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# MLCube for 3D Unet | ||
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MLCube™ GitHub [repository](https://github.com/mlcommons/mlcube). MLCube™ [wiki](https://mlcommons.github.io/mlcube/). | ||
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## Project setup | ||
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An important requirement is that you must have Docker installed. | ||
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```bash | ||
# Create Python environment and install MLCube Docker runner | ||
virtualenv -p python3 ./env && source ./env/bin/activate && pip install mlcube-docker | ||
# Fetch the implementation from GitHub | ||
git clone https://github.com/mlcommons/training && cd ./training/image_segmentation/pytorch/mlcube | ||
``` | ||
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Inside the mlcube directory run the following command to check implemented tasks. | ||
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```shell | ||
mlcube describe | ||
``` | ||
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### MLCube tasks | ||
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Download dataset. | ||
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```shell | ||
mlcube run --task=download_data -Pdocker.build_strategy=always | ||
``` | ||
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Process dataset. | ||
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```shell | ||
mlcube run --task=process_data -Pdocker.build_strategy=always | ||
``` | ||
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Train SSD. | ||
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```shell | ||
mlcube run --task=train -Pdocker.build_strategy=always | ||
``` | ||
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### Execute the complete pipeline | ||
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You can execute the complete pipeline with one single command. | ||
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```shell | ||
mlcube run --task=download_data,process_data,train -Pdocker.build_strategy=always | ||
``` | ||
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## Run a quick demo | ||
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You can run a quick demo that first downloads a tiny dataset and then executes a short training workload. | ||
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```shell | ||
mlcube run --task=download_demo,demo -Pdocker.build_strategy=always | ||
``` |