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MONAI Tutorials

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**Describe the bug** autorunner completes ['dints_0', 'dints_1', 'dints_2', 'dints_3', 'dints_4', 'segresnet2d_0', 'segresnet2d_1', 'segresnet2d_2', 'segresnet2d_3', 'segresnet2d_4'] training and errors out on segresnet_0 torch.cuda.OutOfMemoryError: CUDA out of memory. Tried to allocate 386.00...

The LocalNet in the [3D registration tutorial](https://github.com/Project-MONAI/tutorials/blob/main/3d_registration/paired_lung_ct.ipynb) is currently instantiated as: ```py model = LocalNet( spatial_dims=3, in_channels=2, out_channels=3, num_channel_initial=32, extract_levels=[3], out_activation=None, out_kernel_initializer="zeros", ).to(device) ``` However, the number of extraction levels...

bug
enhancement

See Issue https://github.com/Project-MONAI/MONAI/issues/6626 relating to memory management and interaction with the garbage collector. One solution that we've tried before and had success with was to use the `GarbageCollector` handler to...

feature request

**Describe the bug** Too large `step_size` which may cause the learning rate never decreases unless the model is trained for 5000 epochs. https://github.com/Project-MONAI/tutorials/blob/bbc4e180f5130859396a98e35523bc73fa694595/deepedit/ignite/train.py#L268 **Expected behavior** Set smaller `step_size` or set...

It's a very exciting work! The realeased code is for traing Spleen. I wonder if you will kindly privide the data augmentation code for Pancreas of MSD.

**Is your feature request related to a problem? Please describe.** follow-up of - https://github.com/Project-MONAI/MONAI/discussions/6584 - https://github.com/Project-MONAI/MONAI/discussions/6582 it's unclear what the recommended way is for modifying the default algorithms and templates...

**Is your feature request related to a problem? Please describe.** would be great to make a tutorial about how to create customized monai transforms, with recommended approaches of different base...

Add a few tutorials from MONAI Generative Models for a better visibility. We plan to add the following: - [x] #1358 - [ ] [2D DDPM](https://github.com/Project-MONAI/GenerativeModels/blob/main/tutorials/generative/2d_ddpm/2d_ddpm_tutorial.ipynb) - [ ] [3D...

Hi, I have trained a RetinaNet3D model and am trying to serialize it to torchscript so that I can use it with BentoML. However I am having lots of problems...