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@apatlpo
Created February 6, 2020 15:01
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jetn itide tuto florian
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# tutorial for Florian\n",
"\n",
"This tutorial can be run with or without a dask cluster"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home1/datahome/aponte/.miniconda3/envs/equinox/lib/python3.7/site-packages/distributed/utils.py:137: RuntimeWarning: Couldn't detect a suitable IP address for reaching '8.8.8.8', defaulting to '127.0.0.1': [Errno 101] Network is unreachable\n",
" RuntimeWarning,\n"
]
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import crocosi.postp as pp"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from dask.distributed import Client, LocalCluster\n",
"#\n",
"# local cluster\n",
"cluster = LocalCluster()\n",
"#\n",
"# distributed cluster\n",
"#from dask_jobqueue import PBSCluster\n",
"#cluster = PBSCluster()\n",
"#w = cluster.scale(28*2)\n",
"#\n",
"#client = Client(cluster)\n",
"#client"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"## single run"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysing directory /home1/scratch/aponte/jet_cfg1_wp75_4km_1500a1800j_fl\n",
"Found 3 segments\n",
"Found 3 grid files\n",
"Found 6 surf files\n",
"Detected time step of 300.0 s\n",
"Detected theta_s = 5.0\n",
"Detected theta_b = 0.0\n",
"Detected Hc = 100.0 m\n",
"Detected rho0 = 1000.0 kg/m^3\n",
"Detected H = 4000.0 m\n",
"Found 9 columns in output.mpi:\n",
"['STEP', 'time[DAYS]', 'KINETIC_ENRG', 'POTEN_ENRG', 'TOTAL_ENRG', 'NET_VOLUME', 'trd', 'ENSTROPHY', 'BTKIN_ENRG']\n",
"Opening NC datasets: ['grid', 'surf']\n",
"Grid size: (L ,M, N) = (258, 722, 50)\n"
]
}
],
"source": [
"root_path = '/home1/scratch/aponte/'\n",
"\n",
"run = 'jet_cfg1_wp75_4km_1500a1800j_fl'\n",
"r = pp.Run(root_path+run, open_nc=['surf'], verbose=True)\n",
"r['surf'] = r['surf'].rename({'time_instant': 'time'})"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (axis_nbounds: 2, time: 7200, x_rho: 258, x_u: 257, y_rho: 722, y_v: 721)\n",
"Coordinates:\n",
" * y_rho (y_rho) float32 -2000.0 2000.0 ... 2878000.0 2882000.0\n",
" y_u (y_rho) float32 dask.array&lt;chunksize=(722,), meta=np.ndarray&gt;\n",
" * y_v (y_v) float32 0.0 4000.0 8000.0 ... 2876000.0 2880000.0\n",
" * x_rho (x_rho) float32 -2000.0 2000.0 ... 1022000.0 1026000.0\n",
" * x_u (x_u) float32 0.0 4000.0 8000.0 ... 1020000.0 1024000.0\n",
" x_v (x_rho) float32 dask.array&lt;chunksize=(258,), meta=np.ndarray&gt;\n",
" s_rho_slice0 float32 -0.01\n",
" * time (time) float64 dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;\n",
" time_instant_bounds (time, axis_nbounds) datetime64[ns] dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;\n",
" time_counter (time) float64 1.5e+03 1.5e+03 ... 1.8e+03 1.8e+03\n",
" time_counter_bounds (time, axis_nbounds) datetime64[ns] dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;\n",
" f_rho (y_rho) float32 0.0001029676 ... 0.00014968839\n",
" f_u (y_rho) float32 dask.array&lt;chunksize=(722,), meta=np.ndarray&gt;\n",
" f_v (y_v) float32 0.000103 0.0001030648 ... 0.000149656\n",
"Dimensions without coordinates: axis_nbounds\n",
"Data variables:\n",
" ssh (time, y_rho, x_rho) float32 dask.array&lt;chunksize=(1, 722, 258), meta=np.ndarray&gt;\n",
" T (time, y_rho, x_rho) float32 dask.array&lt;chunksize=(1, 722, 258), meta=np.ndarray&gt;\n",
" u (time, y_rho, x_u) float32 dask.array&lt;chunksize=(1, 722, 257), meta=np.ndarray&gt;\n",
" v (time, y_v, x_rho) float32 dask.array&lt;chunksize=(1, 721, 258), meta=np.ndarray&gt;\n",
" w (time, y_rho, x_rho) float32 dask.array&lt;chunksize=(1, 722, 258), meta=np.ndarray&gt;\n",
"Attributes:\n",
" name: surf\n",
" description: Created by xios\n",
" title: Created by xios\n",
" Conventions: CF-1.6\n",
" timeStamp: 2020-Feb-04 07:48:19 GMT\n",
" uuid: 1a9e6c22-14b0-439b-b017-67428029f309</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (axis_nbounds: 2, time: 7200, x_rho: 258, x_u: 257, y_rho: 722, y_v: 721)\n",
"Coordinates:\n",
" * y_rho (y_rho) float32 -2000.0 2000.0 ... 2878000.0 2882000.0\n",
" y_u (y_rho) float32 dask.array<chunksize=(722,), meta=np.ndarray>\n",
" * y_v (y_v) float32 0.0 4000.0 8000.0 ... 2876000.0 2880000.0\n",
" * x_rho (x_rho) float32 -2000.0 2000.0 ... 1022000.0 1026000.0\n",
" * x_u (x_u) float32 0.0 4000.0 8000.0 ... 1020000.0 1024000.0\n",
" x_v (x_rho) float32 dask.array<chunksize=(258,), meta=np.ndarray>\n",
" s_rho_slice0 float32 -0.01\n",
" * time (time) float64 dask.array<chunksize=(1,), meta=np.ndarray>\n",
" time_instant_bounds (time, axis_nbounds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
" time_counter (time) float64 1.5e+03 1.5e+03 ... 1.8e+03 1.8e+03\n",
" time_counter_bounds (time, axis_nbounds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
" f_rho (y_rho) float32 0.0001029676 ... 0.00014968839\n",
" f_u (y_rho) float32 dask.array<chunksize=(722,), meta=np.ndarray>\n",
" f_v (y_v) float32 0.000103 0.0001030648 ... 0.000149656\n",
"Dimensions without coordinates: axis_nbounds\n",
"Data variables:\n",
" ssh (time, y_rho, x_rho) float32 dask.array<chunksize=(1, 722, 258), meta=np.ndarray>\n",
" T (time, y_rho, x_rho) float32 dask.array<chunksize=(1, 722, 258), meta=np.ndarray>\n",
" u (time, y_rho, x_u) float32 dask.array<chunksize=(1, 722, 257), meta=np.ndarray>\n",
" v (time, y_v, x_rho) float32 dask.array<chunksize=(1, 721, 258), meta=np.ndarray>\n",
" w (time, y_rho, x_rho) float32 dask.array<chunksize=(1, 722, 258), meta=np.ndarray>\n",
"Attributes:\n",
" name: surf\n",
" description: Created by xios\n",
" title: Created by xios\n",
" Conventions: CF-1.6\n",
" timeStamp: 2020-Feb-04 07:48:19 GMT\n",
" uuid: 1a9e6c22-14b0-439b-b017-67428029f309"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r['surf']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x2aac565db908>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x1080 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"(r['surf'].ssh.isel(time=slice(0,None,2000))\n",
" .plot(x='x_rho', y='y_rho', col='time', col_wrap=2, \n",
" subplot_kws={'aspect':'equal'},\n",
" aspect=.5, figsize=(10,15))\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"# Coriolis frequency"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2aac56beb438>]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"r['grid'].f_rho.plot()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (s_rho: 50, s_w: 51, x_psi: 257, x_rho: 258, y_psi: 721, y_rho: 722)\n",
"Coordinates:\n",
" * y_rho (y_rho) float32 -2000.0 2000.0 6000.0 ... 2878000.0 2882000.0\n",
" * x_rho (x_rho) float32 -2000.0 2000.0 6000.0 ... 1022000.0 1026000.0\n",
" * y_psi (y_psi) float32 0.0 4000.0 8000.0 ... 2876000.0 2880000.0\n",
" * x_psi (x_psi) float32 0.0 4000.0 8000.0 ... 1020000.0 1024000.0\n",
" * s_rho (s_rho) float32 -0.99 -0.97 -0.95 -0.93 ... -0.05 -0.03 -0.01\n",
" * s_w (s_w) float32 -1.0 -0.98 -0.96 -0.94 ... -0.06 -0.04 -0.02 0.0\n",
" f_rho (y_rho) float32 0.0001029676 0.0001030324 ... 0.00014968839\n",
" f_psi (y_psi) float32 0.000103 0.0001030648 ... 0.000149656\n",
"Data variables:\n",
" hc float32 ...\n",
" theta_s float32 ...\n",
" theta_b float32 ...\n",
" Tcline float32 ...\n",
" Vtransform float32 ...\n",
" h (y_rho, x_rho) float32 ...\n",
" f (y_rho, x_rho) float32 ...\n",
" pm (y_rho, x_rho) float32 ...\n",
" pn (y_rho, x_rho) float32 ...\n",
" Cs_r (s_rho) float32 ...\n",
" sc_r (s_rho) float32 ...\n",
" Cs_w (s_w) float32 ...\n",
" sc_w (s_w) float32 ...\n",
"Attributes:\n",
" name: grid\n",
" description: Created by xios\n",
" title: Created by xios\n",
" Conventions: CF-1.6\n",
" timeStamp: 2020-Feb-04 07:48:19 GMT\n",
" uuid: 6c0790fa-1af8-4e3d-a7ae-1df236d06b74\n",
" xgcm-Grid: &lt;xgcm.Grid&gt;\\nxi Axis (periodic):\\n * center x_rho --&gt; in...</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (s_rho: 50, s_w: 51, x_psi: 257, x_rho: 258, y_psi: 721, y_rho: 722)\n",
"Coordinates:\n",
" * y_rho (y_rho) float32 -2000.0 2000.0 6000.0 ... 2878000.0 2882000.0\n",
" * x_rho (x_rho) float32 -2000.0 2000.0 6000.0 ... 1022000.0 1026000.0\n",
" * y_psi (y_psi) float32 0.0 4000.0 8000.0 ... 2876000.0 2880000.0\n",
" * x_psi (x_psi) float32 0.0 4000.0 8000.0 ... 1020000.0 1024000.0\n",
" * s_rho (s_rho) float32 -0.99 -0.97 -0.95 -0.93 ... -0.05 -0.03 -0.01\n",
" * s_w (s_w) float32 -1.0 -0.98 -0.96 -0.94 ... -0.06 -0.04 -0.02 0.0\n",
" f_rho (y_rho) float32 0.0001029676 0.0001030324 ... 0.00014968839\n",
" f_psi (y_psi) float32 0.000103 0.0001030648 ... 0.000149656\n",
"Data variables:\n",
" hc float32 ...\n",
" theta_s float32 ...\n",
" theta_b float32 ...\n",
" Tcline float32 ...\n",
" Vtransform float32 ...\n",
" h (y_rho, x_rho) float32 ...\n",
" f (y_rho, x_rho) float32 ...\n",
" pm (y_rho, x_rho) float32 ...\n",
" pn (y_rho, x_rho) float32 ...\n",
" Cs_r (s_rho) float32 ...\n",
" sc_r (s_rho) float32 ...\n",
" Cs_w (s_w) float32 ...\n",
" sc_w (s_w) float32 ...\n",
"Attributes:\n",
" name: grid\n",
" description: Created by xios\n",
" title: Created by xios\n",
" Conventions: CF-1.6\n",
" timeStamp: 2020-Feb-04 07:48:19 GMT\n",
" uuid: 6c0790fa-1af8-4e3d-a7ae-1df236d06b74\n",
" xgcm-Grid: <xgcm.Grid>\\nxi Axis (periodic):\\n * center x_rho --> in..."
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r['grid']"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"f0 = 1.03e-04 , beta = 1.62e-11\n"
]
}
],
"source": [
"print( 'f0 = %.2e , beta = %.2e' %(r['f0'], r['beta']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"## logged statistics"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>STEP</th>\n",
" <th>KINETIC_ENRG</th>\n",
" <th>POTEN_ENRG</th>\n",
" <th>TOTAL_ENRG</th>\n",
" <th>NET_VOLUME</th>\n",
" <th>trd</th>\n",
" <th>ENSTROPHY</th>\n",
" <th>BTKIN_ENRG</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time[DAYS]</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1500.00000</th>\n",
" <td>432000.0</td>\n",
" <td>0.012444</td>\n",
" <td>531.16820</td>\n",
" <td>531.18064</td>\n",
" <td>1.179650e+16</td>\n",
" <td>0.0</td>\n",
" <td>5.985666e-19</td>\n",
" <td>0.011175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1500.03472</th>\n",
" <td>432010.0</td>\n",
" <td>0.012444</td>\n",
" <td>531.16819</td>\n",
" <td>531.18064</td>\n",
" <td>1.179650e+16</td>\n",
" <td>0.0</td>\n",
" <td>5.984934e-19</td>\n",
" <td>0.011174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1500.06944</th>\n",
" <td>432020.0</td>\n",
" <td>0.012444</td>\n",
" <td>531.16819</td>\n",
" <td>531.18063</td>\n",
" <td>1.179650e+16</td>\n",
" <td>0.0</td>\n",
" <td>5.984264e-19</td>\n",
" <td>0.011174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1500.10417</th>\n",
" <td>432030.0</td>\n",
" <td>0.012444</td>\n",
" <td>531.16818</td>\n",
" <td>531.18062</td>\n",
" <td>1.179650e+16</td>\n",
" <td>0.0</td>\n",
" <td>5.983648e-19</td>\n",
" <td>0.011173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1500.13889</th>\n",
" <td>432040.0</td>\n",
" <td>0.012444</td>\n",
" <td>531.16818</td>\n",
" <td>531.18062</td>\n",
" <td>1.179650e+16</td>\n",
" <td>0.0</td>\n",
" <td>5.983078e-19</td>\n",
" <td>0.011173</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" STEP KINETIC_ENRG POTEN_ENRG TOTAL_ENRG NET_VOLUME trd \\\n",
"time[DAYS] \n",
"1500.00000 432000.0 0.012444 531.16820 531.18064 1.179650e+16 0.0 \n",
"1500.03472 432010.0 0.012444 531.16819 531.18064 1.179650e+16 0.0 \n",
"1500.06944 432020.0 0.012444 531.16819 531.18063 1.179650e+16 0.0 \n",
"1500.10417 432030.0 0.012444 531.16818 531.18062 1.179650e+16 0.0 \n",
"1500.13889 432040.0 0.012444 531.16818 531.18062 1.179650e+16 0.0 \n",
"\n",
" ENSTROPHY BTKIN_ENRG \n",
"time[DAYS] \n",
"1500.00000 5.985666e-19 0.011175 \n",
"1500.03472 5.984934e-19 0.011174 \n",
"1500.06944 5.984264e-19 0.011174 \n",
"1500.10417 5.983648e-19 0.011173 \n",
"1500.13889 5.983078e-19 0.011173 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.stats.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2aac568f9da0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"r.stats['KINETIC_ENRG'].plot()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'dt': 300.0, 'theta_s': 5.0, 'theta_b': 0.0, 'Hc': 100.0, 'rho0': 1000.0}\n"
]
},
{
"data": {
"text/plain": [
"{'itide_omega': 0.000145,\n",
" 'itide_nmode': 2.0,\n",
" 'itide_Az': 0.02,\n",
" 'itide_y': 400000.0,\n",
" 'itide_start_time': 1500.0,\n",
" 'itideptb_flag': 0.0,\n",
" 'itideptb_dcos': -1e-06,\n",
" 'itideptb_dsin': 0.0,\n",
" 'itideptb_nmode': 2.0,\n",
" 'itideptb_scale': 1.0,\n",
" 'jet_ywidth': 800000.0,\n",
" 'jet_weight': 0.75,\n",
" 'jet_decay_start': 4000.0,\n",
" 'tdiag_omega': 0.000145,\n",
" 'relax_dist_south': 1000000.0,\n",
" 'relax_L_south': 350000.0,\n",
" 'relax_tau_in_south': 1000.0,\n",
" 'relax_tau_out_south': 1.0,\n",
" 'relax_dist_north': 1000000.0,\n",
" 'relax_L_north': 350000.0,\n",
" 'relax_tau_in_north': 1000.0,\n",
" 'relax_tau_out_north': 1.0,\n",
" 'depth': 4000.0,\n",
" 'f0': 0.000103,\n",
" 'beta': 1.62e-11,\n",
" 'yrbeta': 1440000.0,\n",
" 'itideptb_truth_Acos_mode': array([0.00e+00, 1.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00,\n",
" 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00]),\n",
" 'itideptb_truth_Asin_mode': array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]),\n",
" 'itide_Ar_cos': 0.0,\n",
" 'itide_Ar_sin': 0.0,\n",
" 'itide_Au_cos': 0.0,\n",
" 'itide_Au_sin': 0.0,\n",
" 'itide_Av_cos': 1.46e-05,\n",
" 'itide_Av_sin': 0.0,\n",
" 'itide_Az_cos': 0.0,\n",
" 'itide_Az_sin': 0.0,\n",
" 'itide_Aw_cos': 0.0,\n",
" 'itide_Aw_sin': 0.0}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(r.params_input)\n",
"r.params_output"
]
},
{
"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
}
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