Alexander Kozlov

[POT]: Simplified PTQ API (prototype)

4

### Details: - Added a prototype of simplified quantization API and an example that demonstrates it - The list of parameters can be extended if needed - API can be...

Back merge of NNCF documentation from master

2

- Add NNCF product documentation into OpenVINO docs

Added hybrid quantization for seq2seq models

1

This is a draft of the PR that should be merged after OpenVINO 2023.1 release

Enable iGPU/dGPU plugin of OpenVINO

2

This is a placeholder for the task that will enable usage of Intel GPU in Triton via OpenVINO.

Increase the number of OMZ models with OOB experience in Model API

1

- Need to extend number the OMZ models which are converted with additional information provided for Model API (such as "labels"). - Examples of such conversion is here: - https://github.com/openvinotoolkit/open_model_zoo/blob/master/models/public/yolo-v4-tf/model.yml...

- Contribute the Model API-friendly export into the Ultralytics repo. The vanilla OV export already exists there. - Implement YOLOv8/YOLOv5 model objects in the Model API - Add sample

Align model types naming

2

- Some model types are defined with capital case, some with lower case and some use mixed (e.g. "Classification", "CTPN", "MaskRCNN")

There are a lot of undesired and confusing warnings when the model is being downloaded from OMZ. We need to suppress them. Ideally, we need only some progress bar to...

- Implement .to(device: str), .half(), and .bf16() methods to control the execution device and convertion to FP16. - Should work only for local inference - "precision" should be removed from...