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Title: GitHub - DeepDriving/TensorRT-LLM: TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT engines.

Open Graph Title: GitHub - DeepDriving/TensorRT-LLM: TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT engines.

X Title: GitHub - DeepDriving/TensorRT-LLM: TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT engines.

Description: TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT engines. - DeepDriving/TensorRT-LLM

Open Graph Description: TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficie...

X Description: TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficie...

Opengraph URL: https://github.com/DeepDriving/TensorRT-LLM

X: @github

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https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#-a-tensorrt-toolbox-for-optimized-large-language-model-inference
https://nvidia.github.io/TensorRT-LLM/
https://www.python.org/downloads/release/python-31012/
https://developer.nvidia.com/cuda-downloads
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https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM/blob/release/0.5.0/setup.py
https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM/blob/release/0.5.0/LICENSE
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https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#latest-news
TensorRT-LLM is up to 4.6x faster on H100 than A100, achieving 10,000 tok/s at 100ms to first token.https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM/blob/release/0.5.0/docs/source/blogs/H100vsA100.md
https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM/blob/release/0.5.0/docs/source/blogs/media/TRT_LLM_v0-5-0_H100vA100_tps.png
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performance datahttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#performance
🚀 RAG on Windows using TensorRT-LLM and LlamaIndex 🦙https://github.com/NVIDIA/trt-llm-rag-windows#readme
Optimizing Inference on Large Language Models with NVIDIA TensorRT-LLM, Now Publicly Available https://developer.nvidia.com/blog/optimizing-inference-on-llms-with-tensorrt-llm-now-publicly-available/
Large Language Models up to 4x Faster on RTX With TensorRT-LLM for Windows https://blogs.nvidia.com/blog/2023/10/17/tensorrt-llm-windows-stable-diffusion-rtx/
NVIDIA TensorRT-LLM Supercharges Large Language Model Inference on NVIDIA H100 GPUshttps://developer.nvidia.com/blog/nvidia-tensorrt-llm-supercharges-large-language-model-inference-on-nvidia-h100-gpus/
2023/10/31 - Phindhttps://www.phind.com/blog/phind-model-beats-gpt4-fast
2023/10/12 - Databricks (MosaicML)https://www.databricks.com/blog/llm-inference-performance-engineering-best-practices
2023/10/4 - Perplexityhttps://blog.perplexity.ai/blog/introducing-pplx-api
2023/9/27 - CloudFlarehttps://www.cloudflare.com/press-releases/2023/cloudflare-powers-hyper-local-ai-inference-with-nvidia/
https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#table-of-contents
TensorRT-LLM Overviewhttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#tensorrt-llm-overview
Installationhttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#installation
Quick Starthttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#quick-start
Support Matrixhttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#support-matrix
Performancehttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#performance
Advanced Topicshttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#advanced-topics
Quantizationhttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#quantization
In-flight Batchinghttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#in-flight-batching
Attentionhttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#attention
Graph Rewritinghttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#graph-rewriting
Benchmarkinghttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#benchmarking
Troubleshootinghttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#troubleshooting
Release Noteshttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#release-notes
Changeloghttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#changelog
Known issueshttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#known-issues
https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#tensorrt-llm-overview
TensorRThttps://developer.nvidia.com/tensorrt
backendhttps://github.com/triton-inference-server/tensorrtllm_backend
NVIDIA Triton Inference Serverhttps://developer.nvidia.com/nvidia-triton-inference-server
Tensor Parallelismhttps://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/stable/nlp/nemo_megatron/parallelisms.html#tensor-parallelism
Pipeline Parallelismhttps://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/stable/nlp/nemo_megatron/parallelisms.html#pipeline-parallelism
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MHAhttps://arxiv.org/abs/1706.03762
MQAhttps://arxiv.org/abs/1911.02150
GQAhttps://arxiv.org/abs/2307.09288
SmoothQuanthttps://arxiv.org/abs/2211.10438
GPTQhttps://arxiv.org/abs/2210.17323
AWQhttps://arxiv.org/abs/2306.00978
FP8https://arxiv.org/abs/2209.05433
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dochttps://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM/blob/release/0.5.0/docs/source/graph-rewriting.md
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https://patch-diff.githubusercontent.com/DeepDriving/TensorRT-LLM#troubleshooting
https://docs.nvidia.com/deeplearning/nccl/user-guide/docs/troubleshooting.html#errorshttps://docs.nvidia.com/deeplearning/nccl/user-guide/docs/troubleshooting.html#errors
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nvidia.github.io/TensorRT-LLMhttps://nvidia.github.io/TensorRT-LLM
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