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add radiative fluxes to leaderboard #846

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Jun 11, 2024
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Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,7 @@ land_albedo_type: "map_temporal"
mode_name: "amip"
mono_surface: false
netcdf_output_at_levels: true
start_date: "19790301"
start_date: "20100101"
surface_setup: "PrescribedSurface"
t_end: "200secs"
topo_smoothing: true
Expand Down
2 changes: 1 addition & 1 deletion config/longrun_configs/amip_target.yml
Original file line number Diff line number Diff line change
Expand Up @@ -14,7 +14,7 @@ land_albedo_type: "map_temporal"
mode_name: "amip"
mono_surface: false
rad: "allskywithclear"
start_date: "19790301"
start_date: "20100101"
surface_setup: "PrescribedSurface"
t_end: "100days"
turb_flux_partition: "CombinedStateFluxesMOST"
Expand Down
2 changes: 1 addition & 1 deletion config/longrun_configs/amip_target_topo.yml
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@ mode_name: "amip"
mono_surface: false
netcdf_interpolate_z_over_msl: true
rad: "allskywithclear"
start_date: "19790301"
start_date: "20100101"
surface_setup: "PrescribedSurface"
t_end: "100days"
topo_smoothing: true
Expand Down
2 changes: 1 addition & 1 deletion config/longrun_configs/dyamond_target.yml
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,6 @@ land_albedo_type: "map_temporal"
mode_name: "amip"
mono_surface: false
monthly_checkpoint: false
start_date: "19790301"
start_date: "20100101"
t_end: "1days"
turb_flux_partition: "CombinedStateFluxesMOST"
2 changes: 1 addition & 1 deletion config/longrun_configs/longrun_amip_dyamond.yml
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,6 @@ land_albedo_type: "map_temporal"
mode_name: "amip"
mono_surface: false
monthly_checkpoint: false
start_date: "19790301"
start_date: "20100101"
t_end: "1days"
turb_flux_partition: "CombinedStateFluxesMOST"
11 changes: 9 additions & 2 deletions experiments/ClimaEarth/Artifacts.toml
Original file line number Diff line number Diff line change
Expand Up @@ -10,10 +10,10 @@ git-tree-sha1 = "9969543acd3c9084b8238b7858d0c76aa0bf98a7"
git-tree-sha1 = "b377e7c997804b47720b8e7243361d399d108441"

[cmip_model_rmse]
git-tree-sha1 = "aa2d5178a656e9ce7a37698d978d8ed92aa46d99"
git-tree-sha1 = "53a27731c0a2ec60756af24e4c60ac37da4a32bc"

[[cmip_model_rmse.download]]
sha256 = "b019d40510cebc678899a74d2cf14e33aa60452805478b2bf7176b891012aa97"
sha256 = "3e8fa41df226dda9d375f8cb9dbeee3e10f9fceabcad2c7b91c9633b489b0437"
url = "https://caltech.box.com/shared/static/lmzvnjkxctlb0fanieeqxll0vdrbei9e.gz"

[precipitation_obs]
Expand All @@ -22,3 +22,10 @@ git-tree-sha1 = "7486bf32e9352493f69364aead26f01eaf90d2af"
[[precipitation_obs.download]]
sha256 = "463ebc1886c4e0be9656656da699f2cbb87d7c2568d5e81277c0c8a415dc8143"
url = "https://caltech.box.com/shared/static/j63uak557kw7tlzb3dgwifoaeczekzm4.gz"

[radiation_obs]
git-tree-sha1 = "c9eef049fc3bf057f35332c316755a694b0eb5ef"

[[radiation_obs.download]]
sha256 = "3274926803246cd3738e2d9f36c3fc2652fdb564fba80ddcb10860fd5d8cb552"
url = "https://caltech.box.com/shared/static/odvaz76hi3ujakhwgkilzbitk49ty1fw.gz"
2 changes: 1 addition & 1 deletion experiments/ClimaEarth/run_amip.jl
Original file line number Diff line number Diff line change
Expand Up @@ -938,7 +938,7 @@ if ClimaComms.iamroot(comms_ctx)
@info output_dates

include("user_io/leaderboard.jl")
compare_vars = ["pr"]
compare_vars = ["pr", "rsut", "rlut"]
function compute_biases(dates)
if isempty(dates)
return map(x -> 0.0, compare_vars)
Expand Down
33 changes: 21 additions & 12 deletions experiments/ClimaEarth/user_io/leaderboard/cmip_rmse.jl
Original file line number Diff line number Diff line change
@@ -1,19 +1,26 @@
import Statistics: median

pr_file_path = joinpath(@clima_artifact("cmip_model_rmse"), "pr_rmse_amip_pr_amip_5yr.csv")
const RMSE_FILE_PATHS = Dict()

open(pr_file_path, "r") do io
# Skip the header
header = readline(io)
RMSE_FILE_PATHS["pr"] = joinpath(@clima_artifact("cmip_model_rmse"), "pr_rmse_amip_pr_amip_5yr.csv")
RMSE_FILE_PATHS["rsut"] = joinpath(@clima_artifact("cmip_model_rmse"), "rsut_rmse_amip_rsut_amip_5yr.csv")
RMSE_FILE_PATHS["rlut"] = joinpath(@clima_artifact("cmip_model_rmse"), "rlut_rmse_amip_rlut_amip_5yr.csv")

# Process each line
for line in eachline(io)
# Split the line by comma
fields = split(line, ',')
model_name = fields[1]
DJF, MAM, JJA, SON, ANN = map(x -> parse(Float64, x), fields[2:end])
short_names = ["pr", "rsut", "rlut"]
for short_name in short_names
open(RMSE_FILE_PATHS[short_name], "r") do io
# Skip the header
header = readline(io)

push!(OTHER_MODELS_RMSEs["pr"], RMSEs(; model_name, DJF, MAM, JJA, SON, ANN))
# Process each line
for line in eachline(io)
# Split the line by comma
fields = split(line, ',')
model_name = fields[1]
DJF, MAM, JJA, SON, ANN = map(x -> parse(Float64, x), fields[2:end])

push!(OTHER_MODELS_RMSEs[short_name], RMSEs(; model_name, DJF, MAM, JJA, SON, ANN))
end
end
end

Expand Down Expand Up @@ -71,4 +78,6 @@ function RSME_stats(vecRMSEs)
(; best_single_model = best_single_model(vecRMSEs), median_model, worst_model, best_model)
end

COMPARISON_RMSEs["pr"] = RSME_stats(OTHER_MODELS_RMSEs["pr"])
for short_name in short_names
COMPARISON_RMSEs[short_name] = RSME_stats(OTHER_MODELS_RMSEs[short_name])
end
36 changes: 21 additions & 15 deletions experiments/ClimaEarth/user_io/leaderboard/compare_with_obs.jl
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,10 @@ function preprocess_pr_fn(data)
return data .* Float32(-86400)
end

function replace_nan(x; v = 0.0)
return map(x -> isnan(x) ? zero(x) : x, v)
end

Base.@kwdef struct RMSEs
model_name::String
ANN::Union{<:Real, ClimaAnalysis.OutputVar} = 0.0
Expand All @@ -28,26 +32,28 @@ OBS_DS["pr"] = ObsDataSource(;
path = joinpath(@clima_artifact("precipitation_obs"), "gpcp.precip.mon.mean.197901-202305.nc"),
var_name = "precip",
)

SIM_DS_KWARGS["pr"] = (; preprocess_data_fn = preprocess_pr_fn, new_units = "mm / day")

OTHER_MODELS_RMSEs["pr"] = []

include("cmip_rmse.jl")
OBS_DS["rsut"] = ObsDataSource(;
path = joinpath(@clima_artifact("radiation_obs"), "CERES_EBAF-TOA_Ed4.2_Subset_200003-202303.g025.nc"),
var_name = "toa_sw_all_mon",
)
SIM_DS_KWARGS["rsut"] = (;)
OTHER_MODELS_RMSEs["rsut"] = []

# OBS_DS["rsut"] = ObsDataSource(;
# path = "OBS/CERES_EBAF-TOA_Ed4.2_Subset_200003-202303.g025.nc",
# var_name = "toa_sw_all_mon",
# )
OBS_DS["rlut"] = ObsDataSource(;
path = joinpath(@clima_artifact("radiation_obs"), "CERES_EBAF-TOA_Ed4.2_Subset_200003-202303.g025.nc"),
var_name = "toa_lw_all_mon",
)
SIM_DS_KWARGS["rlut"] = (;)
OTHER_MODELS_RMSEs["rlut"] = []

# OBS_DS["rlut"] = ObsDataSource(;
# path = "OBS/CERES_EBAF-TOA_Ed4.2_Subset_200003-202303.g025.nc",
# var_name = "toa_lw_all_mon",
# )
include("cmip_rmse.jl")

function bias(output_dir::AbstractString, short_name::AbstractString, target_dates::AbstractArray{<:Dates.DateTime})
obs = OBS_DS[short_name]
sim = SimDataSource(; path = output_dir, short_name, SIM_DS_KWARGS["pr"]...)
sim = SimDataSource(; path = output_dir, short_name, SIM_DS_KWARGS[short_name]...)
return bias(obs, sim, target_dates)
end

Expand All @@ -59,7 +65,7 @@ function plot_biases(biases; output_path)
fig = CairoMakie.Figure(; size = (600, 300 * length(biases)))
loc = 1
for bias_var in biases
ClimaAnalysis.Visualize.heatmap2D_on_globe!(fig, bias_var; p_loc = (1, loc))
ClimaAnalysis.Visualize.heatmap2D_on_globe!(fig, bias_var; p_loc = (loc, 1))
loc = loc + 1
end
CairoMakie.save(output_path, fig)
Expand Down Expand Up @@ -101,10 +107,10 @@ function plot_leaderboard(rmses; output_path)
short_name = rmse.ANN.attributes["var_short_name"]
units = rmse.ANN.attributes["units"]
ax = CairoMakie.Axis(
fig[1, loc],
fig[loc, 1],
ylabel = "$short_name [$units]",
xticks = (1:5, ["Ann", "DJF", "JJA", "MAM", "SON"]),
title = "Global RMSE",
title = "Global RMSE $short_name [$units]",
)

# Against other models
Expand Down
11 changes: 9 additions & 2 deletions test/Artifacts.toml
Original file line number Diff line number Diff line change
@@ -1,8 +1,8 @@
[cmip_model_rmse]
git-tree-sha1 = "aa2d5178a656e9ce7a37698d978d8ed92aa46d99"
git-tree-sha1 = "53a27731c0a2ec60756af24e4c60ac37da4a32bc"

[[cmip_model_rmse.download]]
sha256 = "b019d40510cebc678899a74d2cf14e33aa60452805478b2bf7176b891012aa97"
sha256 = "3e8fa41df226dda9d375f8cb9dbeee3e10f9fceabcad2c7b91c9633b489b0437"
url = "https://caltech.box.com/shared/static/lmzvnjkxctlb0fanieeqxll0vdrbei9e.gz"

[precipitation_obs]
Expand All @@ -11,3 +11,10 @@ git-tree-sha1 = "7486bf32e9352493f69364aead26f01eaf90d2af"
[[precipitation_obs.download]]
sha256 = "463ebc1886c4e0be9656656da699f2cbb87d7c2568d5e81277c0c8a415dc8143"
url = "https://caltech.box.com/shared/static/j63uak557kw7tlzb3dgwifoaeczekzm4.gz"

[radiation_obs]
git-tree-sha1 = "c9eef049fc3bf057f35332c316755a694b0eb5ef"

[[radiation_obs.download]]
sha256 = "3274926803246cd3738e2d9f36c3fc2652fdb564fba80ddcb10860fd5d8cb552"
url = "https://caltech.box.com/shared/static/odvaz76hi3ujakhwgkilzbitk49ty1fw.gz"
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