{
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"source": [
"# ILAMB\n",
"\n",
"The output from ILAMB is in the link below.\n",
"\n",
"\n",
"Note that ILAMB is currently run by users via the following process:\n",
"1) Install ILAMB\n",
"2) Use the `CUPiD/helper_scripts/generate_ilamb_config_files.py` script to generate ILAMB config files based on a CUPiD configuration file.\n",
" * `cd CUPiD/examples/external_diag_packages`\n",
" * `../../helper_scripts/generate_ilamb_config_files.py --cupid-config-loc . --run-type RUN_TYPE`\n",
"4) Run ILAMB with the newly created configuration file.\n",
" * `qinteractive -l select=1:ncpus=1:mpiprocs=1:mem=100G -l walltime=06:00:00` (specific for NCAR users)\n",
" * follow the printed instructions"
]
},
{
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"source": [
"import os\n",
"\n",
"from IPython.core.display import HTML, Image\n",
"from IPython.display import display"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2a759f1b-eca7-4eec-a16a-eede1a6ab36c",
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"status": "completed"
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"tags": [
"parameters",
"hide-cell"
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"source": [
"ilamb_root = \".\"\n",
"base_case_name = None\n",
"start_date = \"\"\n",
"end_date = \"\"\n",
"base_start_date = None\n",
"base_end_date = None\n",
"key_plots = None\n",
"print_table = False\n",
"# ilamb_root will be external_diag_packages/computed_notebooks/ILAMB/"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1f311192",
"metadata": {
"execution": {
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"start_time": "2026-03-09T16:11:47.732995",
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"tags": [
"injected-parameters"
]
},
"outputs": [],
"source": [
"# Parameters\n",
"case_name = \"b.e30_alpha08b.B1850C_LTso.ne30_t232_wgx3.313\"\n",
"base_case_name = \"b.e30_alpha08b.B1850C_LTso.ne30_t232_wgx3.308\"\n",
"case_nickname = \"BLT1850_313\"\n",
"base_case_nickname = \"BLT1850_308\"\n",
"CESM_output_dir = \"/glade/campaign/cesm/development/cross-wg/diagnostic_framework/CESM_output_for_testing\"\n",
"start_date = \"0001-01-01\"\n",
"end_date = \"0044-01-01\"\n",
"climo_start_year = 24\n",
"climo_end_year = 44\n",
"base_start_date = \"0001-01-01\"\n",
"base_end_date = \"0105-01-01\"\n",
"base_climo_start_year = 85\n",
"base_climo_end_year = 105\n",
"obs_data_dir = (\n",
" \"/glade/campaign/cesm/development/cross-wg/diagnostic_framework/CUPiD_obs_data\"\n",
")\n",
"ts_dir = None\n",
"lc_kwargs = {\"threads_per_worker\": 1}\n",
"serial = False\n",
"ilamb_root = \"../../examples/313v308/ILAMB_output\"\n",
"key_plots = [\n",
" \"EcosystemandCarbonCycle/GrossPrimaryProductivity/FLUXCOM/*_global_bias.png\",\n",
" \"EcosystemandCarbonCycle/LeafAreaIndex/AVHRR/*1_global_bias.png\",\n",
" \"EcosystemandCarbonCycle/GlobalNetEcosystemCarbonBalance/GCP/*_global_accumulate.png\",\n",
" \"HydrologyCycle/Permafrost/Brown2002/*_global_bias.png\",\n",
"]\n",
"print_table = True\n",
"subset_kwargs = {}\n",
"product = \"/glade/u/home/dsanders/cesm_dev/CUPiD/examples/313v308/computed_notebooks//lnd/ILAMB.ipynb\"\n"
]
},
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"id": "81bf4573-8806-486f-a2f6-79e244415c07",
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"source": [
"# Want some base case parameter defaults to equal control case values\n",
"if base_case_name is not None:\n",
" if base_start_date is None:\n",
" base_start_date = start_date\n",
"\n",
" if base_end_date is None:\n",
" base_end_date = end_date"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "4104f878-a8c3-4d0f-8c00-555e6b2b3273",
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"editable": true,
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"source": [
"# convert start-date and end-date to year range\n",
"case_year_range = [int(start_date.split(\"-\")[0]), int(end_date.split(\"-\")[0]) - 1]\n",
"\n",
"base_case_year_range = [\n",
" int(base_start_date.split(\"-\")[0]),\n",
" int(base_end_date.split(\"-\")[0]) - 1,\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ee0774cc-c68a-4385-b94c-08fa806f28c0",
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"start_time": "2026-03-09T16:11:47.824653",
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"outputs": [
{
"data": {
"text/html": [
"Full ILAMB output"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(\n",
" HTML(\n",
" 'Full ILAMB output'\n",
" )\n",
")"
]
},
{
"cell_type": "markdown",
"id": "f9234aec-1fe5-4bbf-ad6c-fb565297afbe",
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"source": [
"## Key Metrics from ILAMB\n",
"\n",
"Some important things to look at from ILAMB:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "be819352-c723-4f48-afac-d93f6d192f96",
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"duration": 0.042189,
"end_time": "2026-03-09T16:11:47.972836",
"exception": false,
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"status": "completed"
},
"slideshow": {
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},
"tags": [
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},
"outputs": [],
"source": [
"for path_to_key_plot in key_plots:\n",
" full_path = os.path.join(ilamb_root, path_to_key_plot)\n",
" if os.path.isfile(full_path):\n",
" print(full_path)\n",
" display(Image(full_path))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "de0bc64c",
"metadata": {
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"start_time": "2026-03-09T16:11:47.975672",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/glade/work/dsanders/conda-envs/cupid-analysis/lib/python3.13/site-packages/IPython/core/display.py:447: UserWarning: Consider using IPython.display.IFrame instead\n",
" warnings.warn(\"Consider using IPython.display.IFrame instead\")\n"
]
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"score_chart = os.path.join(ilamb_root, \"index.html\")\n",
"\n",
"if print_table:\n",
" display(HTML(f''))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "cupid-analysis",
"language": "python",
"name": "cupid-analysis"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.11"
},
"papermill": {
"duration": 1.19862,
"end_time": "2026-03-09T16:11:48.229871",
"exception": null,
"input_path": "/glade/derecho/scratch/dsanders/tmp/tmpy5njvvxi.ipynb",
"output_path": "/glade/u/home/dsanders/cesm_dev/CUPiD/examples/313v308/computed_notebooks/lnd/ILAMB.ipynb",
"parameters": {
"CESM_output_dir": "/glade/campaign/cesm/development/cross-wg/diagnostic_framework/CESM_output_for_testing",
"base_case_name": "b.e30_alpha08b.B1850C_LTso.ne30_t232_wgx3.308",
"base_case_nickname": "BLT1850_308",
"base_climo_end_year": 105,
"base_climo_start_year": 85,
"base_end_date": "0105-01-01",
"base_start_date": "0001-01-01",
"case_name": "b.e30_alpha08b.B1850C_LTso.ne30_t232_wgx3.313",
"case_nickname": "BLT1850_313",
"climo_end_year": 44,
"climo_start_year": 24,
"end_date": "0044-01-01",
"ilamb_root": "../../examples/313v308/ILAMB_output",
"key_plots": [
"EcosystemandCarbonCycle/GrossPrimaryProductivity/FLUXCOM/*_global_bias.png",
"EcosystemandCarbonCycle/LeafAreaIndex/AVHRR/*1_global_bias.png",
"EcosystemandCarbonCycle/GlobalNetEcosystemCarbonBalance/GCP/*_global_accumulate.png",
"HydrologyCycle/Permafrost/Brown2002/*_global_bias.png"
],
"lc_kwargs": {
"threads_per_worker": 1
},
"obs_data_dir": "/glade/campaign/cesm/development/cross-wg/diagnostic_framework/CUPiD_obs_data",
"print_table": true,
"product": "/glade/u/home/dsanders/cesm_dev/CUPiD/examples/313v308/computed_notebooks//lnd/ILAMB.ipynb",
"serial": false,
"start_date": "0001-01-01",
"subset_kwargs": {},
"ts_dir": null
},
"start_time": "2026-03-09T16:11:47.031251"
}
},
"nbformat": 4,
"nbformat_minor": 5
}