{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `tracer_thalweg_and_surface_hourly` Module\n", "\n", "Render figure object produced by the `nowcast.figures.research.tracer_thalweg_and_surface_hourly` module.\n", "\n", "Set-up and function call replicates as nearly as possible what is done in the `nowcast.workers.make_plots` worker\n", "to help ensure that the module will work in the nowcast production context." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notebooks like this should be developed in a\n", "[Nowcast Figures Development Environment](https://salishsea-nowcast.readthedocs.io/en/latest/figures/fig_dev_env.html)\n", "so that all of the necessary dependency packages are installed.\n", "The development has to be done on a workstation that has the Salish Sea Nowcast system `/results/` parition mounted." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# reload lets us pull in changes from modules that we edit\n", "from importlib import reload" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# imports from the top of the make_plots worker\n", "import datetime\n", "from glob import glob\n", "import logging\n", "import os\n", "from pathlib import Path\n", "\n", "import matplotlib\n", "\n", "import arrow\n", "import cmocean\n", "from nemo_nowcast import NowcastWorker\n", "import netCDF4 as nc\n", "import scipy.io as sio\n", "\n", "from nowcast import lib\n", "from nowcast.figures.research import tracer_thalweg_and_surface_hourly" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# some extra imports that we need to simulate how the nowcast system works\n", "import io\n", "\n", "import yaml" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# render figure objects in the notebook\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate Nowcast System Config\n", "\n", "The `config` multiline string contains the pieces of `nowcast/config/nowcast.yaml`\n", "that are needed to set up the conditions as `nowcast.workers.make_plots` does\n", "before calling the figure module `make_figure()` function.\n", "\n", "The `yaml.load()` call at the bottom of the cell converts the string into a `config` dict." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "config = '''\n", " run_types:\n", " nowcast-green:\n", " bathymetry: /results/nowcast-sys/grid/bathymetry_201702.nc\n", " mesh_mask: /results/nowcast-sys/grid/mesh_mask201702.nc\n", "\n", " run:\n", " results_archive:\n", " nowcast-green: /results/SalishSea/nowcast-green/\n", "'''\n", "\n", "config = yaml.load(io.StringIO(config))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate the `make_plots` Command-line Interface\n", "\n", "`make_plots` gets `run_type`, `plot_type`, and `run_date` from the command-line." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "run_type = 'nowcast-green'\n", "plot_type = 'research'\n", "run_date = arrow.get('2017-09-11')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate the Set-up of Variables and Paths in the `make_plots.make_plots()` Function\n", "\n", "The `make_plots()` function uses paths defined in the nowcast system configuration file\n", "to set up a collection of commonly used variables, paths, and datasets.\n", "These are just the ones that we need for our test." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dmy = run_date.format('DDMMMYY').lower()\n", "results_dir = Path(config['run']['results_archive'][run_type], dmy)\n", "bathy = nc.Dataset(config['run_types'][run_type]['bathymetry'])\n", "mesh_mask = nc.Dataset(config['run_types']['nowcast-green']['mesh_mask'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate Dataset Loading in `_prep_nowcast_green_research_fig_functions()`\n", "\n", "This has the same effect as:\n", "```python\n", "ptrc_T_hr = _results_dataset('1h', 'ptrc_T', results_dir)\n", "```" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "yyyymmdd = run_date.format('YYYYMMDD')\n", "ptrc_T_hr = nc.Dataset(os.fspath(results_dir/f'SalishSea_1h_{yyyymmdd}_{yyyymmdd}_ptrc_T.nc'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Render the Figure\n", "\n", "The `%%timeit` cell magic lets us keep an eye on how log the figure takes to process.\n", "Setting `-n1 -r1` prevents it from processing the figure more than once\n", "as it might try to do to generate better statistics.\n", "\n", "The `reload()` calls reload imported modules so that any edits you have made will take effect here.\n", "\n", "The `make_figure()` call should be the same as goes in the `make_plots` worker module." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.63 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": 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o6MUo53Ifk4suSPp6wLxr/lDQi7FkVnORD0R7kJX8JVnrmbhnru38QgFvpWfX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\n7IqWjo4ggFR6Hm89+/ySbYdnZVxw6ZXC9rfecRd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3nbUJ+w9M4NIrvwUAeHnvGO57cDvu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\nLE5OS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "reload(tracer_thalweg_and_surface_hourly)\n", "\n", "var = 'diatoms'\n", "clevels_thalweg, clevels_surface = tracer_thalweg_and_surface_hourly.clevels(\n", " ptrc_T_hr.variables[var], mesh_mask, depth_integrated=True)\n", "hr = 0\n", "fig = tracer_thalweg_and_surface_hourly.make_figure(\n", " hr, ptrc_T_hr.variables[var], bathy, mesh_mask,\n", " clevels_thalweg, clevels_surface, cmap=cmocean.cm.algae, depth_integrated=True\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 1 }