PyTorch Model Flavor and Model Types on Liga

• liga-pytorch: PyTorch Model Flavor on Liga
• liga-tv: PyTorch Model Flavor and Torch Vision Model Types on Liga

Usage And Architecture

pip install liga-tv

With liga-tv, one can analyze video via SQL and pre-trained PyTorch Vision models in a Liga way.

For ML Engineers who train their own PyTorch models and log the models into MLflow, liga-mlflow is suggested.

Live Notebooks

Try Locally (Suggested)

Try the live notebooks via:

# Please install JDK 8/11, Python 3.8/3.9 locally
git clone https://github.com/liga-ai/liga-pytorch.git
cd liga-pytorch && bin/lab

Preview in Web Browser on Github (click the links in the table)

Try in Web Browser on Google Colab (click the badges in the table)

For Liga Vision

Model Type (Short)	Model Type (Long)	Purpose	Preview Latest Notebook	Try Google Colab Notebook
convnext	convnext_base	Classification	Demo
	convnext_tiny
	convnext_small
	convnext_large
efficientnet	efficientnet_b0	Classification	Demo
	efficientnet_b[1-7]
fasterrcnn	fasterrcnn	Object Detection	Demo
	fasterrcnn_mobilenet_v3_large_320_fpn
	fasterrcnn_mobilenet_v3_large_fpn
	fasterrcnn_resnet50_fpn
keypointrcnn	keypointrcnn	Object Detection	Demo
maskrcnn	maskrcnn	Object Detection	Demo
resnet	resnet50	Classification	Demo
	resnet18
	resnet34
	resnet101
	resnet152
ssd	ssd	Object Detection	Demo
	ssdlite