{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `second_narrows_current` Module\n", "\n", "Render figure object produced by the `nowcast.figures.fvcom.second_narrows_current` module.\n", "Provides data for visual testing to confirm that refactoring has not adversely changed figure for web page.\n", "\n", "Set-up and function call replicates as nearly as possible what is done in the `nowcast.workers.make_plots` worker." ] }, { "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 Vancouver Harbour & Fraser River FVCOM model results `/opp/` parition mounted." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import io\n", "from pathlib import Path\n", "import shlex\n", "import subprocess\n", "\n", "import arrow\n", "import xarray\n", "import yaml\n", "\n", "from nowcast.figures import website_theme\n", "from nowcast.figures.fvcom.publish import second_narrows_current" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Supress arrow.get() parser warnings re: changes coming in v0.15.0\n", "# See https://github.com/crsmithdev/arrow/issues/612\n", "# We don't use date strings that aren't included in the supported date tokens set mentioned in issue #612\n", "\n", "import warnings\n", "from arrow.factory import ArrowParseWarning\n", "\n", "warnings.simplefilter(\"ignore\", ArrowParseWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bits of `config/nowcast.yaml` that are required:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "config = '''\n", " vhfr fvcom runs:\n", " stations dataset filename:\n", " x2: vh_x2_station_timeseries.nc\n", " r12: vh_r12_station_timeseries.nc\n", " results archive:\n", " nowcast x2: /opp/fvcom/nowcast-x2/\n", " forecast x2: /opp/fvcom/forecast-x2/\n", " nowcast r12: /opp/fvcom/nowcast-r12/\n", "'''\n", "\n", "config = yaml.safe_load(io.StringIO(config))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bits that the `make_plots` worker must provide:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rename FVCOM dataset layer and leval variables because `xarray` won't accept\n", "variables and coordinates that have the same name." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def _rename_fvcom_vars(fvcom_dataset_path):\n", " cmd = (\n", " f'ncrename -O -v siglay,sigma_layer -v siglev,sigma_level '\n", " f'{fvcom_dataset_path} /tmp/{fvcom_dataset_path.name}')\n", " subprocess.check_output(shlex.split(cmd))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Nowcast `X2` Figure" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "run_date = arrow.get('2019-07-23')\n", "model_config = \"x2\"\n", "run_type = 'nowcast'\n", "\n", "ddmmmyy = run_date.format('DDMMMYY').lower()\n", "\n", "fvcom_stns_datasets = {}\n", "if run_type == 'nowcast':\n", " model_configs = (\"x2\", \"r12\") if model_config == \"r12\" else (\"x2\",)\n", " for mdl_cfg in model_configs:\n", " fvcom_stns_dataset_filename = config['vhfr fvcom runs']['stations dataset filename'][mdl_cfg]\n", " results_dir = Path(\n", " config['vhfr fvcom runs']['results archive'][f\"{run_type} {mdl_cfg}\"], ddmmmyy\n", " )\n", " fvcom_stns_dataset_path = results_dir / fvcom_stns_dataset_filename\n", " _rename_fvcom_vars(fvcom_stns_dataset_path)\n", " fvcom_stns_datasets[mdl_cfg] = xarray.open_dataset(f'/tmp/{fvcom_stns_dataset_path.name}')\n", "else:\n", " fvcom_stns_dataset_filename = config['vhfr fvcom runs']['stations dataset filename'][\"x2\"]\n", " nowcast_results_dir = Path(\n", " config['vhfr fvcom runs']['results archive']['nowcast x2'], ddmmmyy\n", " )\n", " nowcast_dataset_path = (nowcast_results_dir/fvcom_stns_dataset_filename)\n", " forecast_results_dir = Path(\n", " config['vhfr fvcom runs']['results archive']['forecast x2'], ddmmmyy\n", " )\n", " forecast_dataset_path = (forecast_results_dir/fvcom_stns_dataset_filename)\n", " fvcom_stns_dataset_path = Path(\"/tmp\", fvcom_stns_dataset_filename)\n", " cmd = (\n", " f'ncrcat -O {nowcast_dataset_path} {forecast_dataset_path} '\n", " f'-o {fvcom_stns_dataset_path}'\n", " )\n", " subprocess.check_output(shlex.split(cmd))\n", " _rename_fvcom_vars(fvcom_stns_dataset_path)\n", " fvcom_stns_datasets[model_config] = xarray.open_dataset(f'/tmp/{fvcom_stns_dataset_path.name}')\n", "\n", "obs_dataset = xarray.open_dataset(\n", " \"https://salishsea.eos.ubc.ca/erddap/tabledap/ubcVFPA2ndNarrowsCurrent2sV1\"\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.41 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "from importlib import reload\n", "reload(website_theme)\n", "reload(second_narrows_current)\n", "\n", "fig = second_narrows_current.make_figure(\n", " '2nd Narrows', fvcom_stns_datasets, obs_dataset\n", ")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "### Nowcast `R12` Figure" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "run_date = arrow.get('2019-07-23')\n", "model_config = \"r12\"\n", "run_type = 'nowcast'\n", "\n", "ddmmmyy = run_date.format('DDMMMYY').lower()\n", "\n", "fvcom_stns_datasets = {}\n", "if run_type == 'nowcast':\n", " model_configs = (\"x2\", \"r12\") if model_config == \"r12\" else (\"x2\",)\n", " for mdl_cfg in model_configs:\n", " fvcom_stns_dataset_filename = config['vhfr fvcom runs']['stations dataset filename'][mdl_cfg]\n", " results_dir = Path(\n", " config['vhfr fvcom runs']['results archive'][f\"{run_type} {mdl_cfg}\"], ddmmmyy\n", " )\n", " fvcom_stns_dataset_path = results_dir / fvcom_stns_dataset_filename\n", " _rename_fvcom_vars(fvcom_stns_dataset_path)\n", " fvcom_stns_datasets[mdl_cfg] = xarray.open_dataset(f'/tmp/{fvcom_stns_dataset_path.name}')\n", "else:\n", " fvcom_stns_dataset_filename = config['vhfr fvcom runs']['stations dataset filename'][\"x2\"]\n", " nowcast_results_dir = Path(\n", " config['vhfr fvcom runs']['results archive']['nowcast x2'], ddmmmyy\n", " )\n", " nowcast_dataset_path = (nowcast_results_dir/fvcom_stns_dataset_filename)\n", " forecast_results_dir = Path(\n", " config['vhfr fvcom runs']['results archive']['forecast x2'], ddmmmyy\n", " )\n", " forecast_dataset_path = (forecast_results_dir/fvcom_stns_dataset_filename)\n", " fvcom_stns_dataset_path = Path(\"/tmp\", fvcom_stns_dataset_filename)\n", " cmd = (\n", " f'ncrcat -O {nowcast_dataset_path} {forecast_dataset_path} '\n", " f'-o {fvcom_stns_dataset_path}'\n", " )\n", " subprocess.check_output(shlex.split(cmd))\n", " _rename_fvcom_vars(fvcom_stns_dataset_path)\n", " fvcom_stns_datasets[model_config] = xarray.open_dataset(f'/tmp/{fvcom_stns_dataset_path.name}')\n", "\n", "obs_dataset = xarray.open_dataset(\n", " \"https://salishsea.eos.ubc.ca/erddap/tabledap/ubcVFPA2ndNarrowsCurrent2sV1\"\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "522 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "from importlib import reload\n", "reload(website_theme)\n", "reload(second_narrows_current)\n", "\n", "fig = second_narrows_current.make_figure(\n", " '2nd Narrows', fvcom_stns_datasets, obs_dataset\n", ")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {}, "toc-hr-collapsed": false }, "source": [ "### Forecast `X2` Figure" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "run_date = arrow.get('2019-07-23')\n", "model_config = \"x2\"\n", "run_type = 'forecast'\n", "\n", "ddmmmyy = run_date.format('DDMMMYY').lower()\n", "\n", "fvcom_stns_datasets = {}\n", "if run_type == 'nowcast':\n", " model_configs = (\"x2\", \"r12\") if model_config == \"r12\" else (\"x2\",)\n", " for mdl_cfg in model_configs:\n", " fvcom_stns_dataset_filename = config['vhfr fvcom runs']['stations dataset filename'][mdl_cfg]\n", " results_dir = Path(\n", " config['vhfr fvcom runs']['results archive'][f\"{run_type} {mdl_cfg}\"], ddmmmyy\n", " )\n", " fvcom_stns_dataset_path = results_dir / fvcom_stns_dataset_filename\n", " _rename_fvcom_vars(fvcom_stns_dataset_path)\n", " fvcom_stns_datasets[mdl_cfg] = xarray.open_dataset(f'/tmp/{fvcom_stns_dataset_path.name}')\n", "else:\n", " fvcom_stns_dataset_filename = config['vhfr fvcom runs']['stations dataset filename'][\"x2\"]\n", " nowcast_results_dir = Path(\n", " config['vhfr fvcom runs']['results archive']['nowcast x2'], ddmmmyy\n", " )\n", " nowcast_dataset_path = (nowcast_results_dir/fvcom_stns_dataset_filename)\n", " forecast_results_dir = Path(\n", " config['vhfr fvcom runs']['results archive']['forecast x2'], ddmmmyy\n", " )\n", " forecast_dataset_path = (forecast_results_dir/fvcom_stns_dataset_filename)\n", " fvcom_stns_dataset_path = Path(\"/tmp\", fvcom_stns_dataset_filename)\n", " cmd = (\n", " f'ncrcat -O {nowcast_dataset_path} {forecast_dataset_path} '\n", " f'-o {fvcom_stns_dataset_path}'\n", " )\n", " subprocess.check_output(shlex.split(cmd))\n", " _rename_fvcom_vars(fvcom_stns_dataset_path)\n", " fvcom_stns_datasets[model_config] = xarray.open_dataset(fvcom_stns_dataset_path)\n", "\n", "obs_dataset = xarray.open_dataset(\n", " \"https://salishsea.eos.ubc.ca/erddap/tabledap/ubcVFPA2ndNarrowsCurrent2sV1\"\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "565 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "from importlib import reload\n", "reload(second_narrows_current)\n", "\n", "fig = second_narrows_current.make_figure(\n", " '2nd Narrows', fvcom_stns_datasets, obs_dataset\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }