{ "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: /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('2017-09-06')" ] }, { "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": 9, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.89 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": 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VN9sOaLW2AmiIbZmllbeQ8u7yfBvs3PPb831REW8qYpu/x0Wx7qRdmUeGm+vD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\nUBCnnngcfM3N+NL/3m17LEcJ9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haA2yMWnKMuNLhSP3ppO+QCFzEIolrYzR8msU7kg1kB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\nvvhZSKlM3qwnX/wspFS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"text/plain": [ "" ] }, "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }