{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Micronekton Lower-mesopelagic : LMTL vs SeapoPym (initial conditions)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "import xarray as xr\n", "from dask.distributed import Client\n", "\n", "from seapopym.configuration.no_transport import (\n", " ForcingParameter,\n", " ForcingUnit,\n", " FunctionalGroupParameter,\n", " FunctionalGroupUnit,\n", " FunctionalTypeParameter,\n", " MigratoryTypeParameter,\n", " NoTransportConfiguration,\n", ")\n", "from seapopym.configuration.no_transport.environment_parameter import ChunkParameter, EnvironmentParameter\n", "from seapopym.configuration.no_transport.kernel_parameter import KernelParameter\n", "from seapopym.model.no_transport_model import NoTransportLightModel\n", "from seapopym.standard.units import StandardUnitsLabels\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "
\n", "
\n", "

Client

\n", "

Client-6ad56f9a-5285-11f0-9879-36240d3e2cc2

\n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "
Connection method: Cluster objectCluster type: distributed.LocalCluster
\n", " Dashboard: http://127.0.0.1:8787/status\n", "
\n", "\n", " \n", "\n", " \n", "
\n", "

Cluster Info

\n", "
\n", "
\n", "
\n", "
\n", "

LocalCluster

\n", "

c7e1ef3c

\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", "
\n", " Dashboard: http://127.0.0.1:8787/status\n", " \n", " Workers: 4\n", "
\n", " Total threads: 4\n", " \n", " Total memory: 37.25 GiB\n", "
Status: runningUsing processes: True
\n", "\n", "
\n", " \n", "

Scheduler Info

\n", "
\n", "\n", "
\n", "
\n", "
\n", "
\n", "

Scheduler

\n", "

Scheduler-a525bf54-f936-4735-9f95-8f1718e11c3a

\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", " Comm: tcp://127.0.0.1:52232\n", " \n", " Workers: 0 \n", "
\n", " Dashboard: http://127.0.0.1:8787/status\n", " \n", " Total threads: 0\n", "
\n", " Started: Just now\n", " \n", " Total memory: 0 B\n", "
\n", "
\n", "
\n", "\n", "
\n", " \n", "

Workers

\n", "
\n", "\n", " \n", "
\n", "
\n", "
\n", "
\n", " \n", "

Worker: 0

\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", " \n", "\n", "
\n", " Comm: tcp://127.0.0.1:52245\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: http://127.0.0.1:52248/status\n", " \n", " Memory: 9.31 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:52235\n", "
\n", " Local directory: /var/folders/z_/8j3qx1mn0299kkpjgz9g53780000gq/T/dask-scratch-space/worker-9bwbhl3x\n", "
\n", "
\n", "
\n", "
\n", " \n", "
\n", "
\n", "
\n", "
\n", " \n", "

Worker: 1

\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", " \n", "\n", "
\n", " Comm: tcp://127.0.0.1:52244\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: http://127.0.0.1:52250/status\n", " \n", " Memory: 9.31 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:52237\n", "
\n", " Local directory: /var/folders/z_/8j3qx1mn0299kkpjgz9g53780000gq/T/dask-scratch-space/worker-obup9ex7\n", "
\n", "
\n", "
\n", "
\n", " \n", "
\n", "
\n", "
\n", "
\n", " \n", "

Worker: 2

\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", " \n", "\n", "
\n", " Comm: tcp://127.0.0.1:52246\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: http://127.0.0.1:52249/status\n", " \n", " Memory: 9.31 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:52239\n", "
\n", " Local directory: /var/folders/z_/8j3qx1mn0299kkpjgz9g53780000gq/T/dask-scratch-space/worker-0wlp5iu_\n", "
\n", "
\n", "
\n", "
\n", " \n", "
\n", "
\n", "
\n", "
\n", " \n", "

Worker: 3

\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", " \n", "\n", "
\n", " Comm: tcp://127.0.0.1:52243\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: http://127.0.0.1:52247/status\n", " \n", " Memory: 9.31 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:52241\n", "
\n", " Local directory: /var/folders/z_/8j3qx1mn0299kkpjgz9g53780000gq/T/dask-scratch-space/worker-5zvbxhsv\n", "
\n", "
\n", "
\n", "
\n", " \n", "\n", "
\n", "
\n", "\n", "
\n", "
\n", "
\n", "
\n", " \n", "\n", "
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "client = Client(n_workers=4, threads_per_worker=1, memory_limit=\"10GB\")\n", "client" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sns.set_theme(style=\"whitegrid\", palette=\"muted\")\n", "plt.rcParams.update({\"figure.figsize\": (10, 6), \"axes.grid\": True, \"grid.alpha\": 0.5, \"grid.linestyle\": \"--\"})\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we explicitly set a chunksize for the forcing data so Dask does not need to scatter the data across workers.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "path_forcing = \"/Users/adm-lehodey/Documents/Workspace/Data/phd/HOT/CMEMS/cmems_mod_glo_bgc_my_0.083deg-lmtl-Fphy_PT1D-i_1718149967802.nc\"\n", "path_bio = \"/Users/adm-lehodey/Documents/Workspace/Data/phd/HOT/CMEMS/cmems_mod_glo_bgc_my_0.083deg-lmtl_PT1D-i_1718150094521.nc\"\n", "chunks = {\"latitude\": 6, \"longitude\": 6}\n", "\n", "forcing = xr.open_dataset(path_forcing, chunks={})\n", "forcing[\"T\"].attrs[\"units\"] = StandardUnitsLabels.temperature.units\n", "bio = xr.open_dataset(path_bio, chunks={})" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 63MB\n",
       "Dimensions:              (time: 9131, depth: 3, latitude: 12, longitude: 12)\n",
       "Coordinates:\n",
       "  * depth                (depth) float32 12B 1.0 2.0 3.0\n",
       "  * latitude             (latitude) float32 48B 22.08 22.17 22.25 ... 22.92 23.0\n",
       "  * longitude            (longitude) float32 48B -158.5 -158.4 ... -157.7 -157.6\n",
       "  * time                 (time) datetime64[ns] 73kB 1998-01-01 ... 2022-12-31\n",
       "Data variables:\n",
       "    T                    (time, depth, latitude, longitude) float32 16MB dask.array<chunksize=(9131, 3, 12, 12), meta=np.ndarray>\n",
       "    U                    (time, depth, latitude, longitude) float32 16MB dask.array<chunksize=(9131, 3, 12, 12), meta=np.ndarray>\n",
       "    V                    (time, depth, latitude, longitude) float32 16MB dask.array<chunksize=(9131, 3, 12, 12), meta=np.ndarray>\n",
       "    pelagic_layer_depth  (time, depth, latitude, longitude) float32 16MB dask.array<chunksize=(9131, 3, 12, 12), meta=np.ndarray>\n",
       "Attributes:\n",
       "    Conventions:       CF-1.11\n",
       "    title:             Physical forcings of global ocean low and mid trophic ...\n",
       "    institution:       CLS\n",
       "    source:            SEAPODYM-LMTL 3.0.0\n",
       "    history:           Created on 2022-09-28\n",
       "    references:        http://www.cls.fr; http://www.seapodym.eu\n",
       "    subset:source:     ARCO data downloaded from the Marine Data Store using ...\n",
       "    subset:productId:  GLOBAL_MULTIYEAR_BGC_001_033\n",
       "    subset:datasetId:  cmems_mod_glo_bgc_my_0.083deg-lmtl-Fphy_PT1D-i_202211\n",
       "    subset:date:       2024-06-11T23:52:47.809Z
" ], "text/plain": [ " Size: 63MB\n", "Dimensions: (time: 9131, depth: 3, latitude: 12, longitude: 12)\n", "Coordinates:\n", " * depth (depth) float32 12B 1.0 2.0 3.0\n", " * latitude (latitude) float32 48B 22.08 22.17 22.25 ... 22.92 23.0\n", " * longitude (longitude) float32 48B -158.5 -158.4 ... -157.7 -157.6\n", " * time (time) datetime64[ns] 73kB 1998-01-01 ... 2022-12-31\n", "Data variables:\n", " T (time, depth, latitude, longitude) float32 16MB dask.array\n", " U (time, depth, latitude, longitude) float32 16MB dask.array\n", " V (time, depth, latitude, longitude) float32 16MB dask.array\n", " pelagic_layer_depth (time, depth, latitude, longitude) float32 16MB dask.array\n", "Attributes:\n", " Conventions: CF-1.11\n", " title: Physical forcings of global ocean low and mid trophic ...\n", " institution: CLS\n", " source: SEAPODYM-LMTL 3.0.0\n", " history: Created on 2022-09-28\n", " references: http://www.cls.fr; http://www.seapodym.eu\n", " subset:source: ARCO data downloaded from the Marine Data Store using ...\n", " subset:productId: GLOBAL_MULTIYEAR_BGC_001_033\n", " subset:datasetId: cmems_mod_glo_bgc_my_0.083deg-lmtl-Fphy_PT1D-i_202211\n", " subset:date: 2024-06-11T23:52:47.809Z" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(forcing)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 47MB\n",
       "Dimensions:       (latitude: 12, longitude: 12, time: 9131)\n",
       "Coordinates:\n",
       "  * latitude      (latitude) float32 48B 22.08 22.17 22.25 ... 22.83 22.92 23.0\n",
       "  * longitude     (longitude) float32 48B -158.5 -158.4 -158.3 ... -157.7 -157.6\n",
       "  * time          (time) datetime64[ns] 73kB 1998-01-01 ... 2022-12-31\n",
       "Data variables:\n",
       "    mnkc_epi      (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    mnkc_hmlmeso  (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    mnkc_lmeso    (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    mnkc_mlmeso   (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    mnkc_mumeso   (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    mnkc_umeso    (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    npp           (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    zeu           (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "    zooc          (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 12, 12), meta=np.ndarray>\n",
       "Attributes:\n",
       "    Conventions:       CF-1.11\n",
       "    title:             Global ocean low and mid trophic levels biomass conten...\n",
       "    institution:       CLS\n",
       "    source:            SEAPODYM-LMTL 3.0.0\n",
       "    history:           Created on 2022-09-28\n",
       "    references:        http://www.cls.fr; http://www.seapodym.eu\n",
       "    subset:source:     ARCO data downloaded from the Marine Data Store using ...\n",
       "    subset:productId:  GLOBAL_MULTIYEAR_BGC_001_033\n",
       "    subset:datasetId:  cmems_mod_glo_bgc_my_0.083deg-lmtl_PT1D-i_202211\n",
       "    subset:date:       2024-06-11T23:54:54.527Z
" ], "text/plain": [ " Size: 47MB\n", "Dimensions: (latitude: 12, longitude: 12, time: 9131)\n", "Coordinates:\n", " * latitude (latitude) float32 48B 22.08 22.17 22.25 ... 22.83 22.92 23.0\n", " * longitude (longitude) float32 48B -158.5 -158.4 -158.3 ... -157.7 -157.6\n", " * time (time) datetime64[ns] 73kB 1998-01-01 ... 2022-12-31\n", "Data variables:\n", " mnkc_epi (time, latitude, longitude) float32 5MB dask.array\n", " mnkc_hmlmeso (time, latitude, longitude) float32 5MB dask.array\n", " mnkc_lmeso (time, latitude, longitude) float32 5MB dask.array\n", " mnkc_mlmeso (time, latitude, longitude) float32 5MB dask.array\n", " mnkc_mumeso (time, latitude, longitude) float32 5MB dask.array\n", " mnkc_umeso (time, latitude, longitude) float32 5MB dask.array\n", " npp (time, latitude, longitude) float32 5MB dask.array\n", " zeu (time, latitude, longitude) float32 5MB dask.array\n", " zooc (time, latitude, longitude) float32 5MB dask.array\n", "Attributes:\n", " Conventions: CF-1.11\n", " title: Global ocean low and mid trophic levels biomass conten...\n", " institution: CLS\n", " source: SEAPODYM-LMTL 3.0.0\n", " history: Created on 2022-09-28\n", " references: http://www.cls.fr; http://www.seapodym.eu\n", " subset:source: ARCO data downloaded from the Marine Data Store using ...\n", " subset:productId: GLOBAL_MULTIYEAR_BGC_001_033\n", " subset:datasetId: cmems_mod_glo_bgc_my_0.083deg-lmtl_PT1D-i_202211\n", " subset:date: 2024-06-11T23:54:54.527Z" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(bio)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize the model\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "npp unit is milligram / day / meter ** 2, it will be converted to kilogram / day / meter ** 2.\n", "npp unit is milligram / day / meter ** 2, it will be converted to kilogram / day / meter ** 2.\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 21MB\n",
       "Dimensions:                     (time: 9131, depth: 3, latitude: 12,\n",
       "                                 longitude: 12, functional_group: 1, cohort: 527)\n",
       "Coordinates:\n",
       "  * depth                       (depth) float32 12B 1.0 2.0 3.0\n",
       "  * latitude                    (latitude) float32 48B 22.08 22.17 ... 23.0\n",
       "  * longitude                   (longitude) float32 48B -158.5 -158.4 ... -157.6\n",
       "  * time                        (time) datetime64[ns] 73kB 1998-01-01 ... 202...\n",
       "  * cohort                      (cohort) int64 4kB 0 1 2 3 4 ... 523 524 525 526\n",
       "  * functional_group            (functional_group) int64 8B 0\n",
       "Data variables: (12/18)\n",
       "    temperature                 (time, latitude, longitude, depth) float32 16MB dask.array<chunksize=(9131, 6, 6, 3), meta=np.ndarray>\n",
       "    primary_production          (time, latitude, longitude) float32 5MB dask.array<chunksize=(9131, 6, 6), meta=np.ndarray>\n",
       "    name                        (functional_group) <U17 68B dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    energy_transfert            (functional_group) float64 8B dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    lambda_temperature_0        (functional_group) float64 8B dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    gamma_lambda_temperature    (functional_group) float64 8B dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    ...                          ...\n",
       "    max_timestep                (functional_group, cohort) float64 4kB dask.array<chunksize=(1, 527), meta=np.ndarray>\n",
       "    mean_timestep               (functional_group, cohort) float64 4kB dask.array<chunksize=(1, 527), meta=np.ndarray>\n",
       "    timestep                    float64 8B 1.0\n",
       "    angle_horizon_sun           float64 8B 0.0\n",
       "    compute_initial_conditions  bool 1B True\n",
       "    compute_preproduction       bool 1B False
" ], "text/plain": [ " Size: 21MB\n", "Dimensions: (time: 9131, depth: 3, latitude: 12,\n", " longitude: 12, functional_group: 1, cohort: 527)\n", "Coordinates:\n", " * depth (depth) float32 12B 1.0 2.0 3.0\n", " * latitude (latitude) float32 48B 22.08 22.17 ... 23.0\n", " * longitude (longitude) float32 48B -158.5 -158.4 ... -157.6\n", " * time (time) datetime64[ns] 73kB 1998-01-01 ... 202...\n", " * cohort (cohort) int64 4kB 0 1 2 3 4 ... 523 524 525 526\n", " * functional_group (functional_group) int64 8B 0\n", "Data variables: (12/18)\n", " temperature (time, latitude, longitude, depth) float32 16MB dask.array\n", " primary_production (time, latitude, longitude) float32 5MB dask.array\n", " name (functional_group) \n", " energy_transfert (functional_group) float64 8B dask.array\n", " lambda_temperature_0 (functional_group) float64 8B dask.array\n", " gamma_lambda_temperature (functional_group) float64 8B dask.array\n", " ... ...\n", " max_timestep (functional_group, cohort) float64 4kB dask.array\n", " mean_timestep (functional_group, cohort) float64 4kB dask.array\n", " timestep float64 8B 1.0\n", " angle_horizon_sun float64 8B 0.0\n", " compute_initial_conditions bool 1B True\n", " compute_preproduction bool 1B False" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "global_energy_coef = 0.0042\n", "functional_type = FunctionalTypeParameter(\n", " lambda_temperature_0=(1 / 2109),\n", " gamma_lambda_temperature=0.125,\n", " tr_0=527,\n", " gamma_tr=-0.125,\n", ")\n", "lower_mesopelagic = FunctionalGroupUnit(\n", " name=\"lower_mesopelagic\",\n", " migratory_type=MigratoryTypeParameter(day_layer=3, night_layer=3),\n", " functional_type=functional_type,\n", " energy_transfert=global_energy_coef * 0.18,\n", ")\n", "\n", "f_groups = FunctionalGroupParameter(functional_group=[lower_mesopelagic])\n", "p_param = ForcingParameter(\n", " temperature=ForcingUnit(forcing=forcing[\"T\"]),\n", " primary_production=ForcingUnit(forcing=bio[\"npp\"]),\n", ")\n", "configuration = NoTransportConfiguration(\n", " forcing=p_param,\n", " functional_group=f_groups,\n", " kernel=KernelParameter(compute_initial_conditions=True),\n", " environment=EnvironmentParameter(chunk=ChunkParameter(**chunks)),\n", ")\n", "micronekton_model = NoTransportLightModel.from_configuration(configuration=configuration)\n", "micronekton_model.state" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "micronekton_model.run()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "micronekton_model.state" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "biomass_results = micronekton_model.state.biomass\n", "initial_conditions = micronekton_model.export_initial_conditions().drop_vars(\"time\")\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Prediction\n", "biomass_results = biomass_results.pint.quantify().pint.to(\"g/m2\").mean([\"latitude\", \"longitude\", \"functional_group\"])\n", "# Seapodym LMTL\n", "lmtl_mnk = bio[[\"mnkc_lmeso\"]]\n", "lmtl_mnk = lmtl_mnk.pint.quantify().pint.to(\"g/m2\")\n", "wet_to_carbon = 1 / 11.9\n", "lmtl_mnk = lmtl_mnk * wet_to_carbon\n", "lmtl_mnk = lmtl_mnk.mean((\"latitude\", \"longitude\"))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_without_init = pd.DataFrame(\n", " {\n", " \"Prediction : SeapoPym\": biomass_results.rename(\"Prediction : SeapoPym\").pint.dequantify().to_series(),\n", " \"Seapodym-LMTL\": lmtl_mnk[\"mnkc_lmeso\"].pint.dequantify().to_series(),\n", " }\n", ")\n", "\n", "plot_without_init = plot_without_init.reset_index().melt(id_vars=\"time\", var_name=\"Model\", value_name=\"Biomass (g/m2)\")\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.lineplot(data=plot_without_init, x=\"time\", y=\"Biomass (g/m2)\", hue=\"Model\")\n", "plt.title(\"Biomass prediction without initial conditions\")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Biomass (g/m2)\")\n", "plt.legend(title=\"Model\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Let's try with initial conditions\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "npp unit is milligram / day / meter ** 2, it will be converted to kilogram / day / meter ** 2.\n", "npp unit is milligram / day / meter ** 2, it will be converted to kilogram / day / meter ** 2.\n" ] } ], "source": [ "p_param = ForcingParameter(\n", " temperature=ForcingUnit(forcing=forcing[\"T\"]),\n", " primary_production=ForcingUnit(forcing=bio[\"npp\"]),\n", " initial_condition_biomass=ForcingUnit(forcing=initial_conditions[\"biomass\"]),\n", " initial_condition_production=ForcingUnit(forcing=initial_conditions[\"preproduction\"]),\n", ")\n", "\n", "configuration = NoTransportConfiguration(\n", " functional_group=f_groups, forcing=p_param, environment=EnvironmentParameter(chunk=ChunkParameter(**chunks))\n", ")\n", "micronekton_model_with_initial_conditions = NoTransportLightModel.from_configuration(configuration=configuration)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "micronekton_model_with_initial_conditions.run()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Prediction\n", "biomass_results = micronekton_model_with_initial_conditions.state.biomass\n", "biomass_results = biomass_results.pint.quantify().pint.to(\"g/m2\").mean([\"latitude\", \"longitude\", \"functional_group\"])\n", "# Seapodym LMTL\n", "lmtl_mnk = bio[[\"mnkc_lmeso\"]]\n", "lmtl_mnk = lmtl_mnk.pint.quantify().pint.to(\"g/m2\")\n", "wet_to_carbon = 1 / 11.9\n", "lmtl_mnk = lmtl_mnk * wet_to_carbon\n", "lmtl_mnk = lmtl_mnk.mean((\"latitude\", \"longitude\"))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_with_init = pd.DataFrame(\n", " {\n", " \"Prediction : SeapoPym\": biomass_results.rename(\"Prediction : SeapoPym\").pint.dequantify().to_series(),\n", " \"Seapodym-LMTL\": lmtl_mnk[\"mnkc_lmeso\"].pint.dequantify().to_series(),\n", " }\n", ")\n", "\n", "plot_with_init = plot_with_init.reset_index().melt(id_vars=\"time\", var_name=\"Model\", value_name=\"Biomass (g/m2)\")\n", "plt.figure(figsize=(10, 6))\n", "sns.lineplot(data=plot_with_init, x=\"time\", y=\"Biomass (g/m2)\", hue=\"Model\")\n", "plt.title(\"Biomass prediction with initial conditions\")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Biomass (g/m2)\")\n", "plt.legend(title=\"Model\")\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 2 }