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PresRat correction #215
PresRat correction #215
Commits on Jul 19, 2024
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test: zero_precipitation_rate()
Checking some edge cases that were wrong before.
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test: Adding back a small noise on future projections
This should avoid singularities while not changing the averages.
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test: Defining some resources used in the tests
It should help to follow the logic of the tests applied.
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feat: apply_zero_precipitation_rate()
Rolling back to pass the tests before moving again to the newer formulation.
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feat: get_spatial_bc_presrat()
Hopefuly we won't need to use it, but let's lock what is working now to help to figure out where is the problem.
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fix, test: test_presrat_transform_nochanges()
Fixed this test. The issue is that gridpoints missing historical references are skipped, and then there is an implicit interpolation resulting in approximated values that fail precise comparisons.
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feat: Saving requirements to estimate K factor
Saving mf and mh explicitly since we should be able to simplify the operation. For now, saving monthly but it should transitioned later.
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Coordinate and time are decoupled from the data. To be able to run monthly means we shall include it. To keep consistent with the rest of the library, let's add a couple more arguments.
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fix: zero_precipitation_rate() dealing with NaN
The non-finite values should be ignored in the statistics.
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It's actually only used in the prototype of the monthly means replacement, but let's add it already anyways.
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refact: get_spatial_bc_quantiles returing params as dict
This avoids too many explicit arguments. For instance, PresRat requires variables related to the K parameter.
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Pass on all (current) tests. Recording it before refactoring.
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It's safer to hold for now and wait for the ecosystem to stabilize before moving.
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test: Updating fut_cc_notrend() to match the 'resource'
Despite using the very same file, sup3r manipulate the dataset and expect some patterns without reinforcing it, leading to quiet errors. The modifications here match the expected dataset by sup3r so we can validate results.
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Recording it before the refactoring and integration with QDM.
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fix, doc: Weird string literal issue
It looks like a bug in pylinter, but it's easier to just avoid it.
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test: Improving test_presrat_calc()
Checking more details in the output.
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test, refact: Conforming normalizing dataset
sup3r expects data in a certain way and implicitly apply some transformations, so it is required to conform with that to be able to compare answers.
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test, fix: Missing a few fixtures
Figuring out the minimum requirements to run.
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Initializing documentation but more work to be done here.
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Simple enough to have now doubts, so take advantage of `--fix`.
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clean: Removing functions in development
Future implementation for moving windows that are not ready yet.
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test, feat: Replacement for FP_NSRDB on the fly
Creating support for custom datasets for training created on the fly.
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doc, test: Adding documentation title for new functions
All related to synthetic data for testing. I must improve those before the final PR.
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fix: _get_factors() assume descending latitudes
And sliently does the wrong thing otherwise.
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fix: Assumptions should be reinforced
Whenever an assumption is required, it must be reinforced to avoid silent errros and wasted time debugging those.
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test, fix: Using numpy we must conform with dimension order
Unfortunately we can't do much about that while using numpy.
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test, refact: Running in parallel
At some point moved to serial to help debugging but forgot that.
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clean, test: Removing variables not used anymore
Moved to use synthetic data, so reference (global) variables are not based anymore in a fixed sample data file, but instead are prescribed and govern the training data.
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fix, test: Left behind a filename reference without updating
Related to the migration to synthetic sample data.
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clean: Time index is not used here yet
It will be needed later, but let's keep it clean for now.
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clean: Using global test definitions
Removing old hardcoded testing variables in favor of global general test guiding variables.
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fix: Missing arguments for QDM applications
It was missing custom inputs for `dist` and `relative`.
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Dirty proof of concept for K-factor
This is a different interpretation where x's denominator is also corrected, i.e. mh-corrected, which by definition is approximated to oh.
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fix: get_spatial_bc_quantiles() now returns params groupped
I lost that change by mistake while rebasing.
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doc: Improving reference for more information on PresRat
Althought `PresRat` is indeed derived from `QuantileDeltaMappingCorrection`, it is best to refer to `bias.PresRat` even if that will require the user to finally reach to `QuantileDeltaMappingCorrection` for more details.
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doc, fix: get_spatial_bc_presrat()
Returning too many variables. Better do it at least groupped in a dictionary.
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refact: Conforming with QDM on input arguments order
Also, reinforcing named arguments to avoid errors.
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refactor: New default value for zero rate's threshold
New threshold is zero as requested by @grantbuster.
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Replicating time varing QDM in PresRat procedure
A lot of redundancy. Make it work correctly first, optimize later.
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Still saving estimated zero rate for now
We might not need that anymore with the new formulation.
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test: Updating test_presrat_calc_params()
With the time dependent QDM, it would require a larger testing data to pass on this one. We might want to pay the price of a larger training data since the actual data shouldn't have such gap.
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test, fix: Cleaning old fp_fut_cc
The fp_fut_cc() will now refer to a synthetic dataset.
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refact: Changing standard to NT=24
Let's take as new standard to estimate on 24 times along the year with time windows of 30, i.e. every 15 days a monthly scale estimate.
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fix: bias_transforms._get_factors() assume descending lats
It sliently error returning a stripe instead of a tile.
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Reinforce expected sorting by _get_factor()
Get bias_transforms._get_factors() assume lat is descending and longitude to be ascending, and sliently fails if otherwise. This checks the order and fails if not satisfied. Without this protection it silently fails and have misleaded before where is the error.
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A decision to be made here. With the time dependent QDM/PresRat, we require a larger testing data to guarantee coverage and avoid NaN.
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refact: Better selection on time centers
With a set it guarantee to run only on valid times.
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Commits on Jul 22, 2024
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Offset based on the characteristics of the dataset itself.
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refact, test: PresRat (pre) calcualtion of parameters
Re-organizing tests, combining redundant, and cleaning.
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test: Extending synthetic resources to a full year
Now with a time dependent QDM, we need a full year coverage or we get NaN CDFs.
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test, refact: Extending sample data for a longer time series
With the time dependent QDM, it requires a full coverage sample to avoid NaN.
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refact, test: Renaming variables
Making clear who are the CC and FUT_CC datasets.
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fix: local_presrat_bc time_index argument order
QDM changed the argument order to keep consistency with the rest of the library, thus presrat should also change.
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doc, fix: Correcting arguments definitions
Error noticed by @grantbuster
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Get factors was a chunk of original get_spatial_bc_factors() stripped out to be re-used and avoid redundancy. It is identical to original code to avoid breaking other parts of the package.
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doc, fix: Fixing get_spatial_bc_quantiles()
Documentation was outdated. With PresRat, there are even more parameters to recover, so to keep consistency this was changed to return a dictionary of parameters.
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test, fix: Fixed test_presrat_transform_nochanges()
It was missing to force K=1, otherwise any difference in the means would result in a K that would change the unbiased.
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refact: Removing apply_zero_precipitation_rate()
Removing apply_zero_precipitation_rate() as requested by @grantbuster
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refact: PresRat with no_trend reduces to ordinary QDM
If no_trend is True, skip zero rate and k-factor corrections. As requested by @grantbuster
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Commits on Jul 23, 2024
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Thanks to @grantbuster who noticed that.
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doc: More information on tests
Some information for future refactoring.
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fix: Removing method zero_rate_threshold
I missed this method from an early stage implementation. Thanks to @grantbuster who noticed that! Also defining default `zero_rate_threshold` to zero as requested by Grant.
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fix: zero_precipitation_rate()
The rate should be <= otherwise we would miss completely the case of a threshold equal to zero. Thanks to @grantbuster who noticed that.
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