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Support large scale analysis on ultra-high res data via Dask #952

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ba70873
Initial prototype of dask distributed to replace dask.bag
tomvothecoder Mar 12, 2025
a821e11
Fix rebase issues
tomvothecoder Jul 21, 2025
e4b8f61
Rename `memory_limit` to `dask_memory_limit`
tomvothecoder Aug 27, 2025
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385 changes: 385 additions & 0 deletions auxiliary_tools/949_dask_distributed/v2_run.cfg
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# [#]
# sets = ["lat_lon"]
# case_id = "ERA5"
# variables = ["TREFHT"]
# regions = ["land"]
# ref_name = "ERA5"
# reference_name = "ERA5 Reanalysis"
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]
# regrid_method = "bilinear"

[#]
sets = ["lat_lon"]
case_id = "ERA5"
variables = ["QREFHT"]
ref_name = "ERA5_ext"
reference_name = "ERA5 Reanalysis"
seasons=["ANN"]
seasons = ["ANN"]
contour_levels = [0.2, 0.5, 1, 2.5, 5, 7.5, 10, 12.5, 15, 17.5]
diff_levels = [-5, -4, -3, -2, -1, -0.25, 0.25, 1, 2, 3, 4, 5]

[#]
sets = ["lat_lon"]
case_id = "GPCP_v3.2"
variables = ["PRECT"]
ref_name = "GPCP_v3.2"
reference_name = "GPCP_v3.2"
seasons=["ANN"]
regions = ["global"]
test_colormap = "WhiteBlueGreenYellowRed.rgb"
reference_colormap = "WhiteBlueGreenYellowRed.rgb"
diff_colormap = "BrBG"
contour_levels = [0.5, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16]
diff_levels = [-5, -4, -3, -2, -1, -0.5, 0.5, 1, 2, 3, 4, 5]

[#]
sets = ["lat_lon"]
case_id = "SST_CL_HadISST"
variables = ["SST"]
ref_name = "HadISST_CL"
reference_name = "HadISST (Climatology)"
seasons=["ANN"]
contour_levels = [-1, 0, 1, 3, 6, 9, 12, 15, 18, 20, 22, 24, 26, 28, 29]
diff_levels = [-5, -4, -3, -2, -1, -0.5, -0.2, 0.2, 0.5, 1, 2, 3, 4, 5]
regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "SST_PD_HadISST"
# variables = ["SST"]
# ref_name = "HadISST_PD"
# reference_name = "HadISST (Present Day)"
# seasons=["ANN"]
# contour_levels = [-1, 0, 1, 3, 6, 9, 12, 15, 18, 20, 22, 24, 26, 28, 29]
# diff_levels = [-5, -4, -3, -2, -1, -0.5, -0.2, 0.2, 0.5, 1, 2, 3, 4, 5]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "SST_PI_HadISST"
# variables = ["SST"]
# ref_name = "HadISST_PI"
# reference_name = "HadISST (Pre-Indust)"
# seasons=["ANN"]
# contour_levels = [-1, 0, 1, 3, 6, 9, 12, 15, 18, 20, 22, 24, 26, 28, 29]
# diff_levels = [-5, -4, -3, -2, -1, -0.5, -0.2, 0.2, 0.5, 1, 2, 3, 4, 5]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "AOD_550"
# variables = ["AODVIS"]
# ref_name = "MACv2"
# reference_name = "Max-Planck Aerosol climatology (MACv2)"
# regions = ["global"]
# seasons=["ANN"]
# diff_colormap = "BrBG_r"
# contour_levels = [0., 0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2]
# diff_levels = [-0.5, -0.4, -0.3, -0.2, -0.1, -0.05, -0.02, 0.02, 0.05, 0.1, 0.2, 0.3, 0.4, 0.5]

# [#]
# sets = ["lat_lon"]
# case_id = "ERA5"
# variables = ["TREFHT"]
# regions = ["land"]
# ref_name = "ERA5"
# reference_name = "ERA5 Reanalysis"
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "ERA5"
# variables = ["QREFHT"]
# ref_name = "ERA5_ext"
# reference_name = "ERA5 Reanalysis"
# seasons=["ANN"]
# seasons = ["ANN"]
# contour_levels = [0.2, 0.5, 1, 2.5, 5, 7.5, 10, 12.5, 15, 17.5]
# diff_levels = [-5, -4, -3, -2, -1, -0.25, 0.25, 1, 2, 3, 4, 5]

# [#]
# sets = ["lat_lon"]
# case_id = "GPCP_v3.2"
# variables = ["PRECT"]
# ref_name = "GPCP_v3.2"
# reference_name = "GPCP_v3.2"
# seasons=["ANN"]
# regions = ["global"]
# test_colormap = "WhiteBlueGreenYellowRed.rgb"
# reference_colormap = "WhiteBlueGreenYellowRed.rgb"
# diff_colormap = "BrBG"
# contour_levels = [0.5, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16]
# diff_levels = [-5, -4, -3, -2, -1, -0.5, 0.5, 1, 2, 3, 4, 5]

# [#]
# sets = ["lat_lon"]
# case_id = "SST_CL_HadISST"
# variables = ["SST"]
# ref_name = "HadISST_CL"
# reference_name = "HadISST (Climatology)"
# seasons=["ANN"]
# contour_levels = [-1, 0, 1, 3, 6, 9, 12, 15, 18, 20, 22, 24, 26, 28, 29]
# diff_levels = [-5, -4, -3, -2, -1, -0.5, -0.2, 0.2, 0.5, 1, 2, 3, 4, 5]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "SST_PD_HadISST"
# variables = ["SST"]
# ref_name = "HadISST_PD"
# reference_name = "HadISST (Present Day)"
# seasons=["ANN"]
# contour_levels = [-1, 0, 1, 3, 6, 9, 12, 15, 18, 20, 22, 24, 26, 28, 29]
# diff_levels = [-5, -4, -3, -2, -1, -0.5, -0.2, 0.2, 0.5, 1, 2, 3, 4, 5]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "SST_PI_HadISST"
# variables = ["SST"]
# ref_name = "HadISST_PI"
# reference_name = "HadISST (Pre-Indust)"
# seasons=["ANN"]
# contour_levels = [-1, 0, 1, 3, 6, 9, 12, 15, 18, 20, 22, 24, 26, 28, 29]
# diff_levels = [-5, -4, -3, -2, -1, -0.5, -0.2, 0.2, 0.5, 1, 2, 3, 4, 5]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "AOD_550"
# variables = ["AODVIS"]
# ref_name = "MACv2"
# reference_name = "Max-Planck Aerosol climatology (MACv2)"
# regions = ["global"]
# seasons=["ANN"]
# diff_colormap = "BrBG_r"
# contour_levels = [0., 0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2]
# diff_levels = [-0.5, -0.4, -0.3, -0.2, -0.1, -0.05, -0.02, 0.02, 0.05, 0.1, 0.2, 0.3, 0.4, 0.5]

# [#]
# sets = ["lat_lon"]
# case_id = "ERA5"
# variables = ["U10"]
# ref_name = "ERA5_ext"
# reference_name = "ERA5 Reanalysis"
# seasons = ["ANN"]
# seasons = ["ANN"]
# contour_levels = [2, 4, 6, 8, 10, 12, 14, 16, 18, 20]
# diff_levels = [-8, -6, -5, -4, -3, -2, -1, 1, 2, 3, 4, 5, 6, 8]

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["PSL"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# seasons=["ANN"]
# contour_levels = [955, 965, 975,980, 985, 990, 995, 1000, 1005, 1010, 1015, 1020, 1025, 1035]
# diff_levels = [ -16, -12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12, 16]

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["T"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# seasons = ["ANN"]
# plevs = [850.0]
# contour_levels = [240, 245, 250, 255, 260, 265, 270, 275, 280, 285, 290, 295]
# diff_levels = [-10, -7.5, -5, -4, -3, -2, -1, -0.5, 0.5, 1, 2, 3, 4, 5, 7.5, 10]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TAUXY"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# regions = ["ocean"]
# seasons=["ANN"]
# test_colormap = "Purples"
# reference_colormap = "Purples"
# diff_colormap = "RdBu"
# contour_levels = [0., 0.025, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5]
# diff_levels = [-0.13, -0.11, -0.09, -0.07, -0.05, -0.03, -0.01, 0.01, 0.03, 0.05, 0.07, 0.09, 0.11, 0.13]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TREFHT"]
# regions = ["land"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TREFMNAV"]
# regions = ["land"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# regions = ["global"]
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TREFMXAV"]
# regions = ["global"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# regions = ["global"]
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]

# [#]
# sets = ["lat_lon"]
# case_id = "OMI-MLS"
# variables = ["TCO"]
# regions = ["60S60N"]
# ref_name = "OMI-MLS"
# reference_name = "OMI-MLS"
# seasons=["ANN"]
# test_colormap = "WhiteBlueGreenYellowRed.rgb"
# reference_colormap = "WhiteBlueGreenYellowRed.rgb"
# diff_colormap = "diverging_bwr.rgb"
# contour_levels = [12,16,20,24,28,32,36,40,44]
# diff_levels = [-20,-15,-10,-5,-2,2,5,10,15,20]

# [#]
# sets = ["lat_lon"]
# case_id = "CERES-EBAF-surface-v4.1"
# variables = ["ALBEDO_SRF"]
# ref_name = "ceres_ebaf_surface_v4.1"
# reference_name = "CERES-EBAF v4.1"
# seasons=["ANN"]
# contour_levels = [0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75]
# diff_levels = [-0.25, -0.2, -0.15, -0.1, -0.07, -0.05, -0.02, 0.02, 0.05, 0.07, 0.1, 0.15, 0.2, 0.25]

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["OMEGA"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# seasons = ["ANN"]
# plevs = [850.0]
# test_colormap = "PiYG_r"
# reference_colormap = "PiYG_r"
# contour_levels = [-220,-180,-140,-100,-60,-20,-10, 10,20, 60, 100, 140, 180, 220]
# diff_levels = [-80,-60,-40,-32,-24,-16,-8,-4, 4,8,16,24,32,40,60,80]
# regrid_method = "bilinear"


# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["PSL"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# seasons=["ANN"]
# contour_levels = [955, 965, 975,980, 985, 990, 995, 1000, 1005, 1010, 1015, 1020, 1025, 1035]
# diff_levels = [ -16, -12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12, 16]

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["T"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# seasons = ["ANN"]
# plevs = [850.0]
# contour_levels = [240, 245, 250, 255, 260, 265, 270, 275, 280, 285, 290, 295]
# diff_levels = [-10, -7.5, -5, -4, -3, -2, -1, -0.5, 0.5, 1, 2, 3, 4, 5, 7.5, 10]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TAUXY"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# regions = ["ocean"]
# seasons=["ANN"]
# test_colormap = "Purples"
# reference_colormap = "Purples"
# diff_colormap = "RdBu"
# contour_levels = [0., 0.025, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5]
# diff_levels = [-0.13, -0.11, -0.09, -0.07, -0.05, -0.03, -0.01, 0.01, 0.03, 0.05, 0.07, 0.09, 0.11, 0.13]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TREFHT"]
# regions = ["land"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TREFMNAV"]
# regions = ["land"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# regions = ["global"]
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]
# regrid_method = "bilinear"

# [#]
# sets = ["lat_lon"]
# case_id = "MERRA2"
# variables = ["TREFMXAV"]
# regions = ["global"]
# ref_name = "MERRA2"
# reference_name = "MERRA2 Reanalysis"
# regions = ["global"]
# seasons=["ANN"]
# contour_levels = [-35, -30, -25, -20, -15, -10, -5, 0, 5, 10, 15, 20, 25, 30, 35, 40]
# diff_levels = [-12, -8, -4, -2, -1, -0.5, 0.5, 1, 2, 4, 8, 12]

# [#]
# sets = ["lat_lon"]
# case_id = "OMI-MLS"
# variables = ["TCO"]
# regions = ["60S60N"]
# ref_name = "OMI-MLS"
# reference_name = "OMI-MLS"
# seasons=["ANN"]
# test_colormap = "WhiteBlueGreenYellowRed.rgb"
# reference_colormap = "WhiteBlueGreenYellowRed.rgb"
# diff_colormap = "diverging_bwr.rgb"
# contour_levels = [12,16,20,24,28,32,36,40,44]
# diff_levels = [-20,-15,-10,-5,-2,2,5,10,15,20]

# [#]
# sets = ["lat_lon"]
# case_id = "CERES-EBAF-surface-v4.1"
# variables = ["ALBEDO_SRF"]
# ref_name = "ceres_ebaf_surface_v4.1"
# reference_name = "CERES-EBAF v4.1"
# seasons=["ANN"]
# contour_levels = [0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75]
# diff_levels = [-0.25, -0.2, -0.15, -0.1, -0.07, -0.05, -0.02, 0.02, 0.05, 0.07, 0.1, 0.15, 0.2, 0.25]
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