compute_MSFT_v1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPU 0: Tesla V100-SXM2-16GB (UUID: GPU-024db545-f852-7129-a05b-58041bdc0cbb)\n"
     ]
    }
   ],
   "source": [
    "!nvidia-smi -L"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/gpfslocalsup/pub/anaconda-py3/2021.05/envs/pytorch-gpu-1.10.0+py3.9.7/lib/python3.9/site-packages/xarray/backends/plugins.py:65: RuntimeWarning: Engine 'cfgrib' loading failed:\n",
      "Cannot find the ecCodes library\n",
      "  warnings.warn(f\"Engine {name!r} loading failed:\\n{ex}\", RuntimeWarning)\n"
     ]
    }
   ],
   "source": [
    "# dataset qui contient les donnees constantes\n",
    "MASKdataset = xr.open_dataset('/gpfswork/idris/sos/ssos025/HRMES/MLspinup/INPUTS/eORCA1.2_mesh_mask.nc',decode_times=False)\n",
    "\n",
    "# dataset qui contient les donnees qui varient dans le temps, ie les courants 3D\n",
    "Udataset = xr.open_dataset('/gpfswork/idris/sos/ssos025/HRMES/CM65v42b-LR-pi-06_18500101_18591231_1M_grid_U.nc',decode_times=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_one_instance(u, e2u, e3u):\n",
    "    U = np.squeeze(np.sum(u * e3u,axis=0))\n",
    "    U = np.pad(U, ((0, 1), (1, 1)))\n",
    "    U = U * e2u # barotropic zonal velocity in m3/s\n",
    "    MSFT = np.zeros(np.shape(U))\n",
    "    MSFT[:,:] = np.cumsum(U[:,:],axis=0)\n",
    "    MSFT[:,:] = MSFT[:,:] - MSFT[300,50] # ici on retire partout la valeur dans la terre, prise à j=300, i=50 pour cette configuration\n",
    "    return MSFT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.8471596240997314\n"
     ]
    }
   ],
   "source": [
    "def compute_all(u, e2u, e3u):\n",
    "    U = np.sum(u * e3u, axis=1)\n",
    "    U = np.pad(U, ((0, 0), (0, 1), (1, 1)))\n",
    "    U = U * e2u.to_numpy()\n",
    "    MSFT = np.cumsum(U, axis=1)\n",
    "    MSFT -= MSFT[:, 300:301, 50:51]\n",
    "    return MSFT\n",
    "\n",
    "import time\n",
    "t = time.time()\n",
    "MSFT_all = compute_all(Udataset.uo, MASKdataset.e2u, Udataset.e3u) * MASKdataset.fmask[0:1, 0, :, :].to_numpy()\n",
    "print(time.time() - t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 1, 332, 362)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MASKdataset.e2u.expand_dims((120,), 0).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((120, 75, 331, 360), (1, 332, 362), (120, 75, 331, 360), (1, 75, 332, 362))"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Udataset.uo.shape, MASKdataset.e2u.shape, Udataset.e3u.shape, MASKdataset.fmask.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.9868104457855225\n"
     ]
    }
   ],
   "source": [
    "t_ = time.time()\n",
    "MSFT = np.zeros((120,332,362)) # calcul ici pour 120 mois\n",
    "for t in range(0,120,1):\n",
    "    MSFT[t,:,:] = compute_one_instance(np.squeeze(Udataset.uo[t,:,:,:]),np.squeeze(MASKdataset.e2u),np.squeeze(Udataset.e3u[t,:,:,:])) * MASKdataset.fmask[0,0,:,:]\n",
    "print(time.time() - t_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x14ff61d0cc70>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pcolor(np.mean(MSFT,axis=0)) # trace la moyenne temporelle\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x14ff2008c640>]"
      ]
     },
     "execution_count": 6,
     "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": [
    "plt.plot(MSFT[:,48,110])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 12)) ; plt.pcolor(MSFT[1, :, :]) ; plt.colorbar() ; plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "getfacl: Removing leading '/' from absolute path names\n",
      "# file: gpfsstore/rech/gzi/rgzi002/IGCM_OUT/IPSLCM6/DEVT/piControl/CM65v42b-LR-pi-06/OCE/Output/MO/CM65v42b-LR-pi-06_18500101_18591231_1M_diaptr_T_2D.nc\n",
      "# owner: rgzi002\n",
      "# group: gzi\n",
      "user::rwx\n",
      "user:ssos025:rwx\n",
      "group::r--\n",
      "mask::rwx\n",
      "other::r--\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!getfacl /gpfsstore/rech/gzi/rgzi002/IGCM_OUT/IPSLCM6/DEVT/piControl/CM65v42b-LR-pi-06/OCE/Output/MO/CM65v42b-LR-pi-06_18500101_18591231_1M_diaptr_T_2D.nc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 1014581840\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6378875 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82628029 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17890753 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8649133745 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5962467303 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6170890129 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26412534409 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13839847722 Jun  5  2021 CM65v42b-LR-pi-06_18500101_18591231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6379631 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82655777 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17931761 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8652107332 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5960144005 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6170221254 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26410583109 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13841849635 Jun  5  2021 CM65v42b-LR-pi-06_18600101_18691231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6379360 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82550043 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17912917 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8646080704 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5957475855 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169600678 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26403980101 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13840201561 Jun  6  2021 CM65v42b-LR-pi-06_18700101_18791231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6379974 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82534236 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17923319 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8645311769 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5956376746 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169647454 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26402379560 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13841522582 Jun  6  2021 CM65v42b-LR-pi-06_18800101_18891231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6383967 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82465612 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17939910 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8642510807 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5954920063 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169048632 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26399076093 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13840640700 Jun  7  2021 CM65v42b-LR-pi-06_18900101_18991231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6387577 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82481428 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17960319 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8639252095 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5954063432 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169612193 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26403877736 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13842335871 Jun  7  2021 CM65v42b-LR-pi-06_19000101_19091231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6390387 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82431286 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17954887 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8638464956 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5954405405 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169320145 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26411935075 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13841632467 Jun  8  2021 CM65v42b-LR-pi-06_19100101_19191231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6387699 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82413119 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17959249 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8638679311 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5955764347 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6170816590 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26413407111 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13843466075 Jun  9  2021 CM65v42b-LR-pi-06_19200101_19291231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6387825 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82418127 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17980268 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8635957060 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5954662758 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6172166917 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26406186573 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13842304968 Jun  9  2021 CM65v42b-LR-pi-06_19300101_19391231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6387088 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82403881 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17977039 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8638459712 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5957673631 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6173023961 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26411502317 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13843677362 Jun 10  2021 CM65v42b-LR-pi-06_19400101_19491231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6388385 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82411623 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17969006 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8636642044 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5954791488 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6170885939 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26411507695 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13841748256 Jun 10  2021 CM65v42b-LR-pi-06_19500101_19591231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6389609 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82381432 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17973394 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8633550123 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5953892010 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169829051 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26401057479 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13840315478 Jun 11  2021 CM65v42b-LR-pi-06_19600101_19691231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6384245 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82325997 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17961035 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8632024367 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5953070489 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169154897 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26394205355 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13839147284 Jun 11  2021 CM65v42b-LR-pi-06_19700101_19791231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6390729 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82320579 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17978415 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8629454790 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5954117146 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169388833 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26396013097 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13840203326 Jun 12  2021 CM65v42b-LR-pi-06_19800101_19891231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6386953 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82361894 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17982540 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8627106962 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5952887329 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6170144398 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26389930091 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13839368048 Jun 12  2021 CM65v42b-LR-pi-06_19900101_19991231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6386244 Jun 13  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82313713 Jun 13  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17988702 Jun 13  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8627316001 Jun 13  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5952379049 Jun 14  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6168378239 Jun 14  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26388165923 Jun 14  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 14  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 14  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13837373333 Jun 14  2021 CM65v42b-LR-pi-06_20000101_20091231_1M_trdtra.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi     6391650 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_diaptr_T_2D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    82338808 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_diaptr_T_3D.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi    17991979 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_diaptr_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  8624808902 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_grid_T.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  5953983306 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_grid_U.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi  6169810961 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_grid_V.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 26385129908 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_grid_W.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi      451364 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_scalar.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi       62121 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_strait_oce.nc\n",
      "-rwxrwxr--+ 1 rgzi002 gzi 13837508187 Jun 14  2021 CM65v42b-LR-pi-06_20100101_20191231_1M_trdtra.nc\n"
     ]
    }
   ],
   "source": [
    "!ls -l /gpfsstore/rech/gzi/rgzi002/IGCM_OUT/IPSLCM6/DEVT/piControl/CM65v42b-LR-pi-06/OCE/Output/MO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}