How 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...
View ArticleClik here to view.
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) :...
View ArticleClik here to view.
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....
View ArticleClik here to view.
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...
View ArticleClik here to view.
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) :...
View ArticleClik here to view.
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 Article