# TensorRT examples

**URL:** <https://forums.developer.nvidia.com/t/tensorrt-examples/325109>\
**Category:** TensorRT\
**Tags:** tensorrt-model-optimizer, tensorflow, tensorrt, cudnn, cuda\
**Created:** [February 26, 2025, 12:00am UTC](https://forums.developer.nvidia.com/t/tensorrt-examples/325109 "2025-02-26T00:00:08Z")\
**Posts on this page:** 2\
**Page:** 1

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**Author:** ![siddharthaingermany](https://developer.download.nvidia.com/images/forums/profile-default-devtalk-84.png) [@siddharthaingermany](https://forums.developer.nvidia.com/u/siddharthaingermany)\
**Post date:** [February 26, 2025, 12:00am UTC](https://forums.developer.nvidia.com/t/tensorrt-examples/325109/1 "2025-02-26T00:00:08Z")

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## Description

TensorFlow models are running very slow on Nvidia Jetson Orin AGX 64GB module. FaceNet model for face recognition is running at 2-3 FPS whereas the same model is showing around 10FPS in windows CPU laptop. I want to increase the speed in terms of FPS on Nvidia controller. Similar issue (i.e. running very slow) is seen in PyTorch also.

## Environment

**TensorRT Version** : 10.3  
**GPU Type** :  
**Nvidia Driver Version** : 540.4.0  
**CUDA Version** : 12.6  
**CUDNN Version** : 9.3  
**Operating System + Version** : Ubuntu 22.04.5 LTS  
**Python Version (if applicable)**: 3.10  
**TensorFlow Version (if applicable)**: tensorflow-2.16.1+nv24.8.dist-info  
**PyTorch Version (if applicable)**: torch-2.5.0a0+872d972e41.nv24.8.dist-info  
**Baremetal or Container (if container which image + tag)**:

## Steps To Reproduce

Running any TensorFlow model is so slow taking similar or more execution time than CPU devices.

Please support me in improving the speed of model inferences. I could not find TensorRT examples to optimize TensorFlow model. Also, please share the relevant examples information.

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<div class="post-metadata">

**Author:** ![AakankshaS](https://sea2.discourse-cdn.com/nvidia/user_avatar/forums.developer.nvidia.com/aakankshas/32/14047_2.png) [@AakankshaS](https://forums.developer.nvidia.com/u/AakankshaS)\
**Post date:** [February 28, 2025, 1:09pm UTC](https://forums.developer.nvidia.com/t/tensorrt-examples/325109/3 "2025-02-28T13:09:20Z")

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Hi @siddharthaingermany ,  
Would recommend you reaching out to Jetson AGX Orin Forum for better assistnace.

Thanks