CI/tests: cache reference metrics | others/base

[Borda]

What does this PR do?

it is a subset of #2335 and a follow-up of #2382

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📚 Documentation preview 📚: https://torchmetrics--2407.org.readthedocs.build/en/2407/

[Borda]

using fix from python-cachier/cachier#203
seems like install archive has the same dev version so it is not used :/
but tested it locally and seems to be fine

[Borda]

@SkafteNicki could you pls check why some inputs seems to return different values?

FAILED unittests/image/test_scc.py::TestSpatialCorrelationCoefficient::test_scc_functional[mean-11-hp_filter0-preds0-target0] - AssertionError
FAILED unittests/image/test_scc.py::TestSpatialCorrelationCoefficient::test_scc_functional[mean-11-hp_filter0-preds1-target1] - AssertionError
FAILED unittests/image/test_scc.py::TestSpatialCorrelationCoefficient::test_scc_functional[none-8-hp_filter0-preds0-target0] - AssertionError
FAILED unittests/image/test_scc.py::TestSpatialCorrelationCoefficient::test_scc_functional[none-8-hp_filter0-preds1-target1] - AssertionError
FAILED unittests/image/test_scc.py::TestSpatialCorrelationCoefficient::test_scc_functional[none-11-hp_filter0-preds0-target0] - AssertionError
FAILED unittests/image/test_scc.py::TestSpatialCorrelationCoefficient::test_scc_functional[none-11-hp_filter0-preds1-target1] - AssertionError

or the inputs are not correctly hashed as different values? 😕

UPADTE: it seems the problem is the custom wrapper _wrapped_reference_scc while the cashier is not parsing/tracing it to the root function

[codecov]

Codecov Report

Merging #2407 (62d2bfe) into master (8740244) will not change coverage.
Report is 1 commits behind head on master.
The diff coverage is 100%.

Additional details and impacted files

@@          Coverage Diff           @@
##           master   #2407   +/-   ##
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  Coverage      69%     69%           
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  Files         307     307           
  Lines       17352   17352           
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  Hits        11960   11960           
  Misses       5392    5392