Juan Emmanuel Johnson
Juan Emmanuel Johnson
I was wondering if the equinox community has good advice / best practices for creating dataloaders that work well with jax? I've done some stuff from scratch but I tend...
This issue will do most of the preprocessing necessary to download the floodmaps to the bucket and the subsequent querying from GEE (e.g. S2 images) to be saved to the...
We need a csv file with all of the filenames for the images and ground truths. A simple glob will be sufficient. --- #### Format Some key columns for easy...
It might be helpful to include meta information like the `crs` and the `transform` for the Viz team. See file [`src/data/create_gt.py`](https://github.com/spaceml-org/ml4floods/blob/main/src/data/create_gt.py#L88). --- #### Original Comment by @Lkruitwagen > for downstream...
Currently, we're using the `albumentations` library. I would suggest we change this to `torchvision` because it's more consistent. It would require minimum API changes but we need to ensure it's...
The `google.cloud.api` is clunky. It really makes things annoying with having to parse the string for specifics (e.g., bucket, path, file). We have a lot of unnecessary wrappers everywhere in...
Is there a native way to do a finite difference operator on a multidimensional field, i.e. $\partial_x \vec{\boldsymbol{u}}, \partial_y \vec{\boldsymbol{u}}, \partial_z \vec{\boldsymbol{u}}$, .... Using the current API, I don't see...
I would like to be able to control the finite difference scheme used, i.e. forward, backward or central. Depending upon the PDE, we normally use a custom scheme, e.g. advection...
Added a fastica rotation method. Based on the [scikit-learn](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.FastICA.html) package. * Still need to figure out the orthogonalization.
In the notebooks, there is no consistency with which params are default and which are not. Need to ensure that they all are the same. Params so far: * `zero_tolerance=60`...