Tao_classification_pyt requirement.txt in /deps missing
TAO Classification_pyt example in notebook • How to reproduce the issue ? (This is for errors. Please share the command line and the detailed log here.) Run jupyter notebook classification .ipynb Cell...
View ArticleProblem generating TensorRT engine with Tao Deploy Container
I have been having problems using the Tao Deploy Container 5.5.0 to generate a TensorRT engine from an onnx model. Here is the command line I am using. Below that is the error logs & a copy of my...
View ArticleAccuracy not improving even after changing the input dim of DetectnetV2 Tao
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : A40 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
View ArticleTAO API on Openshift - Invalid NGC API KEY
Hello, I have a TAO API instance installed on an Openshift 4.16 cluster running CoreOS with two L40 cards. I installed it using the helm chart available from the NGC Catalog website. Pods are working,...
View ArticleHow to modify source code in TAO API's frontend container?
I currently have TAO API 5.3 deployed on a cloud cluster. I’d like to make some changes to the frontend container source code only (not the TF / Pytorch containers), and then test out my changes...
View ArticleTAO classification_pyt
Hello, I’m running the entire classification process in the notebook and I’m getting the onnx model. After resolving the error “Initializer onnx::MatMul_3870 appears in graph inputs and will not be...
View ArticleYOLOv4 Model Pruning - Extreme Prune Ratios and mAP Drop
• Hardware: NVIDIA GeForce RTX 4090 • Network Type: Yolo_v4 • TLT Version: TAO 5.5.0 • Training spec file: yolo_v4_train_cspdarknet19_kitti_seq.txt (2.6 KB) yolo_v4_retrain_cspdarknet19_kitti_seq.txt...
View ArticleFuture plans for instance segmentation model in tao toolkit
I have a camera in a fitted environment where I need: An edge-friendly model Instance segmentation output At GTC last year, I was informed that a new implementation of Mask R-CNN would be added to TAO...
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Tao Auto ML setup/installation issue for bare metal(single node/local...
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : 2 * A40 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
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New NGC API keys not working for TAO API
Hi, Has the interface for generating API keys for TAO API changed recently? I visit NVIDIA NGC: https://org.ngc.nvidia.com/setup/api-keys I log in, create a key Upon login, I get: Invalid NGC_API_KEY....
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Retrain DetectNet_v2 with QAT=True
Please provide the following information when requesting support. • Network Type (Detectnet_v2) • TLT Version (TAO v5.5.0) I have trained DetectNetv2 with QAT=True initially. Then, I have pruned the...
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Offline Data Augmentation using Tao API service
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : A40 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) • TLT...
View ArticleDetectnet_v2 pruning size is not reduced
Please provide the following information when requesting support. • Hardware (NVIDIA RTX 3080Ti) • Network Type (Detectnet_v2) • TLT Version (TAO 5.5.0) • Training spec file(random_seed: 42...
View ArticleMask2Former with TAO Deploy - TensorRT INT8 Support
According to the TAO Deploy documentation for Mask2Former, INT8 data type is supported for TensorRT. However, in the actual TAO Deploy implementation, this support does not seem to be present. TAO...
View ArticleOffline Augmentation error with translation operation
• TLT Version: tao-toolkit:5.5.0-data-services I am trying to run some offline augmentation. The current TAO documentation being completely outdated, I have been referring to: nvidia_tao_ds. I’m...
View ArticleAccuracy and mIoU of 1.0 when validating Mask2Former
Hardware: RTX3080Ti Network: Mask2Former Docker image: nvcr.io/nvidia/tao/tao-toolkit:5.5.0-pyt Spec file for training and validation: exp_mask2former.txt (2.1 KB) Issue: During validation of the...
View ArticleEfficientDet T2 Evaluation gives 0 accuracy
Please provide the following information when requesting support. • Hardware: NVIDIA A10G • Network Type: EfficientDet-d0 • TLT Version: 5.5.0-tf2 I have successfully trained EfficientDet on my custom...
View ArticleSegmentation Error DS 7.1
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : 4070 ti • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
View ArticleUsing nvidia grounding dino in application
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : A40 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
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Error setting up TAO Toolkit - 'nvidia-docker not found'
Hello, I am setting up TAO Toolkit as per beginner guide. I am getting below docker errors and package missing errors. For the package related error, I installed the package individually as below,...
View ArticleIsaac_ros_centerpose detection issues
I followed the isaac_ros_centerpose QuickStart tutorial, and was able to run the demo to detect the shoes’ pose. I wanted to replace the shoe model with other models, to detect the pose of cereal...
View Article./quickstart_launcher.sh: line 174: tao: command not found
I have had tao installed for a day or so and have been using it without any issues. Today, i tried to use it from a remote machine (ssh’d onto the server specified below), and when trying to run...
View ArticleTAO Spec File Documentation
There are a ton of fields inside of the experiment training spec file. Is there any documentation on all of the available fields and their meanings? i.e. i see augmentation_config has field...
View ArticleError Converting MobileNetV2 ONNX Model to TLTB Format
I have downloaded a MobileNetV2 PyTorch classification model and converted it to ONNX format with opset 11. When I try to convert it to TLTB format using the TAO BYOM converter with the following...
View ArticlePermission denied in TAO Toolkit Container
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc): Quadro RTX 4000 • Network Type...
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