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Feature 1561 use case ugrid python embedding (#1927)
Co-authored-by: George McCabe <23407799+georgemccabe@users.noreply.github.com>
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docs/use_cases/model_applications/unstructured_grids/README.rst
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Unstructured Grids | ||
------------------ | ||
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Unstructured grids used by models for numerical weather prediction. |
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""" | ||
StatAnalysis: UGRID | ||
=========================================================================== | ||
model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.conf | ||
""" | ||
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########################################### | ||
# Scientific Objective | ||
# -------------------- | ||
# | ||
# This use case demonstrates the use of python embedding to ingest and perform | ||
# verification on an unstructured grid. This foregoes the need to interpolate | ||
# to a regular grid as a step in the verification process, thereby avoiding | ||
# any incurred interpolation error in the process. | ||
# | ||
# In particular, this use case ingests a UK MET Office LFRic forecast file in | ||
# NetCDF format, which resides in the UGRID format of the cubed-sphere. The python | ||
# library Iris was developed to perform analysis on various UGRID formats, and is | ||
# employed here to ingest the file as well as perform direct interpolation | ||
# from the native forecast grid to observation locations, thereby forming matched | ||
# pairs to pass to stat_analysis. In order to perform the interpolation using a | ||
# nearest-neighbors approach, the geovista python package is also used to form a | ||
# KD tree to be used in identifying the interpolation points to be used. This | ||
# package is located at https://github.com/bjlittle/geovista/ and can be installed | ||
# from a development version. It is also required to install the pyvista python | ||
# package. ASCII files containing observations are also ingested. | ||
# | ||
# The python embedding script itself performs the interpolation in time, and | ||
# for this use case thins the observation data in order to reduce the run time. | ||
# It is also noted that the observations for this use case were fabricated and | ||
# correlated observation-forecast pairs are not expected. | ||
# | ||
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############################################################################## | ||
# Datasets | ||
# -------- | ||
# | ||
# | ||
# | **Data source:** UK MET Office LFRic forecast files in UGRID NetCDF format and observations in ASCII format | ||
# | ||
# | **Location:** All of the input data required for this use case can be found in the met_test sample data tarball. Click here to the METplus releases page and download sample data for the appropriate release: https://github.com/dtcenter/METplus/releases | ||
# | The tarball should be unpacked into the directory that you will set the value of INPUT_BASE. See `Running METplus`_ section for more information. | ||
# | | ||
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############################################################################## | ||
# METplus Components | ||
# ------------------ | ||
# | ||
# This use case utilizes the METplus StatAnalysis wrapper to search for | ||
# files that are valid for the given case and generate a command to run | ||
# the MET tool stat_analysis. | ||
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############################################################################## | ||
# METplus Workflow | ||
# ---------------- | ||
# | ||
# StatAnalysis is the only tool called in this example. It processes the following | ||
# run times: | ||
# | ||
# | **Valid:** 2021-05-05_00Z | ||
# | **Forecast lead:** 12 hour | ||
# | | ||
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############################################################################## | ||
# METplus Configuration | ||
# --------------------- | ||
# | ||
# METplus first loads all of the configuration files found in parm/metplus_config, | ||
# then it loads any configuration files passed to METplus via the command line | ||
# with the -c option, i.e. -c parm/use_cases/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.conf | ||
# | ||
# .. highlight:: bash | ||
# .. literalinclude:: ../../../../parm/use_cases/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.conf | ||
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############################################################################## | ||
# MET Configuration | ||
# ----------------- | ||
# | ||
# METplus sets environment variables based on user settings in the METplus configuration file. | ||
# See :ref:`How METplus controls MET config file settings<metplus-control-met>` for more details. | ||
# | ||
# **YOU SHOULD NOT SET ANY OF THESE ENVIRONMENT VARIABLES YOURSELF! THEY WILL BE OVERWRITTEN BY METPLUS WHEN IT CALLS THE MET TOOLS!** | ||
# | ||
# If there is a setting in the MET configuration file that is currently not supported by METplus you'd like to control, please refer to: | ||
# :ref:`Overriding Unsupported MET config file settings<met-config-overrides>` | ||
# | ||
# .. note:: See the :ref:`StatAnalysis MET Configuration<stat-analysis-met-conf>` section of the User's Guide for more information on the environment variables used in the file below: | ||
# | ||
# .. highlight:: bash | ||
# .. literalinclude:: ../../../../parm/met_config/STATAnalysisConfig_wrapped | ||
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############################################################################## | ||
# Python Embedding | ||
# ---------------- | ||
# | ||
# This use case uses a Python embedding script to read input data | ||
# | ||
# parm/use_cases/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed/ugrid_lfric_mpr.py | ||
# | ||
# .. highlight:: python | ||
# .. literalinclude:: ../../../../parm/use_cases/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed/ugrid_lfric_mpr.py | ||
# | ||
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############################################################################## | ||
# Running METplus | ||
# --------------- | ||
# | ||
# It is recommended to run this use case by: | ||
# | ||
# Passing in StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.conf then a user-specific system configuration file:: | ||
# | ||
# run_metplus.py -c /path/to/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.conf -c /path/to/user_system.conf | ||
# | ||
# The following METplus configuration variables must be set correctly to run this example.: | ||
# | ||
# * **INPUT_BASE** - Path to directory where sample data tarballs are unpacked (See Datasets section to obtain tarballs). | ||
# * **OUTPUT_BASE** - Path where METplus output will be written. This must be in a location where you have write permissions | ||
# * **MET_INSTALL_DIR** - Path to location where MET is installed locally | ||
# | ||
# Example User Configuration File:: | ||
# | ||
# [dir] | ||
# INPUT_BASE = /path/to/sample/input/data | ||
# OUTPUT_BASE = /path/to/output/dir | ||
# MET_INSTALL_DIR = /path/to/met-X.Y | ||
# | ||
# **NOTE:** All of these items must be found under the [dir] section. | ||
# | ||
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############################################################################## | ||
# Expected Output | ||
# --------------- | ||
# | ||
# A successful run will output the following both to the screen and to the logfile:: | ||
# | ||
# INFO: METplus has successfully finished running. | ||
# | ||
# Refer to the value set for **OUTPUT_BASE** to find where the output data was generated. | ||
# Output for this use case will be found in StatAnalysis_UGRID (relative to **OUTPUT_BASE**) | ||
# and will contain the following file: | ||
# | ||
# * dump.out | ||
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############################################################################## | ||
# Keywords | ||
# -------- | ||
# | ||
# .. note:: | ||
# | ||
# * StatAnalysisToolUseCase | ||
# * PythonEmbeddingFileUseCase | ||
# * UnstructureGridsUseCase | ||
# | ||
# Navigate to the :ref:`quick-search` page to discover other similar use cases. | ||
# | ||
# | ||
# sphinx_gallery_thumbnail_path = '_static/unstructured_grids-StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.png' |
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.../model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.conf
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[config] | ||
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# Documentation for this use case can be found at | ||
# https://metplus.readthedocs.io/en/latest/generated/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.html | ||
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# For additional information, please see the METplus Users Guide. | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide | ||
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### | ||
# Processes to run | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#process-list | ||
### | ||
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PROCESS_LIST = StatAnalysis | ||
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### | ||
# Time Info | ||
# LOOP_BY options are INIT, VALID, RETRO, and REALTIME | ||
# If set to INIT or RETRO: | ||
# INIT_TIME_FMT, INIT_BEG, INIT_END, and INIT_INCREMENT must also be set | ||
# If set to VALID or REALTIME: | ||
# VALID_TIME_FMT, VALID_BEG, VALID_END, and VALID_INCREMENT must also be set | ||
# LEAD_SEQ is the list of forecast leads to process | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#timing-control | ||
### | ||
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LOOP_BY = VALID | ||
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VALID_TIME_FMT = %Y%m%d%H | ||
VALID_BEG=2021050500 | ||
VALID_END=2021050500 | ||
VALID_INCREMENT = 6H | ||
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LEAD_SEQ = 0 | ||
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### | ||
# File I/O | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#directory-and-filename-template-info | ||
### | ||
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MODEL1_STAT_ANALYSIS_LOOKIN_DIR = python {PARM_BASE}/use_cases/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed/ugrid_lfric_mpr.py {INPUT_BASE}/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed/fcst_data/lfric_ver_20210505_0000.nc {INPUT_BASE}/model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed/obs_data | ||
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STAT_ANALYSIS_OUTPUT_DIR = {OUTPUT_BASE}/StatAnalysis_UGRID | ||
STAT_ANALYSIS_OUTPUT_TEMPLATE = job.out | ||
MODEL1_STAT_ANALYSIS_DUMP_ROW_TEMPLATE = dump.out | ||
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### | ||
# StatAnalysis Settings | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/wrappers.html#statanalysis | ||
### | ||
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MODEL1 = NA | ||
MODEL1_OBTYPE = NA | ||
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STAT_ANALYSIS_JOB_NAME = aggregate_stat | ||
STAT_ANALYSIS_JOB_ARGS = -out_line_type CNT -dump_row [dump_row_file] -line_type MPR -by FCST_VAR | ||
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MODEL_LIST = | ||
DESC_LIST = | ||
FCST_LEAD_LIST = | ||
OBS_LEAD_LIST = | ||
FCST_VALID_HOUR_LIST = | ||
FCST_INIT_HOUR_LIST = | ||
OBS_VALID_HOUR_LIST = | ||
OBS_INIT_HOUR_LIST = | ||
FCST_VAR_LIST = | ||
OBS_VAR_LIST = | ||
FCST_UNITS_LIST = | ||
OBS_UNITS_LIST = | ||
FCST_LEVEL_LIST = | ||
OBS_LEVEL_LIST = | ||
VX_MASK_LIST = | ||
INTERP_MTHD_LIST = | ||
INTERP_PNTS_LIST = | ||
FCST_THRESH_LIST = | ||
OBS_THRESH_LIST = | ||
COV_THRESH_LIST = | ||
ALPHA_LIST = | ||
LINE_TYPE_LIST = | ||
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GROUP_LIST_ITEMS = | ||
LOOP_LIST_ITEMS = MODEL_LIST |
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