Miguel Videla

Training using Python API

3

Hi everybody, I need to train an image generation model using a Python script similar to [this tutorial](https://github.com/open-mmlab/mmsegmentation/blob/master/demo/MMSegmentation_Tutorial.ipynb) from the MMSegmentation library. I tried to replicate that example using the...

StyleGAN2-ADA: Training differences compared to NVlabs implementation

3

Hi everybody, I tried to make transfer learning from the [stylegan2_config-f_lsun-car_384x512](https://github.com/open-mmlab/mmgeneration/tree/master/configs/styleganv2/stylegan2_c2_lsun-car_384x512_b4x8.py) pretrained model on a custom dataset of trucks images (with the same aspect ratio), but the training seems to...

Asynchronous execution: High latency when retrieving results

1

Hi everyone and thanks for this amazing work! I tried to perform the asynchronous execution to accelerate the generation inference time following the [documentation example](https://opennmt.net/CTranslate2/parallel.html#asynchronous-execution): ```Python async_results = [] for...

DeepStream Multi-Class Tracking

2

Hi everyone, I tried to perform multi-class tracking in DeepStream using the [Byte-Track Integration with Deepstream](https://github.com/ifzhang/ByteTrack/tree/main/deploy/DeepStream) and [DeepStream-Yolo](https://github.com/marcoslucianops/DeepStream-Yolo). However, when I tried to run a DeepStream application, the tracker element...

# ❓ Questions & Help Hi everyone, I tried to deploy a `Transformers4rec` model using pre-trained embedding following the [Transformers4rec with pre-trained embeddings example](https://github.com/NVIDIA-Merlin/Transformers4Rec/blob/main/tests/unit/torch/test_trainer.py#L703-L772) and the [transformers-next-item-prediction-with-pretrained-embeddings.ipynb](https://github.com/NVIDIA-Merlin/Merlin/blob/main/examples/Next-Item-Prediction-with-Transformers/tf/transformers-next-item-prediction-with-pretrained-embeddings.ipynb) (for Tensorflow `Merlin-models`)....

[QST] Support Triton ensemble runtime for SageMaker multi-model deployment

1

# ❓ Questions & Help I was wondering if it is possible to support the SageMaker multi-model deployment using the Triton ensemble of Merlin models. SageMaker already supports [multilpe hosting...

[BUG] Pre-trained embeddings fails using variable input sequence lengths

1

### Bug description I was trying to use the pre-trained embeddings feature following the [test_trainer_with_pretrained_embeddings()](https://github.com/NVIDIA-Merlin/Transformers4Rec/blob/main/tests/unit/torch/test_trainer.py#L703-L772) unit test. Despite that test works, I realized that the length of the sequences used...

## Report needed documentation ### Report needed documentation It seems that the pre-trained embeddings feature is already supported #690. Unfortunately, there is no documentation or examples on how to use...

## Summary I was following the [AgentCore-gateway/12-outbound-auth-code-grant](https://github.com/awslabs/amazon-bedrock-agentcore-samples/tree/main/01-tutorials/02-AgentCore-gateway/12-outbound-auth-code-grant) tutorial. Unfortunately, I wasn't able to perform the 3LO-Oauth of an AgentCore Gateway tool using Strands Agents. ## Details Based on the above...