🔬 Breaking research shows how AI labs are revolutionizing computational efficiency! Token warehousing strategy could dramatically reduce GPU processing waste in large language models. Researchers uncover innovative techniques that might reshape machine learning infrastructure. Fascinating insights into cutting-edge AI optimization! #AI #MachineLearning #GPUComputing #LargeLanguageModels
🔗 https://aidailypost.com/news/ai-researchers-reveal-token-warehousing-strategy-cut-gpu
Người dùng đang tìm cách triển khai suy luận cục bộ cho mô hình lớn Qwen2.5-72B trên 2 GPU L40 (48GB VRAM mỗi chiếc) nhưng gặp trở ngại. Khi dùng Huggingface, quá trình bị treo, còn vLLM thì báo lỗi khởi tạo WorkerProc. Anh ấy đang tìm kiếm các gợi ý để giải quyết vấn đề phân chia mô hình và tăng tốc suy luận trên hệ thống đa GPU.
#LLM #AITech #vLLM #Huggingface #LocalInference #GPUComputing #Qwen2_5_72B
https://www.reddit.com/r/LocalLLaMA/comments/1q7gr9w/local_inference_with_big_model_shared_
New in the #VirtualObservatory: “Order Computational and Storage Resources at FAI” by Fesenkov Astrophysical Institute
https://dachs.fai.kz/soft_order_sims/q/compres/info
#AstronomicalInstrumentation #ComputationalAstronomy #GpuComputing #AutomatedTelescopes
So sánh chi phí khi fine-tune Llama 3 70B:
- **AWS H100**: $4.50/giờ, setup 45 phút (cài driver + tải dữ liệu)
- **Cụm RTX4090s phân tán**: $2.00/giờ, setup 5 phút
Giả định: Cụm chậm hơn 1.6x do WAN.
📊 Kết quả:
• Chạy một lần dài → AWS nhanh hơn.
• Vòng nghiên cứu (3-4 lần chạy nhỏ) → Cụm RTX4090s rẻ hơn và cạnh tranh về tổng thời gian nhờ giảm chi phí "setup" lặp lại.
#AI #GPUComputing #CostOptimization #Llama3 #TríTuệNhânTạo #MáyTínhGPU #TốiƯuChiPhí
llama.cpp trên llama-server gặp vấn đề hiệu suất lớn khi dùng eGPU qua Thunderbolt 4. Tốc độ prefill (xử lý prompt) giảm từ ~2500 t/s (1 GPU) xuống ~150 t/s (2 GPU, 1 qua TB4). Có phải độ trễ của TB4 là thủ phạm chính? Liệu Oculink có tốt hơn?
#llama_cpp #llama_server #eGPU #Thunderbolt4 #LLM #AIPerformance #GPUComputing #HiệuSuấtAI #TínhToánGPU #PhầnCứngAI #MôHìnhNgônNgữ
Se você já montou ou pelo menos configurou um PC na vida, provavelmente tem essa imagem na cabeça:
CPU: aquela parte pequena e quadrada, onde se encaixa direto na placa-mãe, no soquete, coloca pasta térmica e prende o cooler em cima.
#technology #tecnologia #computer #computador #computadores #CPU #GPUs #GPUcomputing #nvidia #GeForce #AMD #Ryzen #Server #servidores
https://www.moprius.com/2025/12/cpu-e-gpu-de-computadores.html
The Largest CUDA Update in 20 Years: CUDA 13.1 Reconstructs GPU Programming
https://www.buysellram.com/blog/cuda-13-1-reinvents-gpu-development-the-biggest-leap-in-two-decades/
#CUDA #CudaTile #Nvidia #GPU #GPUPrograming #CUDA131 #HPC #Blackwell #TileProgramming #DeveloperTools #GPUComputing #tech #technews
Unlock GPU acceleration with NVIDIA's cuTile and cutile-python #NVIDIAGPUs #cuTile #GPUacceleration
NVIDIA's cuTile is a novel programming model designed to streamline the development of parallel kernels for NVIDIA GPUs, enabling efficient execution of complex computations. By leveraging cuTile, developers can create high-performance applications that fully utilize the capabilities of NVIDIA's graphics processing units. The cuTile...
Unlock GPU acceleration with NVIDIA's cuTile, revolutionizing parallel kernel development #NVIDIA #cuTile #GPUcomputing
NVIDIA's cuTile is a groundbreaking programming model designed to simplify the development of parallel kernels for NVIDIA GPUs, enabling developers to harness the full potential of GPU acceleration. By leveraging cuTile, developers can create high-performance applications that efficiently utilize the massively...
Simulating a Planet on the GPU: Part 1 (2022)
https://www.patrickcelentano.com/blog/planet-sim-part-1
#HackerNews #Simulating #a #Planet #on #the #GPU #Part #1 #2022 #GPUComputing #PlanetSimulation #GraphicsProgramming
Nebius Group reported a Q3 net loss of $120M amid heavy spending on AI infrastructure, but secured a $3B, five-year deal with Meta to provide cloud and GPU resources for next-gen AI models. The partnership strengthens Nebius’s position in the high-performance AI cloud market and underscores its long-term growth potential despite short-term losses.
#Nebius #Meta #AIInfrastructure #ArtificialIntelligence #CloudComputing #GPUComputing #TECHi
Read Full Article Here :- https://www.techi.com/nebius-reports-q3-loss-meta-ai-deal/
🚀 New on the Bioconductor Blog: GPU Support in Bioconductor
📝 Written by Andres Wokaty
Bioconductor is building stronger support for GPU-accelerated package development, enabling faster and more scalable analysis workflows.
Learn how package maintainers can take advantage of this new GPU infrastructure: https://blog.bioconductor.org/posts/2025-10-10-gpus/
Matrix Core Programming on AMD GPUs
https://salykova.github.io/matrix-cores-cdna
#HackerNews #MatrixCoreProgramming #AMDGpus #GPUComputing #TechNews #MachineLearning
🧪Curious about high performance across GPUs? Our new paper benchmarks a parallel FSI code on CUDA, SYCL & OpenMP across top systems. See Aristotle Martin present it at #ISC2025 on June 11, 10:45 in Hamburg! #HPC #GPUcomputing #PerformancePortability
🚀 So, you think strapping consumer GPUs together is the tech equivalent of duct-taping a rocket? 🤔 GitHub's magical fairy dust promises to turn your GPU potato farm into a supercomputer, but only if you squint hard enough. 🥔✨
https://github.com/Foreseerr/TScale #GPUComputing #TechInnovation #Supercomputing #GitHub #MagicPotatoFarm #HackerNews #ngated
🚀 Ready to test the limits of performance?
Join the @EPCC Hackathon on AMD GPUs and explore the cutting-edge #MI300A and AMD’s Next Generation #Fortran Compiler with #OpenMP offload!
💻 Bring your code, ideas, and curiosity.
🔧 Optimize, accelerate, and innovate with us.
🏆 Let’s see what you can build!
🔗 https://www.archer2.ac.uk/training/courses/250527-amd-hackathon/
NVIDIA stellt DGX Spark und DGX Station vor: KI-Supercomputer für den Schreibtisch
NVIDIA hat auf der GTC 2025 zwei neue KI-Supercomputer vorgestellt, die erstmals Data-Center-Leistung auf den Desktop bringen
https://www.apfeltalk.de/magazin/news/nvidia-stellt-dgx-spark-und-dgx-station-vor-ki-supercomputer-fuer-den-schreibtisch/
#KI #News #DataScience #DGXSpark #DGXStation #GPUComputing #GraceBlackwell #HighPerformanceComputing #KIEntwicklung #KISupercomputer #MachineLearning #NVIDIADGX
Decrypting Akira Ransomware: A GPU-Powered Breakthrough
https://thedefendopsdiaries.com/decrypting-akira-ransomware-a-gpu-powered-breakthrough/
This is a fantastic chance to contribute to the future of collider physics simulations! Interested? Find out more and apply here: https://www.smartrecruiters.com/CERN/744000043417202-doctoral-students-for-next-generation-trigger-project
#HEP #ParticlePhysics #PhDOpportunity #MonteCarlo #HPC #GPUComputing #LHC
And compression is now super fast!
💻Performance on Mac M1:
✅𝐂𝐨𝐦𝐩𝐫𝐞𝐬𝐬𝐢𝐨𝐧: 7 GB/s
✅𝐃𝐞𝐜𝐨𝐦𝐩𝐫𝐞𝐬𝐬𝐢𝐨𝐧: 8 GB/s
Wait till multithreading happens on GPU and you only decompress on demand
#compression
#llms
#GPUComputing
#ai
𝐏𝐚𝐩𝐞𝐫: alphaxiv.org/abs/2411.05239
