Comments (4)
Great question!
This is high on our list of features, and we're hoping to have a release of something this week.
Re: passing data back to the model, yes, it's possible. We haven't explored this a lot yet but it's where we expect all of the interesting work to be.
Re: checkpoints, the TensorFlow training example we'll be adding will include a 'checkpoints' folder.
Re: data rate, from our tests it seems training in Docker is roughly on par with training outside Docker.
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Hi @samhodge,
We have just added training capabilities through the trainingTemplateTF model. You can find instructions on how to train and infer models using this template here.
It basically enables image-to-image training of an encoder-decoder model as follows:
- Fill in your groundtruth and input images in the data folder,
- Launch the training inside your Docker container,
- Infer using your trained model in Nuke through the nuke-ML-server.
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Is there scope to train something beyond a simple encoder decoder?
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At the moment, the multi-scale encoder-decoder is the only supported model. We are planning on adding new model building blocks to the template along the way.
In the meantime, you are always free to modify or add your own models inside the model_builder.py file!
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Related Issues (20)
- Software license conflicts HOT 2
- undefined symbol error when loading plugin (Nuke 11.2v3) HOT 8
- dockerfile centos7 HOT 1
- Python3 and Protobuf HOT 3
- Support multiple locations for models HOT 5
- Dynamic knobs lose their values if loading a Nuke script with MLClient nodes HOT 2
- Add support for complex types: color, 2D, 3D coordinates, matrix
- Support multiple instances of a model in the same Nuke script
- Help managing GPU resources
- Copy-and-paste MLClient nodes loses all custom knob values.
- Support for TCL expressions in custom knobs
- Destructive effects when pressing "Connect" buttom.
- Can't embed MLClient node with custom knobs in a Group node
- Resolve hostname to IP
- Add server shutdown option
- Add the ability to load and unload models
- Dynamic knobs in loaded scripts don't show up until node is evaluated
- Live or progressive style render for MLClient HOT 2
- Cannot execute MLClient node from Python script
- Error during building the server docker container on ubuntu 18.04
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