DevoLearn / DevoLearn/devolearn

devolearn: long term vision

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#55 2 comments 1 reaction 0 assignees View on GitHub
enhancement
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Python
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Description

This issue would be a tracker/conversation space for devolearn's core long term goals.

Here are some of the key goals to work on:
* every model should be a subclass of [`devolearn.base_inference_engine.InferenceEngine`](https://github.com/DevoLearn/devolearn/blob/master/devolearn/base_inference_engine.py)
* [`InferenceEngine`](https://github.com/DevoLearn/devolearn/blob/master/devolearn/base_inference_engine.py) would contain some predefined (but overrideable) methods to:
* Download model checkpoints from github source
* Preprocess images for inference
* Postprocess predictions for readability/saving
* `devolearn.IoPipeline` would contain some standardized media tools for reading and writng videos/images (might use decord/imageio for videos and cv2 for images)
* a docker based fastAPI endpoint could be created (only after the above objectives are complete). This would help us deploy the models into servers/webapps/GUIs

The picture attached below is the layout of how we want to see it :arrow_down:

![devolearn_vision](https://user-images.githubusercontent.com/53133634/115400903-6bae7c00-a207-11eb-97ae-57bb6bcb2516.jpg)

If you have any suggestions/ideas, feel free to discuss below :)

cc: @balicea @ujjwalll

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