#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
👀Clash of Clans Series To 🅽🅴🆃🅵🅻🅸🆇🎬🍿
🥳🎉IT'S FINALLY HAPPENING!!! Netflix is bringing the world of CLASH to life as an animated series on TV.
📌The work is currently in pre-production, and a release date has not been set yet. In case you're interested, there's a trailer available on Netflix, feel free to watch! 🎬
#COC game is running a new season called "Cyberclash". Learn more about the event time, new golden pass update and all rewards you can get: 👉Clash of Clans July 2025: Exciting Events and Rewards Await
🎮Join the New "Cyberclash" Season in Clash of Clans
⚡️Catizen Announcement: Massive Gift for COC Players
#COC#farming
Catizen Announcement unveiled a significant gift for Wipe Test players of COC. Players can now enjoy full-auto $COC farming, enhancing their gaming experience with 3 free ships and 1000 Diamonds for sailing mining.
Source: link
@tonlines
⚡️Catizen Announcement: COC Wipe Test Now Live!
#Diamonds#COC
The Catizen Announcement channel reveals the launch of the COC Wipe Test. Participants can try it first and earn 2x Diamonds for every USD spent during the test, redeemable at the official launch.
Source: link
@tonlines
Sponsored
Navigating #Ethiopia’s #PVoC Requirements: TÜV Rheinland Supports Exporters for Smooth Market Access
As Ethiopia continues strengthening its quality infrastructure and import control framework, exporters shipping regulated products to the country are reminded of the importance of complying with the Pre-Export Verification of Conformity (PVoC) program prior to shipment.
The PVoC program, overseen by the Ethiopian Conformity Assessment Enterprise under the Ministry of Trade and Regional Integration (#MoTRI), requires regulated products to undergo conformity assessment procedures before export to Ethiopia.
A Certificate of Conformity (#CoC) must be issued to ensure smooth customs clearance and prevent delays at the port of entry.
For exporters, understanding the applicable certification route, documentation requirements, and product scope is critical to avoiding unnecessary costs, shipment holds, or re-exports.
For more click the link: https://addisstandard.com/?p=55617
Sponsored post
#TÜV_Rheinland Further Strengthens Role in PVoC Sector, Becoming a Strategic Authorized Body for Inspection and Certification under ECAE - #MOTRI
Agreement signed on 3rd December 2025 strengthens safe, compliant market access to Ethiopia
Addis Abeba, 3rd December 2025 TÜV Rheinland announced it has signed a new contract with the #Ethiopian Conformity Assessment Enterprise (#ECAE), under the Ministry of Trade and Regional Integration (#MoTRI), authorizing TÜV Rheinland to conduct inspections, testing (where applicable), and issue Certificates of Conformity (#CoC) for regulated products exported to Ethiopia under the country’s Pre-Export Verification of Conformity (#PVoC) program.
The PVoC framework helps protect consumers and the environment from unsafe or substandard imports and streamlines customs clearance by ensuring regulated products comply with Ethiopia’s national standards before shipment.
“This partnership reflects a shared commitment to safety, quality, and fair trade,” said Mr. Fares Naouri, Senior Vice President Government Inspections and International Trade (#GIIT) - TÜV Rheinland. “With our global laboratory network and experienced technical teams, exporters and importers alike can rely on efficient and transparent conformity assessment services.”
Under the agreement, TÜV Rheinland is authorized to assess technical documentation, perform consignment & factory inspections, and conduct laboratory tests. The certificate of Conformity (COC) is issued as a confirmation of successful completion of the compliance verification procedure.
https://addisstandard.com/?p=54647