#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
During the 09 years period (2018-2026) for Delhi, the month of April witnessed its lowest monthly average AQI of 178 in the current year 2026 (barring 2020 - the year of lockdown due to Covid): Commission for Air Quality Management
#Environment
- 60-metre garbage mountain in Okhla is just 20 m now
- Recycled landfill waste is used for massive Eco park
- "Trees" have been planted too
#Environment
Tata Steel pilots HIsarna tech with ~50% lower capex and ~50% CO₂ reduction. 1 MTPA demo plant planned at Jamshedpur with ₹4,000 cr capex vs ₹9,000 cr blast furnace baseline. CO₂ cut up to 80% with CCS; commercialization targeted ~2030. #Environment
https://t.co/fc7NwWIvTP
An unprecedented weather event was witnessed in Jammu, where a tornado struck the area for nearly 10 minutes in Akhnoor. No damage to life or property has been reported. This marks the first recorded instance of a tornado in the region’s weather history. #Environment
India just turned plastic waste into a massive business opportunity. This policy is not about recycling, it’s about building the next manufacturing wave. #Environment
Discord @smileswe Midjourney #environment Francis henri de roche, julieta london, in the style of detailed fantasy art, imaginative prison scenes, dark blue and gold, trompe - l'œil illusionistic detail, intricate cityscapes, rustic renaissance realism
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Discord @Nikruz Midjourney #environment Map of fantasy land, two main buildings, one castle and one house, 2 big chests full of gold, graphiti style, vibrant colors, birds eye view, colourful
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