{ "cells": [ { "cell_type": "markdown", "id": "afc21996-cdfc-44ec-80b3-a3ce06e0ea53", "metadata": {}, "source": [ "# Getting LFRic output on a rectiliniear lat-lon grid" ] }, { "cell_type": "markdown", "id": "5bf0fbf9-b6ce-4c3d-a119-17e63bebae69", "metadata": {}, "source": [ "Note: you need to install [python-stratify](https://github.com/SciTools/python-stratify) and [esmpy](https://earthsystemmodeling.org/esmpy/).\n", "The best way to do it is to use conda/mamba:\n", "```shell\n", "conda install -c conda-forge python-stratify esmpy\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "id": "8099bd00-173b-42a5-ab75-127f0163fd30", "metadata": {}, "outputs": [], "source": [ "from functools import partial\n", "from pathlib import Path\n", "\n", "import iris\n", "from aeolus.io import create_dummy_cube\n", "from aeolus.lfric import (\n", " add_equally_spaced_height_coord,\n", " fix_time_coord,\n", " load_lfric_raw,\n", " simple_regrid_lfric,\n", ")\n", "from aeolus.model import lfric" ] }, { "cell_type": "markdown", "id": "6ae90727-e02f-43bc-bdb7-bc4a0381d1cf", "metadata": {}, "source": [ "## 0. Using XIOS" ] }, { "cell_type": "markdown", "id": "e804dac1-56f6-4320-bc71-f14604c7e2f5", "metadata": {}, "source": [ "To re-run LFRic with output on a lat-lon grid, follow this [guide](https://github.com/exoclim/.github/wiki/XIOS#examples-of-the-output-on-a-lat-lon-grid)." ] }, { "cell_type": "markdown", "id": "7e17fcb4-6fd8-4732-a6ba-e7d14fb5b51b", "metadata": {}, "source": [ "If the output is already on the native cubed sphere mesh, follow the steps below." ] }, { "cell_type": "markdown", "id": "a1e15507-d9be-45e6-bbeb-0bfd685f8473", "metadata": {}, "source": [ "## 1. Using aeolus functions in a script or notebook" ] }, { "cell_type": "markdown", "id": "dc508a3e-33d9-40a0-8ec7-5569c06472bc", "metadata": {}, "source": [ "### 1.1. Load the raw data" ] }, { "cell_type": "markdown", "id": "bec455d4-4cab-4c10-8fad-8681482eccdc", "metadata": {}, "source": [ "Set the input file name as a `Path` object." ] }, { "cell_type": "code", "execution_count": 2, "id": "6ec023bc-ab8c-4132-84a8-e5a2da6b0324", "metadata": {}, "outputs": [], "source": [ "sample_file = (\n", " Path.cwd().parent\n", " / \"tests\"\n", " / \"data\"\n", " / \"test_data\"\n", " / \"netcdf\"\n", " / \"lfric\"\n", " / \"1\"\n", " / \"run_gungho_model_shallow-hot-jupiter_C24_MG_dt-2400p0_intel_64-bit_fast-debug\"\n", " / \"lfric_diag.nc\"\n", ")" ] }, { "cell_type": "markdown", "id": "9c7ae8a0-36f9-40e5-9ff7-9c3060021e6b", "metadata": {}, "source": [ "Optionally, define what coordinates should be deleted." ] }, { "cell_type": "code", "execution_count": 3, "id": "48e98d14-d91d-488e-8f19-5a5f09914e4d", "metadata": {}, "outputs": [], "source": [ "drop_coord = [\"forecast_reference_time\"]" ] }, { "cell_type": "markdown", "id": "bd5a539b-b01b-4f62-b5d7-323068e66884", "metadata": {}, "source": [ "Define callback functions to add the vertical height coordinate and clean up the time dimension metadata." ] }, { "cell_type": "code", "execution_count": 4, "id": "c6694697-86b0-4cc6-8dae-886d8693be51", "metadata": {}, "outputs": [], "source": [ "_add_levs = partial(add_equally_spaced_height_coord, model_top_height=3.29689e6)\n", "_fix_time = partial(fix_time_coord, downgrade_to_scalar=True)\n", "\n", "\n", "def _combi_callback(cube, field, filename):\n", " return _fix_time(\n", " _add_levs(cube, field, filename), field, filename, downgrade_to_scalar=True\n", " )" ] }, { "cell_type": "markdown", "id": "17b871a2-f783-493f-97c1-f063c659b95f", "metadata": {}, "source": [ "Load the data using a wrapper function from aeolus." ] }, { "cell_type": "code", "execution_count": 5, "id": "c42ff933-acc0-4ce8-8a14-5d8e6e72664f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0: Axial Angular Momentum on W3 points / (kg m2 s-1) (half_levels: 32; -- : 3456)\n", "1: Horisontal kinetic energy on W3 points / (J) (half_levels: 32; -- : 3456)\n", "2: Vertical kinetic energy on W3 points / (J) (half_levels: 32; -- : 3456)\n", "3: air_density / (kg m-3) (half_levels: 32; -- : 3456)\n", "4: air_potential_temperature / (K) (full_levels: 33; -- : 3456)\n", "5: air_pressure / (1) (full_levels: 33; -- : 3456)\n", "6: atmosphere_mass_of_air_per_unit_area / (kg m-2) (-- : 3456)\n", "7: eastward_wind / (ms-1) (half_levels: 32; -- : 3456)\n", "8: northward_wind / (ms-1) (half_levels: 32; -- : 3456)\n", "9: physics W wind on W3 points / (ms-1) (half_levels: 32; -- : 3456)\n", "10: potential_temperature_increment_from_slow_physics / (K) (full_levels: 33; -- : 3456)\n", "11: pressure_at_cell_interfaces / (Pa) (full_levels: 33; -- : 3456)\n" ] } ], "source": [ "cubes_raw = load_lfric_raw(sample_file, callback=_combi_callback, drop_coord=drop_coord)\n", "print(cubes_raw)" ] }, { "cell_type": "markdown", "id": "89db8928-e7e0-47fb-8704-247cf282c027", "metadata": {}, "source": [ "### 1.2. Regrid all cubes horizontally and vertically" ] }, { "cell_type": "markdown", "id": "fae282b8-8bbd-431f-9d42-4ed837b5f5ff", "metadata": {}, "source": [ "Create an empty cube with a lat-lon grid as a target for regridding.\n", "For example, 96 longitudes is equivalent to the resolution of the C24 mesh at the equator.\n", "We use `pm180=True` so that longitudes range from -180 to 180 instead of 0 to 360." ] }, { "cell_type": "code", "execution_count": 6, "id": "093e9294-eb0f-4ec6-ae50-bacebb6e1384", "metadata": {}, "outputs": [], "source": [ "tgt_cube = create_dummy_cube(nlat=48, nlon=96, pm180=True)" ] }, { "cell_type": "markdown", "id": "8d2b7c03-8a7b-48f0-9949-c54d4c0a2396", "metadata": {}, "source": [ "Select a cube within the input dataset to serve as a target for the interpolation along the height dimension, i.e. in the vertical.\n", "This way, all cubes will be on the same grid in 3 dimensions.\n", "If the vertical interpolation is not needed, set `interp_vertically=False`.\n", "\n", "Now, regrid the dataset and print out the resulting cube list." ] }, { "cell_type": "code", "execution_count": 7, "id": "2e303405-dab3-4e36-9217-41eea20d1586", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0: Axial Angular Momentum on W3 points / (kg m2 s-1) (level_height: 33; latitude: 48; longitude: 96)\n", "1: Horisontal kinetic energy on W3 points / (J) (level_height: 33; latitude: 48; longitude: 96)\n", "2: Vertical kinetic energy on W3 points / (J) (level_height: 33; latitude: 48; longitude: 96)\n", "3: air_density / (kg m-3) (level_height: 33; latitude: 48; longitude: 96)\n", "4: air_potential_temperature / (K) (level_height: 33; latitude: 48; longitude: 96)\n", "5: air_pressure / (1) (level_height: 33; latitude: 48; longitude: 96)\n", "6: atmosphere_mass_of_air_per_unit_area / (kg m-2) (latitude: 48; longitude: 96)\n", "7: eastward_wind / (ms-1) (level_height: 33; latitude: 48; longitude: 96)\n", "8: northward_wind / (ms-1) (level_height: 33; latitude: 48; longitude: 96)\n", "9: physics W wind on W3 points / (ms-1) (level_height: 33; latitude: 48; longitude: 96)\n", "10: potential_temperature_increment_from_slow_physics / (K) (level_height: 33; latitude: 48; longitude: 96)\n", "11: pressure_at_cell_interfaces / (Pa) (level_height: 33; latitude: 48; longitude: 96)\n" ] } ], "source": [ "cubes_regr = simple_regrid_lfric(\n", " cubes_raw, tgt_cube=tgt_cube, ref_cube_constr=\"air_potential_temperature\"\n", ")\n", "print(cubes_regr)" ] }, { "cell_type": "markdown", "id": "726b72a3-eef8-46e7-84f3-56d13bc24fd0", "metadata": {}, "source": [ "### 1.3. Make a few simple plots" ] }, { "cell_type": "code", "execution_count": 8, "id": "c4e24147-f0b5-4144-a2d3-831bbd85b141", "metadata": {}, "outputs": [], "source": [ "import matplotlib.colors as mcol\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"mathtext.default\"] = \"regular\"" ] }, { "cell_type": "markdown", "id": "142d39cb-39a1-4085-a77b-65e19f8decc6", "metadata": {}, "source": [ "#### 1.3.1. Horizontal slice of potential temperature" ] }, { "cell_type": "markdown", "id": "6522617f-001d-477a-8e21-7b6ac4cd747a", "metadata": {}, "source": [ "Extract a cube of potential temperature from the regridded dataset and select a height level closest to 123,456 m." ] }, { "cell_type": "code", "execution_count": 9, "id": "bdf18516-f17f-4a11-96bd-c7c7106ca773", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "air_potential_temperature / (K) (latitude: 48; longitude: 96)\n", " Dimension coordinates:\n", " latitude x -\n", " longitude - x\n", " Scalar coordinates:\n", " forecast_period 102816000.0 seconds\n", " level_height 103027.8125 m, bound=(51513.90625, 154541.71875) m\n", " time 2019-04-05 15:00:00, bound=(2019-04-05 15:00:00, 2019-04-05 15:00:00)\n", " Cell methods:\n", " 0 time: point (interval: 2400 s)\n", " Attributes:\n", " Conventions 'UGRID-1.0'\n", " description 'LFRic file format v0.2.0'\n", " interval_operation '2400 s'\n", " interval_write '1.728e+06 s'\n", " name 'lfric_diag'\n", " online_operation 'instant'\n", " title 'Created by xios'\n" ] } ], "source": [ "cube = cubes_regr.extract_cube(\"air_potential_temperature\")\n", "if not cube.coord(\"level_height\").has_bounds():\n", " cube.coord(\"level_height\").guess_bounds()\n", "cube_slice = cube.extract(iris.Constraint(level_height=123_456))\n", "print(cube_slice)" ] }, { "cell_type": "markdown", "id": "ca9c60bf-1e9e-4381-a5d0-ef60be7d8cd7", "metadata": {}, "source": [ "For convenience, extract the latitude and longitude arrays." ] }, { "cell_type": "code", "execution_count": 10, "id": "74816e46-aa6d-4876-ba6a-8147b384567f", "metadata": {}, "outputs": [], "source": [ "lats = cube_slice.coord(\"latitude\").points\n", "lons = cube_slice.coord(\"longitude\").points" ] }, { "cell_type": "markdown", "id": "7c885ab4-f576-46f0-acc0-c1b24766be3e", "metadata": {}, "source": [ "Assemble the figure." ] }, { "cell_type": "code", "execution_count": 11, "id": "4e0a3ce5-6bd0-4460-8d29-73f22b8468dd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(constrained_layout=True)\n", "im = ax.pcolormesh(lons, lats, cube_slice.data)\n", "fig.colorbar(im)\n", "ax.set_title(\n", " f\"{cube_slice.name()} / {cube_slice.units}\"\n", " f\"\\n@ {cube_slice.coord('level_height').points[0]} {cube_slice.coord('level_height').units}\",\n", " loc=\"right\",\n", ")\n", "ax.set_ylim(-90, 90)\n", "ax.set_xlim(-180, 180)\n", "ax.set_ylabel(\"Latitude / deg\")\n", "ax.set_xlabel(\"Longitude / deg\");" ] }, { "cell_type": "markdown", "id": "6e6f3106-e5cc-40e7-b784-b26ef7d3e2cc", "metadata": {}, "source": [ "#### 1.3.2. Horizontal wind vectors" ] }, { "cell_type": "code", "execution_count": 12, "id": "b084774e-c052-4b9b-8221-64f64b7f0078", "metadata": {}, "outputs": [], "source": [ "from aeolus.coord import isel" ] }, { "cell_type": "markdown", "id": "af5de61c-efa3-4ae7-864b-5301e602ef46", "metadata": {}, "source": [ "Extract eastward and northward components of the wind from the regridded dataset." ] }, { "cell_type": "code", "execution_count": 13, "id": "a57d0355-eef6-4a6a-8360-50a893b4a168", "metadata": {}, "outputs": [], "source": [ "cube_u = cubes_regr.extract_cube(\"eastward_wind\")\n", "cube_v = cubes_regr.extract_cube(\"northward_wind\")" ] }, { "cell_type": "markdown", "id": "c3a095e2-ea08-4e5f-880c-915c8b1cad3f", "metadata": {}, "source": [ "Select a random slice w.r.t. the vertical axis." ] }, { "cell_type": "code", "execution_count": 14, "id": "6488e875-5f0b-4347-8dd5-9e871db16664", "metadata": {}, "outputs": [], "source": [ "cube_u_slice = isel(cube_u, \"level_height\", 11) # equivalent to `cube_u[11, ...]`\n", "cube_v_slice = isel(cube_v, \"level_height\", 11) # equivalent to `cube_u[11, ...]`" ] }, { "cell_type": "code", "execution_count": 15, "id": "32676d2b-4810-435e-baca-2ccdf38764af", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(constrained_layout=True)\n", "ax.streamplot(\n", " lons,\n", " lats,\n", " cube_u_slice.data,\n", " cube_v_slice.data,\n", ")\n", "ax.set_title(\n", " f\"Horizontal flow @ {cube_u_slice.coord('level_height').points[0]} {cube_u_slice.coord('level_height').units}\",\n", " loc=\"right\",\n", ")\n", "ax.set_ylim(-90, 90)\n", "ax.set_xlim(-180, 180)\n", "ax.set_ylabel(\"Latitude / deg\")\n", "ax.set_xlabel(\"Longitude / deg\");" ] }, { "cell_type": "markdown", "id": "ae57bf18-c40c-46a0-a6b2-2da0ff8df611", "metadata": {}, "source": [ "#### 1.3.3. Zonal mean eastward wind" ] }, { "cell_type": "code", "execution_count": 16, "id": "cb968ddb-4b5c-4cdb-9230-be7ac0a7f9db", "metadata": {}, "outputs": [], "source": [ "from aeolus.calc import zonal_mean" ] }, { "cell_type": "code", "execution_count": 17, "id": "c238da82-8962-4e1f-a0a1-0ae9f01dfff2", "metadata": {}, "outputs": [], "source": [ "u_zm = zonal_mean(cubes_regr.extract_cube(\"eastward_wind\"))" ] }, { "cell_type": "code", "execution_count": 18, "id": "a7161b12-8267-49d1-b7ac-15e75a1b2792", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Zonal mean eastward wind')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(constrained_layout=True)\n", "\n", "p0 = ax.contourf(\n", " u_zm.coord(\"latitude\").points,\n", " u_zm.coord(\"level_height\").points,\n", " u_zm.data,\n", " cmap=\"RdBu_r\",\n", " norm=mcol.CenteredNorm(),\n", ")\n", "cb0 = fig.colorbar(p0, ax=ax)\n", "cb0.ax.set_ylabel(\"Wind Speed / $m$ $s^{-1}$\")\n", "\n", "ax.set_ylabel(\"Level Height / m\")\n", "ax.set_xlabel(\"Latitude / deg\")\n", "\n", "ax.set_title(\"Zonal mean eastward wind\")" ] }, { "cell_type": "markdown", "id": "168b7b1d-44f9-4bfc-99df-8f1651dc99d5", "metadata": {}, "source": [ "#### 1.3.4. Interpolate the data to isobaric (constant pressure levels)" ] }, { "cell_type": "markdown", "id": "d2d9c700-66bc-41df-a7e2-cff9030fe832", "metadata": {}, "source": [ "It is often more informative to visualise the vertical structure of the atmosphere with respect to pressure.\n", "Let us interpolate our data to isobaric levels and plot the zonal mean cross-section with pressure as the y-axis." ] }, { "cell_type": "code", "execution_count": 19, "id": "702129f5-7394-4614-9bcf-5e6c0f6bdfd2", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from aeolus.coord import interp_cube_from_height_to_pressure_levels\n", "from iris.experimental import stratify" ] }, { "cell_type": "markdown", "id": "ab56eeae-5450-4f49-bc86-10f39cbd2995", "metadata": {}, "source": [ "Create a callable to pass to the interpolation routine.\n", "Use linear extrapolation." ] }, { "cell_type": "code", "execution_count": 20, "id": "075ab3dc-50a0-4b34-a16e-f3d994ad7ab9", "metadata": {}, "outputs": [], "source": [ "INTERPOLATOR = partial(\n", " stratify.stratify.interpolate,\n", " interpolation=stratify.stratify.INTERPOLATE_LINEAR,\n", " extrapolation=stratify.stratify.EXTRAPOLATE_LINEAR,\n", ")" ] }, { "cell_type": "markdown", "id": "b65b1b06-8585-4749-9bbe-faee7e860a17", "metadata": {}, "source": [ "Temporarily rename the pressure variable in the `lfric` registry.\n", "\n", "If your output contains another pressure variable, change it accordingly." ] }, { "cell_type": "code", "execution_count": 21, "id": "af1aa8d5-9035-40b7-8ccb-9f643f8ef448", "metadata": {}, "outputs": [], "source": [ "lfric.pres = \"pressure_at_cell_interfaces\" # optional" ] }, { "cell_type": "markdown", "id": "45973f73-14cb-4512-870e-2f45c90fa8ce", "metadata": {}, "source": [ "Interpolate the eastward wind component to the levels of constant pressure." ] }, { "cell_type": "code", "execution_count": 22, "id": "908e3f8c-417f-407c-8112-656be4fba2f0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([100000., 90000., 80000., 70000., 60000., 50000., 40000.,\n", " 30000., 20000., 10000.])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(pres_lev := np.arange(1e5, 0, -1e4))" ] }, { "cell_type": "code", "execution_count": 23, "id": "ea524b8b-6bbd-45d5-ba80-6a4b395591c0", "metadata": {}, "outputs": [], "source": [ "u_p = interp_cube_from_height_to_pressure_levels(\n", " cubes_regr.extract_cube(\"eastward_wind\"),\n", " cubes_regr.extract_cube(\"pressure_at_cell_interfaces\"),\n", " levels=pres_lev,\n", " model=lfric,\n", " interpolator=INTERPOLATOR,\n", ")" ] }, { "cell_type": "markdown", "id": "e6d9b4e1-308d-4f29-b65d-996ef4fef189", "metadata": {}, "source": [ "Apply zonal averaging." ] }, { "cell_type": "code", "execution_count": 24, "id": "a03f9cc1-ddfe-446d-a2aa-ab60aa4714a1", "metadata": {}, "outputs": [], "source": [ "u_p_zm = zonal_mean(u_p)" ] }, { "cell_type": "markdown", "id": "9515665a-73af-4d3a-97b6-04dc6cacf3fc", "metadata": {}, "source": [ "Create the same figure but with pressure as the y-axis (in the logarithmic scale)." ] }, { "cell_type": "code", "execution_count": 25, "id": "eec529f4-31ef-4672-a659-bcf2f4e56cd9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(constrained_layout=True)\n", "\n", "p0 = ax.contourf(\n", " u_p_zm.coord(\"latitude\").points,\n", " u_p_zm.coord(lfric.pres).points,\n", " u_p_zm.data,\n", " cmap=\"RdBu_r\",\n", " norm=mcol.CenteredNorm(),\n", ")\n", "cb0 = fig.colorbar(p0, ax=ax)\n", "cb0.ax.set_ylabel(\"Wind Speed / $m$ $s^{-1}$\")\n", "\n", "ax.set_ylim(1e5, 1e4)\n", "ax.set_yscale(\"log\")\n", "\n", "ax.set_ylabel(\"Pressure / Pa\")\n", "ax.set_xlabel(\"Latitude / deg\")\n", "\n", "ax.set_title(\"Zonal mean eastward wind\");" ] }, { "cell_type": "markdown", "id": "462ef62b-ddca-4a4f-9231-b9a3bfe6ebbf", "metadata": {}, "source": [ "## 2. Using the \"all inclusive\" function in aeolus" ] }, { "cell_type": "markdown", "id": "88376c99-aff4-4b54-ac25-93baeb7e1c08", "metadata": {}, "source": [ "The regridding steps 1.1-1.2 above can be done using the `process_lfric` function.\n", "Note that it expects the input directory structure as it is currently in LFRic's rose-stem test suite." ] }, { "cell_type": "code", "execution_count": 26, "id": "06cceba1-15e3-44ff-bfe0-6fa1cf63c2d4", "metadata": {}, "outputs": [], "source": [ "import tempfile\n", "\n", "from aeolus.postprocess import process_lfric" ] }, { "cell_type": "code", "execution_count": 27, "id": "f1d4c067-a250-4787-9a3b-f55ae814e245", "metadata": {}, "outputs": [], "source": [ "inpdir = Path(\"..\") / \"tests\" / \"data\" / \"test_data\" / \"netcdf\" / \"lfric\"\n", "outdir = Path(tempfile.mkdtemp())\n", "label = \"shj\"\n", "planet = \"\" # do not add planet constants to the output file\n", "c_num = \"C24\"\n", "ref_cube = \"air_potential_temperature\"\n", "level_height = \"uniform\"\n", "top_height = 3.29689e6\n", "time_prof = \"inst\"\n", "file_chunk_size = 1\n", "nlat = 48\n", "nlon = 96" ] }, { "cell_type": "code", "execution_count": 28, "id": "546f5066-c66d-4c77-a531-6678134dde3e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32m2024-11-07 14:40:03.089\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36maeolus.postprocess\u001b[0m:\u001b[36mprocess_lfric\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mfnames(1) = ../tests/data/test_data/netcdf/lfric/1/run_gungho_model_shallow-hot-jupiter_C24_MG_dt-2400p0_intel_64-bit_fast-debug/lfric_diag.nc\u001b[0m\n", "\u001b[32m2024-11-07 14:40:04.208\u001b[0m | \u001b[32m\u001b[1mSUCCESS \u001b[0m | \u001b[36maeolus.postprocess\u001b[0m:\u001b[36mprocess_lfric\u001b[0m:\u001b[36m174\u001b[0m - \u001b[32m\u001b[1mSaved to /tmp/tmpkv1oabui/shj_c24_inst__001-001_regr.nc\u001b[0m\n", "\u001b[32m2024-11-07 14:40:04.208\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36maeolus.postprocess\u001b[0m:\u001b[36mprocess_lfric\u001b[0m:\u001b[36m175\u001b[0m - \u001b[1mExecution time: 1.1s\u001b[0m\n" ] } ], "source": [ "fname_out = process_lfric(\n", " inpdir,\n", " outdir,\n", " label,\n", " planet,\n", " c_num,\n", " ref_cube,\n", " level_height,\n", " top_height,\n", " time_prof,\n", " file_chunk_size,\n", " nlat,\n", " nlon,\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "id": "4fed368e-d3fa-479d-978b-5db39c6a9079", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0: potential_temperature_increment_from_slow_physics / (K) (level_height: 33; latitude: 48; longitude: 96)\n", "1: Vertical kinetic energy on W3 points / (J) (level_height: 33; latitude: 48; longitude: 96)\n", "2: atmosphere_mass_of_air_per_unit_area / (kg m-2) (latitude: 48; longitude: 96)\n", "3: Axial Angular Momentum on W3 points / (kg m2 s-1) (level_height: 33; latitude: 48; longitude: 96)\n", "4: pressure_at_cell_interfaces / (Pa) (level_height: 33; latitude: 48; longitude: 96)\n", "5: Horisontal kinetic energy on W3 points / (J) (level_height: 33; latitude: 48; longitude: 96)\n", "6: physics W wind on W3 points / (m s-1) (level_height: 33; latitude: 48; longitude: 96)\n", "7: air_density / (kg m-3) (level_height: 33; latitude: 48; longitude: 96)\n", "8: air_potential_temperature / (K) (level_height: 33; latitude: 48; longitude: 96)\n", "9: air_pressure / (1) (level_height: 33; latitude: 48; longitude: 96)\n", "10: eastward_wind / (m s-1) (level_height: 33; latitude: 48; longitude: 96)\n", "11: northward_wind / (m s-1) (level_height: 33; latitude: 48; longitude: 96)\n" ] } ], "source": [ "cubes_regr = iris.load(outdir / \"shj_c24_inst__001-001_regr.nc\")\n", "print(cubes_regr)" ] }, { "cell_type": "markdown", "id": "653ea6a3-9f3f-4e81-988e-6649b50f8f4b", "metadata": {}, "source": [ "## 3. Using aeolus in the command-line interface" ] }, { "cell_type": "markdown", "id": "442ac91b-eda8-499e-aff8-2c2cdff02527", "metadata": {}, "source": [ "The `process_lfric` function can also be invoked from the command line as following." ] }, { "cell_type": "code", "execution_count": 30, "id": "88975cb3-7aef-41f9-b216-a6e97dd4b112", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing lfric output...\u001b[0m\n", "\u001b[32m2024-11-07 14:40:05.568\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36maeolus.postprocess\u001b[0m:\u001b[36mprocess_lfric\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mfnames(1) = ../tests/data/test_data/netcdf/lfric/1/run_gungho_model_shallow-hot-jupiter_C24_MG_dt-2400p0_intel_64-bit_fast-debug/lfric_diag.nc\u001b[0m\n", "\u001b[32m2024-11-07 14:40:07.097\u001b[0m | \u001b[32m\u001b[1mSUCCESS \u001b[0m | \u001b[36maeolus.postprocess\u001b[0m:\u001b[36mprocess_lfric\u001b[0m:\u001b[36m174\u001b[0m - \u001b[32m\u001b[1mSaved to tmp/shj_c24_inst__001-001_regr.nc\u001b[0m\n", "\u001b[32m2024-11-07 14:40:07.097\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36maeolus.postprocess\u001b[0m:\u001b[36mprocess_lfric\u001b[0m:\u001b[36m175\u001b[0m - \u001b[1mExecution time: 1.5s\u001b[0m\n", "Saved to tmp/shj_c24_inst__001-001_regr.nc\u001b[0m\n" ] } ], "source": [ "!aeolus pp --inpdir ../tests/data/test_data/netcdf/lfric --outdir ./tmp -m lfric -l shj -p \"\" --top_height 3.29689e6 -c C24 --ref_cube air_potential_temperature --file_chunk_size 1" ] }, { "cell_type": "code", "execution_count": 31, "id": "11f44e9c-9c0a-422e-9730-b2cc69989a16", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0: potential_temperature_increment_from_slow_physics / (K) (level_height: 33; latitude: 90; longitude: 144)\n", "1: Vertical kinetic energy on W3 points / (J) (level_height: 33; latitude: 90; longitude: 144)\n", "2: atmosphere_mass_of_air_per_unit_area / (kg m-2) (latitude: 90; longitude: 144)\n", "3: Axial Angular Momentum on W3 points / (kg m2 s-1) (level_height: 33; latitude: 90; longitude: 144)\n", "4: pressure_at_cell_interfaces / (Pa) (level_height: 33; latitude: 90; longitude: 144)\n", "5: Horisontal kinetic energy on W3 points / (J) (level_height: 33; latitude: 90; longitude: 144)\n", "6: physics W wind on W3 points / (m s-1) (level_height: 33; latitude: 90; longitude: 144)\n", "7: air_density / (kg m-3) (level_height: 33; latitude: 90; longitude: 144)\n", "8: air_potential_temperature / (K) (level_height: 33; latitude: 90; longitude: 144)\n", "9: air_pressure / (1) (level_height: 33; latitude: 90; longitude: 144)\n", "10: eastward_wind / (m s-1) (level_height: 33; latitude: 90; longitude: 144)\n", "11: northward_wind / (m s-1) (level_height: 33; latitude: 90; longitude: 144)\n" ] } ], "source": [ "cubes_regr = iris.load(Path(\"tmp\") / \"shj_c24_inst__001-001_regr.nc\")\n", "print(cubes_regr)" ] }, { "cell_type": "code", "execution_count": 32, "id": "02040837-2478-4f7d-a95f-16a2e746f234", "metadata": {}, "outputs": [], "source": [ "import shutil\n", "\n", "shutil.rmtree(\"tmp\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:aeolus_test]", "language": "python", "name": "conda-env-aeolus_test-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }