione degli Stati NATO di estendere il mio mandato come Segretario Generale fino al 1° ottobre 2024. Il legame transatlantico tra Europa e Nord America ha garantito la nostra libertà e sicurezza per quasi 75 anni e, in un mondo più pericoloso, la nostra Alleanza è più importante che mai.”
@OsservatorioEsteri