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Add diagnostic windgust (support for multi-datasets) #178
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| Original file line number | Diff line number | Diff line change |
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| # yaml-language-server: $schema=../workflow/tools/config.schema.json | ||
| description: | | ||
| Test run for the multi-output "secondary_decoder" anemoi architecture (ICON-CH1 | ||
| cutout forecaster with a diagnostic CAPE_MU stream on the ICON-CH1 1km grid). | ||
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| dates: | ||
| start: 2025-08-15T00:00 | ||
| end: 2025-08-16T00:00 | ||
| frequency: 24h | ||
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| runs: | ||
| - forecaster: | ||
| checkpoint: /scratch/mch/mbosch/devml/varda-forecaster-single-extra_decoders/data/output/checkpoint/a7e9ca1add4e4da8b1034f277e8d0681/inference-last.ckpt | ||
| label: cape_mu_bounded | ||
| steps: 0/24/6 | ||
| config: resources/inference/configs/sgm-multidataset-forecaster-cape-ich1.yaml | ||
| extra_requirements: | ||
| - "anemoi-inference @ git+https://github.com/martibosch/anemoi-inference@8c870ae7" | ||
| - anemoi-transform>=0.4.1 | ||
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| - baseline: | ||
| label: ICON-CH1-ctrl | ||
| root: /store_new/mch/msopr/osm/ICON-CH1-EPS | ||
| steps: 0/24/6 | ||
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| truth: | ||
| label: KENDA-CH1 | ||
| root: /store_new/mch/msopr/ml/datasets/mch-ich1-1km-2024-2025-1h-pl13-ifsnames-v1.0.zarr | ||
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| experiment: | ||
| params: | ||
| - CAPE_MU | ||
| stratification: | ||
| regions: | ||
| - jura | ||
| root: /scratch/mch/bhendj/regions/Prognoseregionen_LV95_20220517 | ||
| thresholds: | ||
| CAPE_MU: | ||
| gt: [100.0, 500.0, 1000.0] | ||
| dashboard: | ||
| stratification: | ||
| - season | ||
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| locations: | ||
| output_root: output/ | ||
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| profile: | ||
| executor: slurm | ||
| global_resources: | ||
| gpus: 16 | ||
| default_resources: | ||
| slurm_partition: "postproc" | ||
| cpus_per_task: 1 | ||
| mem_mb_per_cpu: 1800 | ||
| runtime: "1h" | ||
| gpus: 0 | ||
| jobs: 50 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,84 @@ | ||
| # yaml-language-server: $schema=../workflow/tools/config.schema.json | ||
| description: | | ||
| As windgust.yaml (realv2 VMAX_10M showcase), but verifies against PeakWeather | ||
| station observations instead of the REAL-CH1 gridded analysis. | ||
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| # One week of daily initialisations for verification. | ||
| dates: | ||
| start: 2024-02-01T00:00 | ||
| end: 2024-02-07T00:00 | ||
| frequency: 24h | ||
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| runs: | ||
| - forecaster: | ||
| checkpoint: /scratch/mch/rradev/output/checkpoint/9efa01f8c7464328897edb2c03a407c2/inference-last.ckpt | ||
| label: realv2_vmax10m | ||
| steps: 0/120/6 | ||
| config: resources/inference/configs/sgm-multidataset-forecaster-windgust-ich1.yaml | ||
| extra_requirements: | ||
| # checkpoint needs: (1) EmptyInput.create_input_state propagates the date | ||
| # (else KeyError 'date' in add_initial_forcings_to_input_state for the | ||
| - git+https://github.com/radiradev/anemoi-inference.git@fix/empty-input-propagate-date | ||
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||
| - eccodes==2.39.1 | ||
| - eccodes-cosmo-resources-python==2.38.3.1 | ||
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| - baseline: | ||
| label: ICON-CH1-ctrl | ||
| root: /store_new/mch/msopr/osm/ICON-CH1-EPS | ||
| steps: 0/33/6 | ||
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| truth: | ||
| label: PeakWeather | ||
| root: output/data/observations/peakweather | ||
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| experiment: | ||
| params: | ||
| - VMAX_10M | ||
| stratification: | ||
| regions: | ||
| - jura | ||
| - mittelland | ||
| - voralpen | ||
| - alpennordhang | ||
| - innerealpentaeler | ||
| - alpensuedseite | ||
| root: /scratch/mch/bhendj/regions/Prognoseregionen_LV95_20220517 | ||
| thresholds: | ||
| VMAX_10M: | ||
| gt: [10.0, 20.0, 30.0] | ||
| dashboard: | ||
| stratification: | ||
| - season | ||
|
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| showcase: | ||
| params: | ||
| - T_2M | ||
| - SP_10M | ||
| - VMAX_10M | ||
| meteograms: | ||
| enabled: false | ||
| stations: [JUN] | ||
| animations: | ||
| enabled: true | ||
| domains: | ||
| - icon-ch | ||
| - switzerland | ||
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| locations: | ||
| output_root: output/ | ||
|
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||
| profile: | ||
| executor: slurm | ||
| global_resources: | ||
| gpus: 16 | ||
| default_resources: | ||
| slurm_partition: "postproc" | ||
| cpus_per_task: 1 | ||
| mem_mb_per_cpu: 1800 | ||
| runtime: "1h" | ||
| gpus: 0 | ||
| slurm_extra: "--exclusive" # whole nodes; avoid oversubscription | ||
| jobs: 50 | ||
| batch_rules: | ||
| plot_forecast_frame: 32 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,84 @@ | ||
| # yaml-language-server: $schema=../workflow/tools/config.schema.json | ||
| description: | | ||
| Showcase the multi-output "realv2" anemoi architecture (ICON-CH1 cutout forecaster | ||
| with a diagnostic VMAX_10M stream on the REAL-CH1 / ICON-CH1 1km grid). | ||
|
|
||
| # One week of daily initialisations for verification. | ||
| dates: | ||
| start: 2024-02-01T00:00 | ||
| end: 2024-02-07T00:00 | ||
| frequency: 24h | ||
|
|
||
| runs: | ||
| - forecaster: | ||
| checkpoint: /scratch/mch/rradev/output/checkpoint/9efa01f8c7464328897edb2c03a407c2/inference-last.ckpt | ||
| label: realv2_vmax10m | ||
| steps: 0/120/6 | ||
| config: resources/inference/configs/sgm-multidataset-forecaster-windgust-ich1.yaml | ||
| extra_requirements: | ||
| # checkpoint needs: (1) EmptyInput.create_input_state propagates the date | ||
| # (else KeyError 'date' in add_initial_forcings_to_input_state for the | ||
| - git+https://github.com/radiradev/anemoi-inference.git@fix/empty-input-propagate-date | ||
|
|
||
| - eccodes==2.39.1 | ||
| - eccodes-cosmo-resources-python==2.38.3.1 | ||
|
|
||
| - baseline: | ||
| label: ICON-CH1-ctrl | ||
| root: /store_new/mch/msopr/osm/ICON-CH1-EPS | ||
| steps: 0/33/6 | ||
|
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||
| truth: | ||
| label: REAL-CH1 | ||
| root: /store_new/mch/msopr/ml/datasets/mch-realch1-fdb-1km-2005-2025-1h-pl13-v2.0.zarr | ||
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||
| experiment: | ||
| params: | ||
| - VMAX_10M | ||
| stratification: | ||
| regions: | ||
| - jura | ||
| - mittelland | ||
| - voralpen | ||
| - alpennordhang | ||
| - innerealpentaeler | ||
| - alpensuedseite | ||
| root: /scratch/mch/bhendj/regions/Prognoseregionen_LV95_20220517 | ||
| thresholds: | ||
| VMAX_10M: | ||
| gt: [10.0, 20.0, 30.0] | ||
| dashboard: | ||
| stratification: | ||
| - season | ||
|
|
||
| showcase: | ||
| params: | ||
| - T_2M | ||
| - SP_10M | ||
| - VMAX_10M | ||
| meteograms: | ||
| enabled: false | ||
| stations: [JUN] | ||
| animations: | ||
| enabled: true | ||
| domains: | ||
| - icon-ch | ||
| - switzerland | ||
|
|
||
| locations: | ||
| output_root: output/ | ||
|
|
||
| profile: | ||
| executor: slurm | ||
| global_resources: | ||
| gpus: 16 | ||
| default_resources: | ||
| slurm_partition: "postproc" | ||
| cpus_per_task: 1 | ||
| mem_mb_per_cpu: 1800 | ||
| runtime: "1h" | ||
| gpus: 0 | ||
| slurm_extra: "--exclusive" # whole nodes; avoid oversubscription | ||
| jobs: 50 | ||
| batch_rules: | ||
| plot_forecast_frame: 32 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,87 @@ | ||
| lead_time: 120h | ||
| write_initial_state: true | ||
| allow_nans: true | ||
|
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| env: | ||
| ANEMOI_INFERENCE_NUM_CHUNKS: 8 # OOM error if not set | ||
|
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| # inputs | ||
| input: | ||
| test: | ||
| use_original_paths: true | ||
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| output: | ||
| # Global cutout state (ICON-CH1 LAM + AIFS N320 global). | ||
| data: | ||
| tee: | ||
| - grib: | ||
| path: grib/{date}{time:04}_{step:03}.grib | ||
| encoding: | ||
| typeOfGeneratingProcess: 2 | ||
| centre: lssw | ||
| templates: | ||
| samples: resources/templates_index_icon.yaml | ||
| post_processors: | ||
| - extract_mask: # keep only LAM points | ||
| mask: "lam_0/cutout_mask" | ||
| as_slice: true | ||
| - grib: | ||
| path: grib/ifs-{date}{time:04}_{step:03}.grib | ||
| encoding: | ||
| typeOfGeneratingProcess: 2 | ||
| centre: ecmf | ||
| templates: | ||
| samples: resources/templates_index_ifs.yaml | ||
| post_processors: | ||
| - extract_mask: # removes LAM points | ||
| mask: "lam_0/cutout_mask" | ||
| as_slice: true | ||
| inverse: true | ||
| - assign_mask: # fill local/global overlapping points with nan | ||
| mask: "global/cutout_mask" | ||
| modifiers: | ||
| - patches: | ||
| - variable: | ||
| U_10M: {"param": 165, "shortName": "10u"} | ||
| 10u: {"param": 165, "shortName": "10u"} | ||
| V_10M: {"param": 166, "shortName": "10v"} | ||
| 10v: {"param": 166, "shortName": "10v"} | ||
| TD_2M: {"param": 168, "shortName": "2d"} | ||
| 2d: {"param": 168, "shortName": "2d"} | ||
| T_2M: {"param": 167, "shortName": "2t"} | ||
| 2t: {"param": 167, "shortName": "2t"} | ||
| FR_LAND: {"param": 172, "shortName": "lsm"} | ||
| lsm: {"param": 172, "shortName": "lsm"} | ||
| PMSL: {"param": 151, "shortName": "msl"} | ||
| msl: {"param": 151, "shortName": "msl"} | ||
| PS: {"param": 134, "shortName": "sp"} | ||
| sp: {"param": 134, "shortName": "sp"} | ||
| SSO_SIGMA: {"param": 163, "shortName": "slor"} | ||
| slor: {"param": 163, "shortName": "slor"} | ||
| SSO_STDH: {"param": 160, "shortName": "sdor"} | ||
| sdor: {"param": 160, "shortName": "sdor"} | ||
| TOT_PREC: {"param": 228, "shortName": "tp"} | ||
| tp: {"param": 228, "shortName": "tp"} | ||
| z: {"param": 129, "shortName": "z"} | ||
| "^q_(\\d+)$": {"param": 133, "shortName": "q"} | ||
| "^t_(\\d+)$": {"param": 130, "shortName": "t"} | ||
| "^u_(\\d+)$": {"param": 131, "shortName": "u"} | ||
| "^v_(\\d+)$": {"param": 132, "shortName": "v"} | ||
| "^w_(\\d+)$": {"param": 135, "shortName": "w"} | ||
| "^z_(\\d+)$": {"param": 129, "shortName": "z"} | ||
| # Diagnostic CAPE_MU decoder on ICON grid only | ||
| secondary_decoder: | ||
| grib: | ||
| path: grib/secondary_decoder-{date}{time:04}_{step:03}.grib | ||
| # diagnostic-only branch has no initial state fields | ||
| write_initial_state: false | ||
| encoding: | ||
| typeOfGeneratingProcess: 2 | ||
| centre: lssw | ||
| templates: | ||
| samples: resources/templates_index_realch1.yaml | ||
|
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| # Remaps the `data` stream's IFS variable names (2t, 10u, tp, ...) to the COSMO | ||
| # shortNames expected by the ICON GRIB templates, and supplies CAPE_MU metadata | ||
| # for the diagnostic secondary_decoder stream. | ||
| patch_metadata: resources/sgm-cape-ich1-patch.yaml |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,58 @@ | ||
| lead_time: 120h | ||
| write_initial_state: true | ||
| allow_nans: true | ||
|
|
||
| env: | ||
| ANEMOI_INFERENCE_NUM_CHUNKS: 8 # OOM error if not set | ||
|
|
||
| # inputs | ||
| input: | ||
| test: | ||
| use_original_paths: true | ||
|
|
||
| output: | ||
| # Global cutout state (ICON-CH1 LAM + AIFS N320 global). | ||
| data: | ||
| tee: | ||
| - grib: | ||
| path: grib/{date}{time:04}_{step:03}.grib | ||
| encoding: | ||
| typeOfGeneratingProcess: 2 | ||
| centre: lssw | ||
| templates: | ||
| samples: resources/templates_index_icon.yaml | ||
| post_processors: | ||
| - extract_mask: # keep only LAM points | ||
| mask: "lam_0/cutout_mask" | ||
| as_slice: true | ||
| - grib: | ||
| path: grib/ifs-{date}{time:04}_{step:03}.grib | ||
| encoding: | ||
| typeOfGeneratingProcess: 2 | ||
| centre: ecmf | ||
| templates: | ||
| samples: resources/templates_index_ifs.yaml | ||
| post_processors: | ||
| - extract_mask: # removes LAM points | ||
| mask: "lam_0/cutout_mask" | ||
| as_slice: true | ||
| inverse: true | ||
| - assign_mask: # fill local/global overlapping points with nan | ||
| mask: "global/cutout_mask" | ||
| # Dianostic decoder on ICON grid only | ||
| realv2: | ||
| grib: | ||
| path: grib/realv2-{date}{time:04}_{step:03}.grib | ||
|
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| # diagnostic is first valid at the model step (e.g. +6h) | ||
| write_initial_state: false | ||
| encoding: | ||
| typeOfGeneratingProcess: 2 | ||
| centre: lssw | ||
| templates: | ||
| samples: resources/templates_index_realch1.yaml | ||
|
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||
| # Remaps the `data` stream's IFS variable names (2t, 10u, tp, ...) to the COSMO | ||
| # shortNames expected by the ICON GRIB templates, and gives the realv2 VMAX_10M | ||
| # diagnostic a whole-hour max period (['6h', '12h']) so its GRIB time-processing | ||
| # is encoded correctly. | ||
| patch_metadata: resources/sgm-windgust-ich1-patch.yaml | ||
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realv2should be called something else likesecondary_decoder