{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Zooplankton : LMTL vs SeapoPym (initial conditions)\n" ] }, { "cell_type": "code", "execution_count": 1, "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": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adm-lehodey/Documents/Workspace/Projects/Seapopym/.venv/lib/python3.13/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.\n", "Perhaps you already have a cluster running?\n", "Hosting the HTTP server on port 52923 instead\n", " warnings.warn(\n" ] }, { "data": { "text/html": [ "
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Client

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Client-3c2a065c-5289-11f0-9d6b-36240d3e2cc2

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Connection method: Cluster objectCluster type: distributed.LocalCluster
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Cluster Info

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LocalCluster

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" ], "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": [ "
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<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": [ "
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<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": [ "
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<xarray.Dataset> Size: 21MB\n",
       "Dimensions:                     (time: 9131, depth: 3, latitude: 12,\n",
       "                                 longitude: 12, functional_group: 1, cohort: 11)\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 88B 0 1 2 3 4 5 6 7 8 9 10\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 88B dask.array<chunksize=(1, 11), meta=np.ndarray>\n",
       "    mean_timestep               (functional_group, cohort) float64 88B dask.array<chunksize=(1, 11), 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: 11)\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 88B 0 1 2 3 4 5 6 7 8 9 10\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 88B dask.array\n", " mean_timestep (functional_group, cohort) float64 88B 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 / 150),\n", " gamma_lambda_temperature=0.15,\n", " tr_0=10.38,\n", " gamma_tr=-0.11,\n", ")\n", "lower_mesopelagic = FunctionalGroupUnit(\n", " name=\"lower_mesopelagic\",\n", " migratory_type=MigratoryTypeParameter(day_layer=1, night_layer=1),\n", " functional_type=functional_type,\n", " energy_transfert=0.1668,\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": 8, "metadata": {}, "outputs": [], "source": [ "micronekton_model.run()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 11MB\n",
       "Dimensions:                     (functional_group: 1, time: 9131, latitude: 12,\n",
       "                                 longitude: 12, cohort: 11, depth: 3)\n",
       "Coordinates:\n",
       "  * functional_group            (functional_group) int64 8B 0\n",
       "  * time                        (time) datetime64[ns] 73kB 1998-01-01 ... 202...\n",
       "  * latitude                    (latitude) float32 48B 22.08 22.17 ... 23.0\n",
       "  * longitude                   (longitude) float32 48B -158.5 -158.4 ... -157.6\n",
       "  * cohort                      (cohort) int64 88B 0 1 2 3 4 5 6 7 8 9 10\n",
       "  * depth                       (depth) float32 12B 1.0 2.0 3.0\n",
       "Data variables: (12/18)\n",
       "    biomass                     (functional_group, time, latitude, longitude) float64 11MB dask.array<chunksize=(1, 9131, 6, 6), meta=np.ndarray>\n",
       "    preproduction               (functional_group, latitude, longitude, cohort) float64 13kB dask.array<chunksize=(1, 6, 6, 11), 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 88B dask.array<chunksize=(1, 11), meta=np.ndarray>\n",
       "    mean_timestep               (functional_group, cohort) float64 88B dask.array<chunksize=(1, 11), 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: 11MB\n", "Dimensions: (functional_group: 1, time: 9131, latitude: 12,\n", " longitude: 12, cohort: 11, depth: 3)\n", "Coordinates:\n", " * functional_group (functional_group) int64 8B 0\n", " * time (time) datetime64[ns] 73kB 1998-01-01 ... 202...\n", " * latitude (latitude) float32 48B 22.08 22.17 ... 23.0\n", " * longitude (longitude) float32 48B -158.5 -158.4 ... -157.6\n", " * cohort (cohort) int64 88B 0 1 2 3 4 5 6 7 8 9 10\n", " * depth (depth) float32 12B 1.0 2.0 3.0\n", "Data variables: (12/18)\n", " biomass (functional_group, time, latitude, longitude) float64 11MB dask.array\n", " preproduction (functional_group, latitude, longitude, cohort) float64 13kB 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 88B dask.array\n", " mean_timestep (functional_group, cohort) float64 88B 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": 9, "metadata": {}, "output_type": "execute_result" } ], "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", "zooc = bio[[\"zooc\"]]\n", "zooc = zooc.pint.quantify().pint.to(\"g/m2\")\n", "zooc = zooc.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\": zooc[\"zooc\"].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": 17, "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": 18, "metadata": {}, "outputs": [], "source": [ "micronekton_model_with_initial_conditions.run()" ] }, { "cell_type": "code", "execution_count": 21, "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", "zooc = bio[[\"zooc\"]]\n", "zooc = zooc.pint.quantify().pint.to(\"g/m2\")\n", "zooc = zooc.mean((\"latitude\", \"longitude\"))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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\": zooc[\"zooc\"].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 (gC/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 }