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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import nc_ds_utils\n",
"import numpy as np\n",
"import iris\n",
"import datetime\n",
"from time import mktime\n",
"import os\n",
"import numpy as np\n",
"import cftime\n",
"import dask\n",
"from itertools import chain\n",
"from functools import partial\n",
"from collections import namedtuple\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = [30, 10]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"329"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"FILES = nc_ds_utils.FILES_HOURLY_1851_TO_1859\n",
"len(FILES)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a loader that creates a wind speed cube"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" a.iris {\n",
" text-decoration: none !important;\n",
" }\n",
" table.iris {\n",
" white-space: pre;\n",
" border: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-family: monaco, monospace;\n",
" }\n",
" th.iris {\n",
" background: #303f3f;\n",
" color: #e0e0e0;\n",
" border-left: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-size: 1.05em;\n",
" min-width: 50px;\n",
" max-width: 125px;\n",
" }\n",
" tr.iris :first-child {\n",
" border-right: 1px solid #9c9c9c !important;\n",
" }\n",
" td.iris-title {\n",
" background: #d5dcdf;\n",
" border-top: 1px solid #9c9c9c;\n",
" font-weight: bold;\n",
" }\n",
" .iris-word-cell {\n",
" text-align: left !important;\n",
" white-space: pre;\n",
" }\n",
" .iris-subheading-cell {\n",
" padding-left: 2em !important;\n",
" }\n",
" .iris-inclusion-cell {\n",
" padding-right: 1em !important;\n",
" }\n",
" .iris-panel-body {\n",
" padding-top: 0px;\n",
" }\n",
" .iris-panel-title {\n",
" padding-left: 3em;\n",
" }\n",
" .iris-panel-title {\n",
" margin-top: 7px;\n",
" }\n",
"</style>\n",
"<table class=\"iris\" id=\"140628428780432\">\n",
" <tr class=\"iris\">\n",
"<th class=\"iris iris-word-cell\">Surface Air Pressure (Pa)</th>\n",
"<th class=\"iris iris-word-cell\">time</th>\n",
"<th class=\"iris iris-word-cell\">grid_latitude</th>\n",
"<th class=\"iris iris-word-cell\">grid_longitude</th>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
"<td class=\"iris-word-cell iris-subheading-cell\">Shape</td>\n",
"<td class=\"iris iris-inclusion-cell\">1057</td>\n",
"<td class=\"iris iris-inclusion-cell\">219</td>\n",
"<td class=\"iris iris-inclusion-cell\">286</td>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Dimension coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\ttime</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tgrid_latitude</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tgrid_longitude</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Auxiliary coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_period</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Scalar coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_reference_time</td>\n",
" <td class=\"iris-word-cell\" colspan=\"3\">1849-12-01 00:00:00</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Attributes</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tConventions</td>\n",
" <td class=\"iris-word-cell\" colspan=\"3\">CF-1.5</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tSTASH</td>\n",
" <td class=\"iris-word-cell\" colspan=\"3\">m01s00i001</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tsource</td>\n",
" <td class=\"iris-word-cell\" colspan=\"3\">Data from Met Office Unified Model</td>\n",
"</tr>\n",
"</table>\n",
" "
],
"text/plain": [
"<iris 'Cube' of surface_air_pressure / (Pa) (time: 1057; grid_latitude: 219; grid_longitude: 286)>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def load_surface_air_pressure(fls):\n",
" cubes = iris.load(fls, \"surface_air_pressure\")\n",
" return cubes.concatenate_cube()\n",
"\n",
"sample_cube = load_surface_air_pressure(FILES[:5])\n",
"sample_cube"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Batch by time\n",
"We can't hold the whole dataset in memory so we are going to batch the operation. Because we are doing a rolling mean we are going to batch in overlapping time windows."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def time_window_batch(start, finish, step=None, overlap=None):\n",
" overlap = overlap if overlap else datetime.timedelta(hours=24)\n",
" step = step if step else datetime.timedelta(hours=24*30)\n",
" start_dt = cftime.real_datetime(*start)\n",
" prev_dt = start_dt\n",
" cur_dt = prev_dt+step\n",
" finish_dt = cftime.real_datetime(*finish)\n",
" \n",
" while cur_dt <= finish_dt:\n",
" yield (prev_dt, cur_dt)\n",
" prev_dt = cur_dt - overlap\n",
" cur_dt = prev_dt+step"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1851-01-01 00:00:00 - 1851-02-20 00:00:00\n",
"1851-02-19 00:00:00 - 1851-04-10 00:00:00\n",
"1851-04-09 00:00:00 - 1851-05-29 00:00:00\n",
"1851-05-28 00:00:00 - 1851-07-17 00:00:00\n",
"1851-07-16 00:00:00 - 1851-09-04 00:00:00\n",
"1851-09-03 00:00:00 - 1851-10-23 00:00:00\n",
"1851-10-22 00:00:00 - 1851-12-11 00:00:00\n",
"1851-12-10 00:00:00 - 1852-01-29 00:00:00\n",
"1852-01-28 00:00:00 - 1852-03-18 00:00:00\n",
"1852-03-17 00:00:00 - 1852-05-06 00:00:00\n"
]
}
],
"source": [
"twindows = time_window_batch((1851, 1, 1, 0, 0), (1861, 1, 1, 0, 0), datetime.timedelta(hours=24*50))\n",
"for start,stop in [t for t in twindows][:10]:\n",
" print(f\"{start} - {stop}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The filenames contain and encoded version of the datetime of the final timestep. Knowing this we can work out what files are inside our time window and load only those"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def precisD2(c):\n",
" if type(c) is str:\n",
" # Throw error if non alpha numeric string supplied\n",
" if not c.isalnum():\n",
" raise ValueError('Out of bounds argument {}'.format(c))\n",
" # Converting left to right\n",
" try:\n",
" # Try converting from integer\n",
" conv = int(c) \n",
" except ValueError:\n",
" # It's a character, so use ord() function to convert\n",
" # to correct number\n",
" conv = ord(c) - 87\n",
" else:\n",
" # Throw error if too large or too small number supplied\n",
" if c < 0 or c > 35:\n",
" raise ValueError('Out of bounds argument {}'.format(c))\n",
" # Converting right to left\n",
" if c <= 9:\n",
" # Just convert to string\n",
" conv = str(c)\n",
" else:\n",
" # Calculate correct letter to convert to using chr()\n",
" conv = chr(c + 87)\n",
" \n",
" return conv\n",
"\n",
"def convertFromUMStamp(datestamp, fmt):\n",
"\n",
" # Check input\n",
" if not (len(datestamp) == 5) or (fmt not in ('YYMMM', 'YYMDH')):\n",
" raise ValueError('Problem with input arguments {} {}'.format(datestamp,\n",
" fmt))\n",
" \n",
" # First calculate decades since 1800\n",
" d = precisD2(datestamp[0])\n",
" # calculate year \n",
" yr = 1800 + (d * 10) + int(datestamp[1])\n",
" \n",
" # calculate month and if necessary day and hour\n",
" if fmt == 'YYMMM':\n",
" mon = datetime.datetime.strptime(datestamp[2:5], '%b').month\n",
" dt = datetime.datetime(year = yr, month = mon, day = 1)\n",
" else:\n",
" # This is a YYMDH so need to convert day and hour as well\n",
" mon = precisD2(datestamp[2])\n",
" d = precisD2(datestamp[3])\n",
" hr = precisD2(datestamp[4])\n",
" dt = datetime.datetime(year = yr, month = mon, day = d, hour = hr)\n",
" \n",
" return dt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Given we can derive the files timespan for the file name then given a timespan we can filter the files to those that are likely to contain a timestep in that range. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def filter_files_for_dates(files, start, end):\n",
" in_date = []\n",
" for file in files:\n",
" time_stamp_str = file.split('.')[-2][-5:]\n",
" time_stamp = convertFromUMStamp(time_stamp_str, 'YYMDH')\n",
" file_start = time_stamp - datetime.timedelta(days=11)\n",
" file_end = time_stamp + datetime.timedelta(days=1)\n",
" if not(file_end < start or file_start > end):\n",
" in_date.append(file)\n",
" return in_date"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/data/cssp-china/mini-dataset-24-01-19/nc/hourly/apepda.pj51150.nc',\n",
" '/data/cssp-china/mini-dataset-24-01-19/nc/hourly/apepda.pj511f0.nc',\n",
" '/data/cssp-china/mini-dataset-24-01-19/nc/hourly/apepda.pj511p0.nc',\n",
" '/data/cssp-china/mini-dataset-24-01-19/nc/hourly/apepda.pj51240.nc',\n",
" '/data/cssp-china/mini-dataset-24-01-19/nc/hourly/apepda.pj512e0.nc',\n",
" '/data/cssp-china/mini-dataset-24-01-19/nc/hourly/apepda.pj512o0.nc']"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"start, stop = next(iter(time_window_batch((1851, 1, 1, 0, 0), (1861, 1, 1, 0, 0), datetime.timedelta(hours=24*50))))\n",
"filter_files_for_dates(FILES, start, stop)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Calculate the rolling mean for a time window\n",
"Calulate a rolling mean for a subset of the data. We will re-apply to all subsets of the data."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def rolling_mean_at_point_for_date_range(start,stop):\n",
" with dask.config.set(scheduler='single-threaded'):\n",
" files = filter_files_for_dates(FILES, start, stop)\n",
" surface_air_pressure = load_surface_air_pressure(files)[:,100,100]\n",
" date_filtered_cube = surface_air_pressure.extract(iris.Constraint(time=lambda t: start <= t < stop))\n",
" rolled_cube = date_filtered_cube.rolling_window('time', iris.analysis.MEAN, 24)\n",
" return rolled_cube"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" a.iris {\n",
" text-decoration: none !important;\n",
" }\n",
" table.iris {\n",
" white-space: pre;\n",
" border: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-family: monaco, monospace;\n",
" }\n",
" th.iris {\n",
" background: #303f3f;\n",
" color: #e0e0e0;\n",
" border-left: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-size: 1.05em;\n",
" min-width: 50px;\n",
" max-width: 125px;\n",
" }\n",
" tr.iris :first-child {\n",
" border-right: 1px solid #9c9c9c !important;\n",
" }\n",
" td.iris-title {\n",
" background: #d5dcdf;\n",
" border-top: 1px solid #9c9c9c;\n",
" font-weight: bold;\n",
" }\n",
" .iris-word-cell {\n",
" text-align: left !important;\n",
" white-space: pre;\n",
" }\n",
" .iris-subheading-cell {\n",
" padding-left: 2em !important;\n",
" }\n",
" .iris-inclusion-cell {\n",
" padding-right: 1em !important;\n",
" }\n",
" .iris-panel-body {\n",
" padding-top: 0px;\n",
" }\n",
" .iris-panel-title {\n",
" padding-left: 3em;\n",
" }\n",
" .iris-panel-title {\n",
" margin-top: 7px;\n",
" }\n",
"</style>\n",
"<table class=\"iris\" id=\"140628385702928\">\n",
" <tr class=\"iris\">\n",
"<th class=\"iris iris-word-cell\">Surface Air Pressure (Pa)</th>\n",
"<th class=\"iris iris-word-cell\">time</th>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
"<td class=\"iris-word-cell iris-subheading-cell\">Shape</td>\n",
"<td class=\"iris iris-inclusion-cell\">1177</td>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Dimension coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\ttime</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Auxiliary coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_period</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Scalar coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_reference_time</td>\n",
" <td class=\"iris-word-cell\" colspan=\"1\">1849-12-01 00:00:00</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tgrid_latitude</td>\n",
" <td class=\"iris-word-cell\" colspan=\"1\">0.87999916 degrees</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tgrid_longitude</td>\n",
" <td class=\"iris-word-cell\" colspan=\"1\">345.48 degrees</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Attributes</td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tConventions</td>\n",
" <td class=\"iris-word-cell\" colspan=\"1\">CF-1.5</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tSTASH</td>\n",
" <td class=\"iris-word-cell\" colspan=\"1\">m01s00i001</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tsource</td>\n",
" <td class=\"iris-word-cell\" colspan=\"1\">Data from Met Office Unified Model</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Cell methods</td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tmean</td>\n",
" <td class=\"iris-word-cell\" colspan=\"1\">time</td>\n",
"</tr>\n",
"</table>\n",
" "
],
"text/plain": [
"<iris 'Cube' of surface_air_pressure / (Pa) (time: 1177)>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ws_24_mean = rolling_mean_at_point_for_date_range(start,stop)\n",
"ws_24_mean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mapping the work so there is no file overlap\n",
"Iris can not open the same HDF5 file (NetCDF file) in two different processes. We need to work out how we can process each of the tasks without overlapping the files being accessed. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"TaskSet = namedtuple('TaskSet',['index','start','stop','files'])\n",
"\n",
"def create_task_set(i, start,stop):\n",
" return TaskSet(i, start, stop, filter_files_for_dates(FILES, start,stop))\n",
"\n",
"\n",
"windows = time_window_batch((1851, 1, 1, 0, 0),\n",
" (1861, 1, 1, 0, 0), \n",
" step=datetime.timedelta(hours=24*30),\n",
" overlap=datetime.timedelta(hours=24))\n",
"\n",
"tasks = [create_task_set(i, start, stop) for i, (start,stop) in enumerate(windows)]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def do_overlap(task, other_tasks):\n",
" for other_task in other_tasks:\n",
" for file in task.files:\n",
" if file in other_task.files:\n",
" return True\n",
" else:\n",
" return False\n",
" \n",
"task_sets = []\n",
"for task in tasks:\n",
" for task_set in task_sets:\n",
" if not do_overlap(task, task_set):\n",
" task_set.append(task)\n",
" break\n",
" else:\n",
" task_sets.append([task])\n",
"len(task_sets)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Process the tasksets on distributed cluster"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"Result = namedtuple('Result', ['success', 'value'])\n",
"\n",
"def error_catch_rmean(start, stop):\n",
" try:\n",
" result = rolling_mean_at_point_for_date_range(start, stop)\n",
" return Result(True, result)\n",
" except Exception as e:\n",
" return Result(False, e)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"DataSet = namedtuple(\"DataSet\", ['data','time'])\n",
"\n",
"def to_datasets(i, result):\n",
" if result.success:\n",
" with dask.config.set(scheduler='single-threaded'):\n",
" cube = result.value\n",
" data = cube.data\n",
" time_unit = cube.coord('time').units\n",
" times_raw = cube.coord('time').points[:].data \n",
" times = [datetime.datetime.fromtimestamp(mktime(time_unit.num2date(val).timetuple()))\n",
" for val in times_raw]\n",
" return DataSet(data, times)\n",
" else:\n",
" return result\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import distributed\n",
"from dask_kubernetes import KubeCluster\n",
"import dask.bag as db"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ee78535e714444be88ac2187b65695f5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value='<h2>KubeCluster</h2>'), HBox(children=(HTML(value='\\n<div>\\n <style scoped>\\n .…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cluster = KubeCluster()\n",
"cluster.scale_up(20)\n",
"display(cluster)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 4.45 s, sys: 434 ms, total: 4.88 s\n",
"Wall time: 1min 24s\n"
]
}
],
"source": [
"%%time\n",
"collections = []\n",
"for task_set in task_sets: \n",
" ts_process = db.from_sequence(task_set).map(lambda t: (t.index, error_catch_rmean(t.start, t.stop) )).starmap(to_datasets) \n",
" with distributed.Client(cluster) as client: \n",
" collections.append(ts_process.compute())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wall time taken = on 20 worker cluster."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"cluster.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sort results and plot"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 469 ms, sys: 4.55 ms, total: 474 ms\n",
"Wall time: 467 ms\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fe66aeb9210>]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 2160x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"sorted_ds = sorted([ds for ds in chain(*collections) if isinstance(ds,DataSet)], key=lambda x:x[1])\n",
"datas, times = zip(*sorted_ds)\n",
"plt.title(\"Surface air pressure speed 24 hour rolling mean\")\n",
"plt.ylabel(sample_cube.units)\n",
"plt.plot(list(chain(*times)), list(chain(*datas)))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.7",
"language": "python",
"name": "py3.7"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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