{
"cells": [
{
"cell_type": "markdown",
"id": "623cbc23-45bf-4dfd-9f49-8d814d0394ba",
"metadata": {
"papermill": {
"duration": 0.003627,
"end_time": "2025-10-28T22:33:37.631558",
"exception": false,
"start_time": "2025-10-28T22:33:37.627931",
"status": "completed"
},
"tags": []
},
"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"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "82af7435-3849-4fd1-bb2d-2e062719ec5b",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.638353Z",
"iopub.status.busy": "2025-10-28T22:33:37.638034Z",
"iopub.status.idle": "2025-10-28T22:33:37.646288Z",
"shell.execute_reply": "2025-10-28T22:33:37.645759Z"
},
"papermill": {
"duration": 0.012577,
"end_time": "2025-10-28T22:33:37.647307",
"exception": false,
"start_time": "2025-10-28T22:33:37.634730",
"status": "completed"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-cell"
]
},
"outputs": [],
"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",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.653669Z",
"iopub.status.busy": "2025-10-28T22:33:37.653570Z",
"iopub.status.idle": "2025-10-28T22:33:37.655945Z",
"shell.execute_reply": "2025-10-28T22:33:37.655504Z"
},
"papermill": {
"duration": 0.006234,
"end_time": "2025-10-28T22:33:37.656523",
"exception": false,
"start_time": "2025-10-28T22:33:37.650289",
"status": "completed"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"parameters",
"hide-cell"
]
},
"outputs": [],
"source": [
"ilamb_root = \".\"\n",
"case_name = None\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": "9e2bfd54",
"metadata": {
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.659744Z",
"iopub.status.busy": "2025-10-28T22:33:37.659540Z",
"iopub.status.idle": "2025-10-28T22:33:37.665763Z",
"shell.execute_reply": "2025-10-28T22:33:37.665554Z"
},
"papermill": {
"duration": 0.008341,
"end_time": "2025-10-28T22:33:37.666198",
"exception": false,
"start_time": "2025-10-28T22:33:37.657857",
"status": "completed"
},
"tags": [
"injected-parameters"
]
},
"outputs": [],
"source": [
"# Parameters\n",
"case_name = \"b.e30_alpha07c_cesm.B1850C_LTso.ne30_t232_wgx3.232\"\n",
"base_case_name = \"b.e30_alpha07c_cesm.B1850C_LTso.ne30_t232_wgx3.228\"\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 = \"0021-01-01\"\n",
"base_start_date = \"0001-01-01\"\n",
"base_end_date = \"0045-01-01\"\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/key_metrics/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/work/richling/CUPid_pr_test/CUPiD/examples/key_metrics/computed_notebooks//lnd/ILAMB.ipynb\"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "81bf4573-8806-486f-a2f6-79e244415c07",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.669149Z",
"iopub.status.busy": "2025-10-28T22:33:37.669061Z",
"iopub.status.idle": "2025-10-28T22:33:37.676068Z",
"shell.execute_reply": "2025-10-28T22:33:37.675713Z"
},
"papermill": {
"duration": 0.00929,
"end_time": "2025-10-28T22:33:37.676892",
"exception": false,
"start_time": "2025-10-28T22:33:37.667602",
"status": "completed"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-cell"
]
},
"outputs": [],
"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",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.682047Z",
"iopub.status.busy": "2025-10-28T22:33:37.681838Z",
"iopub.status.idle": "2025-10-28T22:33:37.686502Z",
"shell.execute_reply": "2025-10-28T22:33:37.686118Z"
},
"papermill": {
"duration": 0.007954,
"end_time": "2025-10-28T22:33:37.687083",
"exception": false,
"start_time": "2025-10-28T22:33:37.679129",
"status": "completed"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-cell"
]
},
"outputs": [],
"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",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.690117Z",
"iopub.status.busy": "2025-10-28T22:33:37.690029Z",
"iopub.status.idle": "2025-10-28T22:33:37.701453Z",
"shell.execute_reply": "2025-10-28T22:33:37.700694Z"
},
"papermill": {
"duration": 0.013955,
"end_time": "2025-10-28T22:33:37.702440",
"exception": false,
"start_time": "2025-10-28T22:33:37.688485",
"status": "completed"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"Full ILAMB output"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(HTML('Full ILAMB output'))"
]
},
{
"cell_type": "markdown",
"id": "f9234aec-1fe5-4bbf-ad6c-fb565297afbe",
"metadata": {
"papermill": {
"duration": 0.001859,
"end_time": "2025-10-28T22:33:37.707664",
"exception": false,
"start_time": "2025-10-28T22:33:37.705805",
"status": "completed"
},
"tags": []
},
"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",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.711173Z",
"iopub.status.busy": "2025-10-28T22:33:37.710916Z",
"iopub.status.idle": "2025-10-28T22:33:37.714845Z",
"shell.execute_reply": "2025-10-28T22:33:37.714282Z"
},
"papermill": {
"duration": 0.006432,
"end_time": "2025-10-28T22:33:37.715412",
"exception": false,
"start_time": "2025-10-28T22:33:37.708980",
"status": "completed"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-input"
]
},
"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": {
"execution": {
"iopub.execute_input": "2025-10-28T22:33:37.718612Z",
"iopub.status.busy": "2025-10-28T22:33:37.718519Z",
"iopub.status.idle": "2025-10-28T22:33:37.725947Z",
"shell.execute_reply": "2025-10-28T22:33:37.725451Z"
},
"papermill": {
"duration": 0.009592,
"end_time": "2025-10-28T22:33:37.726510",
"exception": false,
"start_time": "2025-10-28T22:33:37.716918",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/glade/work/richling/conda-envs/cupid-analysis/lib/python3.11/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": "3.11.4"
},
"papermill": {
"duration": 0.901387,
"end_time": "2025-10-28T22:33:37.946303",
"exception": null,
"input_path": "/glade/derecho/scratch/richling/tmp/tmpm9bid1mb.ipynb",
"output_path": "/glade/work/richling/CUPid_pr_test/CUPiD/examples/key_metrics/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_alpha07c_cesm.B1850C_LTso.ne30_t232_wgx3.228",
"base_end_date": "0045-01-01",
"base_start_date": "0001-01-01",
"case_name": "b.e30_alpha07c_cesm.B1850C_LTso.ne30_t232_wgx3.232",
"end_date": "0021-01-01",
"ilamb_root": "../../examples/key_metrics/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/work/richling/CUPid_pr_test/CUPiD/examples/key_metrics/computed_notebooks//lnd/ILAMB.ipynb",
"serial": false,
"start_date": "0001-01-01",
"subset_kwargs": {},
"ts_dir": null
},
"start_time": "2025-10-28T22:33:37.044916"
}
},
"nbformat": 4,
"nbformat_minor": 5
}