Problems exporting TAO ONNX model to Jetson
Please provide the following information when requesting support. • Hardware (A100/Orin) • Network Type (Detectnet_v2) Hello, I am working in a project that consists on detecting multiple types of...
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Calibration option on TensorRT FP16
We were using int8 model with calibration file for better accuracy and fast i want to know whether this calibration feature is available for FP16 model weights as well so that we can improve the...
View ArticleTAO 5.3 Direct Container usage issues
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)...
View ArticleTAO Toolkit trainung Unet stops when saving checkpoints
Hi NVIDIA Devs, I am trying to train a UNET with TAO-Toolkit in wsl2. It kind of works but at the end of every couple of epochs it crashes while saving checkpoints. Error message:...
View ArticleTAO Dino training pipeline
Please provide the following information when requesting support. • Network Type Dino • Training spec file(If have, please share here) train: num_gpus: 1 num_nodes: 1 validation_interval: 1 optim:...
View ArticleTao yolov4 pruned model is stuck at 6.5 FPS
• Hardware : A5000 • Network Type: Yolo_v4 • TLT Version: 3.22.05 • Training spec file : d26_yolov4_apm_apr1924_pruned_retrain_v5.txt (3.0 KB) The model trained with the above spec file, after...
View ArticleInput Shape error while training yolov4_tiny model
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : A6000 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
View ArticleWe are facing problem while training an model for classification
WHILE TRAINING AN MODEL FOR CLASSIFICATION WE ARE FACING AN PROBLEM 2024-08-02 15:15:06,271 [TAO Toolkit] [INFO] root 160: Registry: [‘nvcr.io’] Traceback (most recent call last): File...
View ArticlePreprocessing steps for UNET using TensorRT
Continuing the discussion from Why we need image pre and post processing when deploying a tlt model by using TensorRT?: I’ve trained a UNET using TAO-Toolkit and tested inference with with “tao model...
View Articletensorflow.python.framework.errors_impl.DataLossError: corrupted record at 0...
When attempting to train a custom dataset using detectnet_v2 in tao toolkit I get this error: tensorflow.python.framework.errors_impl.DataLossError: corrupted record at 0 I have trained the example...
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Couldnt utilize full machine resources while training
Please provide the following information when requesting support. • Hardware (A100) • Network Type (Dino) • Training spec file(If have, please share here) train: num_gpus: 1 num_nodes: 1...
View ArticleConversion from etlt to onnx
provide brief step how to convert model .etlt (resnet18_vehiclemakenet_pruned.etlt) to onnx ( resnet18_vehiclemakenet_pruned.onnx) 2 posts - 2 participants Read full topic
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Error: /usr/local/lib/python3.8/dist-packages/keras/__init__.py does not exist
I am trying Running TAO Toolkit on Google Colab. Here is the link Object Detection using Yolo V4 Tiny When I run the below cell and here is the error Please let me know how to resolve the above error...
View ArticleTao classification tf1 could not load optimizer with init_epoch flag
Please provide the following information when requesting support. • Hardware: ubuntu 20 x86 with RTX 3060 • Network Type: Classification tf1 (VehicleMakeNet - Resnet18) • TLT Version:...
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Postprocess for lprnet output
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) RTX4060 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc)...
View ArticleLower FPS for engine file with higher batch size vs engine file with lower...
• Hardware Platform NVIDIA RTX A5000 • TensorRT Version 8.5.1-1+cuda11.8 • NVIDIA GPU Driver Version (valid for GPU only) 535.183.01** I have a model trained on tao toolkit (3.22.05) which is built to...
View ArticleHow to convert Peoplenet tlt model to hdf5?
I am planning to use the Peoplenet model on an MCU. But the MCU supports only 1MB models and peoplenet has 8.32MB. So I planned to prune the model further to reduce the size and then use tflite for...
View ArticleTao unet model outputs only one class
• Hardware : NVIDIA GeForce RTX 2060 • Network Type: Yolo_v4 • TLT Version: 3.22.05 • Training spec file : tao_unet_05_08_24_train_v2.txt (1.7 KB) I am trying to train a unet model to segment...
View ArticleTAO LPRNET inference
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) RTX4060 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc)...
View ArticleCan YOLOv4 Be Trained with Polygon Annotations Instead of Rectangular...
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : A6000 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
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