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Signed-off-by: Wenqi Li <[email protected]>
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full_gpu_inference_pipeline/README.md

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## Prepare the model repository
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The full pipeline is as below:
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<img src="https://github.com/Project-MONAI/tutorials/raw/master/full_gpu_inference_pipeline/pics/Picture3.png">
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<img src="https://github.com/Project-MONAI/tutorials/raw/main/full_gpu_inference_pipeline/pics/Picture3.png">
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### Prepare the model repository file directories
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The Triton model repository of the experiment can be fast set up by: 
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Note that all the processes (pre/post and AI inference) are on GPU.
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From the result, we can come to a conclusion that using shared memory will greatly reduce the latency when data transfer is huge.
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![](https://github.com/Project-MONAI/tutorials/raw/master/full_gpu_inference_pipeline/pics/Picture2.png)
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![](https://github.com/Project-MONAI/tutorials/raw/main/full_gpu_inference_pipeline/pics/Picture2.png)
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### Pre/Post-processing on GPU vs. CPU 
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After doing pre and post-processing on GPU, we can get a 12x speedup for the full pipeline.
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![](https://github.com/Project-MONAI/tutorials/raw/master/full_gpu_inference_pipeline/pics/Picture1.png)
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![](https://github.com/Project-MONAI/tutorials/raw/main/full_gpu_inference_pipeline/pics/Picture1.png)

modules/cross_validation_models_ensemble.ipynb

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"source": [
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"## Define a training process based on workflows\n",
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"\n",
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"More usage examples of MONAI workflows are available at: [workflow examples](https://github.com/Project-MONAI/tutorials/tree/master/modules/engines)."
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"More usage examples of MONAI workflows are available at: [workflow examples](https://github.com/Project-MONAI/tutorials/tree/main/modules/engines)."
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]
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},
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{

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