#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
#from#building
A series of immersive geodesic dome glamping sites, each featuring a panoramic window composed of precisely 16 equilateral triangles on the front facade. Nestled in a lush rainforest, the domes measure 6 meters in diameter and 3.5 meters in height. The transparent panoramic window provides an uninterrupted view of towering trees, vibrant flora, and the gentle trickle of a nearby waterfall. The photo captures the integration of the dome structures within the dense foliage, with the panoramic windows acting as portals into the enchanting forest. Sunlight filters through the canopy, creating a mesmerizing interplay of light and shadow within the domes. The overall ambiance is one of tranquility and harmony with nature, enticing visitors to embark on a serene glamping experience amidst the rainforest's embrace. Photography, mirrorless camera with a prime lens to capture the intricate details of the rainforest, --ar 16:9
✅ Revive Homes _Discord
@ai_artz
#from#building
A city of circular houses and community centers made out of grafted willow trees, recycled materials, and biomaterials; humans and animals coexisting amongst lush greenery and abounding nature without the presence of industrial materials
✅ nlynch00 _Discord
@ai_artz
#from#building
Floating House Visualization Amphibious design, flood-resilient construction, modular living spaces, energy-efficient technologies, solar panels, bold color accents, sustainable materials, adaptable to rising water levels, dimensions: 12m (L) x 8m (W) x 6m (H) --v 5
✅ Ahmet Ç _Discord
@ai_artz🌿
#from#building
An interior view of a Burger QSR featuring blue, orange, and white accents throughout the space. The seating area is decorated with a mix of comfortable chairs and booths, while the walls are adorned with abstract art and geometric patterns. The lighting fixtures create a warm and inviting atmosphere, complementing the vibrant color palette and fostering a sense of community.
✅ rajivkk _Discord
@ai_artz