{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `time_series_plots` Module\n", "\n", "Render figure object produced by the `nowcast.figures.research.time_series_plots` 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", "from pathlib import Path\n", "from types import SimpleNamespace\n", "\n", "import netCDF4 as nc\n", "import xarray as xr\n", "import arrow\n", "\n", "from salishsea_tools import places\n", "\n", "import nowcast.figures.website_theme\n", "\n", "from nowcast.figures.research import time_series_plots" ] }, { "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/NEMO-forcing/grid/bathy_downonegrid2.nc\n", " mesh_mask: /results/nowcast-sys/NEMO-forcing/grid/mesh_mask_downbyone2.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('2017-04-29')" ] }, { "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()`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "place = 'Sandheads'\n", "\n", "left_variable = 'nitrate'\n", "right_variable = 'diatoms'\n", "\n", "xr_dataset = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSg3DBiologyFields1hV17-02')" ] }, { "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": 12, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20.4 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": 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Iuv7JpBMA9EvB+s7vXum4Ik0xAOCm6oak69yJ6ORzEAQBfVuYbrABQK/APpDL5NCJOpxL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\nOzKafN379HcYdmgQ7k73h5qyOtNxCCGEEIm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "reload(nowcast.figures.website_theme)\n", "reload(time_series_plots)\n", "\n", "fig = time_series_plots.make_figure(\n", " xr_dataset, left_variable, right_variable, place\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }