{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `tracer_thalweg_and_surface` Module\n", "\n", "Render figure object produced by the `nowcast.figures.research.tracer_thalweg_and_surface` 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 fro 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" ] }, { "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: /SalishSeaCast/grid/bathymetry_201702.nc\n", " mesh_mask: /SalishSeaCast/grid/mesh_mask201702.nc\n", "\n", " run:\n", " results_archive:\n", " nowcast-green: /results2/SalishSea/nowcast-green.201806/\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": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "run_type = 'nowcast-green'\n", "plot_type = 'research'\n", "run_date = arrow.get('2019-02-22')" ] }, { "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": 11, "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": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "yyyymmdd = run_date.format('YYYYMMDD')\n", "ptrc_T_hr = nc.Dataset(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": 13, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.4 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "reload(tracer_thalweg_and_surface)\n", "\n", "fig = tracer_thalweg_and_surface.make_figure(\n", " ptrc_T_hr.variables['nitrate'], bathy, mesh_mask,\n", " cmap=cmocean.cm.matter, depth_integrated=False\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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }