Step8_Generate_percentile_seeds.ipynb

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   "source": [
    "import xarray as xr\n",
    "import numpy as np\n",
    "import dask\n",
    "import dask.array as da\n",
    "from dask.diagnostics import ProgressBar\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from linearsim import time_domain_ras, distribution_seeds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate a dataset of input spectra "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "suffix = '_percentiles_221112' # Tag to added to output filename\n",
    "n_seed = 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "array([ 10,  20,  50, 100, 250, 500])\n",
       "Dimensions without coordinates: n</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span>n</span>: 6</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fd0a7832-f7c8-4d97-b1bd-8e6b17ac218e' class='xr-array-in' type='checkbox' checked><label for='section-fd0a7832-f7c8-4d97-b1bd-8e6b17ac218e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>10 20 50 100 250 500</span></div><div class='xr-array-data'><pre>array([ 10,  20,  50, 100, 250, 500])</pre></div></div></li><li class='xr-section-item'><input id='section-2422714b-976f-4d0c-abb1-b9a3c6c61e56' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2422714b-976f-4d0c-abb1-b9a3c6c61e56' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-0647316b-9057-426d-8049-f8e0df2bd4bd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0647316b-9057-426d-8049-f8e0df2bd4bd' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
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       "<xarray.DataArray (n: 6)>\n",
       "array([ 10,  20,  50, 100, 250, 500])\n",
       "Dimensions without coordinates: n"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of waves to evaluate - based on peak period\n",
    "duration=xr.DataArray(np.array([10,20,50,100,250,500]).astype(int),dims='n')\n",
    "duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_coords(ds):\n",
    "    ds = ds.rename({'N':'n','Gamma':'gamma','Seed':'seed'})\n",
    "    ds = ds.assign_coords({'n':ds['n'],'gamma':ds['gamma'],'seed':range(len(ds['seed']))})\n",
    "    ds = ds.set_coords(['hs','tp','dt','fft_min_duration'])\n",
    "    return ds\n",
    "\n",
    "# Save results at an interval of 10000 seeds, will concatentate later\n",
    "for checkpoint in range(100):\n",
    "    break\n",
    "\n",
    "    ds = xr.Dataset()\n",
    "    ds['Gamma'] = xr.DataArray(np.array([1.0,3.3,7]),dims='gamma')\n",
    "    ds['N'] = duration\n",
    "    ds['fft_min_duration'] = xr.ones_like(ds['N'])*512\n",
    "    ds['Seed'] = xr.DataArray(da.arange(n_seed,chunks=(n_seed//5,)).astype('int'),dims='seed') # Specifies the granularity for calculation with dask using chunks\n",
    "    ds['this_seed'] = xr.DataArray(da.random.choice(int(1E9), size=(len(ds['Gamma']), len(ds['N']), n_seed),chunks=(1,1,n_seed//5)).astype('int'), dims=('gamma','n','seed'))\n",
    "    ds['dt']=1/32\n",
    "    ds['hs']=1.0\n",
    "    ds['tp']=1.0\n",
    "    ds = ds.chunk({'gamma':1,'n':1,'seed':n_seed//5})\n",
    "\n",
    "    ds = set_coords(ds)\n",
    "\n",
    "    # Names of output variables returned from time_domain_ras function\n",
    "    output_variables = 'Tz, Tm01, Hm0, Hs, H13, H13_unbiased, Hmax, HmaxT, Cmax, CmaxT2, r_spectra, r_sample, r_unbiased, k3, k4, seed'\n",
    "    outputs = xr.apply_ufunc(time_domain_ras,\n",
    "                            ds['hs'],\n",
    "                            ds['tp'],\n",
    "                            ds['gamma'],\n",
    "                            ds['n'],\n",
    "                            ds['dt'],\n",
    "                            ds['this_seed'],\n",
    "                            ds['fft_min_duration'],\n",
    "                            input_core_dims=[[],[],[],[],[],[],[]],\n",
    "                            output_core_dims=[[],]*16,\n",
    "                            vectorize=True,\n",
    "                            dask='parallelized',\n",
    "                            output_dtypes=['float',]*16\n",
    "                            )\n",
    "                            \n",
    "    # Assign the outputs to the xr.Dataset\n",
    "    for v, o in zip(output_variables.split(',')[:-1],outputs[:-1]): # ignore the returned seed - same as input\n",
    "        ds[v.strip()] = o\n",
    "    \n",
    "\n",
    "    # Use multiple processes to calculate timeseries and write to disk\n",
    "    with dask.config.set(scheduler='processes'):\n",
    "        with ProgressBar():\n",
    "            ds = ds.compute()\n",
    "\n",
    "    ds_output = ds.chunk({'gamma':1,'n':-1,'seed':-1})\n",
    "    ds_output.to_netcdf(f'data/timeseries_stats/RAS_n{n_seed}{suffix}_{checkpoint:05.0f}.nc',mode='w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['data/timeseries_stats\\\\RAS_n10000_percentiles_221112_00000.nc',\n",
       " 'data/timeseries_stats\\\\RAS_n10000_percentiles_221112_00001.nc',\n",
       " 'data/timeseries_stats\\\\RAS_n10000_percentiles_221112_00002.nc',\n",
       " 'data/timeseries_stats\\\\RAS_n10000_percentiles_221112_00003.nc',\n",
       " 'data/timeseries_stats\\\\RAS_n10000_percentiles_221112_00004.nc']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = sorted(glob.glob('data/timeseries_stats/RAS_n10000_percentiles_221112_*.nc'))\n",
    "files[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with dask.config.set(scheduler='processes'):\n",
    "    ds = xr.open_mfdataset(files[:200],\n",
    "                            concat_dim='seed',\n",
    "                            combine='nested',\n",
    "                            coords='minimal',\n",
    "                            compat='override',\n",
    "                            join='override',\n",
    "                            parallel=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = ds.chunk({\"n\":1,\"gamma\":1,\"seed\":-1})\n",
    "ds['HmHs'] = ds.Hs/ds.Hmax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "quantiles = np.array([0.01, 0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95, 0.99])\n",
    "# d_quantiles = sorted((quantiles+0.005).tolist() + (quantiles-0.005).tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_stacked = ds.stack(set=[\"n\",\"gamma\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dask import delayed\n",
    "d_distribution_seeds = delayed(distribution_seeds)\n",
    "\n",
    "futures = {}\n",
    "for n in ds.n.values:\n",
    "    for g in ds.gamma.values:\n",
    "        futures[(n,g)] = d_distribution_seeds(ds.sel(n=n,gamma=g))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# with dask.config.set(scheduler=\"processes\"):\n",
    "#     with ProgressBar():\n",
    "#         results = dask.compute(futures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-6e151129-679e-11ed-b8b8-9c7bef2ae399</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "\n",
       "        <tr>\n",
       "        \n",
       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
       "        \n",
       "        </tr>\n",
       "\n",
       "        \n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\"></td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        </table>\n",
       "\n",
       "        \n",
       "            <details>\n",
       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">d9de0022</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Workers:</strong> 4\n",
       "                </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total threads:</strong> 12\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total memory:</strong> 15.78 GiB\n",
       "                </td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
       "</tr>\n",
       "\n",
       "            \n",
       "        </table>\n",
       "\n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
       "            </summary>\n",
       "\n",
       "            <div style=\"\">\n",
       "    <div>\n",
       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
       "        <div style=\"margin-left: 48px;\">\n",
       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-808f9920-73fa-49d8-b974-1f17664dd746</p>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://127.0.0.1:65470\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 4\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total threads:</strong> 12\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Started:</strong> Just now\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total memory:</strong> 15.78 GiB\n",
       "                    </td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "\n",
       "    <details style=\"margin-left: 48px;\">\n",
       "        <summary style=\"margin-bottom: 20px;\">\n",
       "            <h3 style=\"display: inline;\">Workers</h3>\n",
       "        </summary>\n",
       "\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:65510\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 3\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:65511/status\" target=\"_blank\">http://127.0.0.1:65511/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.95 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:65476\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> C:\\Users\\bransonp\\AppData\\Local\\Temp\\dask-worker-space\\worker-0mr12510\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:65501\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 3\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:65502/status\" target=\"_blank\">http://127.0.0.1:65502/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.95 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:65474\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> C:\\Users\\bransonp\\AppData\\Local\\Temp\\dask-worker-space\\worker-a9pjcr3m\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:65504\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 3\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:65505/status\" target=\"_blank\">http://127.0.0.1:65505/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.95 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:65475\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> C:\\Users\\bransonp\\AppData\\Local\\Temp\\dask-worker-space\\worker-od_5qqai\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:65507\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 3\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:65508/status\" target=\"_blank\">http://127.0.0.1:65508/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.95 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:65473\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> C:\\Users\\bransonp\\AppData\\Local\\Temp\\dask-worker-space\\worker-onq5v6ir\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "\n",
       "    </details>\n",
       "</div>\n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            </details>\n",
       "        \n",
       "\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client: 'tcp://127.0.0.1:65470' processes=4 threads=12, memory=15.78 GiB>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from distributed import LocalCluster, Client\n",
    "cluster = LocalCluster()\n",
    "client = Client(cluster)\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "results = dask.compute(futures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "res_dsets = []\n",
    "for (n,g),this_ds in results[0].items():\n",
    "    this_ds = this_ds.expand_dims({'n':[n,],'gamma':[g,]})\n",
    "    res_dsets.append(this_ds)\n",
    "\n",
    "ds_seeds = xr.merge(res_dsets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_seeds['univariate_seeds'] = ds_seeds['univariate_seeds'].astype('int32')\n",
    "ds_seeds['multivariate_seeds'] = ds_seeds['univariate_seeds'].astype('int32')\n",
    "ds_seeds['univariate_values'] = ds_seeds['univariate_values'].astype('float32')\n",
    "ds_seeds['multivariate_values'] = ds_seeds['multivariate_values'].astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_seeds.to_netcdf('data/seeds/quantile_seeds_221112.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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