Commit cb25d89d authored by Aaron Spring's avatar Aaron Spring 🚼
Browse files

fix RPSS bench with 90N-60S

parent 3acedb8b
Pipeline #201611 passed with stage
in 17 seconds
%% Cell type:markdown id: tags:
# Score biweekly ML forecasts against re-calibrated ECWMF forecast with RPSS
%% Cell type:markdown id: tags:
Goal:
- Score biweekly 2020 ML-based forecasts against climatology with RPSS
- identical to scorer bot script: https://renkulab.io/gitlab/tasko.olevski/s2s-ai-competition-scoring-image/-/blob/master/scoring/scoring_script.py
- (for reference) RPSS of recalibrated real-time 2020 ECMWF forecasts
Requirements:
- [`xskillscore`](https://github.com/xarray-contrib/xskillscore)
- [renku datasets](https://renku-python.readthedocs.io/en/latest/commands.html#module-renku.cli.dataset) / file
- observations
- probabilistic:
- renku dataset: `forecast-like-observations_2020_biweekly_terciled.nc`
- ML forecasts
- probabilistic:
- file: `../submissions/ML_prediction_2020.nc`
- benchmark to check whether ML better than recalibrated ECMWF:
- probabilistic:
- renku dataset: `ecmwf_recalibrated_benchmark_2020_biweekly_terciled.nc`
Output:
- RPSS score spatially averaged from [90N-60S] and averaged over both `lead_time`s and variables
%% Cell type:code id: tags:
``` python
import xarray as xr
import xskillscore as xs
import numpy as np
xr.set_options(keep_attrs=True)
xr.set_options(display_style='text')
cache_path = "../data"
plot = False # take much more space in git, consider not commiting figures regularly because git size will increase
```
%%%% Output: stream
/opt/conda/lib/python3.8/site-packages/xarray/backends/cfgrib_.py:27: UserWarning: Failed to load cfgrib - most likely there is a problem accessing the ecCodes library. Try `import cfgrib` to get the full error message
warnings.warn(
%% Cell type:markdown id: tags:
# Get categorized
%% Cell type:markdown id: tags:
## 2020 observations
%% Cell type:code id: tags:
``` python
# to use retrieve from git lfs
!renku storage pull ../data/forecast-like-observations_2020_biweekly_terciled.nc
```
%%%% Output: stream
Warning: Run CLI commands only from project's root directory.

%% Cell type:code id: tags:
``` python
obs_p = xr.open_dataset(f'{cache_path}/forecast-like-observations_2020_biweekly_terciled.nc')
obs_p.sizes
```
%%%% Output: stream
/opt/conda/lib/python3.8/site-packages/xarray/backends/plugins.py:61: RuntimeWarning: Engine 'cfgrib' loading failed:
/opt/conda/lib/python3.8/site-packages/gribapi/_bindings.cpython-38-x86_64-linux-gnu.so: undefined symbol: codes_bufr_key_is_header
warnings.warn(f"Engine {name!r} loading failed:\n{ex}", RuntimeWarning)
%%%% Output: execute_result
Frozen(SortedKeysDict({'category': 3, 'lead_time': 2, 'forecast_time': 53, 'latitude': 121, 'longitude': 240}))
%% Cell type:markdown id: tags:
## 2020 ML-based forecasts
%% Cell type:code id: tags:
``` python
!renku storage pull ../submissions/ML_prediction_2020.nc
```
%%%% Output: stream
Warning: Run CLI commands only from project's root directory.

%% Cell type:code id: tags:
``` python
# submission for your ML model
fct_p = xr.open_dataset(f"../submissions/ML_prediction_2020.nc")
fct_p.sizes
```
%%%% Output: execute_result
Frozen(SortedKeysDict({'forecast_time': 53, 'latitude': 121, 'lead_time': 2, 'longitude': 240, 'category': 3}))
%% Cell type:markdown id: tags:
## climatology
%% Cell type:code id: tags:
``` python
clim_p = xr.DataArray([1/3, 1/3, 1/3], dims='category', coords={'category':['below normal', 'near normal', 'above normal']}).to_dataset(name='tp')
clim_p['t2m'] = clim_p['tp']
```
%% Cell type:markdown id: tags:
### checks
%% Cell type:code id: tags:
``` python
from scripts import assert_predictions_2020
```
%% Cell type:code id: tags:
``` python
assert_predictions_2020(fct_p)
assert_predictions_2020(obs_p)
```
%% Cell type:markdown id: tags:
# RPS
%% Cell type:markdown id: tags:
## RPS ML model
%% Cell type:code id: tags:
``` python
rps_ML = xs.rps(obs_p, fct_p, category_edges=None, dim='forecast_time', input_distributions='p').compute()
```
%% Cell type:code id: tags:
``` python
if plot:
for v in rps_ML.data_vars:
rps_ML[v].plot(robust=True, col='lead_time')
```
%% Cell type:markdown id: tags:
## RPS climatology
%% Cell type:code id: tags:
``` python
rps_clim = xs.rps(obs_p, clim_p, category_edges=None, dim='forecast_time', input_distributions='p').compute()
```
%% Cell type:code id: tags:
``` python
if plot:
for v in rps_clim.data_vars:
rps_clim[v].plot(robust=True, col='lead_time')
```
%% Cell type:markdown id: tags:
## RPSS
%% Cell type:code id: tags:
``` python
rpss = (1 - rps_ML / rps_clim)
```
%% Cell type:code id: tags:
``` python
if plot:
for v in rpss.data_vars:
rpss[v].plot(robust=True, col='lead_time')
```
%% Cell type:code id: tags:
``` python
```
%% Cell type:markdown id: tags:
# Scoring for RPSS leaderboard
%% Cell type:code id: tags:
``` python
# check for -inf grid cells
if (rpss==-np.inf).to_array().any():
print(f'find N={(rpss == rpss.min()).sum()} -inf grid cells')
# dirty fix
rpss = rpss.clip(-1, 1)
```
%% Cell type:code id: tags:
``` python
# what to do with requested grid cells where NaN is submitted? also penalize, todo: https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge-template/-/issues/7
```
%% Cell type:code id: tags:
``` python
# for the subleaderboards
mask = xr.ones_like(rpss.isel(lead_time=0, drop=True)).reset_coords(drop=True).t2m
boundary_tropics = 30
mask = xr.concat([mask.where(mask.latitude > boundary_tropics),
mask.where(np.abs(mask.latitude) <= boundary_tropics),
mask.where((mask.latitude < -boundary_tropics) & (mask.latitude > -60))],'area')
mask = mask.assign_coords(area=['northern_extratropics', 'tropics', 'southern_extratropics'])
mask.name = 'area'
mask = mask.where(rpss.t2m.isel(lead_time=0, drop=True).notnull())
```
%% Cell type:code id: tags:
``` python
# weighted area mean
weights = np.cos(np.deg2rad(np.abs(mask.latitude)))
# spatially weighted score averaged and averaged over lead_times
scores = (rpss*mask).weighted(weights).mean('latitude').mean('longitude')
pd_scores = scores.reset_coords(drop=True).to_dataframe().unstack(0).T.round(2)
pd_scores # for subleaderboards
```
%%%% Output: execute_result
lead_time 14 days 28 days
area
t2m northern_extratropics 0.06 0.02
tropics 0.08 0.06
southern_extratropics 0.03 -0.01
tp northern_extratropics -0.03 -0.04
tropics 0.35 0.33
southern_extratropics -0.04 -0.06
%% Cell type:code id: tags:
``` python
# averaged variables to one single value
scores = rpss.sel(latitude=slice(None, -60)).weighted(weights).mean('latitude').mean('longitude').to_array().mean(['lead_time','variable']).reset_coords(drop=True)
# final score score transfered to leaderboard
print(scores)
```
%%%% Output: stream
<xarray.DataArray ()>
array(0.06269967)
%% Cell type:code id: tags:
``` python
# check your submission status here: https://renkulab.io/gitlab/tasko.olevski/s2s-ai-competition-scoring-image/-/blob/master/README.md
```
%% Cell type:markdown id: tags:
# RPS re-calibrated ECMWF benchmark
for reference to check what the ML-model should beat
%% Cell type:code id: tags:
``` python
plot = True # show ECMWF RPSS for reference
```
%% Cell type:code id: tags:
``` python
!renku storage pull ../data/ecmwf_recalibrated_benchmark_2020_biweekly_terciled.nc
```
%%%% Output: stream
Warning: Run CLI commands only from project's root directory.

%% Cell type:code id: tags:
``` python
bench_p = xr.open_dataset('../data/ecmwf_recalibrated_benchmark_2020_biweekly_terciled.nc')
bench_p.sizes
```
%%%% Output: execute_result
Frozen(SortedKeysDict({'forecast_time': 53, 'category': 3, 'lead_time': 2, 'latitude': 121, 'longitude': 240}))
%% Cell type:code id: tags:
``` python
assert_predictions_2020(bench_p)
```
%% Cell type:code id: tags:
``` python
rps_bench = xs.rps(obs_p, bench_p, category_edges=None, dim='forecast_time', input_distributions='p').compute()
```
%% Cell type:code id: tags:
``` python
if plot:
for v in rps_bench.data_vars:
rps_bench[v].plot(robust=True, col='lead_time')
```
%%%% Output: display_data
![](data:image/png;base64,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)
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:code id: tags:
``` python
rpss_bench = (1 - rps_bench / rps_clim)
```
%% Cell type:code id: tags:
``` python
if plot:
for v in rpss_bench.data_vars:
rpss_bench[v].plot(robust=True, col='lead_time')
```
%%%% Output: display_data
![](data:image/png;base64,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)
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:code id: tags:
``` python
scores_bench = (rpss_bench*mask).weighted(weights).mean('latitude').mean('longitude')
pd_scores_bench = scores_bench.reset_coords(drop=True).to_dataframe().unstack(0).T.round(2)
pd_scores_bench # for subleaderboards
```
%%%% Output: execute_result
lead_time 14 days 28 days
area
t2m northern_extratropics 0.04 -0.00
tropics 0.07 0.05
southern_extratropics 0.01 -0.03
tp northern_extratropics -0.02 -0.03
tropics -0.03 -0.09
southern_extratropics -0.01 -0.01
%% Cell type:code id: tags:
``` python
# final score
scores_bench = scores_bench.to_array().mean().reset_coords(drop=True)
# score transfered to leaderboard
# averaged variables to one single value
scores_bench = rpss_bench.sel(latitude=slice(None, -60)).weighted(weights).mean('latitude').mean('longitude').to_array().mean(['lead_time','variable']).reset_coords(drop=True)
# final score score transfered to leaderboard
print(scores_bench)
```
%%%% Output: stream
<xarray.DataArray ()>
array(-0.00559998)
array(-0.00701943)
%% Cell type:code id: tags:
``` python
```
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment