TAO API key - login works, token suddenly fails to authenticate
I’ve been using the TAO API deployed to AWS EKS for a while, and now am seeing some strange server-side behavior where the login endpoint works but all subsequent (experiments, datasets, etc) are...
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TAO 5.3, YOLOv4 : Retrieving kmeans 'anchor shapes' through API call
Hi, I’m using TAO API 5.3 on AWS EKS, T4 GPU hardware. I’m training YOLOv4 on a custom kitti image dataset. I’ve successfully run the dataset_convert action on my train and val sets. To obtain YOLOv4...
View ArticleTAO-deploy installation fails on Orin AGX hardware
Hi, I have an .onnx file that results from exporting a TAO-trained YOLOv4 model from my AWS instance. Now I’d like to run tao deploy on my Orin AGX. So I’m following this guide to install TAO deploy....
View ArticleWhat is "export specification file" for TAO deploy?
Hello there, Recently, we have trained a custom YOLOv4 model with the NVIDIA TAO API, and exported the trained model.onnx file. Now, the goal is to use TAO deploy to convert to TensorRT engine, on...
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Distillation training
Please provide the following information when requesting support. • Hardware (T4) • Network Type (Dino and Yolo) • How to reproduce the issue ? I am trying to get a small model which can be...
View ArticleRetinaNet trained with taotoolkit cannot be run on the triton server when...
Recently, I updated the JetPack on my Orin Nano from JetPack 5 to JetPack 6. After the update, I noticed that a model I had previously running (a RetinaNet model trained with TAO Toolkit 5.3) no...
View ArticleIssues during GroundingDino inference
• Hardware L40s • Network Type Grounding DINO • TLT Version TAO 5.5 During the training of the grounding model, the metrics all appear normal, but during actual inference, different prompt...
View Article0 mAP after switching from TAP 4 to TAO 5
Hello! I am using TAO Toolkit 4.0.1 to pretrain the peoplenet model. My dataset consists of images that contain people and an object that I am trying to pretrain the model on. People in my dataset are...
View ArticleTAO toolkit 5.3 actionrecognitionnet training error for joint model, network...
Please provide the following information when requesting support. • Hardware : T4 • Network Type : ActionRecognitionNet • Training spec file(If have, please share here) results_dir: /results/joint_2d...
View ArticleMissing ranks
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) H100 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) LPRnet...
View ArticleTensorrt Error for OCDNet
Description A clear and concise description of the bug or issue. Environment TensorRT Version : 10.6.0.26-1+cuda12.6 GPU Type : rtx 4070ti Nvidia Driver Version : 550.120 CUDA Version : 12.6 Operating...
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Fine Tuning Retail Object Detection Models provided in NGC
I want to Test Retail Object Detection Models provided under NGC in TAO. I want to first use the models to run inference, and then fine tune the models with my custom data. However I am not clear of...
View ArticleIntegrate YOLOv5 as pgie and OCRNet as sgie
Please provide the following information when requesting support. • Hardware : 4070ti Hi, I’m trying to integrate YOLOv5 as pgie and OCRNet as sgie. How to generate the custom-lib-path for OCRNet? I...
View ArticleInstall TAO bare metal fail
I want to install tao 5.5.0 api with quickstart_api_bare_metal. However I encounter the following error when I run setup.sh. fatal: [127.0.0.1]: FAILED! => {"changed": true, "cmd": "helm upgrade...
View ArticleHow to preprocess images for ActionRecognitionNet_3D_RGB
Hi, I intend to run inference on pretrained ActionRecognitionNet (resnet18_3d_rgb_hmdb5_32.onnx) using onnxruntime but I fail to get the right prediction. It seems like there is something wrong with...
View ArticleThe tao 5.5.0 launcher dino notebook is not working with default settings
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) RTX 4090 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc)...
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PeopleNet not Detecting Bags
Hi, I tested peoplenet on pruned_quantized_decrypted_v2.3.4 and deployable_quantized_onnx_v2.6.3 and realized that the model detects person and face well but detects no bag. Appreciate if you could...
View ArticleFailed to generate TRT .engine from ONNX model generated using TAO
I converted a .etlt model file to .onnx with Object Detection using TAO DetectNet_v2, but when i am trying to build its tensorrt .engine file on orin nano running: /usr/src/tensorrt/bin/trtexec...
View ArticleHow can I generate a cal.bin on the Jetson Orin?
Hardware Platform: Jetson Orin DeepStream Version: 6.3 JetPack Version: 5.1.2 TensorRT Version: 8.5.2 Issue Type: question To generate a calibration cache file, I use the command “tao-deploy yolo_v4...
View ArticleMaskRCNN TAO UFF model to .engine for Jetson AGX Orin
Please provide the following information when requesting support. • Hardware Jetson Nano/Jetson AGX Orin/dGPU • Network Type Mask_rcnn • TAO 5.3 • Training spec file: default I want to learn how to...
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