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refactor data loader #299

Merged
merged 47 commits into from
Dec 14, 2023
Merged

refactor data loader #299

merged 47 commits into from
Dec 14, 2023

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giovp
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@giovp giovp commented Jun 15, 2023

This PR is a refactoring of the dataloader. It introduces the following improvements:

  • it is possible to create a dataloader from collections of images/regions in the spatialdata object (before, it was a single image-region pair)
  • It performs more thorough validation and preprocess as much as possible.
  • it simplifies the __getitem__ method to minimize the amount of computation that is done at that stage, and leverage pre-computed (transformed) coordinates of the tiles at init stage
  • it allows the user to both use the rasterize and the bounding_box query API, By default, the latter is used.
  • it allows to generate tiles from circles, polygons or multipolygons. For polygons and multipolygons, the length of the polygon is used to get the extent of the tile.
  • It returns either a spatialdata object with the image tile and the associated table, or a pair of image/annotation (either from adata.obs or adata.X).

Considerations for future work
While I tried to also make it usable for the labels as regions, I realized early on that for that we might want a drastically different type of pipeline in that case. Specifically, we might not want to iterate over centroids but over chunks.

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codecov bot commented Jun 22, 2023

Codecov Report

Merging #299 (63e761d) into main (bf3377f) will increase coverage by 0.17%.
Report is 3 commits behind head on main.
The diff coverage is 88.20%.

Additional details and impacted files
@@            Coverage Diff             @@
##             main     #299      +/-   ##
==========================================
+ Coverage   91.57%   91.75%   +0.17%     
==========================================
  Files          36       36              
  Lines        4938     5007      +69     
==========================================
+ Hits         4522     4594      +72     
+ Misses        416      413       -3     
Files Coverage Δ
src/spatialdata/_core/concatenate.py 87.30% <100.00%> (+1.14%) ⬆️
src/spatialdata/_core/data_extent.py 97.33% <ø> (ø)
src/spatialdata/_core/operations/aggregate.py 95.00% <100.00%> (+0.49%) ⬆️
src/spatialdata/_core/operations/rasterize.py 83.33% <ø> (-0.09%) ⬇️
src/spatialdata/_core/query/relational_query.py 96.27% <100.00%> (+0.59%) ⬆️
src/spatialdata/_core/query/spatial_query.py 92.01% <ø> (-0.03%) ⬇️
src/spatialdata/_core/spatialdata.py 93.98% <100.00%> (+0.09%) ⬆️
src/spatialdata/_io/_utils.py 90.41% <100.00%> (+1.22%) ⬆️
src/spatialdata/_io/io_zarr.py 90.29% <100.00%> (ø)
src/spatialdata/_utils.py 94.16% <100.00%> (+0.72%) ⬆️
... and 6 more

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giovp commented Jun 23, 2023

took me very long to fix that dumb sphinx error re import of tiledataset when torch not available.

decide to use this instead of contextlib as before.

try:
    from spatialdata.dataloader.datasets import ImageTilesDataset
except ImportError:
    ImageTilesDataset = None  # type: ignore[assignment, misc]

do you think we should also raise a warning/info? a bit against because it'd be always raised at import of spatialdata

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giovp commented Jul 14, 2023

I wonder if some of the table/shapes manipulation operations should be added as new public functions in that file. Feel free to do it or discard this and just tick this item.

I replied there I don't think they are useful for this purpose.

Please update the deep learning example notebook with the new APIs. Do you have the Xenium + Visium aligned data? I just realized that I forgot to make the CI upload it to S3, gonna fix it tomorrow/Sat, so in that case you will be able to download it from there. I would merge this PR and update the notebook at the same time, otherwise users will find it broken.

good point, I will take a look at the S3 and contact you on zulip, will do it this weekend

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Thanks for implementing the changes! I will send you the link on S3 in Zulip later today.

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LucaMarconato commented Jul 17, 2023

  • I just noticed that the ImageTilesDataset class does not appear in the doc, this should also be fixed please.

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giovp commented Nov 27, 2023

@LucaMarconato I fixed the dostrings and also had to modify tests due to #318 that changed the multipolygon data. You mentioned last week that you fixed the notebooks over in spatialdata notebooks correct? If so, this can be merged

@@ -30,11 +30,10 @@ Operations on `SpatialData` objects.
match_table_to_element
concatenate
rasterize
transform
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restoring this, since it's imported from spatialdata._core.operations

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giovp commented Nov 29, 2023

@LucaMarconato can we merge this>?

@giovp giovp merged commit c9e7d99 into main Dec 14, 2023
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@giovp giovp deleted the feat/dataloader branch December 14, 2023 15:14
melonora added a commit that referenced this pull request Jan 17, 2024
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* refactor function name

This is to avoid confusion. Many not easily resolved errors are created if we let this function generate table values. This makes it clear that
only spatial element values are generated and not tables. This in opposite to gen_elements which does return tables as well.

* [pre-commit.ci] pre-commit autoupdate (#411)

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Triggering the tests for pull requests to any branch.

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melonora added a commit that referenced this pull request Mar 14, 2024
* initial tests multi_table design (#405)

* initial tests multi_table design

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* Change table type in init

* make tables plural and add to validation in __init__

* revert to old public accessor

* Validate each table in dictionary

* iterate dict values

* add comment

* adjust table getter

* Add tables getter

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* allow for backward compatibility in init

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* fix dict subscriptable

* fix string representation of sdata

* add deprecation decorator for future

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* switch to using tables with deprecation

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* Alter io to give None as default value for spatialdata attrs keys

* add tables setter

* raise keyerror table getter

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* add DeprecationWarning

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* change setter into method

* circumvent mappingproxy set issue

* adjust set get test

* add get table keys

* add column getters

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* Give default table name

* fix spatialdata without table

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* fix filtering by coordinate system

* Change to Path to not be linux / mac specific

* Change to Path to not be linux / mac specific

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* Adjust for windows

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* refactor function name

This is to avoid confusion. Many not easily resolved errors are created if we let this function generate table values. This makes it clear that
only spatial element values are generated and not tables. This in opposite to gen_elements which does return tables as well.

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* small fixes

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* fix incremental update (#329)

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* revert filter change

* add public generators

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* Find element uses public generator

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* add deprecation version number

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* Fix backing when deleting table

* Fix mypy

* cleanup

* chance target_element_name to region

* refactor test

* adjust concatenate regarding not concatenating tables

* add utility function

* concatenate if in multiple sdata objects

* minor docstring refactor

* fix import

* concatenate with tables

* cleanup

* fix test

* [pre-commit.ci] pre-commit autoupdate (#415)

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* minor fixes human readable strings

* fixed tests

* fix

* Add changes to changelog

* make private

* Remove commented code

* add cache to ignore

* updated changelog with giovp old pr

* refactor into private function

* Fix docstring

* Fix import

* specify key reuse in docstring

* add orphan_table argument

* Change docstring

* remove todo

* add example

* change concatenate logic

* updated changelog

* Allow force-overwriting existing files (non-backing) (#344)

* Add test for writing unbacked data over existing files

* Protect overwriting existing file only if it is backing file

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* fixed pre-commit

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* fix exception string

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Co-authored-by: LucaMarconato <[email protected]>

* Added error message for removed add_elements functions (#420)

* added error message for removed add_elements functions

* moved _error_message_add_element() to _utils

* added validate and set region key

* fix docstring

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Added public functions Spatialdata

* fix tests

* add docstrings

* Added subset API; fix behavior with zero-len table (#426)

* added subset API, returning None instead of empty table for APIs with  filter_table=True

* fix 3.9

* [pre-commit.ci] pre-commit autoupdate (#424)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.9 → v0.1.11](astral-sh/ruff-pre-commit@v0.1.9...v0.1.11)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* remove docstring typehint

* Warn user over overwrite in docstring

* Fix query of 2D/3D data with 2D/3D bounding box (#409)

* wip

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* wip

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix 2d/3d bb for raster data

* support for 2d/3d bb for 2d/3d points

* better tests

* applied suggestions from giovp

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* added comments

---------

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* [pre-commit.ci] pre-commit autoupdate (#430)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.11 → v0.1.13](astral-sh/ruff-pre-commit@v0.1.11...v0.1.13)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* updated changelog

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* refactor subset

* remove todo

* Made _locate_spatial_element public, renamed to locate_element() (#427)

* made _locate_spatial_element public, renamed to locate_element()

* returning path instead of tuple in locate_element()

* updated changelog

* locate_elements() now returns a list

* fix test

* Update test_and_deploy.yaml (#434)

Triggering the tests for pull requests to any branch.

* change docstring

* fix query test

* add todo

* refactor filter_by_coordinate_system

* test filter with keep table

* adjust docstring

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---------

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Co-authored-by: giovp <[email protected]>
Co-authored-by: Giovanni Palla <[email protected]>
Co-authored-by: LucaMarconato <[email protected]>
Co-authored-by: Luca Marconato <[email protected]>
Co-authored-by: aeisenbarth <[email protected]>

* Enforce instance key to be dtype int (#444)

* change genes in blobs points

* force instance_id of int dtype

* Change error

* Check unique instance_key values per region

* Join elements table (#445)

* change genes in blobs points

* force instance_id of int dtype

* Change error

* Check unique instance_key values per region

* silence warning

* add left inner join

* change to left join

* add left_exclusive join

* add to Enum

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* add inner join

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Add right join

* add ugly right exclusive join

* return none instead of empty df

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* test left_exclusive_join

* test inner join

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* assert valid element in elements_dict

* test warnings

* add fail join tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* silence warning

* add left inner join

* change to left join

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* fix merge conflict

* Add right join

* add ugly right exclusive join

* return none instead of empty df

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* add fail join tests

* fix comments

* lowercase + docstring

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* lowercase enum

* explicit instance_id column in test

* test instance_id and region column

* change error

* add get method

* add contain

* get rid of create_element_dict

* add todo

* adjust enums

* add ability for matching rows

* some cleanup

* make any element none in right exclusive join

* add check of table order conservation

* fix tests

* add match_element_to_table

* change docstring

* revert to old match_table_to_element

* readd match_element_to_table

* added tests for label joins

* add points tests

* fixed type and docstring

* fixed comments and docstrings

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* change typehint

* update changelog with joins

* include join functions

* docs for joins

* added test for right match rows

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* add validation of match rows

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix docstring

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---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Luca Marconato <[email protected]>
Co-authored-by: LucaMarconato <[email protected]>

* fix tests

* fix docs

* add possibility for custom table name (#459)

* add possibility for custom table name

* change docstring

* updated changelog

* added table_name to SpatialData.aggregate()

---------

Co-authored-by: Luca Marconato <[email protected]>

* Update locate values (#460)

* add possibility for custom table name

* change docstring

* updated changelog

* added table_name parameter

* update changelog

---------

Co-authored-by: LucaMarconato <[email protected]>

* Filter table annotate (#462)

* add get_element_annotator

* add docstring

* add test

* wip get_centroids

* implemented get_centroids()

* made _assert_spatialdata_objects_seem_identical() into a util

* fix docs, attemp

* allow table to be None in get_values and _locate_values (#466)

* allow table to be None

* fixes to aggregate

* check annotation

* adjust docstrings

* remove table check

* add sphinx_pytest

* Added `validate_table_annotation_target()` (#468)

* added validate_table_annotation_target()

* removed test that is no longer relevant

* fix docs

* fixed way to test no warnings emitted

* merged validate_table_annotation_target() into validate_table_in_spatialdata()

* fix test

* silence warning

* fix gettin dtype from multiscale

* add else dtype back

* silence scipy.misc.face deprecation

* Operation `to_circles()` (#473)

* `get_centroids()` (#465)

* wip get_centroids

* implemented get_centroids()

* code suggestions from kevin

* wip vectorize.py

* added vectorize; still no tests

* refactored testing functions; wip tests to_circles()

* considering removing the target_coordinate_system parameter in to_circles()

* adjusted tests, docs, changelog

* added changelog

* fix tests, remove inject_docs

* fix sphinx

* attempt fix sphinx

* deedcopy() utils function (#480)

* deedcopy() utils function

* fixed missings seeds for default_rng()

* wip fix

* wip fix

* fix bug due to data being computed in-place and then failing validation

* add pooch requirement

* Update src/spatialdata/_core/_deepcopy.py

* Update src/spatialdata/_core/_deepcopy.py

* Update src/spatialdata/_core/_deepcopy.py

* Update src/spatialdata/_core/_deepcopy.py

---------

Co-authored-by: Wouter-Michiel Vierdag <[email protected]>

* fix bug deepcopy() of points wrong columns order

* workaround wrong order points columns after deepcopy

* rechunking raster data after spatial query (#479)

* rechunking raster data after spatial query

* using xarray chunk() instead of dask rechunk()

* Test joins with string indices and instance id (#485)

* test join strings

* fix dtype aggregate

---------

Co-authored-by: Luca Marconato <[email protected]>

* cleanup tests

* remove comments

---------

Co-authored-by: Wouter-Michiel Vierdag <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: giovp <[email protected]>
Co-authored-by: Giovanni Palla <[email protected]>
Co-authored-by: aeisenbarth <[email protected]>
Co-authored-by: Wouter-Michiel Vierdag <[email protected]>
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