Latest TensorRT topics - NVIDIA Developer Forums
Jan 10, 2025 · The latest release of TensorRT, 8.2 GA, and TensorRT Integrations for PyTorch and TensorFlow, is now available for download. Highlight includes: TensorRT 8.2 Optimizations for T5 and GPT-2 deliver real time translati… 6: 5878: January 10, 2025
How to execute .engine file? - TensorRT - NVIDIA Developer Forums
TensorRT Version: 8.4.1 GPU Type: A5000 Nvidia Driver Version: CUDA Version: 11.4 CUDNN Version: Operating System + Version: Ubuntu 20.04 Python Version (if applicable): 3.8.10 TensorFlow Version (if applicable): PyTorch Version (if applicable): ‘2.0.1+cu117’ Baremetal or Container (if container which image + tag):
Openai Whisper Tensorrt - NVIDIA Developer Forums
Oct 16, 2023 · This NVIDIA TensorRT 8.6.1 Quick Start Guide is a starting point for developers who want to try out TensorRT SDK; specifically, this document demonstrates how to quickly construct an application to run inference on a TensorRT engine.
How can I optimize multi-batch and parallel inference in TensorRT …
Nov 7, 2024 · Description I am encountering performance bottlenecks while running multi-threaded inference on high-resolution images using TensorRT. The model involves breaking the image into patches to manage GPU memory, performing inference on each patch, and then merging the results. However, the inference time per patch is still high, even when increasing …
CUDA 12.8 - NVIDIA Developer Forums
4 days ago · TensorRT. TensorRT 10.8 supports NVIDIA Blackwell GPUs and adds support for FP4. If you have not yet upgraded to TensorRT 10.x from 8.x, ensure you know the potential breaking API changes. The TensorRT API Migration Guide comprehensively lists deprecated APIs and changes. Deploying Engines. TensorRT engines behave similarly to CUDA kernels.
Model Inference in C# - TensorRT - NVIDIA Developer Forums
Dec 28, 2019 · TensorRT provides C++ and Python APIs for custom applications, and a command line tool called trtexec, all of which can be used for inference. You’ll need to communicate with one of these from your C# application to do inference.
TensorRT Parallel Inference /concurrent inferecing
Dec 3, 2020 · Hello, I want to achieve parallel inference on two Tensor RT engine. Could someone please point to documentation/ sample code? Eg. Engine 1 takes 30 ms and Engine 2 takes 30 ms. I want to create a multi-threaded pipeline where both threads run simultaneously and execute in 30 ms. Right now, i have created 2 threads with different execution context. The …
Inference multiple images TensorRT - NVIDIA Developer Forums
Jun 22, 2020 · Description A clear and concise description of the bug or issue. Environment TensorRT Version - 7.0: GPU Type - RTX 2080: Nvidia Driver Version → 440.64.00: CUDA Version - 10.2: CUDNN Version: Operating System + Version: Python Version (if applicable): TensorFlow Version (if applicable): PyTorch Version (if applicable): **Baremetal or Container …
PyTorch model loosing accuracy when converting to TensorRT
Jul 14, 2021 · Description I’m trying to convert a PyTorch model into TensorRT to run on a Jetson Nano however my model massively loses quality compared to the original model. The original model is a slightly adapted version of pasqualedems excellent crowd counting model. From this, I used a 540x960 model instead of the standard 1080x1960 model as my computer did not …
EA vs GA - TensorRT - NVIDIA Developer Forums
Jul 22, 2021 · For the new TensorRT 8.0 there are two types of downloads: EA and GA. I don’t know what these abbreviations stand for. Could you please briefly explain the difference between the two? Thanks! Environment TensorRT Versi…