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Add support for time series datasets via glob and fix
enso_diags
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auxiliary_tools/cdat_regression_testing/861-time-series-multiple/all-ts-datasets/nc.ipynb
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...iary_tools/cdat_regression_testing/861-time-series-multiple/all-ts-datasets/run_script.py
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""" | ||
Make sure to run the machine-specific commands below before | ||
running this script: | ||
Compy: | ||
srun --pty --nodes=1 --time=01:00:00 /bin/bash | ||
source /share/apps/E3SM/conda_envs/load_latest_e3sm_unified_compy.sh | ||
LCRC: | ||
srun --pty --nodes=1 --time=01:00:00 /bin/bash | ||
source /lcrc/soft/climate/e3sm-unified/load_latest_e3sm_unified_chrysalis.sh | ||
Or: source /lcrc/soft/climate/e3sm-unified/load_latest_e3sm_unified_anvil.sh | ||
NERSC perlmutter cpu: | ||
salloc --nodes 1 --qos interactive --time 01:00:00 --constraint cpu --account=e3sm | ||
source /global/common/software/e3sm/anaconda_envs/load_latest_e3sm_unified_pm-cpu.sh | ||
""" | ||
# flake8: noqa E501 | ||
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||
import os | ||
from typing import Tuple, TypedDict | ||
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from mache import MachineInfo | ||
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||
from e3sm_diags.parameter.annual_cycle_zonal_mean_parameter import ACzonalmeanParameter | ||
from e3sm_diags.parameter.area_mean_time_series_parameter import ( | ||
AreaMeanTimeSeriesParameter, | ||
) | ||
from e3sm_diags.parameter.arm_diags_parameter import ARMDiagsParameter | ||
from e3sm_diags.parameter.core_parameter import CoreParameter | ||
from e3sm_diags.parameter.diurnal_cycle_parameter import DiurnalCycleParameter | ||
from e3sm_diags.parameter.enso_diags_parameter import EnsoDiagsParameter | ||
from e3sm_diags.parameter.mp_partition_parameter import MPpartitionParameter | ||
from e3sm_diags.parameter.qbo_parameter import QboParameter | ||
from e3sm_diags.parameter.streamflow_parameter import StreamflowParameter | ||
from e3sm_diags.parameter.tc_analysis_parameter import TCAnalysisParameter | ||
from e3sm_diags.parameter.zonal_mean_2d_stratosphere_parameter import ( | ||
ZonalMean2dStratosphereParameter, | ||
) | ||
from e3sm_diags.run import runner | ||
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class MachinePaths(TypedDict): | ||
html_path: str | ||
obs_climo: str | ||
test_climo: str | ||
obs_ts: str | ||
test_ts: str | ||
dc_obs_climo: str | ||
dc_test_climo: str | ||
arm_obs: str | ||
arm_test: str | ||
tc_obs: str | ||
tc_test: str | ||
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def run_all_sets(): | ||
machine_paths: MachinePaths = _get_machine_paths() | ||
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param = CoreParameter() | ||
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param.reference_data_path = machine_paths["obs_climo"] | ||
param.test_data_path = machine_paths["test_climo"] | ||
param.test_name = "20210528.v2rc3e.piControl.ne30pg2_EC30to60E2r2.chrysalis" | ||
param.seasons = [ | ||
"ANN", | ||
"JJA", | ||
] # Default setting: seasons = ["ANN", "DJF", "MAM", "JJA", "SON"] | ||
param.results_dir = ( | ||
"/global/cfs/cdirs/e3sm/www/cdat-migration-fy24/861-time-series-multiple" | ||
) | ||
param.multiprocessing = True | ||
param.num_workers = 24 | ||
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# Set specific parameters for new sets | ||
enso_param = EnsoDiagsParameter() | ||
enso_param.reference_data_path = machine_paths["obs_ts"] | ||
enso_param.test_data_path = machine_paths["test_ts"] | ||
enso_param.test_name = "e3sm_v2" | ||
enso_param.test_start_yr = "0051" | ||
enso_param.test_end_yr = "0060" | ||
# Enso obs data range from year 1979 to 2016 | ||
enso_param.ref_start_yr = "2001" | ||
enso_param.ref_end_yr = "2010" | ||
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qbo_param = QboParameter() | ||
qbo_param.reference_data_path = machine_paths["obs_ts"] | ||
qbo_param.test_data_path = machine_paths["test_ts"] | ||
qbo_param.test_name = "e3sm_v2" | ||
qbo_param.start_yr = "0051" | ||
qbo_param.end_yr = "0060" | ||
# Qbo obs data range from year 1979 to 2019 | ||
# Number of years of test and ref should match | ||
qbo_param.ref_start_yr = "2001" | ||
qbo_param.ref_end_yr = "2010" | ||
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ts_param = AreaMeanTimeSeriesParameter() | ||
ts_param.reference_data_path = machine_paths["obs_ts"] | ||
ts_param.test_data_path = machine_paths["test_ts"] | ||
ts_param.test_name = "e3sm_v2" | ||
ts_param.start_yr = "0051" | ||
ts_param.end_yr = "0060" | ||
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dc_param = DiurnalCycleParameter() | ||
dc_param.reference_data_path = machine_paths["dc_obs_climo"] | ||
dc_param.test_data_path = machine_paths["dc_test_climo"] | ||
dc_param.short_test_name = "e3sm_v2" | ||
# Plotting diurnal cycle amplitude on different scales. Default is True | ||
dc_param.normalize_test_amp = False | ||
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streamflow_param = StreamflowParameter() | ||
streamflow_param.reference_data_path = machine_paths["obs_ts"] | ||
streamflow_param.test_data_path = machine_paths["test_ts"] | ||
streamflow_param.short_test_name = "e3sm_v2" | ||
streamflow_param.test_start_yr = "0051" | ||
streamflow_param.test_end_yr = "0060" | ||
# Streamflow gauge station data range from year 1986 to 1995 | ||
streamflow_param.ref_start_yr = "1986" | ||
streamflow_param.ref_end_yr = "1995" | ||
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arm_param = ARMDiagsParameter() | ||
arm_param.reference_data_path = machine_paths["arm_obs"] | ||
arm_param.ref_name = "armdiags" | ||
arm_param.test_data_path = machine_paths["arm_test"] | ||
arm_param.test_name = "e3sm_v2" | ||
# arm_param.test_start_yr = "1996" | ||
# arm_param.test_end_yr = "2010" | ||
arm_param.test_start_yr = "1985" | ||
arm_param.test_end_yr = "2014" | ||
# For model vs obs, the ref start and end year can be any four digit strings. | ||
# For now, will use all available years form obs | ||
arm_param.ref_start_yr = "0001" | ||
arm_param.ref_end_yr = "0001" | ||
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tc_param = TCAnalysisParameter() | ||
tc_param.reference_data_path = machine_paths["tc_obs"] | ||
tc_param.test_data_path = machine_paths["tc_test"] | ||
tc_param.short_test_name = "e3sm_v2" | ||
tc_param.test_start_yr = "0051" | ||
tc_param.test_end_yr = "0060" | ||
# For model vs obs, the ref start and end year can be any four digit strings. | ||
# For now, use all available years form obs by default. | ||
tc_param.ref_start_yr = "1979" | ||
tc_param.ref_end_yr = "2018" | ||
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ac_param = ACzonalmeanParameter() | ||
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zm_param = ZonalMean2dStratosphereParameter() | ||
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mp_param = MPpartitionParameter() | ||
# mp_param.reference_data_path = machine_paths["obs_ts"] | ||
mp_param.test_data_path = machine_paths["test_ts"] | ||
mp_param.short_test_name = "e3sm_v2" | ||
mp_param.test_start_yr = "0051" | ||
mp_param.test_end_yr = "0060" | ||
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param.save_netcdf = True | ||
runner.sets_to_run = [ | ||
"lat_lon", | ||
"zonal_mean_xy", | ||
"zonal_mean_2d", | ||
"zonal_mean_2d_stratosphere", | ||
"polar", | ||
"cosp_histogram", | ||
"meridional_mean_2d", | ||
"annual_cycle_zonal_mean", | ||
"enso_diags", | ||
"qbo", | ||
"area_mean_time_series", | ||
"diurnal_cycle", | ||
"streamflow", | ||
"arm_diags", | ||
"tc_analysis", | ||
"aerosol_aeronet", | ||
"aerosol_budget", | ||
"mp_partition", | ||
] | ||
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runner.run_diags( | ||
[ | ||
param, | ||
zm_param, | ||
ac_param, | ||
enso_param, | ||
qbo_param, | ||
ts_param, | ||
dc_param, | ||
streamflow_param, | ||
arm_param, | ||
tc_param, | ||
mp_param, | ||
] | ||
) | ||
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return param.results_dir | ||
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def _get_machine_paths() -> MachinePaths: | ||
"""Returns the paths on the machine that are required to run e3sm_diags. | ||
Returns | ||
------- | ||
MachinePaths | ||
A dictionary of paths on the machine, with the key being the path type | ||
and the value being the absolute path string. | ||
""" | ||
# Get the current machine's configuration info. | ||
machine_info = MachineInfo() | ||
machine = machine_info.machine | ||
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if machine not in [ | ||
"anvil", | ||
"chrysalis", | ||
"compy", | ||
"pm-cpu", | ||
"cori-haswell", | ||
"cori-knl", | ||
]: | ||
raise ValueError(f"e3sm_diags is not supported on this machine ({machine}).") | ||
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# Path to the HTML outputs for the current user. | ||
web_portal_base_path = machine_info.config.get("web_portal", "base_path") | ||
html_path = f"{web_portal_base_path}/{machine_info.username}/" | ||
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# Path to the reference data directory. | ||
diags_base_path = machine_info.diagnostics_base | ||
ref_data_dir = f"{diags_base_path}/observations/Atm" | ||
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# Paths to the test data directories. | ||
test_data_dir, test_data_dir2 = _get_test_data_dirs(machine) | ||
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# Construct the paths required by e3sm_diags using the base paths above. | ||
machine_paths: MachinePaths = { | ||
"html_path": html_path, | ||
"obs_climo": f"{ref_data_dir}/climatology", | ||
"test_climo": f"{test_data_dir}/climatology/rgr/", | ||
"obs_ts": f"{ref_data_dir}/time-series/", | ||
"test_ts": f"{test_data_dir}/time-series/rgr/", | ||
"dc_obs_climo": f"{ref_data_dir}/climatology", | ||
"dc_test_climo": f"{test_data_dir}/diurnal_climatology/rgr", | ||
"arm_obs": f"{ref_data_dir}/arm-diags-data/", | ||
"arm_test": f"{test_data_dir2}/arm-diags-data/", | ||
"tc_obs": f"{ref_data_dir}/tc-analysis/", | ||
"tc_test": f"{test_data_dir}/tc-analysis/", | ||
} | ||
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return machine_paths | ||
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def _get_test_data_dirs(machine: str) -> Tuple[str, str]: | ||
"""Get the directories for test data based on the machine. | ||
The second path is for using the high frequency grid box output at ARM sites | ||
from another simulation when the output is available. | ||
Parameters | ||
---------- | ||
machine : str | ||
The name of the machine. | ||
Returns | ||
------- | ||
Tuple[str, str] | ||
A tuple of two strings, each representing a test data directory path. | ||
""" | ||
test_data_dirs = None | ||
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# TODO: Update this function to use `mache` after the directories are updated. | ||
if machine in ["chrysalis", "anvil"]: | ||
base = "/lcrc/group/e3sm/public_html/e3sm_diags_test_data/postprocessed_e3sm_v2_data_for_e3sm_diags" | ||
elif machine in ["compy"]: | ||
base = "/compyfs/e3sm_diags_data/postprocessed_e3sm_v2_data_for_e3sm_diags" | ||
elif machine in ["cori-haswell", "cori-knl", "pm-cpu"]: | ||
base = "/global/cfs/cdirs/e3sm/e3sm_diags/postprocessed_e3sm_v2_data_for_e3sm_diags" | ||
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test_data_dirs = ( | ||
f"{base}/20210528.v2rc3e.piControl.ne30pg2_EC30to60E2r2.chrysalis", | ||
# f"{base}/20210719.PhaseII.F20TR-P3.NGD.ne30pg2.compy", | ||
f"{base}/20221103.v2.LR.amip.NGD_v3atm.chrysalis", | ||
) | ||
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return test_data_dirs # type: ignore | ||
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if __name__ == "__main__": | ||
run_all_sets() |
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