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[03/22] TensorRT LLM is now fully open-source, with developments moved to GitHub!
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[03/18] 🚀🚀 NVIDIA Blackwell Delivers World-Record DeepSeek-R1 Inference Performance with TensorRT LLM ➡️ Link
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[02/28] 🌟 NAVER Place Optimizes SLM-Based Vertical Services with TensorRT LLM ➡️ Link
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[02/25] 🌟 DeepSeek-R1 performance now optimized for Blackwell ➡️ Link
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[02/20] Explore the complete guide to achieve great accuracy, high throughput, and low latency at the lowest cost for your business here.
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[02/18] Unlock #LLM inference with auto-scaling on @AWS EKS ✨ ➡️ link
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[02/12] 🦸⚡ Automating GPU Kernel Generation with DeepSeek-R1 and Inference Time Scaling
➡️ link
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[02/12] 🌟 How Scaling Laws Drive Smarter, More Powerful AI
➡️ link
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[2025/01/25] Nvidia moves AI focus to inference cost, efficiency ➡️ link
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[2025/01/24] 🏎️ Optimize AI Inference Performance with NVIDIA Full-Stack Solutions ➡️ link
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[2025/01/23] 🚀 Fast, Low-Cost Inference Offers Key to Profitable AI ➡️ link
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[2025/01/16] Introducing New KV Cache Reuse Optimizations in TensorRT LLM ➡️ link
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[2025/01/14] 📣 Bing's Transition to LLM/SLM Models: Optimizing Search with TensorRT LLM ➡️ link
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[2025/01/04] ⚡Boost Llama 3.3 70B Inference Throughput 3x with TensorRT LLM Speculative Decoding
➡️ link
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[2024/12/10] ⚡ Llama 3.3 70B from AI at Meta is accelerated by TensorRT-LLM. 🌟 State-of-the-art model on par with Llama 3.1 405B for reasoning, math, instruction following and tool use. Explore the preview
➡️ link
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[2024/12/03] 🌟 Boost your AI inference throughput by up to 3.6x. We now support speculative decoding and tripling token throughput with our NVIDIA TensorRT-LLM. Perfect for your generative AI apps. ⚡Learn how in this technical deep dive
➡️ link
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[2024/12/02] Working on deploying ONNX models for performance-critical applications? Try our NVIDIA Nsight Deep Learning Designer ⚡ A user-friendly GUI and tight integration with NVIDIA TensorRT that offers:
✅ Intuitive visualization of ONNX model graphs
✅ Quick tweaking of model architecture and parameters
✅ Detailed performance profiling with either ORT or TensorRT
✅ Easy building of TensorRT engines
➡️ link
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[2024/11/26] 📣 Introducing TensorRT LLM for Jetson AGX Orin, making it even easier to deploy on Jetson AGX Orin with initial support in JetPack 6.1 via the v0.12.0-jetson branch of the TensorRT LLM repo. ✅ Pre-compiled TensorRT LLM wheels & containers for easy integration ✅ Comprehensive guides & docs to get you started
➡️ link
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[2024/11/21] NVIDIA TensorRT LLM Multiblock Attention Boosts Throughput by More Than 3x for Long Sequence Lengths on NVIDIA HGX H200
➡️ link
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[2024/11/19] Llama 3.2 Full-Stack Optimizations Unlock High Performance on NVIDIA GPUs
➡️ link
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[2024/11/09] 🚀🚀🚀 3x Faster AllReduce with NVSwitch and TensorRT LLM MultiShot
➡️ link
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[2024/11/09] ✨ NVIDIA advances the AI ecosystem with the AI model of LG AI Research 🙌
➡️ link
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[2024/11/02] 🌟🌟🌟 NVIDIA and LlamaIndex Developer Contest
🙌 Enter for a chance to win prizes including an NVIDIA® GeForce RTX™ 4080 SUPER GPU, DLI credits, and more🙌
➡️ link
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[2024/10/28] 🏎️🏎️🏎️ NVIDIA GH200 Superchip Accelerates Inference by 2x in Multiturn Interactions with Llama Models
➡️ link
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[2024/10/22] New 📝 Step-by-step instructions on how to
✅ Optimize LLMs with NVIDIA TensorRT-LLM,
✅ Deploy the optimized models with Triton Inference Server,
✅ Autoscale LLMs deployment in a Kubernetes environment.
🙌 Technical Deep Dive:
➡️ link
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[2024/10/07] 🚀🚀🚀Optimizing Microsoft Bing Visual Search with NVIDIA Accelerated Libraries
➡️ link
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[2024/09/29] 🌟 AI at Meta PyTorch + TensorRT v2.4 🌟 ⚡TensorRT 10.1 ⚡PyTorch 2.4 ⚡CUDA 12.4 ⚡Python 3.12
➡️ link
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[2024/09/17] ✨ NVIDIA TensorRT LLM Meetup
➡️ link
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[2024/09/17] ✨ Accelerating LLM Inference at Databricks with TensorRT-LLM
➡️ link
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[2024/09/17] ✨ TensorRT LLM @ Baseten
➡️ link
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[2024/09/04] 🏎️🏎️🏎️ Best Practices for Tuning TensorRT LLM for Optimal Serving with BentoML
➡️ link
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[2024/08/20] 🏎️SDXL with #Model Optimizer ⏱️⚡ 🏁 cache diffusion 🏁 quantization aware training 🏁 QLoRA 🏁 #Python 3.12
➡️ link
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[2024/08/13] 🐍 DIY Code Completion with #Mamba ⚡ #TensorRT #LLM for speed 🤖 NIM for ease ☁️ deploy anywhere
➡️ link
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[2024/08/06] 🗫 Multilingual Challenge Accepted 🗫
🤖 #TensorRT #LLM boosts low-resource languages like Hebrew, Indonesian and Vietnamese ⚡➡️ link
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[2024/07/30] Introducing🍊 @SliceXAI ELM Turbo 🤖 train ELM once ⚡ #TensorRT #LLM optimize ☁️ deploy anywhere
➡️ link
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[2024/07/23] 👀 @AIatMeta Llama 3.1 405B trained on 16K NVIDIA H100s - inference is #TensorRT #LLM optimized ⚡
🦙 400 tok/s - per node
🦙 37 tok/s - per user
🦙 1 node inference
➡️ link
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[2024/07/09] Checklist to maximize multi-language performance of @meta #Llama3 with #TensorRT #LLM inference:
✅ MultiLingual
✅ NIM
✅ LoRA tuned adaptors➡️ Tech blog
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[2024/07/02] Let the @MistralAI MoE tokens fly 📈 🚀 #Mixtral 8x7B with NVIDIA #TensorRT #LLM on #H100.
➡️ Tech blog
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[2024/06/24] Enhanced with NVIDIA #TensorRT #LLM, @upstage.ai’s solar-10.7B-instruct is ready to power your developer projects through our API catalog 🏎️. ✨➡️ link
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[2024/06/18] CYMI: 🤩 Stable Diffusion 3 dropped last week 🎊 🏎️ Speed up your SD3 with #TensorRT INT8 Quantization➡️ link
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[2024/06/18] 🧰Deploying ComfyUI with TensorRT? Here’s your setup guide ➡️ link
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[2024/06/11] ✨#TensorRT Weight-Stripped Engines ✨
Technical Deep Dive for serious coders ✅+99% compression ✅1 set of weights → ** GPUs ✅0 performance loss ✅** models…LLM, CNN, etc.➡️ link
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[2024/06/04] ✨ #TensorRT and GeForce #RTX unlock ComfyUI SD superhero powers 🦸⚡ 🎥 Demo: ➡️ link
📗 DIY notebook: ➡️ link
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[2024/05/28] ✨#TensorRT weight stripping for ResNet-50 ✨ ✅+99% compression
✅1 set of weights → ** GPUs\ ✅0 performance loss ✅** models…LLM, CNN, etc
👀 📚 DIY ➡️ link
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[2024/05/21] ✨@modal_labs has the codes for serverless @AIatMeta Llama 3 on #TensorRT #LLM ✨👀 📚 Marvelous Modal Manual:
Serverless TensorRT LLM (LLaMA 3 8B) | Modal Docs ➡️ link
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[2024/05/08] NVIDIA Model Optimizer -- the newest member of the #TensorRT ecosystem is a library of post-training and training-in-the-loop model optimization techniques ✅quantization ✅sparsity ✅QAT ➡️ blog
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[2024/05/07] 🦙🦙🦙 24,000 tokens per second 🛫Meta Llama 3 takes off with #TensorRT #LLM 📚➡️ link
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[2024/02/06] 🚀 Speed up inference with SOTA quantization techniques in TRT-LLM
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[2024/01/30] New XQA-kernel provides 2.4x more Llama-70B throughput within the same latency budget
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[2023/12/04] Falcon-180B on a single H200 GPU with INT4 AWQ, and 6.7x faster Llama-70B over A100
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[2023/11/27] SageMaker LMI now supports TensorRT LLM - improves throughput by 60%, compared to previous version
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[2023/11/13] H200 achieves nearly 12,000 tok/sec on Llama2-13B
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[2023/10/22] 🚀 RAG on Windows using TensorRT LLM and LlamaIndex 🦙
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[2023/10/19] Getting Started Guide - Optimizing Inference on Large Language Models with NVIDIA TensorRT-LLM, Now Publicly Available
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[2023/10/17] Large Language Models up to 4x Faster on RTX With TensorRT LLM for Windows