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Create global time series Viewers #616
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import unittest | ||
from typing import Any, Dict, List | ||
|
||
from zppy.templates.coupled_global import ( | ||
Metric, | ||
Parameters, | ||
Variable, | ||
VariableGroup, | ||
construct_generic_variables, | ||
get_data_dir, | ||
get_exps, | ||
get_region, | ||
get_variable_groups, | ||
get_vars_original, | ||
get_ylim, | ||
land_csv_row_to_var, | ||
param_get_list, | ||
) | ||
|
||
|
||
# Helper function | ||
def get_var_names(vars: List[Variable]): | ||
return list(map(lambda v: v.variable_name, vars)) | ||
|
||
|
||
# Run this test suite in the environment the global_time_series task runs in. | ||
# I.e., whatever `environment_commands` is set to for `[global_time_series]` | ||
# NOT the zppy dev environment. | ||
# Run: python -u -m unittest tests/global_time_series/test_coupled_global.py | ||
class TestCoupledGlobal(unittest.TestCase): | ||
|
||
# Useful classes and their helper functions ############################### | ||
def test_param_get_list(self): | ||
self.assertEqual(param_get_list("None"), []) | ||
|
||
self.assertEqual(param_get_list("a"), ["a"]) | ||
self.assertEqual(param_get_list("a,b,c"), ["a", "b", "c"]) | ||
|
||
self.assertEqual(param_get_list(""), [""]) | ||
self.assertEqual(param_get_list("a,"), ["a", ""]) | ||
self.assertEqual(param_get_list("a,b,c,"), ["a", "b", "c", ""]) | ||
|
||
def test_get_region(self): | ||
self.assertEqual(get_region("glb"), "glb") | ||
self.assertEqual(get_region("global"), "glb") | ||
self.assertEqual(get_region("GLB"), "glb") | ||
self.assertEqual(get_region("Global"), "glb") | ||
|
||
self.assertEqual(get_region("n"), "n") | ||
self.assertEqual(get_region("north"), "n") | ||
self.assertEqual(get_region("northern"), "n") | ||
self.assertEqual(get_region("N"), "n") | ||
self.assertEqual(get_region("North"), "n") | ||
self.assertEqual(get_region("Northern"), "n") | ||
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||
self.assertEqual(get_region("s"), "s") | ||
self.assertEqual(get_region("south"), "s") | ||
self.assertEqual(get_region("southern"), "s") | ||
self.assertEqual(get_region("S"), "s") | ||
self.assertEqual(get_region("South"), "s") | ||
self.assertEqual(get_region("Southern"), "s") | ||
|
||
self.assertRaises(ValueError, get_region, "not-a-region") | ||
|
||
def test_Parameters_and_related_functions(self): | ||
# Consider the following parameters given by a user. | ||
args = [ | ||
"coupled_global.py", | ||
"/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051", | ||
"v3.LR.historical_0051", | ||
"v3.LR.historical_0051", | ||
"1985", | ||
"1989", | ||
"Blue", | ||
"5", | ||
"None", | ||
"false", | ||
"TREFHT", | ||
"None", | ||
"FSH,RH2M,LAISHA,LAISUN,QINTR,QOVER,QRUNOFF,QSOIL,QVEGE,QVEGT,SOILWATER_10CM,TSA,H2OSNO,TOTLITC,CWDC,SOIL1C,SOIL2C,SOIL3C,SOIL4C,WOOD_HARVESTC,TOTVEGC,NBP,GPP,AR,HR", | ||
"None", | ||
"1", | ||
"1", | ||
"glb,n,s", | ||
] | ||
# Then: | ||
parameters: Parameters = Parameters(args) | ||
self.assertEqual( | ||
parameters.case_dir, | ||
"/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051", | ||
) | ||
self.assertEqual(parameters.experiment_name, "v3.LR.historical_0051") | ||
self.assertEqual(parameters.figstr, "v3.LR.historical_0051") | ||
self.assertEqual(parameters.year1, 1985) | ||
self.assertEqual(parameters.year2, 1989) | ||
self.assertEqual(parameters.color, "Blue") | ||
self.assertEqual(parameters.ts_num_years_str, "5") | ||
self.assertEqual(parameters.plots_original, []) | ||
self.assertEqual(parameters.atmosphere_only, False) | ||
self.assertEqual(parameters.plots_atm, ["TREFHT"]) | ||
self.assertEqual(parameters.plots_ice, []) | ||
self.assertEqual( | ||
parameters.plots_lnd, | ||
[ | ||
"FSH", | ||
"RH2M", | ||
"LAISHA", | ||
"LAISUN", | ||
"QINTR", | ||
"QOVER", | ||
"QRUNOFF", | ||
"QSOIL", | ||
"QVEGE", | ||
"QVEGT", | ||
"SOILWATER_10CM", | ||
"TSA", | ||
"H2OSNO", | ||
"TOTLITC", | ||
"CWDC", | ||
"SOIL1C", | ||
"SOIL2C", | ||
"SOIL3C", | ||
"SOIL4C", | ||
"WOOD_HARVESTC", | ||
"TOTVEGC", | ||
"NBP", | ||
"GPP", | ||
"AR", | ||
"HR", | ||
], | ||
) | ||
self.assertEqual(parameters.plots_ocn, []) | ||
self.assertEqual(parameters.nrows, 1) | ||
self.assertEqual(parameters.ncols, 1) | ||
self.assertEqual(parameters.regions, ["glb", "n", "s"]) | ||
|
||
# test_get_data_dir | ||
self.assertEqual( | ||
get_data_dir(parameters, "atm", True), | ||
"/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/atm/glb/ts/monthly/5yr/", | ||
) | ||
self.assertEqual(get_data_dir(parameters, "atm", False), "") | ||
self.assertEqual( | ||
get_data_dir(parameters, "ice", True), | ||
"/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/ice/glb/ts/monthly/5yr/", | ||
) | ||
self.assertEqual(get_data_dir(parameters, "ice", False), "") | ||
self.assertEqual( | ||
get_data_dir(parameters, "lnd", True), | ||
"/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/lnd/glb/ts/monthly/5yr/", | ||
) | ||
self.assertEqual(get_data_dir(parameters, "lnd", False), "") | ||
self.assertEqual( | ||
get_data_dir(parameters, "ocn", True), | ||
"/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/ocn/glb/ts/monthly/5yr/", | ||
) | ||
self.assertEqual(get_data_dir(parameters, "ocn", False), "") | ||
|
||
# test_get_exps | ||
self.maxDiff = None | ||
exps: List[Dict[str, Any]] = get_exps(parameters) | ||
self.assertEqual(len(exps), 1) | ||
expected = { | ||
"atmos": "/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/atm/glb/ts/monthly/5yr/", | ||
"ice": "", | ||
"land": "/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/lnd/glb/ts/monthly/5yr/", | ||
"ocean": "", | ||
"moc": "", | ||
"vol": "", | ||
"name": "v3.LR.historical_0051", | ||
"yoffset": 0.0, | ||
"yr": ([1985, 1989],), | ||
"color": "Blue", | ||
} | ||
self.assertEqual(exps[0], expected) | ||
# Change up parameters | ||
parameters.plots_original = "net_toa_flux_restom,global_surface_air_temperature,toa_radiation,net_atm_energy_imbalance,change_ohc,max_moc,change_sea_level,net_atm_water_imbalance".split( | ||
"," | ||
) | ||
parameters.plots_atm = [] | ||
parameters.plots_lnd = [] | ||
exps = get_exps(parameters) | ||
self.assertEqual(len(exps), 1) | ||
expected = { | ||
"atmos": "/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/atm/glb/ts/monthly/5yr/", | ||
"ice": "", | ||
"land": "", | ||
"ocean": "/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/ocn/glb/ts/monthly/5yr/", | ||
"moc": "/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/ocn/glb/ts/monthly/5yr/", | ||
"vol": "/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/ocn/glb/ts/monthly/5yr/", | ||
"name": "v3.LR.historical_0051", | ||
"yoffset": 0.0, | ||
"yr": ([1985, 1989],), | ||
"color": "Blue", | ||
} | ||
self.assertEqual(exps[0], expected) | ||
# Change up parameters | ||
parameters.atmosphere_only = True | ||
exps = get_exps(parameters) | ||
self.assertEqual(len(exps), 1) | ||
expected = { | ||
"atmos": "/lcrc/group/e3sm/ac.forsyth2/zppy_min_case_global_time_series_single_plots_output/test-616-20240930/v3.LR.historical_0051/post/atm/glb/ts/monthly/5yr/", | ||
"ice": "", | ||
"land": "", | ||
"ocean": "", | ||
"moc": "", | ||
"vol": "", | ||
"name": "v3.LR.historical_0051", | ||
"yoffset": 0.0, | ||
"yr": ([1985, 1989],), | ||
"color": "Blue", | ||
} | ||
self.assertEqual(exps[0], expected) | ||
|
||
# Metric | ||
|
||
def test_Variable(self): | ||
v = Variable( | ||
"var_name", | ||
original_units="units1", | ||
final_units="units2", | ||
group="group_name", | ||
long_name="long name", | ||
) | ||
self.assertEqual(v.variable_name, "var_name") | ||
self.assertEqual(v.metric, Metric.AVERAGE) | ||
self.assertEqual(v.scale_factor, 1.0) | ||
self.assertEqual(v.original_units, "units1") | ||
self.assertEqual(v.final_units, "units2") | ||
self.assertEqual(v.group, "group_name") | ||
self.assertEqual(v.long_name, "long name") | ||
|
||
def test_get_vars_original(self): | ||
self.assertEqual( | ||
get_var_names(get_vars_original(["net_toa_flux_restom"])), ["RESTOM"] | ||
) | ||
self.assertEqual( | ||
get_var_names(get_vars_original(["net_atm_energy_imbalance"])), | ||
["RESTOM", "RESSURF"], | ||
) | ||
self.assertEqual( | ||
get_var_names(get_vars_original(["global_surface_air_temperature"])), | ||
["TREFHT"], | ||
) | ||
self.assertEqual( | ||
get_var_names(get_vars_original(["toa_radiation"])), ["FSNTOA", "FLUT"] | ||
) | ||
self.assertEqual( | ||
get_var_names(get_vars_original(["net_atm_water_imbalance"])), | ||
["PRECC", "PRECL", "QFLX"], | ||
) | ||
self.assertEqual( | ||
get_var_names( | ||
get_vars_original( | ||
[ | ||
"net_toa_flux_restom", | ||
"net_atm_energy_imbalance", | ||
"global_surface_air_temperature", | ||
"toa_radiation", | ||
"net_atm_water_imbalance", | ||
] | ||
) | ||
), | ||
["RESTOM", "RESSURF", "TREFHT", "FSNTOA", "FLUT", "PRECC", "PRECL", "QFLX"], | ||
) | ||
self.assertEqual(get_var_names(get_vars_original(["invalid_plot"])), []) | ||
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||
def test_land_csv_row_to_var(self): | ||
# Test with first row of land csv, whitespace stripped | ||
csv_row = "BCDEP,A,1.00000E+00,kg/m^2/s,kg/m^2/s,Aerosol Flux,total black carbon deposition (dry+wet) from atmosphere".split( | ||
"," | ||
) | ||
v: Variable = land_csv_row_to_var(csv_row) | ||
self.assertEqual(v.variable_name, "BCDEP") | ||
self.assertEqual(v.metric, Metric.AVERAGE) | ||
self.assertEqual(v.scale_factor, 1.0) | ||
self.assertEqual(v.original_units, "kg/m^2/s") | ||
self.assertEqual(v.final_units, "kg/m^2/s") | ||
self.assertEqual(v.group, "Aerosol Flux") | ||
self.assertEqual( | ||
v.long_name, "total black carbon deposition (dry+wet) from atmosphere" | ||
) | ||
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# construct_land_variables -- requires IO | ||
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def test_construct_generic_variables(self): | ||
vars: List[str] = ["a", "b", "c"] | ||
self.assertEqual(get_var_names(construct_generic_variables(vars)), vars) | ||
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# RequestedVariables -- requires IO | ||
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def test_VariableGroup(self): | ||
var_str_list: List[str] = ["a", "b", "c"] | ||
vars: List[Variable] = construct_generic_variables(var_str_list) | ||
g: VariableGroup = VariableGroup("MyGroup", vars) | ||
self.assertEqual(g.group_name, "MyGroup") | ||
self.assertEqual(get_var_names(g.variables), var_str_list) | ||
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||
# TS -- requires IO | ||
# OutputViewer -- requires IO | ||
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# Setup ################################################################### | ||
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# set_var -- requires IO | ||
# process_data -- requires IO | ||
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# Plotting #################################################################### | ||
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def test_get_variable_groups(self): | ||
a: Variable = Variable(variable_name="a", group="GroupA") | ||
b: Variable = Variable(variable_name="b", group="GroupA") | ||
x: Variable = Variable(variable_name="x", group="GroupX") | ||
y: Variable = Variable(variable_name="y", group="GroupX") | ||
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def get_group_names(groups: List[VariableGroup]) -> List[str]: | ||
return list(map(lambda g: g.group_name, groups)) | ||
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self.assertEqual( | ||
get_group_names(get_variable_groups([a, b, x, y])), ["GroupA", "GroupX"] | ||
) | ||
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||
# getmoc -- requires IO | ||
# add_line -- requires IO | ||
# add_trend -- requires IO | ||
|
||
def test_get_ylim(self): | ||
# Min is equal, max is equal | ||
self.assertEqual(get_ylim([-1, 1], [-1, 1]), [-1, 1]) | ||
# Min is lower, max is equal | ||
self.assertEqual(get_ylim([-1, 1], [-2, 1]), [-2, 1]) | ||
# Min is equal, max is higher | ||
self.assertEqual(get_ylim([-1, 1], [-1, 2]), [-1, 2]) | ||
# Min is lower, max is higher | ||
self.assertEqual(get_ylim([-1, 1], [-2, 2]), [-2, 2]) | ||
# Min is lower, max is higher, multiple extreme_values | ||
self.assertEqual(get_ylim([-1, 1], [-2, -0.5, 0.5, 2]), [-2, 2]) | ||
# No standard range | ||
self.assertEqual(get_ylim([], [-2, 2]), [-2, 2]) | ||
# No extreme range | ||
self.assertEqual(get_ylim([-1, 1], []), [-1, 1]) | ||
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# Plotting functions -- require IO | ||
# make_plot_pdfs -- requires IO | ||
|
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# Run coupled_global ###################################################### | ||
|
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# run -- requires IO | ||
# get_vars -- requires IO | ||
# create_viewer -- requires IO | ||
# create_viewer_index -- requires IO | ||
# run_by_region -- requires IO | ||
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if __name__ == "__main__": | ||
unittest.main() |
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These unit tests are specific to
coupled_global.py
. I tried to add as many unit tests as I could, but the many functions that rely on IO (notably reading data or plotting data) can't be well tested outside of integration testing/the "min-case" tests.Importantly, these unit tests can't be run like the other unit tests. They need to be run from the environment that
zppy
is running theglobal_time_series
task. That is, these tests likely need to be run from E3SM Unified rather than thezppy
dev environment. To facilitate testing I also just moved the contents ofreadTS.py
intocoupled_global.py
.(Note: this testing setup again highlights how we need to be wary of scope creep in
zppy
. Here we're really testing the de facto Global Time Series package, not so muchzppy
itself. See #398)