diff --git a/config/forecasters-co2-mod-01.yaml b/config/forecasters-co2-mod-01.yaml
new file mode 100644
index 00000000..b95c6bad
--- /dev/null
+++ b/config/forecasters-co2-mod-01.yaml
@@ -0,0 +1,56 @@
+# yaml-language-server: $schema=../workflow/tools/config.schema.json
+description: |
+ Evaluate skill of COSMO-E emulator (M-1 forecaster).
+
+dates:
+ start: 2020-01-02T00:00
+ end: 2020-01-31T00:00
+ frequency: 24h
+
+runs:
+ - forecaster:
+ mlflow_id: d0846032fc7248a58b089cbe8fa4c511
+ label: M-1 forecaster
+ steps: 0/120/6
+ config: resources/inference/configs/sgm-forecaster-global_trimedge.yaml
+ extra_dependencies:
+ - git+https://github.com/ecmwf/anemoi-inference.git@0.8.3
+
+baselines:
+ - baseline:
+ baseline_id: COSMO-E
+ label: COSMO-E
+ root: /store_new/mch/msopr/ml/COSMO-E
+ steps: 0/120/6
+
+analysis:
+ label: COSMO KENDA
+ analysis_zarr: /scratch/mch/fzanetta/data/anemoi/datasets/mch-co2-an-archive-0p02-2015-2020-6h-v3-pl13.zarr
+
+stratification:
+ regions:
+ - jura
+ - mittelland
+ - voralpen
+ - alpennordhang
+ - innerealpentaeler
+ - alpensuedseite
+ root: /scratch/mch/bhendj/regions/Prognoseregionen_LV95_20220517
+
+locations:
+ output_root: output/
+ mlflow_uri:
+ - https://servicedepl.meteoswiss.ch/mlstore
+ - https://mlflow.ecmwf.int
+
+profile:
+ executor: slurm
+ global_resources:
+ gpus: 16
+ default_resources:
+ slurm_partition: "postproc"
+ cpus_per_task: 1
+ mem_mb_per_cpu: 1800
+ runtime: "23h"
+ gpus: 0
+ jobs: 50
diff --git a/config/forecasters-ich1_mod_01.yaml b/config/forecasters-ich1_mod_01.yaml
new file mode 100644
index 00000000..909e8180
--- /dev/null
+++ b/config/forecasters-ich1_mod_01.yaml
@@ -0,0 +1,57 @@
+# yaml-language-server: $schema=../workflow/tools/config.schema.json
+description: |
+ Evaluate skill of ICON-CH1 single.
+
+dates:
+ start: 2024-01-02T00:00
+ end: 2024-01-31T00:00
+ frequency: 24h
+
+runs:
+ - forecaster:
+ mlflow_id: b30acf68520a4bbd8324c44666561696
+ label: stage_C_icon_1km
+ steps: 0/120/6
+ config: resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ disable_local_eccodes_definitions: true
+ extra_dependencies:
+ - git+https://github.com/ecmwf/anemoi-inference.git@main
+
+baselines:
+- baseline:
+ baseline_id: ICON-CH1-EPS
+ label: ICON-CH1-EPS
+ root: /store_new/mch/msopr/ml/ICON-CH1-EPS
+ steps: 0/33/6
+
+analysis:
+ label: REA-L-CH1
+ analysis_zarr: /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+
+stratification:
+ regions:
+ - jura
+ - mittelland
+ - voralpen
+ - alpennordhang
+ - innerealpentaeler
+ - alpensuedseite
+ root: /scratch/mch/bhendj/regions/Prognoseregionen_LV95_20220517
+
+locations:
+ output_root: output/
+ mlflow_uri:
+ - https://servicedepl.meteoswiss.ch/mlstore
+ - https://mlflow.ecmwf.int
+
+profile:
+ executor: slurm
+ global_resources:
+ gpus: 16
+ default_resources:
+ slurm_partition: "postproc"
+ cpus_per_task: 1
+ mem_mb_per_cpu: 1800
+ runtime: "23h"
+ gpus: 0
+ jobs: 50
diff --git a/config/forecasters-ich1_mod_02_1yr.yaml b/config/forecasters-ich1_mod_02_1yr.yaml
new file mode 100644
index 00000000..e876f643
--- /dev/null
+++ b/config/forecasters-ich1_mod_02_1yr.yaml
@@ -0,0 +1,57 @@
+# yaml-language-server: $schema=../workflow/tools/config.schema.json
+description: |
+ Evaluate skill of ICON-CH1 single.
+
+dates:
+ start: 2024-01-02T00:00
+ end: 2024-12-25T00:00
+ frequency: 24h
+
+runs:
+ - forecaster:
+ mlflow_id: b30acf68520a4bbd8324c44666561696
+ label: stage_C_icon_1km
+ steps: 0/120/6
+ config: resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ disable_local_eccodes_definitions: true
+ extra_dependencies:
+ - git+https://github.com/ecmwf/anemoi-inference.git@main
+
+baselines:
+- baseline:
+ baseline_id: ICON-CH1-EPS
+ label: ICON-CH1-EPS
+ root: /store_new/mch/msopr/ml/ICON-CH1-EPS
+ steps: 0/33/6
+
+analysis:
+ label: REA-L-CH1
+ analysis_zarr: /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+
+stratification:
+ regions:
+ - jura
+ - mittelland
+ - voralpen
+ - alpennordhang
+ - innerealpentaeler
+ - alpensuedseite
+ root: /scratch/mch/bhendj/regions/Prognoseregionen_LV95_20220517
+
+locations:
+ output_root: output/
+ mlflow_uri:
+ - https://servicedepl.meteoswiss.ch/mlstore
+ - https://mlflow.ecmwf.int
+
+profile:
+ executor: slurm
+ global_resources:
+ gpus: 16
+ default_resources:
+ slurm_partition: "postproc"
+ cpus_per_task: 1
+ mem_mb_per_cpu: 1800
+ runtime: "23h"
+ gpus: 0
+ jobs: 50
diff --git a/examine_error_distr_fine_tune.ipynb b/examine_error_distr_fine_tune.ipynb
new file mode 100644
index 00000000..5685bb49
--- /dev/null
+++ b/examine_error_distr_fine_tune.ipynb
@@ -0,0 +1,597 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "b7660869",
+ "metadata": {},
+ "source": [
+ "Load Verification files and examine the distribution of the spatial components\n",
+ "to aid fine-tuning of the colour levels for the maps."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "f38d8953",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import xarray as xr\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "eefaf693",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "
<xarray.DataArray 'PS.RMSE.spatial' (eps: 1, values: 1147980)> Size: 5MB\n",
+ "[1147980 values with dtype=float32]\n",
+ "Coordinates:\n",
+ " * eps (eps) int64 8B 0\n",
+ " lead_time timedelta64[ns] 8B 5 days\n",
+ " init_hour int64 8B 0\n",
+ " season <U3 12B 'all'\n",
+ " lon (values) float64 9MB ...\n",
+ " lat (values) float64 9MB ...\n",
+ " latitude (values) float64 9MB ...\n",
+ " longitude (values) float64 9MB ...\n",
+ "Dimensions without coordinates: values
"
+ ],
+ "text/plain": [
+ " Size: 5MB\n",
+ "[1147980 values with dtype=float32]\n",
+ "Coordinates:\n",
+ " * eps (eps) int64 8B 0\n",
+ " lead_time timedelta64[ns] 8B 5 days\n",
+ " init_hour int64 8B 0\n",
+ " season "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# 1. Define and calculate the quantiles\n",
+ "q_list = [0.2, 0.4, 0.6, 0.8]\n",
+ "rmse_quantiles = dat_sel.quantile(q_list)\n",
+ "\n",
+ "plt.figure(figsize=(12, 7))\n",
+ "\n",
+ "# 2. Plot the histogram\n",
+ "# We set alpha=0.6 so the vertical lines are easier to see\n",
+ "dat_sel.plot.hist(bins=100, color='skyblue', edgecolor='white', alpha=0.6)\n",
+ "\n",
+ "# 3. Add vertical lines for each quantile\n",
+ "# We'll use a colormap to give each line a different color\n",
+ "colors = plt.cm.viridis(np.linspace(0, 1, len(q_list)))\n",
+ "\n",
+ "for q, val, color in zip(q_list, rmse_quantiles.values, colors):\n",
+ " # Format the label for the legend: e.g., \"50% (Median): 4.32\"\n",
+ " prob_label = f\"{int(q*100)}%\"\n",
+ " if q == 0.5: prob_label += \" (Median)\"\n",
+ " \n",
+ " label_text = f\"{prob_label}: {val:.3f}\"\n",
+ " \n",
+ " plt.axvline(val, color=color, linestyle='--', linewidth=2, label=label_text)\n",
+ "\n",
+ "# 4. Final plot styling\n",
+ "plt.title(f\"Distribution of {dat_sel.name}\\nwith Statistical Quantiles\", fontsize=14)\n",
+ "plt.xlabel(\"RMSE Value\", fontsize=12)\n",
+ "plt.ylabel(\"Frequency (Grid Points)\", fontsize=12)\n",
+ "\n",
+ "# Place the legend\n",
+ "plt.legend(title=\"Quantiles & Values\", loc='upper right', frameon=True, shadow=True)\n",
+ "\n",
+ "plt.grid(axis='y', alpha=0.3)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "evalml (3.12.12)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/snakemake_log.txt b/snakemake_log.txt
new file mode 100644
index 00000000..954cbf14
--- /dev/null
+++ b/snakemake_log.txt
@@ -0,0 +1,13914 @@
+Launching: snakemake --executor slurm --resources gpus=16 --default-resources slurm_partition=postproc cpus_per_task=1 mem_mb_per_cpu=1800 runtime=23h --jobs 50 --configfile config/forecasters-ich1_mod_02_1yr.yaml --cores 4 --dry-run experiment_all
+host: balfrin-ln002
+Building DAG of jobs...
+Job stats:
+job count
+---------------------------------- -------
+execute_inference 359
+experiment_all 1
+make_squashfs_image 1
+plot_summary_stat_maps 10
+plot_summary_stat_maps_baseline 10
+prepare_inference_forecaster 358
+report_experiment_dashboard 1
+verif_metrics 359
+verif_metrics_aggregation 1
+verif_metrics_aggregation_baseline 1
+verif_metrics_baseline 359
+verif_metrics_plot 1
+write_summary 1
+total 1462
+
+
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202402140000/config.yaml, output/data/runs/b30a-0209f019/202402140000/resources, output/data/runs/b30a-0209f019/202402140000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202402140000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202402140000.log
+ jobid: 497
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202402140000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202401170000/config.yaml, output/data/runs/b30a-0209f019/202401170000/resources, output/data/runs/b30a-0209f019/202401170000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202401170000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202401170000.log
+ jobid: 413
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202401170000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202407310000/config.yaml, output/data/runs/b30a-0209f019/202407310000/resources, output/data/runs/b30a-0209f019/202407310000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202407310000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202407310000.log
+ jobid: 1001
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202407310000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408280000/config.yaml, output/data/runs/b30a-0209f019/202408280000/resources, output/data/runs/b30a-0209f019/202408280000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408280000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408280000.log
+ jobid: 1085
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408280000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405180000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405180000.log
+ jobid: 140
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405180000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405180000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202404100000/config.yaml, output/data/runs/b30a-0209f019/202404100000/resources, output/data/runs/b30a-0209f019/202404100000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202404100000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202404100000.log
+ jobid: 665
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202404100000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202407030000/config.yaml, output/data/runs/b30a-0209f019/202407030000/resources, output/data/runs/b30a-0209f019/202407030000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202407030000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202407030000.log
+ jobid: 917
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202407030000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409070000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409070000.log
+ jobid: 252
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409070000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409070000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202409250000/config.yaml, output/data/runs/b30a-0209f019/202409250000/resources, output/data/runs/b30a-0209f019/202409250000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202409250000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202409250000.log
+ jobid: 1169
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202409250000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202410230000/config.yaml, output/data/runs/b30a-0209f019/202410230000/resources, output/data/runs/b30a-0209f019/202410230000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202410230000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202410230000.log
+ jobid: 1253
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202410230000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409080000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409080000.log
+ jobid: 253
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409080000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409080000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405190000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405190000.log
+ jobid: 141
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405190000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405190000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202401180000/config.yaml, output/data/runs/b30a-0209f019/202401180000/resources, output/data/runs/b30a-0209f019/202401180000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202401180000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202401180000.log
+ jobid: 416
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202401180000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408010000/config.yaml, output/data/runs/b30a-0209f019/202408010000/resources, output/data/runs/b30a-0209f019/202408010000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408010000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408010000.log
+ jobid: 1004
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408010000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408290000/config.yaml, output/data/runs/b30a-0209f019/202408290000/resources, output/data/runs/b30a-0209f019/202408290000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408290000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408290000.log
+ jobid: 1088
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408290000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405200000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405200000.log
+ jobid: 142
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405200000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405200000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202402150000/config.yaml, output/data/runs/b30a-0209f019/202402150000/resources, output/data/runs/b30a-0209f019/202402150000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202402150000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202402150000.log
+ jobid: 500
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202402150000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202404110000/config.yaml, output/data/runs/b30a-0209f019/202404110000/resources, output/data/runs/b30a-0209f019/202404110000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202404110000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202404110000.log
+ jobid: 668
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202404110000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202407040000/config.yaml, output/data/runs/b30a-0209f019/202407040000/resources, output/data/runs/b30a-0209f019/202407040000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202407040000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202407040000.log
+ jobid: 920
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202407040000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409090000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409090000.log
+ jobid: 254
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409090000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409090000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202409260000/config.yaml, output/data/runs/b30a-0209f019/202409260000/resources, output/data/runs/b30a-0209f019/202409260000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202409260000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202409260000.log
+ jobid: 1172
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202409260000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202410240000/config.yaml, output/data/runs/b30a-0209f019/202410240000/resources, output/data/runs/b30a-0209f019/202410240000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202410240000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202410240000.log
+ jobid: 1256
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202410240000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405210000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405210000.log
+ jobid: 143
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405210000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405210000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409100000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409100000.log
+ jobid: 255
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409100000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409100000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202401190000/config.yaml, output/data/runs/b30a-0209f019/202401190000/resources, output/data/runs/b30a-0209f019/202401190000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202401190000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202401190000.log
+ jobid: 419
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202401190000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408020000/config.yaml, output/data/runs/b30a-0209f019/202408020000/resources, output/data/runs/b30a-0209f019/202408020000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408020000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408020000.log
+ jobid: 1007
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408020000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408300000/config.yaml, output/data/runs/b30a-0209f019/202408300000/resources, output/data/runs/b30a-0209f019/202408300000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408300000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408300000.log
+ jobid: 1091
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408300000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405220000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405220000.log
+ jobid: 144
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405220000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405220000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202402160000/config.yaml, output/data/runs/b30a-0209f019/202402160000/resources, output/data/runs/b30a-0209f019/202402160000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202402160000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202402160000.log
+ jobid: 503
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202402160000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202404120000/config.yaml, output/data/runs/b30a-0209f019/202404120000/resources, output/data/runs/b30a-0209f019/202404120000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202404120000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202404120000.log
+ jobid: 671
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202404120000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202407050000/config.yaml, output/data/runs/b30a-0209f019/202407050000/resources, output/data/runs/b30a-0209f019/202407050000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202407050000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202407050000.log
+ jobid: 923
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202407050000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409110000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409110000.log
+ jobid: 256
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409110000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409110000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202409270000/config.yaml, output/data/runs/b30a-0209f019/202409270000/resources, output/data/runs/b30a-0209f019/202409270000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202409270000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202409270000.log
+ jobid: 1175
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202409270000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202410250000/config.yaml, output/data/runs/b30a-0209f019/202410250000/resources, output/data/runs/b30a-0209f019/202410250000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202410250000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202410250000.log
+ jobid: 1259
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202410250000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405230000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405230000.log
+ jobid: 145
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405230000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405230000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409120000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409120000.log
+ jobid: 257
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409120000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409120000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202401200000/config.yaml, output/data/runs/b30a-0209f019/202401200000/resources, output/data/runs/b30a-0209f019/202401200000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202401200000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202401200000.log
+ jobid: 422
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202401200000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408030000/config.yaml, output/data/runs/b30a-0209f019/202408030000/resources, output/data/runs/b30a-0209f019/202408030000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408030000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408030000.log
+ jobid: 1010
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408030000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408310000/config.yaml, output/data/runs/b30a-0209f019/202408310000/resources, output/data/runs/b30a-0209f019/202408310000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408310000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408310000.log
+ jobid: 1094
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408310000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405240000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405240000.log
+ jobid: 146
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405240000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405240000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202402170000/config.yaml, output/data/runs/b30a-0209f019/202402170000/resources, output/data/runs/b30a-0209f019/202402170000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202402170000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202402170000.log
+ jobid: 506
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202402170000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202404130000/config.yaml, output/data/runs/b30a-0209f019/202404130000/resources, output/data/runs/b30a-0209f019/202404130000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202404130000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202404130000.log
+ jobid: 674
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202404130000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202407060000/config.yaml, output/data/runs/b30a-0209f019/202407060000/resources, output/data/runs/b30a-0209f019/202407060000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202407060000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202407060000.log
+ jobid: 926
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202407060000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409130000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409130000.log
+ jobid: 258
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409130000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409130000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202409280000/config.yaml, output/data/runs/b30a-0209f019/202409280000/resources, output/data/runs/b30a-0209f019/202409280000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202409280000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202409280000.log
+ jobid: 1178
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202409280000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202410260000/config.yaml, output/data/runs/b30a-0209f019/202410260000/resources, output/data/runs/b30a-0209f019/202410260000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202410260000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202410260000.log
+ jobid: 1262
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202410260000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405250000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405250000.log
+ jobid: 147
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405250000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405250000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409140000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409140000.log
+ jobid: 259
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409140000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409140000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202401210000/config.yaml, output/data/runs/b30a-0209f019/202401210000/resources, output/data/runs/b30a-0209f019/202401210000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202401210000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202401210000.log
+ jobid: 425
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202401210000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202408040000/config.yaml, output/data/runs/b30a-0209f019/202408040000/resources, output/data/runs/b30a-0209f019/202408040000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202408040000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202408040000.log
+ jobid: 1013
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202408040000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202409010000/config.yaml, output/data/runs/b30a-0209f019/202409010000/resources, output/data/runs/b30a-0209f019/202409010000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202409010000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202409010000.log
+ jobid: 1097
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202409010000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule write_summary:
+ input: /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/config/forecasters-ich1_mod_02_1yr.yaml
+ output: output/data/runs/b30a-0209f019/summary.md
+ jobid: 1444
+ reason: Set of input files has changed since last execution
+ wildcards: run_id=b30a-0209f019
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202405260000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202405260000.log
+ jobid: 148
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202405260000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202405260000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202402180000/config.yaml, output/data/runs/b30a-0209f019/202402180000/resources, output/data/runs/b30a-0209f019/202402180000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202402180000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202402180000.log
+ jobid: 509
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202402180000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202404140000/config.yaml, output/data/runs/b30a-0209f019/202404140000/resources, output/data/runs/b30a-0209f019/202404140000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202404140000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202404140000.log
+ jobid: 677
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202404140000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202407070000/config.yaml, output/data/runs/b30a-0209f019/202407070000/resources, output/data/runs/b30a-0209f019/202407070000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202407070000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202407070000.log
+ jobid: 929
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202407070000
+ resources: mem_mb=, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=1, mem_mb_per_cpu=1800, runtime=
+[Thu Feb 26 12:18:23 2026]
+rule verif_metrics_baseline:
+ input: src/verification/__init__.py, src/data_input/__init__.py, workflow/scripts/verif_single_init.py, /store_new/mch/msopr/ml/ICON-CH1-EPS/FCST24.zarr, /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v1.0.zarr
+ output: output/data/baselines/ICON-CH1-EPS/202409150000/verif.nc
+ log: output/logs/verif_metrics_baseline/ICON-CH1-EPS-202409150000.log
+ jobid: 260
+ reason: Missing output files: output/data/baselines/ICON-CH1-EPS/202409150000/verif.nc; Updated input files: workflow/scripts/verif_single_init.py
+ wildcards: baseline_id=ICON-CH1-EPS, init_time=202409150000
+ resources: mem_mb=50000, mem_mib=47684, disk_mb=, tmpdir=, slurm_partition=, cpus_per_task=24, mem_mb_per_cpu=1800, runtime=60, slurm_extra=--exclude=nid001229,nid001225,nid001226,nid001227,nid001230
+[Thu Feb 26 12:18:23 2026]
+rule prepare_inference_forecaster:
+ input: output/data/runs/b30a-0209f019/pyproject.toml, /scratch/mch/lfrey/2025_SEN_eval_ML/software/evalml/2026_01_27_further_develop_maps_of_forecast_metrics/evalml/resources/inference/configs/sgm-forecaster-global-ich1.yaml
+ output: output/data/runs/b30a-0209f019/202409290000/config.yaml, output/data/runs/b30a-0209f019/202409290000/resources, output/data/runs/b30a-0209f019/202409290000/grib, output/logs/prepare_inference_forecaster/b30a-0209f019-202409290000.ok
+ log: output/logs/prepare_inference_forecaster/b30a-0209f019-202409290000.log
+ jobid: 1181
+ reason: Code has changed since last execution
+ wildcards: run_id=b30a-0209f019, init_time=202409290000
+ resources: mem_mb=, disk_mb=, tmpdir=