1725 lines
849 KiB
Plaintext
1725 lines
849 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"id": "1999438b-02db-49ca-84b1-b185dc7c5bf0",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import dask\n",
|
|
"from dask.distributed import Client, LocalCluster\n",
|
|
"import xarray as xr\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import os\n",
|
|
"from ipywidgets import Image\n",
|
|
"from ipywidgets import ColorPicker, IntSlider, link, AppLayout, HBox\n",
|
|
"from ipycanvas import hold_canvas, MultiCanvas #RoughCanvas,Canvas,\n",
|
|
"import imageio"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "f9cde74c-2e95-4728-814c-aa5332d7c01e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# local cluster on current machine\n",
|
|
"# cluster = LocalCluster() \n",
|
|
"# client = Client(cluster)\n",
|
|
"# print('Dashboard at '+cluster.dashboard_link)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "c7482a0c-e078-47ff-8920-764c359c6aba",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Dashboard at http://129.129.188.248:8787/status\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# home-made cluster\n",
|
|
"scheduler_address = \"129.129.188.248:8786\"\n",
|
|
"client = Client(scheduler_address)\n",
|
|
"print('Dashboard at '+client.dashboard_link)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "5d11dc37-ce02-44e6-adf9-7512a8efa8bf",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"tempfolder = '/mnt/SSD_2TB_nvme0n1/Robert'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "add330f8-2213-4a45-bd33-92591f313dec",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# dask.config.config['temporary-directory'] = tempfolder"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "0f5034cf-2534-4fc0-adb3-fe98e7421b72",
|
|
"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-4c39d915-293a-11ed-98ad-901b0e50e2fd</p>\n",
|
|
" <table style=\"width: 100%; text-align: left;\">\n",
|
|
"\n",
|
|
" <tr>\n",
|
|
" \n",
|
|
" <td style=\"text-align: left;\"><strong>Connection method:</strong> Direct</td>\n",
|
|
" <td style=\"text-align: left;\"></td>\n",
|
|
" \n",
|
|
" </tr>\n",
|
|
"\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Dashboard: </strong> <a href=\"http://129.129.188.248:8787/status\" target=\"_blank\">http://129.129.188.248:8787/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;\">Scheduler Info</h3></summary>\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-6918c53a-afa4-4f8b-aa73-f19087617933</p>\n",
|
|
" <table style=\"width: 100%; text-align: left;\">\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Comm:</strong> tcp://129.129.188.248:8786\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Workers:</strong> 2\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Dashboard:</strong> <a href=\"http://129.129.188.248:8787/status\" target=\"_blank\">http://129.129.188.248:8787/status</a>\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Total threads:</strong> 148\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Started:</strong> 4 hours ago\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Total memory:</strong> 1.48 TiB\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: tcp://129.129.188.222:38131</h4>\n",
|
|
" </summary>\n",
|
|
" <table style=\"width: 100%; text-align: left;\">\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Comm: </strong> tcp://129.129.188.222:38131\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Total threads: </strong> 128\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Dashboard: </strong> <a href=\"http://129.129.188.222:35403/status\" target=\"_blank\">http://129.129.188.222:35403/status</a>\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Memory: </strong> 0.98 TiB\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Nanny: </strong> tcp://129.129.188.222:36643\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> /tmp/dask-worker-space/worker-a5933tbq\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>GPU: </strong>NVIDIA RTX A4000\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>GPU memory: </strong> 15.99 GiB\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
"\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks executing: </strong> 0\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks in memory: </strong> 0\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks ready: </strong> 0\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks in flight: </strong>0\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>CPU usage:</strong> 2.0%\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Last seen: </strong> Just now\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Memory usage: </strong> 9.54 GiB\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Spilled bytes: </strong> 0 B\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Read bytes: </strong> 1.01 kiB\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Write bytes: </strong> 1.24 kiB\n",
|
|
" </td>\n",
|
|
" </tr>\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: tcp://129.129.188.248:35404</h4>\n",
|
|
" </summary>\n",
|
|
" <table style=\"width: 100%; text-align: left;\">\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Comm: </strong> tcp://129.129.188.248:35404\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Total threads: </strong> 20\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Dashboard: </strong> <a href=\"http://129.129.188.248:40628/status\" target=\"_blank\">http://129.129.188.248:40628/status</a>\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Memory: </strong> 503.62 GiB\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Nanny: </strong> tcp://129.129.188.248:37847\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> /tmp/dask-worker-space/worker-8fzliihb\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"\n",
|
|
" \n",
|
|
"\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks executing: </strong> 0\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks in memory: </strong> 0\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks ready: </strong> 0\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Tasks in flight: </strong>0\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>CPU usage:</strong> 4.0%\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Last seen: </strong> Just now\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Memory usage: </strong> 2.06 GiB\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Spilled bytes: </strong> 0 B\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Read bytes: </strong> 26.14 kiB\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Write bytes: </strong> 35.92 kiB\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
"\n",
|
|
" </table>\n",
|
|
" </details>\n",
|
|
" </div>\n",
|
|
" </div>\n",
|
|
" \n",
|
|
"\n",
|
|
" </details>\n",
|
|
"</div>\n",
|
|
" </details>\n",
|
|
" \n",
|
|
"\n",
|
|
" </div>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
"<Client: 'tcp://129.129.188.248:8786' processes=2 threads=148, memory=1.48 TiB>"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"client"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "7813dcfd-c194-4ba3-a4b4-6888e8f3e705",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from filter_functions import image_filter"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "4930da73-a20c-4aef-a4ab-165a559bc8e1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import training_functions as tfs\n",
|
|
"from training_functions import train_segmentation\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "5514ac86-855f-4e80-8dbd-e92358e5878b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def on_mouse_down(x, y):\n",
|
|
" global drawing\n",
|
|
" global position\n",
|
|
" global shape\n",
|
|
" drawing = True\n",
|
|
" position = (x, y)\n",
|
|
" shape = [position]\n",
|
|
"\n",
|
|
"def on_mouse_move(x, y):\n",
|
|
" global drawing\n",
|
|
" global position\n",
|
|
" global shape\n",
|
|
" if not drawing:\n",
|
|
" return\n",
|
|
" with hold_canvas():\n",
|
|
" canvas.stroke_line(position[0], position[1], x, y)\n",
|
|
" position = (x, y)\n",
|
|
" shape.append(position)\n",
|
|
"\n",
|
|
"def on_mouse_up(x, y):\n",
|
|
" global drawing\n",
|
|
" global positiondu\n",
|
|
" global shape\n",
|
|
" drawing = False\n",
|
|
" with hold_canvas():\n",
|
|
" canvas.stroke_line(position[0], position[1], x, y)\n",
|
|
" canvas.fill_polygon(shape)\n",
|
|
" shape = []"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "16be2672-1d39-489e-b11c-b58e24cf76f0",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"path = '/home/fische_r/NAS/testing/Jeremy_tomo/tomodata.nc'\n",
|
|
"featpath = '/home/fische_r/NAS/testing/Jeremy_tomo/featdata.nc'\n",
|
|
"# path = r\"C:\\Zwischenlager\\tomodata.nc\"\n",
|
|
"# path = '/mpc/homes/fische_r/wood3/wood_tomo.nc'\n",
|
|
"# featpath = '/mpc/homes/fische_r/wood3/featdata.nc'\n",
|
|
"\n",
|
|
"path = '/home/fische_r/NAS/testing/TIM_tomo/tomodata.nc'\n",
|
|
"featpath = '/home/fische_r/NAS/testing/TIM_tomo/featdata.nc'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "3ec2d882-d6e0-46a4-882d-1de1a66e7ba4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"IF = image_filter(data_path=path, outpath = featpath)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "6a59e105-1cce-4d75-a46a-b7998428e645",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"IF.open_raw_data()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "2bc21c8d-4984-4a24-b3f8-1e1720a52d0e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# IF.data = IF.data[30:-20,15:-50,:100,:50] #cropping for wood"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "fcf8be0e-7f15-4d1f-b7a3-f6c9b4c27a1c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<table>\n",
|
|
" <tr>\n",
|
|
" <td>\n",
|
|
" <table>\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <td> </td>\n",
|
|
" <th> Array </th>\n",
|
|
" <th> Chunk </th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Bytes </th>\n",
|
|
" <td> 328.56 GiB </td>\n",
|
|
" <td> 15.81 MiB </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (1781, 140, 956, 185) </td>\n",
|
|
" <td> (40, 35, 40, 37) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Count </th>\n",
|
|
" <td> 21600 Tasks </td>\n",
|
|
" <td> 21600 Chunks </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Type </th>\n",
|
|
" <td> float64 </td>\n",
|
|
" <td> numpy.ndarray </td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </td>\n",
|
|
" <td>\n",
|
|
" <svg width=\"490\" height=\"136\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"2\" y1=\"0\" x2=\"2\" y2=\"25\" />\n",
|
|
" <line x1=\"5\" y1=\"0\" x2=\"5\" y2=\"25\" />\n",
|
|
" <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"25\" />\n",
|
|
" <line x1=\"13\" y1=\"0\" x2=\"13\" y2=\"25\" />\n",
|
|
" <line x1=\"18\" y1=\"0\" x2=\"18\" y2=\"25\" />\n",
|
|
" <line x1=\"21\" y1=\"0\" x2=\"21\" y2=\"25\" />\n",
|
|
" <line x1=\"24\" y1=\"0\" x2=\"24\" y2=\"25\" />\n",
|
|
" <line x1=\"29\" y1=\"0\" x2=\"29\" y2=\"25\" />\n",
|
|
" <line x1=\"32\" y1=\"0\" x2=\"32\" y2=\"25\" />\n",
|
|
" <line x1=\"37\" y1=\"0\" x2=\"37\" y2=\"25\" />\n",
|
|
" <line x1=\"40\" y1=\"0\" x2=\"40\" y2=\"25\" />\n",
|
|
" <line x1=\"43\" y1=\"0\" x2=\"43\" y2=\"25\" />\n",
|
|
" <line x1=\"48\" y1=\"0\" x2=\"48\" y2=\"25\" />\n",
|
|
" <line x1=\"51\" y1=\"0\" x2=\"51\" y2=\"25\" />\n",
|
|
" <line x1=\"56\" y1=\"0\" x2=\"56\" y2=\"25\" />\n",
|
|
" <line x1=\"59\" y1=\"0\" x2=\"59\" y2=\"25\" />\n",
|
|
" <line x1=\"61\" y1=\"0\" x2=\"61\" y2=\"25\" />\n",
|
|
" <line x1=\"67\" y1=\"0\" x2=\"67\" y2=\"25\" />\n",
|
|
" <line x1=\"70\" y1=\"0\" x2=\"70\" y2=\"25\" />\n",
|
|
" <line x1=\"75\" y1=\"0\" x2=\"75\" y2=\"25\" />\n",
|
|
" <line x1=\"78\" y1=\"0\" x2=\"78\" y2=\"25\" />\n",
|
|
" <line x1=\"80\" y1=\"0\" x2=\"80\" y2=\"25\" />\n",
|
|
" <line x1=\"86\" y1=\"0\" x2=\"86\" y2=\"25\" />\n",
|
|
" <line x1=\"88\" y1=\"0\" x2=\"88\" y2=\"25\" />\n",
|
|
" <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
|
|
" <line x1=\"97\" y1=\"0\" x2=\"97\" y2=\"25\" />\n",
|
|
" <line x1=\"99\" y1=\"0\" x2=\"99\" y2=\"25\" />\n",
|
|
" <line x1=\"105\" y1=\"0\" x2=\"105\" y2=\"25\" />\n",
|
|
" <line x1=\"107\" y1=\"0\" x2=\"107\" y2=\"25\" />\n",
|
|
" <line x1=\"113\" y1=\"0\" x2=\"113\" y2=\"25\" />\n",
|
|
" <line x1=\"115\" y1=\"0\" x2=\"115\" y2=\"25\" />\n",
|
|
" <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Text -->\n",
|
|
" <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >1781</text>\n",
|
|
" <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
|
|
"\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"190\" y1=\"0\" x2=\"211\" y2=\"21\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"190\" y1=\"2\" x2=\"211\" y2=\"24\" />\n",
|
|
" <line x1=\"190\" y1=\"5\" x2=\"211\" y2=\"27\" />\n",
|
|
" <line x1=\"190\" y1=\"8\" x2=\"211\" y2=\"29\" />\n",
|
|
" <line x1=\"190\" y1=\"10\" x2=\"211\" y2=\"32\" />\n",
|
|
" <line x1=\"190\" y1=\"13\" x2=\"211\" y2=\"35\" />\n",
|
|
" <line x1=\"190\" y1=\"16\" x2=\"211\" y2=\"38\" />\n",
|
|
" <line x1=\"190\" y1=\"18\" x2=\"211\" y2=\"40\" />\n",
|
|
" <line x1=\"190\" y1=\"21\" x2=\"211\" y2=\"43\" />\n",
|
|
" <line x1=\"190\" y1=\"24\" x2=\"211\" y2=\"46\" />\n",
|
|
" <line x1=\"190\" y1=\"26\" x2=\"211\" y2=\"48\" />\n",
|
|
" <line x1=\"190\" y1=\"29\" x2=\"211\" y2=\"51\" />\n",
|
|
" <line x1=\"190\" y1=\"32\" x2=\"211\" y2=\"54\" />\n",
|
|
" <line x1=\"190\" y1=\"35\" x2=\"211\" y2=\"56\" />\n",
|
|
" <line x1=\"190\" y1=\"37\" x2=\"211\" y2=\"59\" />\n",
|
|
" <line x1=\"190\" y1=\"40\" x2=\"211\" y2=\"62\" />\n",
|
|
" <line x1=\"190\" y1=\"43\" x2=\"211\" y2=\"65\" />\n",
|
|
" <line x1=\"190\" y1=\"45\" x2=\"211\" y2=\"67\" />\n",
|
|
" <line x1=\"190\" y1=\"48\" x2=\"211\" y2=\"70\" />\n",
|
|
" <line x1=\"190\" y1=\"51\" x2=\"211\" y2=\"73\" />\n",
|
|
" <line x1=\"190\" y1=\"53\" x2=\"211\" y2=\"75\" />\n",
|
|
" <line x1=\"190\" y1=\"56\" x2=\"211\" y2=\"78\" />\n",
|
|
" <line x1=\"190\" y1=\"59\" x2=\"211\" y2=\"81\" />\n",
|
|
" <line x1=\"190\" y1=\"61\" x2=\"211\" y2=\"83\" />\n",
|
|
" <line x1=\"190\" y1=\"64\" x2=\"211\" y2=\"86\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"190\" y1=\"0\" x2=\"190\" y2=\"64\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"195\" y1=\"5\" x2=\"195\" y2=\"69\" />\n",
|
|
" <line x1=\"200\" y1=\"10\" x2=\"200\" y2=\"75\" />\n",
|
|
" <line x1=\"206\" y1=\"16\" x2=\"206\" y2=\"80\" />\n",
|
|
" <line x1=\"211\" y1=\"21\" x2=\"211\" y2=\"86\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"190.0,0.0 211.89650738969476,21.896507389694758 211.89650738969476,86.30975837228881 190.0,64.41325098259405\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"190\" y1=\"0\" x2=\"228\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"195\" y1=\"5\" x2=\"234\" y2=\"5\" />\n",
|
|
" <line x1=\"200\" y1=\"10\" x2=\"239\" y2=\"10\" />\n",
|
|
" <line x1=\"206\" y1=\"16\" x2=\"245\" y2=\"16\" />\n",
|
|
" <line x1=\"211\" y1=\"21\" x2=\"250\" y2=\"21\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"190\" y1=\"0\" x2=\"211\" y2=\"21\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"197\" y1=\"0\" x2=\"219\" y2=\"21\" />\n",
|
|
" <line x1=\"205\" y1=\"0\" x2=\"227\" y2=\"21\" />\n",
|
|
" <line x1=\"213\" y1=\"0\" x2=\"235\" y2=\"21\" />\n",
|
|
" <line x1=\"221\" y1=\"0\" x2=\"242\" y2=\"21\" />\n",
|
|
" <line x1=\"228\" y1=\"0\" x2=\"250\" y2=\"21\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"190.0,0.0 228.8064406457258,0.0 250.70294803542055,21.896507389694758 211.89650738969476,21.896507389694758\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"211\" y1=\"21\" x2=\"250\" y2=\"21\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"211\" y1=\"24\" x2=\"250\" y2=\"24\" />\n",
|
|
" <line x1=\"211\" y1=\"27\" x2=\"250\" y2=\"27\" />\n",
|
|
" <line x1=\"211\" y1=\"29\" x2=\"250\" y2=\"29\" />\n",
|
|
" <line x1=\"211\" y1=\"32\" x2=\"250\" y2=\"32\" />\n",
|
|
" <line x1=\"211\" y1=\"35\" x2=\"250\" y2=\"35\" />\n",
|
|
" <line x1=\"211\" y1=\"38\" x2=\"250\" y2=\"38\" />\n",
|
|
" <line x1=\"211\" y1=\"40\" x2=\"250\" y2=\"40\" />\n",
|
|
" <line x1=\"211\" y1=\"43\" x2=\"250\" y2=\"43\" />\n",
|
|
" <line x1=\"211\" y1=\"46\" x2=\"250\" y2=\"46\" />\n",
|
|
" <line x1=\"211\" y1=\"48\" x2=\"250\" y2=\"48\" />\n",
|
|
" <line x1=\"211\" y1=\"51\" x2=\"250\" y2=\"51\" />\n",
|
|
" <line x1=\"211\" y1=\"54\" x2=\"250\" y2=\"54\" />\n",
|
|
" <line x1=\"211\" y1=\"56\" x2=\"250\" y2=\"56\" />\n",
|
|
" <line x1=\"211\" y1=\"59\" x2=\"250\" y2=\"59\" />\n",
|
|
" <line x1=\"211\" y1=\"62\" x2=\"250\" y2=\"62\" />\n",
|
|
" <line x1=\"211\" y1=\"65\" x2=\"250\" y2=\"65\" />\n",
|
|
" <line x1=\"211\" y1=\"67\" x2=\"250\" y2=\"67\" />\n",
|
|
" <line x1=\"211\" y1=\"70\" x2=\"250\" y2=\"70\" />\n",
|
|
" <line x1=\"211\" y1=\"73\" x2=\"250\" y2=\"73\" />\n",
|
|
" <line x1=\"211\" y1=\"75\" x2=\"250\" y2=\"75\" />\n",
|
|
" <line x1=\"211\" y1=\"78\" x2=\"250\" y2=\"78\" />\n",
|
|
" <line x1=\"211\" y1=\"81\" x2=\"250\" y2=\"81\" />\n",
|
|
" <line x1=\"211\" y1=\"83\" x2=\"250\" y2=\"83\" />\n",
|
|
" <line x1=\"211\" y1=\"86\" x2=\"250\" y2=\"86\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"211\" y1=\"21\" x2=\"211\" y2=\"86\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"219\" y1=\"21\" x2=\"219\" y2=\"86\" />\n",
|
|
" <line x1=\"227\" y1=\"21\" x2=\"227\" y2=\"86\" />\n",
|
|
" <line x1=\"235\" y1=\"21\" x2=\"235\" y2=\"86\" />\n",
|
|
" <line x1=\"242\" y1=\"21\" x2=\"242\" y2=\"86\" />\n",
|
|
" <line x1=\"250\" y1=\"21\" x2=\"250\" y2=\"86\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"211.89650738969476,21.896507389694758 250.70294803542055,21.896507389694758 250.70294803542055,86.30975837228881 211.89650738969476,86.30975837228881\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Text -->\n",
|
|
" <text x=\"231.299728\" y=\"106.309758\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >185</text>\n",
|
|
" <text x=\"270.702948\" y=\"54.103133\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,270.702948,54.103133)\">956</text>\n",
|
|
" <text x=\"190.948254\" y=\"95.361505\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,190.948254,95.361505)\">140</text>\n",
|
|
"</svg>\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"</table>"
|
|
],
|
|
"text/plain": [
|
|
"dask.array<array, shape=(1781, 140, 956, 185), dtype=float64, chunksize=(40, 35, 40, 37), chunktype=numpy.ndarray>"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"IF.data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "36190e50-90b8-4c47-bc5c-d5a5da69a4a7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"IF.prepare()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "de4e35a6-e8dc-4585-b5e7-b608935203b3",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"IF.stack_features()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "f0e9730e-7887-45d0-961d-a92da744d4d4",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<table>\n",
|
|
" <tr>\n",
|
|
" <td>\n",
|
|
" <table>\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <td> </td>\n",
|
|
" <th> Array </th>\n",
|
|
" <th> Chunk </th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Bytes </th>\n",
|
|
" <td> 23.42 TiB </td>\n",
|
|
" <td> 15.81 MiB </td>\n",
|
|
" </tr>\n",
|
|
" \n",
|
|
" <tr>\n",
|
|
" <th> Shape </th>\n",
|
|
" <td> (1781, 140, 956, 185, 73) </td>\n",
|
|
" <td> (40, 35, 40, 37, 1) </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Count </th>\n",
|
|
" <td> 23945408 Tasks </td>\n",
|
|
" <td> 1576800 Chunks </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th> Type </th>\n",
|
|
" <td> float64 </td>\n",
|
|
" <td> numpy.ndarray </td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
" </table>\n",
|
|
" </td>\n",
|
|
" <td>\n",
|
|
" <svg width=\"335\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"0\" y1=\"0\" x2=\"37\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"0\" y1=\"2\" x2=\"37\" y2=\"2\" />\n",
|
|
" <line x1=\"0\" y1=\"5\" x2=\"37\" y2=\"5\" />\n",
|
|
" <line x1=\"0\" y1=\"10\" x2=\"37\" y2=\"10\" />\n",
|
|
" <line x1=\"0\" y1=\"13\" x2=\"37\" y2=\"13\" />\n",
|
|
" <line x1=\"0\" y1=\"18\" x2=\"37\" y2=\"18\" />\n",
|
|
" <line x1=\"0\" y1=\"21\" x2=\"37\" y2=\"21\" />\n",
|
|
" <line x1=\"0\" y1=\"24\" x2=\"37\" y2=\"24\" />\n",
|
|
" <line x1=\"0\" y1=\"29\" x2=\"37\" y2=\"29\" />\n",
|
|
" <line x1=\"0\" y1=\"32\" x2=\"37\" y2=\"32\" />\n",
|
|
" <line x1=\"0\" y1=\"37\" x2=\"37\" y2=\"37\" />\n",
|
|
" <line x1=\"0\" y1=\"40\" x2=\"37\" y2=\"40\" />\n",
|
|
" <line x1=\"0\" y1=\"43\" x2=\"37\" y2=\"43\" />\n",
|
|
" <line x1=\"0\" y1=\"48\" x2=\"37\" y2=\"48\" />\n",
|
|
" <line x1=\"0\" y1=\"51\" x2=\"37\" y2=\"51\" />\n",
|
|
" <line x1=\"0\" y1=\"56\" x2=\"37\" y2=\"56\" />\n",
|
|
" <line x1=\"0\" y1=\"59\" x2=\"37\" y2=\"59\" />\n",
|
|
" <line x1=\"0\" y1=\"61\" x2=\"37\" y2=\"61\" />\n",
|
|
" <line x1=\"0\" y1=\"67\" x2=\"37\" y2=\"67\" />\n",
|
|
" <line x1=\"0\" y1=\"70\" x2=\"37\" y2=\"70\" />\n",
|
|
" <line x1=\"0\" y1=\"75\" x2=\"37\" y2=\"75\" />\n",
|
|
" <line x1=\"0\" y1=\"78\" x2=\"37\" y2=\"78\" />\n",
|
|
" <line x1=\"0\" y1=\"80\" x2=\"37\" y2=\"80\" />\n",
|
|
" <line x1=\"0\" y1=\"86\" x2=\"37\" y2=\"86\" />\n",
|
|
" <line x1=\"0\" y1=\"88\" x2=\"37\" y2=\"88\" />\n",
|
|
" <line x1=\"0\" y1=\"94\" x2=\"37\" y2=\"94\" />\n",
|
|
" <line x1=\"0\" y1=\"97\" x2=\"37\" y2=\"97\" />\n",
|
|
" <line x1=\"0\" y1=\"99\" x2=\"37\" y2=\"99\" />\n",
|
|
" <line x1=\"0\" y1=\"105\" x2=\"37\" y2=\"105\" />\n",
|
|
" <line x1=\"0\" y1=\"107\" x2=\"37\" y2=\"107\" />\n",
|
|
" <line x1=\"0\" y1=\"113\" x2=\"37\" y2=\"113\" />\n",
|
|
" <line x1=\"0\" y1=\"115\" x2=\"37\" y2=\"115\" />\n",
|
|
" <line x1=\"0\" y1=\"120\" x2=\"37\" y2=\"120\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"9\" y1=\"0\" x2=\"9\" y2=\"120\" />\n",
|
|
" <line x1=\"18\" y1=\"0\" x2=\"18\" y2=\"120\" />\n",
|
|
" <line x1=\"27\" y1=\"0\" x2=\"27\" y2=\"120\" />\n",
|
|
" <line x1=\"37\" y1=\"0\" x2=\"37\" y2=\"120\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"0.0,0.0 37.22406256248109,0.0 37.22406256248109,120.0 0.0,120.0\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Text -->\n",
|
|
" <text x=\"18.612031\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >140</text>\n",
|
|
" <text x=\"57.224063\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,57.224063,60.000000)\">1781</text>\n",
|
|
"\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"107\" y1=\"0\" x2=\"144\" y2=\"37\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"107\" y1=\"7\" x2=\"144\" y2=\"45\" />\n",
|
|
" <line x1=\"107\" y1=\"15\" x2=\"144\" y2=\"53\" />\n",
|
|
" <line x1=\"107\" y1=\"23\" x2=\"144\" y2=\"61\" />\n",
|
|
" <line x1=\"107\" y1=\"31\" x2=\"144\" y2=\"68\" />\n",
|
|
" <line x1=\"107\" y1=\"38\" x2=\"144\" y2=\"76\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"107\" y1=\"0\" x2=\"107\" y2=\"38\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"108\" y1=\"1\" x2=\"108\" y2=\"40\" />\n",
|
|
" <line x1=\"110\" y1=\"3\" x2=\"110\" y2=\"41\" />\n",
|
|
" <line x1=\"111\" y1=\"4\" x2=\"111\" y2=\"43\" />\n",
|
|
" <line x1=\"113\" y1=\"6\" x2=\"113\" y2=\"45\" />\n",
|
|
" <line x1=\"114\" y1=\"7\" x2=\"114\" y2=\"46\" />\n",
|
|
" <line x1=\"116\" y1=\"9\" x2=\"116\" y2=\"48\" />\n",
|
|
" <line x1=\"118\" y1=\"11\" x2=\"118\" y2=\"49\" />\n",
|
|
" <line x1=\"119\" y1=\"12\" x2=\"119\" y2=\"51\" />\n",
|
|
" <line x1=\"121\" y1=\"14\" x2=\"121\" y2=\"53\" />\n",
|
|
" <line x1=\"122\" y1=\"15\" x2=\"122\" y2=\"54\" />\n",
|
|
" <line x1=\"124\" y1=\"17\" x2=\"124\" y2=\"56\" />\n",
|
|
" <line x1=\"126\" y1=\"19\" x2=\"126\" y2=\"57\" />\n",
|
|
" <line x1=\"127\" y1=\"20\" x2=\"127\" y2=\"59\" />\n",
|
|
" <line x1=\"129\" y1=\"22\" x2=\"129\" y2=\"61\" />\n",
|
|
" <line x1=\"130\" y1=\"23\" x2=\"130\" y2=\"62\" />\n",
|
|
" <line x1=\"132\" y1=\"25\" x2=\"132\" y2=\"64\" />\n",
|
|
" <line x1=\"133\" y1=\"26\" x2=\"133\" y2=\"65\" />\n",
|
|
" <line x1=\"135\" y1=\"28\" x2=\"135\" y2=\"67\" />\n",
|
|
" <line x1=\"137\" y1=\"30\" x2=\"137\" y2=\"68\" />\n",
|
|
" <line x1=\"138\" y1=\"31\" x2=\"138\" y2=\"70\" />\n",
|
|
" <line x1=\"140\" y1=\"33\" x2=\"140\" y2=\"72\" />\n",
|
|
" <line x1=\"141\" y1=\"34\" x2=\"141\" y2=\"73\" />\n",
|
|
" <line x1=\"143\" y1=\"36\" x2=\"143\" y2=\"75\" />\n",
|
|
" <line x1=\"144\" y1=\"37\" x2=\"144\" y2=\"76\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"107.0,0.0 144.89014763682002,37.89014763682003 144.89014763682002,76.6965882825458 107.0,38.80644064572578\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"107\" y1=\"0\" x2=\"140\" y2=\"0\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"108\" y1=\"1\" x2=\"141\" y2=\"1\" />\n",
|
|
" <line x1=\"110\" y1=\"3\" x2=\"143\" y2=\"3\" />\n",
|
|
" <line x1=\"111\" y1=\"4\" x2=\"145\" y2=\"4\" />\n",
|
|
" <line x1=\"113\" y1=\"6\" x2=\"146\" y2=\"6\" />\n",
|
|
" <line x1=\"114\" y1=\"7\" x2=\"148\" y2=\"7\" />\n",
|
|
" <line x1=\"116\" y1=\"9\" x2=\"149\" y2=\"9\" />\n",
|
|
" <line x1=\"118\" y1=\"11\" x2=\"151\" y2=\"11\" />\n",
|
|
" <line x1=\"119\" y1=\"12\" x2=\"152\" y2=\"12\" />\n",
|
|
" <line x1=\"121\" y1=\"14\" x2=\"154\" y2=\"14\" />\n",
|
|
" <line x1=\"122\" y1=\"15\" x2=\"156\" y2=\"15\" />\n",
|
|
" <line x1=\"124\" y1=\"17\" x2=\"157\" y2=\"17\" />\n",
|
|
" <line x1=\"126\" y1=\"19\" x2=\"159\" y2=\"19\" />\n",
|
|
" <line x1=\"127\" y1=\"20\" x2=\"160\" y2=\"20\" />\n",
|
|
" <line x1=\"129\" y1=\"22\" x2=\"162\" y2=\"22\" />\n",
|
|
" <line x1=\"130\" y1=\"23\" x2=\"164\" y2=\"23\" />\n",
|
|
" <line x1=\"132\" y1=\"25\" x2=\"165\" y2=\"25\" />\n",
|
|
" <line x1=\"133\" y1=\"26\" x2=\"167\" y2=\"26\" />\n",
|
|
" <line x1=\"135\" y1=\"28\" x2=\"168\" y2=\"28\" />\n",
|
|
" <line x1=\"137\" y1=\"30\" x2=\"170\" y2=\"30\" />\n",
|
|
" <line x1=\"138\" y1=\"31\" x2=\"171\" y2=\"31\" />\n",
|
|
" <line x1=\"140\" y1=\"33\" x2=\"173\" y2=\"33\" />\n",
|
|
" <line x1=\"141\" y1=\"34\" x2=\"175\" y2=\"34\" />\n",
|
|
" <line x1=\"143\" y1=\"36\" x2=\"176\" y2=\"36\" />\n",
|
|
" <line x1=\"144\" y1=\"37\" x2=\"178\" y2=\"37\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"107\" y1=\"0\" x2=\"144\" y2=\"37\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"107\" y1=\"0\" x2=\"145\" y2=\"37\" />\n",
|
|
" <line x1=\"108\" y1=\"0\" x2=\"146\" y2=\"37\" />\n",
|
|
" <line x1=\"109\" y1=\"0\" x2=\"147\" y2=\"37\" />\n",
|
|
" <line x1=\"111\" y1=\"0\" x2=\"148\" y2=\"37\" />\n",
|
|
" <line x1=\"112\" y1=\"0\" x2=\"149\" y2=\"37\" />\n",
|
|
" <line x1=\"112\" y1=\"0\" x2=\"150\" y2=\"37\" />\n",
|
|
" <line x1=\"113\" y1=\"0\" x2=\"151\" y2=\"37\" />\n",
|
|
" <line x1=\"115\" y1=\"0\" x2=\"153\" y2=\"37\" />\n",
|
|
" <line x1=\"116\" y1=\"0\" x2=\"154\" y2=\"37\" />\n",
|
|
" <line x1=\"117\" y1=\"0\" x2=\"154\" y2=\"37\" />\n",
|
|
" <line x1=\"118\" y1=\"0\" x2=\"156\" y2=\"37\" />\n",
|
|
" <line x1=\"119\" y1=\"0\" x2=\"157\" y2=\"37\" />\n",
|
|
" <line x1=\"120\" y1=\"0\" x2=\"158\" y2=\"37\" />\n",
|
|
" <line x1=\"121\" y1=\"0\" x2=\"159\" y2=\"37\" />\n",
|
|
" <line x1=\"122\" y1=\"0\" x2=\"160\" y2=\"37\" />\n",
|
|
" <line x1=\"123\" y1=\"0\" x2=\"161\" y2=\"37\" />\n",
|
|
" <line x1=\"124\" y1=\"0\" x2=\"162\" y2=\"37\" />\n",
|
|
" <line x1=\"125\" y1=\"0\" x2=\"163\" y2=\"37\" />\n",
|
|
" <line x1=\"126\" y1=\"0\" x2=\"164\" y2=\"37\" />\n",
|
|
" <line x1=\"127\" y1=\"0\" x2=\"165\" y2=\"37\" />\n",
|
|
" <line x1=\"128\" y1=\"0\" x2=\"166\" y2=\"37\" />\n",
|
|
" <line x1=\"129\" y1=\"0\" x2=\"167\" y2=\"37\" />\n",
|
|
" <line x1=\"130\" y1=\"0\" x2=\"168\" y2=\"37\" />\n",
|
|
" <line x1=\"131\" y1=\"0\" x2=\"169\" y2=\"37\" />\n",
|
|
" <line x1=\"132\" y1=\"0\" x2=\"170\" y2=\"37\" />\n",
|
|
" <line x1=\"133\" y1=\"0\" x2=\"171\" y2=\"37\" />\n",
|
|
" <line x1=\"134\" y1=\"0\" x2=\"172\" y2=\"37\" />\n",
|
|
" <line x1=\"135\" y1=\"0\" x2=\"173\" y2=\"37\" />\n",
|
|
" <line x1=\"137\" y1=\"0\" x2=\"174\" y2=\"37\" />\n",
|
|
" <line x1=\"138\" y1=\"0\" x2=\"175\" y2=\"37\" />\n",
|
|
" <line x1=\"138\" y1=\"0\" x2=\"176\" y2=\"37\" />\n",
|
|
" <line x1=\"140\" y1=\"0\" x2=\"178\" y2=\"37\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"107.0,0.0 140.28319226588272,0.0 178.17333990270276,37.89014763682003 144.89014763682002,37.89014763682003\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Horizontal lines -->\n",
|
|
" <line x1=\"144\" y1=\"37\" x2=\"178\" y2=\"37\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"144\" y1=\"45\" x2=\"178\" y2=\"45\" />\n",
|
|
" <line x1=\"144\" y1=\"53\" x2=\"178\" y2=\"53\" />\n",
|
|
" <line x1=\"144\" y1=\"61\" x2=\"178\" y2=\"61\" />\n",
|
|
" <line x1=\"144\" y1=\"68\" x2=\"178\" y2=\"68\" />\n",
|
|
" <line x1=\"144\" y1=\"76\" x2=\"178\" y2=\"76\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Vertical lines -->\n",
|
|
" <line x1=\"144\" y1=\"37\" x2=\"144\" y2=\"76\" style=\"stroke-width:2\" />\n",
|
|
" <line x1=\"145\" y1=\"37\" x2=\"145\" y2=\"76\" />\n",
|
|
" <line x1=\"146\" y1=\"37\" x2=\"146\" y2=\"76\" />\n",
|
|
" <line x1=\"147\" y1=\"37\" x2=\"147\" y2=\"76\" />\n",
|
|
" <line x1=\"148\" y1=\"37\" x2=\"148\" y2=\"76\" />\n",
|
|
" <line x1=\"149\" y1=\"37\" x2=\"149\" y2=\"76\" />\n",
|
|
" <line x1=\"150\" y1=\"37\" x2=\"150\" y2=\"76\" />\n",
|
|
" <line x1=\"151\" y1=\"37\" x2=\"151\" y2=\"76\" />\n",
|
|
" <line x1=\"153\" y1=\"37\" x2=\"153\" y2=\"76\" />\n",
|
|
" <line x1=\"154\" y1=\"37\" x2=\"154\" y2=\"76\" />\n",
|
|
" <line x1=\"154\" y1=\"37\" x2=\"154\" y2=\"76\" />\n",
|
|
" <line x1=\"156\" y1=\"37\" x2=\"156\" y2=\"76\" />\n",
|
|
" <line x1=\"157\" y1=\"37\" x2=\"157\" y2=\"76\" />\n",
|
|
" <line x1=\"158\" y1=\"37\" x2=\"158\" y2=\"76\" />\n",
|
|
" <line x1=\"159\" y1=\"37\" x2=\"159\" y2=\"76\" />\n",
|
|
" <line x1=\"160\" y1=\"37\" x2=\"160\" y2=\"76\" />\n",
|
|
" <line x1=\"161\" y1=\"37\" x2=\"161\" y2=\"76\" />\n",
|
|
" <line x1=\"162\" y1=\"37\" x2=\"162\" y2=\"76\" />\n",
|
|
" <line x1=\"163\" y1=\"37\" x2=\"163\" y2=\"76\" />\n",
|
|
" <line x1=\"164\" y1=\"37\" x2=\"164\" y2=\"76\" />\n",
|
|
" <line x1=\"165\" y1=\"37\" x2=\"165\" y2=\"76\" />\n",
|
|
" <line x1=\"166\" y1=\"37\" x2=\"166\" y2=\"76\" />\n",
|
|
" <line x1=\"167\" y1=\"37\" x2=\"167\" y2=\"76\" />\n",
|
|
" <line x1=\"168\" y1=\"37\" x2=\"168\" y2=\"76\" />\n",
|
|
" <line x1=\"169\" y1=\"37\" x2=\"169\" y2=\"76\" />\n",
|
|
" <line x1=\"170\" y1=\"37\" x2=\"170\" y2=\"76\" />\n",
|
|
" <line x1=\"171\" y1=\"37\" x2=\"171\" y2=\"76\" />\n",
|
|
" <line x1=\"172\" y1=\"37\" x2=\"172\" y2=\"76\" />\n",
|
|
" <line x1=\"173\" y1=\"37\" x2=\"173\" y2=\"76\" />\n",
|
|
" <line x1=\"174\" y1=\"37\" x2=\"174\" y2=\"76\" />\n",
|
|
" <line x1=\"175\" y1=\"37\" x2=\"175\" y2=\"76\" />\n",
|
|
" <line x1=\"176\" y1=\"37\" x2=\"176\" y2=\"76\" />\n",
|
|
" <line x1=\"178\" y1=\"37\" x2=\"178\" y2=\"76\" style=\"stroke-width:2\" />\n",
|
|
"\n",
|
|
" <!-- Colored Rectangle -->\n",
|
|
" <polygon points=\"144.89014763682002,37.89014763682003 178.17333990270274,37.89014763682003 178.17333990270274,76.6965882825458 144.89014763682002,76.6965882825458\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
|
|
"\n",
|
|
" <!-- Text -->\n",
|
|
" <text x=\"161.531744\" y=\"96.696588\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >73</text>\n",
|
|
" <text x=\"198.173340\" y=\"57.293368\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,198.173340,57.293368)\">185</text>\n",
|
|
" <text x=\"115.945074\" y=\"77.751514\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,115.945074,77.751514)\">956</text>\n",
|
|
"</svg>\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"</table>"
|
|
],
|
|
"text/plain": [
|
|
"dask.array<stack, shape=(1781, 140, 956, 185, 73), dtype=float64, chunksize=(40, 35, 40, 37, 1), chunktype=numpy.ndarray>"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"IF.feature_stack"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "3e6495a9-24d3-42c8-8c3b-992d8eb75440",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"IF.compute() #not sure what is more efficient, but I would compute the features and even store them on disk\n",
|
|
"# had the impression that otherwise many redundant operations happen"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "017fcf9f-eb6b-40ca-a993-840fb659a171",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"IF.make_xarray_nc()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "2d8c5f7b-de79-43dc-9ee9-eae62ed9edad",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# IF.make_xarray_nc(store=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "d93d06e5-df44-4160-b712-ba7490d13bb2",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# training_path = r\"C:\\Zwischenlager\\Jeremy_tomo\"\n",
|
|
"training_path = '/home/fische_r/NAS/testing/Jeremy_tomo'\n",
|
|
"training_path = '/mpc/homes/fische_r/wood3/'\n",
|
|
"training_path = '/home/fische_r/NAS/testing/TIM_tomo'\n",
|
|
"if not os.path.exists(training_path):\n",
|
|
" os.mkdir(training_path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "bb0f444f-c133-4328-b37c-9fd78ca41d75",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"TS = train_segmentation(training_path=training_path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "cf9857ef-c3f2-4c60-933a-5b65dd202155",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"TS.import_lazy_feature_data(IF.result)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "c06a4692-a2ba-4826-8e94-3150c482d6a9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TS.import_feature_data(IF.result)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d3dbc24f-440c-4ef5-8ab8-4379b039f57f",
|
|
"metadata": {},
|
|
"source": [
|
|
"### iterative training, if you have a training set, skip here"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "1c3d3654-bb84-4361-b51b-9b4a232442c2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"You could try y = 84 and z = 131\n",
|
|
"However, please sort it like the original xyztime\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"TS.suggest_training_set()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "75777fb5-7017-4bd6-9705-8ae96e1bd607",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"c1 = 'y'\n",
|
|
"p1 = 84\n",
|
|
"c2 = 'time'\n",
|
|
"p2 = 48"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "614b67be-fe01-4872-bd92-9049a880dd8d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"TS.load_training_set(c1, p1, c2, p2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"id": "3d4d56e0-dc56-4c94-9e1a-88bb2a034761",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 680,
|
|
"id": "fe4d9ed9-bb32-48b9-a782-7dd1b0ef98cd",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TS.current_im8 = TS.current_im8.compute()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"id": "d763e67d-02b8-4b95-906e-b830bd0dd8f1",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "c31f256efa544ca69ac62ef5d4fd7660",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(MultiCanvas(height=1781, width=956), ColorPicker(value='#ff0000', description='Color:'), IntSli…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"alpha = 0.15\n",
|
|
"im8 = TS.current_im8\n",
|
|
"resultim = TS.current_result\n",
|
|
"width = im8.shape[1]\n",
|
|
"height = im8.shape[0]\n",
|
|
"Mcanvas = MultiCanvas(4, width=width, height=height)\n",
|
|
"background = Mcanvas[0]\n",
|
|
"resultdisplay = Mcanvas[2]\n",
|
|
"truthdisplay = Mcanvas[1]\n",
|
|
"canvas = Mcanvas[3]\n",
|
|
"canvas.sync_image_data = True\n",
|
|
"drawing = False\n",
|
|
"position = None\n",
|
|
"shape = []\n",
|
|
"image_data = np.stack((im8, im8, im8), axis=2)\n",
|
|
"background.put_image_data(image_data, 0, 0)\n",
|
|
"resultdisplay.global_alpha = alpha\n",
|
|
"if np.any(resultim>0):\n",
|
|
" result_data = np.stack((255*(resultim==0), 255*(resultim==1), 255*(resultim==2)), axis=2)\n",
|
|
"else:\n",
|
|
" result_data = np.stack((0*resultim, 0*resultim, 0*resultim), axis=2)\n",
|
|
"resultdisplay.put_image_data(result_data, 0, 0)\n",
|
|
"canvas.on_mouse_down(on_mouse_down)\n",
|
|
"canvas.on_mouse_move(on_mouse_move)\n",
|
|
"canvas.on_mouse_up(on_mouse_up)\n",
|
|
"picker = ColorPicker(description=\"Color:\", value=\"#ff0000\")\n",
|
|
"slidealpha = IntSlider(description=\"Result overlay\", value=0.15)\n",
|
|
"link((picker, \"value\"), (canvas, \"stroke_style\"))\n",
|
|
"link((picker, \"value\"), (canvas, \"fill_style\"))\n",
|
|
"HBox((Mcanvas, picker, slidealpha))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"id": "9e03d36c-4a0e-4530-8fb1-119cf8eba667",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# tfs.plot_im_histogram(TS.current_im8)\n",
|
|
"# TS.current_im8 = tfs.adjust_image_contrast(TS.current_im8, 50,255)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"id": "161ca859-5aeb-476c-8187-7108be4560ef",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1440x720 with 5 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, axes = plt.subplots(1,5, figsize=(20,10))\n",
|
|
"axes[0].imshow(TS.current_result)\n",
|
|
"axes[1].imshow(TS.current_im8, 'gray')\n",
|
|
"axes[2].imshow(TS.current_diff_im)\n",
|
|
"# axes[3].imshow(m8old, 'gray')\n",
|
|
"axes[3].imshow(TS.current_first_im, 'gray')\n",
|
|
"axes[4].imshow(TS.current_truth)\n",
|
|
"\n",
|
|
"for ax in axes:\n",
|
|
" ax.set_xticks([])\n",
|
|
" ax.set_yticks([])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"id": "8915c866-d64b-4990-9ae4-4fd4477c177e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"label_set = canvas.get_image_data()\n",
|
|
"\n",
|
|
"TS.current_truth[label_set[:,:,0]>0] = 1\n",
|
|
"TS.current_truth[label_set[:,:,1]>0] = 2\n",
|
|
"TS.current_truth[label_set[:,:,2]>0] = 4\n",
|
|
"\n",
|
|
"imageio.imsave(TS.current_truthpath, TS.current_truth)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"id": "e898ec60-a7e7-468b-a7da-950271af5c27",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"now actually calculating the features\n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "KeyboardInterrupt",
|
|
"evalue": "",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/_collections_abc.py:769\u001b[0m, in \u001b[0;36mMapping.__contains__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 768\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 769\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 770\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/dask/blockwise.py:547\u001b[0m, in \u001b[0;36mBlockwise.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 546\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[0;32m--> 547\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dict\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n",
|
|
"\u001b[0;31mKeyError\u001b[0m: ('concatenate-8008a02e16ee48e431854aa0d25f2eaa', 39, 1, 7, 0)",
|
|
"\nDuring handling of the above exception, another exception occurred:\n",
|
|
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
|
|
"Input \u001b[0;32mIn [35]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mTS\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_slice\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m/mnt/nas_Uwrite/fische_r/lib/pytrainseg/training_functions.py:360\u001b[0m, in \u001b[0;36mtrain_segmentation.train_slice\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnow actually calculating the features\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 359\u001b[0m \u001b[38;5;66;03m# self.current_feat_stack.rechunk('auto') #why rechunk 'auto' ?! if anything should be something small fot massive parallel\u001b[39;00m\n\u001b[0;32m--> 360\u001b[0m feat_stack \u001b[38;5;241m=\u001b[39m \u001b[43mfeat_stack\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m \n\u001b[1;32m 361\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcurrent_computed \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 362\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(feat_stack) \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39mndarray:\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/dask/base.py:315\u001b[0m, in \u001b[0;36mDaskMethodsMixin.compute\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcompute\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 292\u001b[0m \u001b[38;5;124;03m\"\"\"Compute this dask collection\u001b[39;00m\n\u001b[1;32m 293\u001b[0m \n\u001b[1;32m 294\u001b[0m \u001b[38;5;124;03m This turns a lazy Dask collection into its in-memory equivalent.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 313\u001b[0m \u001b[38;5;124;03m dask.base.compute\u001b[39;00m\n\u001b[1;32m 314\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 315\u001b[0m (result,) \u001b[38;5;241m=\u001b[39m \u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtraverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 316\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/dask/base.py:592\u001b[0m, in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m 584\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m args\n\u001b[1;32m 586\u001b[0m schedule \u001b[38;5;241m=\u001b[39m get_scheduler(\n\u001b[1;32m 587\u001b[0m scheduler\u001b[38;5;241m=\u001b[39mscheduler,\n\u001b[1;32m 588\u001b[0m collections\u001b[38;5;241m=\u001b[39mcollections,\n\u001b[1;32m 589\u001b[0m get\u001b[38;5;241m=\u001b[39mget,\n\u001b[1;32m 590\u001b[0m )\n\u001b[0;32m--> 592\u001b[0m dsk \u001b[38;5;241m=\u001b[39m \u001b[43mcollections_to_dsk\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcollections\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptimize_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 593\u001b[0m keys, postcomputes \u001b[38;5;241m=\u001b[39m [], []\n\u001b[1;32m 594\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m collections:\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/dask/base.py:367\u001b[0m, in \u001b[0;36mcollections_to_dsk\u001b[0;34m(collections, optimize_graph, optimizations, **kwargs)\u001b[0m\n\u001b[1;32m 365\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m opt, val \u001b[38;5;129;01min\u001b[39;00m groups\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m 366\u001b[0m dsk, keys \u001b[38;5;241m=\u001b[39m _extract_graph_and_keys(val)\n\u001b[0;32m--> 367\u001b[0m dsk \u001b[38;5;241m=\u001b[39m \u001b[43mopt\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdsk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 369\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m opt_inner \u001b[38;5;129;01min\u001b[39;00m optimizations:\n\u001b[1;32m 370\u001b[0m dsk \u001b[38;5;241m=\u001b[39m opt_inner(dsk, keys, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/dask/array/optimization.py:57\u001b[0m, in \u001b[0;36moptimize\u001b[0;34m(dsk, keys, fuse_keys, fast_functions, inline_functions_fast_functions, rename_fused_keys, **kwargs)\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m config\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moptimization.fuse.active\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m:\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m dsk\n\u001b[0;32m---> 57\u001b[0m dependencies \u001b[38;5;241m=\u001b[39m \u001b[43mdsk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_all_dependencies\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 58\u001b[0m dsk \u001b[38;5;241m=\u001b[39m ensure_dict(dsk)\n\u001b[1;32m 60\u001b[0m \u001b[38;5;66;03m# Low level task optimizations\u001b[39;00m\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/dask/highlevelgraph.py:813\u001b[0m, in \u001b[0;36mHighLevelGraph.get_all_dependencies\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 811\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m missing_keys:\n\u001b[1;32m 812\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlayers\u001b[38;5;241m.\u001b[39mvalues():\n\u001b[0;32m--> 813\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m \u001b[43mmissing_keys\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m&\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mlayer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkeys\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 814\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey_dependencies[k] \u001b[38;5;241m=\u001b[39m layer\u001b[38;5;241m.\u001b[39mget_dependencies(k, all_keys)\n\u001b[1;32m 815\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey_dependencies\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/_collections_abc.py:577\u001b[0m, in \u001b[0;36mSet.__and__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(other, Iterable):\n\u001b[1;32m 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mNotImplemented\u001b[39m\n\u001b[0;32m--> 577\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_from_iterable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mother\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/_collections_abc.py:820\u001b[0m, in \u001b[0;36mKeysView._from_iterable\u001b[0;34m(cls, it)\u001b[0m\n\u001b[1;32m 818\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m 819\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_from_iterable\u001b[39m(\u001b[38;5;28mcls\u001b[39m, it):\n\u001b[0;32m--> 820\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mset\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mit\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/_collections_abc.py:577\u001b[0m, in \u001b[0;36m<genexpr>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(other, Iterable):\n\u001b[1;32m 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mNotImplemented\u001b[39m\n\u001b[0;32m--> 577\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_iterable(value \u001b[38;5;28;01mfor\u001b[39;00m value \u001b[38;5;129;01min\u001b[39;00m other \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mvalue\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m)\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/_collections_abc.py:823\u001b[0m, in \u001b[0;36mKeysView.__contains__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 822\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__contains__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[0;32m--> 823\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mkey\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mapping\u001b[49m\n",
|
|
"File \u001b[0;32m~/miniconda3/lib/python3.9/_collections_abc.py:769\u001b[0m, in \u001b[0;36mMapping.__contains__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 767\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__contains__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[1;32m 768\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 769\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 770\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m 771\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m\n",
|
|
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"TS.train_slice()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 704,
|
|
"id": "c3e6bb4a-2806-4ceb-8612-7af59e1280c1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TS.current_im8 = tfs.adjust_image_contrast(TS.current_im8, 50,200)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "86eb86f4-ad26-462e-8aab-cb3ac5bef9c7",
|
|
"metadata": {},
|
|
"source": [
|
|
"### when done, maybe save the classifier"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 706,
|
|
"id": "df610acf-d82f-4d10-862a-ac7a13b5867b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"TS.pickle_classifier()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "851f03e3-156f-43b6-b50c-b651a0e09596",
|
|
"metadata": {},
|
|
"source": [
|
|
"### use an existing trainingset to train classifier (adhere to label iamge naming convention)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "d21e14fe-47fe-44f5-a649-33acaf815d5c",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TS.feat_data = TS.feat_data.compute() #better option for retraining, but creates a numpy array, maybe you can avoid"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "55c32dde-b5a4-4d22-a461-d1ca325ad03b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# provide new feature data if necessary and say if it is a lazy dask array or not\n",
|
|
"# TS.feat_data = \n",
|
|
"# TS.lazy = \n",
|
|
"\n",
|
|
"TS.train()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "fd1312b7-2cb0-46de-b9a8-2b15d49b62e0",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TS.pickle_classifier()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "88cd6a93-9138-4da1-9e72-add8587c1971",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from segmentation import segmentation\n",
|
|
"# import pickle"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "f84c17ab-5e43-480c-b8e6-a97a529dd4c6",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"SM = segmentation(training_path = training_path, classifier_path=os.path.join(training_path, 'classifier.p'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "adc08e22-ebb6-45b1-912f-3c89b2471b25",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# SM.import_classifier(TS.clf)\n",
|
|
"# SM.clf = pickle.load(open(os.path.join(training_path, 'classifier.p'), 'rb'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "f1d38fb3-b6bc-447a-a2c3-7bd4aa34ef36",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"SM.import_feature_data(IF.result)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"id": "ce3a0450-2d10-4aa8-a2ed-699b0de10fdb",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# SM.lazy = False\n",
|
|
"part2 = SM.feat_data.feature_stack[:,:,:,25:,:]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"id": "1c53dcad-a58c-4f6d-a35e-e4d327b682f2",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"num_feat = part2.shape[-1]\n",
|
|
"clf = SM.clf\n",
|
|
"seg2 = clf.predict(part2.data.reshape(-1,num_feat))\n",
|
|
"seg2 = seg2.reshape(part2[...,0].shape).astype(np.uint8)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"id": "f9f7eb9d-5ddd-4337-8dd1-98cf369576ac",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# seg1 = seg1.reshape(part1[...,0].shape).astype(np.uint8)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "3f3eefff-f108-45d6-afe9-f24a2fa8d6fc",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"classifying ...\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# SM.classify_all()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 707,
|
|
"id": "86b74ef3-49d7-437e-849f-169e03849ef0",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# SM.store_segmented_data()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"id": "cf4189b8-8ff4-4de5-8cf7-8c028746647e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.2153683453798294"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"seg_data.size/1024**3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"id": "897879c6-a12d-4d85-8069-2771bf12155f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"path = os.path.join(SM.training_path, 'segmented.nc')\n",
|
|
"\n",
|
|
"#TODO: propagate labels from raw data\n",
|
|
"#TODO: if self.segmented_data is a dask array, rechunk for saving\n",
|
|
"shp = seg_data.shape\n",
|
|
"data = xr.Dataset({'segmented': (['x','y','z','time'], seg_data)},\n",
|
|
" coords = {'x': np.arange(shp[0]),\n",
|
|
" 'y': np.arange(shp[1]),\n",
|
|
" 'z': np.arange(shp[2]),\n",
|
|
" 'time': np.arange(shp[3]),\n",
|
|
" 'feature': SM.feature_names}\n",
|
|
" )\n",
|
|
"# data.to"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"id": "52621d3e-d386-46a0-b563-7969f9b83e98",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data.to_netcdf(path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"id": "71bae176-3212-4991-9232-fabe28dcd98b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"test = xr.load_dataset(path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"id": "45ea59ac-2b91-49cf-ae6a-af6d4ae6c82b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.QuadMesh at 0x7f4f34f447f0>"
|
|
]
|
|
},
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEWCAYAAACT7WsrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABO2ElEQVR4nO29efgdRZno/3kJCLIpMSzZICxBh1V8GILiKP4cDaDIuCG4Kwp6RWEUBfGqXEavOMzMTxwXiJqrOLLEUZRRIKAjV2cUJaIBIwgBooRkQBYVRB2TvPeP7gOdTi9V1W919znf/jzP90lOn+6qOtXd9Va9W4mqMjAwMDAwUMRmXTdgYGBgYKC/DEJiYGBgYKCUQUgMDAwMDJQyCImBgYGBgVIGITEwMDAwUMogJAYGBgYGShmExMBEISJ/JSK/6LodAwOTwiAkBqIjIieLyDIR+ZOIfL7g++eKyC0i8oiIfEdEdvMoW0Vkr9FnVf2eqj7ZqOlREZFnp+3/UOaYiMj7RORXIvI7EblERLbvsp0DU5tBSAy0wRrgQ8Di/BciMgP4KvB+YDqwDLi01dZ1gIhsAZwH/DD31WuB1wCHAbOAxwP/3G7rBgYeYxASUxwReYWIPJz5+5OIXGtZh6p+VVW/Btxf8PVLgBWq+mVV/SNwFnCgiDzFoe3fTf+7PG37K0TkcBFZnTlnlYi8W0RuFJHfi8jnRGRnEblSRB4SkW+JyA6Z8w8Vke+LyG9EZLmIHB7+yyt5F3A1cEvu+NHA51T1LlV9GPgo8AoR2TpSOwYGKhmExBRHVS9V1W1VdVuSmesdwMVF54rIp9LBs+jvxsAm7Assz7Tn98Dt6fG6tj8r/e+B6W8oW4G8FHgesDfJIHwlcCYwg+QdeEf6+2YD3yRZ9UwHTgO+IiI7FhUqIt+o6I9vlLU7Vae9ETi76Ov0L/t5S2B+WXkDAzHZvOsGDPQDEdkMuAi4VlUvKDpHVf8H8D+Mq94W+HXu2G+B7Qzr+GdVvQdARL4H3KuqP0k/XwY8Nz3v1cAVqnpF+vkaEVkGHAV8IV+oqr4wsD0fB96vqg+LSP67K4H3iMgS4EHg9PT4sJIY6IRhJTEw4sMkA/M7Wq73YSBvmN0eeMiwjnsy//9Dwedt0//vBrw8uyIAngnMtGqIiBwNbFex6llMspK7FlgBfCc9vrrk/IGBqAwriQFE5DjgeOAvVfXPFeedTzLbLuKXqlqrIipgBfC6TB3bAHumx9vmLuCLqvpml5NF5Ergr0q+/p6qHllw/LnAwSLyX+nnJwDrRWR/VT1GVTcAH0z/EJHnA3enfwMDrTOsJKY4InIQiffM36hqXu2zEar6lpH9ouCvVECIyOYishUwDZgmIluJyGiCchmwn4i8ND3nA8CNqnpLeu3rRWRVRbPuAfZw/sHV/AtwtIgsFJFROw8XkTlFJ6vqkRX9USQgIPHi2ht4avp3OfAZ4A0AIjJdRPZMXWH3Af4JODsVHgMDrTMIiYFjgB2A/8h4OF1pXMf/JFHrnEGyEvlDeoxUML2URN31ILAAOC5z7VzgPyvKPgv4QqoeOrZJI1X1LpL+OJPETnIX8G4M3xNVfUhV/2v0R9IXv1fVB9JTZgBXAL8nsU8sVtVFVvUPDPgiw6ZDA31GRK4GTlHVm7tuy8DAVGQQEgMDAwMDpQzqpoGBgYEOEJG5aRqam0VkhYicUnCOiMjHRWRlGhD6tMx3R4jIL9LvzojVzkFIDAwMDHTDOuBdqvoXwKHA21JnhSxHkgRSzgdOBD4NICLTgE+m3+8DHF9wrQmDkBgYGBjoAFVdq6o3pP9/CLgZmJ077RjgQk24DniiiMwEDgFWquodqvrfwCXpueaMdZzEjOnTdN7cLSrPuenBxzIq7L/Dr0u/y5M/F+DWG+uDXvc+4JHS77LXV53nSr49FmWOys2WZd3uLKN7UNTfLhTdE6u+tf6tLjTtD6v6fah6V+r60OWdakK2/h/f+Kf7VNX/B2ZY+Jxt9P4H1jud++Mb/7QC+GPm0KIyTzURmQccxKYJH2eTeNmNWJ0eKzq+wKlhnoy1kJg3dwt+tHTXynP2WnLSo/9/AFh57AWF3+UZ+SNmz18468DaNi1durz0u+z1VedVkS1jQS6jw+0nHPro/7PtDqrjpsc+Z+sJbXcZo3vwo8D2Ft2TJm0clfebtfX3ceka277YmOrnuo6NnrVcOxfOOrC27VXvRpbkOQtvq8s71YTsszBt5m2/bFrefQ+s54dLC8NmNmGLmbf/UVUPrjtPRLYFvgKcqqq/y39dcIlWHDdnrIWEC2WDZd1L0GSQLaPpoFI4IGbK3GtJIiSatn3pmuWVg0wIZeXF6Ocm1P1WlwG2S4qekapjZb8lf1+y70vIPSu7//lnzRp7ga6sN4xrTFPGfwX4kqp+teCU1SSxQiPmkKTef1zJcXMmXkjkcZ0hFdHV4FAnHEbUvbw+A5zLea7lxRwE2r4nXQuIfF9aTjyqyrIU5vk6R/XGFxa3NS5HgQ1GE3ZJsjt+DrhZVf+p5LTLgZNF5BISddJvVXWtiPwamC8iu5OkbDkOeKVJw3KMtZC49catKx+s0Beoi9lt1csaYwXSFl3WPSlU9WFeUDcZcK1Xjy7tyLY/9qrCig2YrSQOI9lg6iYR+Wl67ExS/Z2qnk8SfX8UsBJ4hDR9i6quE5GTgaUk6W4Wq2qUfGdjLSRikV9tWC6v684dfbacscaa/XY9q/bBagAsUruMjsWabbueG1uNU/Q791pyUuXvdhFa7dh4bFCUPxupm1T1Pyi2LWTPUeBtJd9dQSJEojLWEdfby3RdIM+tPKfqwSt74RsbfQPa0oe6XNVa40JZ/4T8Jj9DbhiWg3r2N9aV69IfIWrafF84OX54tNuXb+m//tjFkFzFUw98nH77yp2czp0x++7G9fWBKS0kYmA90NZ5qdQRKizGWTjExGKwrMJqYPR5VtoSEi5tybfHUlBYCYlrrnTzot1p9pqJEBITrW6KqVctK3u0zI9hR7A2PFteO66CxVXV4TtI9s1rq4qqPmji6FG2Kq8TAtn2xFxZhKDA+jGeWIcw1kJi7wMe8faJdx0UfAxuearKbqICsTZoW5D9PeOkW4bie5HVu0+SYCizUVTZLpoIiHwZoXa9pkb57PXTjPYXnGobe4y1uungA7fSumC60GV2DFVOSFssVyUxBu9xtmNU9a3LAJk3XGePWbStjKqB3brvLQTFiBD1U9V74XJelmkzb2us/jngwC30m1fMcDp31zn/NRHqprEWElvuOldnn3ZqsO5zRNEDZmHs82lHrIHV2q8+X2YbgqcLoVPm4VZ0vGggtV5VxO7zOroWFtD8d1sIif0P2EK/7igk9pw7GUJirNVNVrSl62+zzEkKYAvBUtBkB7W8UIihsy+iTDfv673XB6psFRausuVlNA+mA2F9tdfqxDHWK4mm6qYRlrPrcZipW2LZVisVSt29sIprsJxdj3BtU9lv8HXVLTs/tNwmNI1HqsPCu2m/Ax6nX/mm20riKbuunYiVxMQLCYi/jLWYtbalY87WZy3QRvTRhhIj4K0LIeGj2mprYG9DFVVGF0JiyTfdXGD33XUyXGDHWkjU2STyWKog2rJZxA7Ac7HH9H0144vr7LlJWSFU6epjBgC6UNU3MYWRyz1xFRQWQmLfAx6nl3zTLZjugF0nI5hu4mwSVXrYSRvsLKibtVutNvrS91UDWpmuvKr9ljNpl7iCvlGVwsbShbasjrZR4M86tfZqG2shsf8Ov67ch8DHMGip7rF4qWPnW2pr4B71a50wsm5PiNG26rwq20udfj8GLragNtpV1WdtqcHaTAyoCOun2IaeYy0ksjR58Fw8KiBeArV8WW0M3q519GkVEEros+F7fy2MvSEz53ELYmy6+iqa/LWRbnzEBh28m8aGIsN1yGZCsQ3bXbsiuhiXy4RBzGC5EMHock1VLIOlB01oPzSdSbskzgtNM1Im6GI+t036w+d9trBJPOWALXXxv+W3oS7msHl3DjaJgXJi61JdVWlNAgpHx4tSmVddY9WmuvbUrXLy8Q3WxFhlhbSzaBZtbez2zY6cf0ZirUjbX1UI6webxHhTt5QtmhlZpzlwnRk1maX1ITiqK1XU7R9z26bVahZclWTOdyBaumZ5tH0o8s+xtRrKZeJT1T9lq8AubDqhKLBhitkkJk7dlMfS3TFL3QDpUm/Xaqgqyl5o65iQKpVRUZ803e/DpU11bQuZofbJXhDTNdZlslX1DFknVczWZaFu2nv/x+snL5/ndO7z97hlUDeNI5Y66bLBzuVBtxIQlrp230y0oct5V3150W9rc/e3spm4r/0ktlrOt3zrALgqfNVNvi60bdhM8mwY0nKMD6NgOnAP9okV+p9/AepWEl2vIqwM0pZeWRbbxtbRVE8de0XQ1F5TVW6TjLdVVBmPXewDrn3qk5m3qD0WK4n5+z9ez7t8T6dzX7DHisr6RGQx8ELgXlXdr+D7dwOvSj9uDvwFsKOqPiAiq4CHgPXAupgrlolZSVQNurEHYdeHvG8qpRDKcvyPvis63gesjJhN1W1VwrlpG6v6P+b9KLPz5dtUhI+AcLFdVAUk2uwnYWq4/jzwCeDCoi9V9VzgXAARORr4W1V9IHPKc1T1PqvGlDExQsKXpi97kQtp9rsu8+m4YJlfaoSrQbmImP0S03feQiVUpJayFBh19cc0HFvl8Vq5xv2ZiqmCsjRcq+p3RWSe4+nHAxebVOzJWAuJUcS1q+rGWodeZavw1b/2gToVVNFvqhtYQg3NfeubNsg+N5YCI19GrBQjsVWoruqm2BOx9S0H04nI1sARwMmZwwpcLSIKXKCqi2LVP9ZCwooio7OP14QPkzT4hby0Zb+/acBbFW2mbaijD20JdV32MSpbe6EtnHXgo6sJFxf3WCjCn9V52JwhIssynxcFDuZHA/+ZUzUdpqprRGQn4BoRuUVVvxtQdi1jLSRuenBHp4eiaXqFPuOSEymL6+Dgu2qoy+GT9VjydW2dpL2m6yi6nzEES9lzU6V68hXisdyVXYmxslHwyd10n5FB+ThyqiZVXZP+e6+IXAYcAgxCIk82wV/ZIOTrVTFuA4ylQTLE+6WJ/aHOI83yXhQZUrODbx9m+FnKHARiCAvX9yDvmuxC2UDdJH4pJEdWcs5ptefVoUir6iYReQLwbODVmWPbAJup6kPp/58PnB2rDWMtJEbkH5I2fKfbGlQsopqbXO8qIOoG9aIBIntNkS65DUNq7Bl7VRtC4jTaFmah96BoRVIkMOrKL7LNdO05Z2W4FpGLgcNJ1FKrgQ8CWwCo6vnpaS8GrlbV32cu3Rm4TEQgGcMvUtWrTBpVwEQIiSpiumiWzU6zhNZpmWHWl5CBIVQgx9oxztUWkifmjD1bvu+1MQVFVdua7A9hbTuIZXD3QRUzF1hVPd7hnM+TuMpmj90BtDZTGOtgurossF2qjqwzh4bWbRmoVIRFtHhROV3tgTAi1mzdxRW27lyfjL1WbcvS1b3xFbT5dt55ymmNg+l22287PfMrT3M69y1P+e6QlqNP9CX+YNzost9cjd3WdDGR8E15ksclE69rosrQFO2jc613n8tSprYsSxQI7a8whk2HJoiuvSu6wme14vvCt9mfXWYHrVIbhpaRL8tiVZkf8F3iK0Lq7VrVUyUAq4Se9TOkyJTbdGhihETf0g3HUAdYUGYDsMyWW6QOaTIwtrGqqPudrsFtdb8vZirvsrYsnHWgkwNEqP2sb+9eESuPvYBpp9iUNdVWEhNjk4i9yY8VVon1fGijb1xz9Fg4D8QYjGJn0Q3Zd8K3nJBrQttRRsw05CNCU6FMm3lbYxvB3P2213d++VCnc9+5zzUTYZMYayGRzQKbpY/CYUTbBu3YmVUtB79YA5KrSs11ULJI6ueDj+orlndWUTvyWAvvpkICNm6zjZB4gp7iKCTevc/Vg5DoGtdU4X2ijZVEU8Osj+opxiw1pI98hGGI7cVVuLftFVXVrpjqzbYEhoWgGGGRKnzOfk/Qty05zOncM/e9ciKERDSbhIjMJUmBuwuwgSRvyXkiMh24FJgHrAKOVdUH02veC5xAkiP9Haq61KWucREQeWKtHvqWhbWMstVD0QDno7+3eB7yTg8uNok2ss0WBQN2YetqI7DNOuLeIlW4qrBhiu1xHW0lISIzgZmqeoOIbAf8GPgb4PXAA6p6joicAeygqqeLyD4k+UkOAWYB3wL2VtX1ZXW4bF86UI1lXqQuNszJUmWEbiNAsM1o7bp6rbPI+rYJ3FR7Te1lPvYJC3XT7H2fqCdd+iyncz+4/78NK4kqVHUtsDb9/0MicjMwGziGJBQd4AvAtcDp6fFLVPVPwJ0ispJEYPzAt+6+hO+DTVoN13pGxKyvyq24iUdXVT+5/h5LL5u+rk6L+qnIDtHWcxeKlTedpUOEC8l+EoMLrDnpxhoHAT8Edk4FCKq6Nk11C4kAuS5z2er0WL6sE4ETAXadvWnz+/aixK6/ySyxa//2/Hl9ImQQ6zqfV1n9fUte6IrPPWjv+THdmW4siC4kRGRb4CvAqar6uzQpVeGpBcc20YWl+dgXQaJuqqq7bwNPFgsB5uJ1U5Wauy2qBq8i6n5XrJWiSzxGXYBmTO+iLFU2iraxuh+uK8Eug2QVhmA6S0RkCxIB8SVV/Wp6+B4RmZmuImYC96bHVwNzM5fPAdb41tlnwQC2M/89MwuvZOtQ2wRtde3weVF9ArmKvsunn4hBn4PBynCdbMRcTVRFY48I2UekiqpnMKa6Odl0aJp5uX0mpuFaSGwOD6jqqZnj5wL3ZwzX01X1PSKyL3ARjxmuvw3MrzJcj1xg+6A/Lpv9No2LCNXd9iUnU9EgECMRXdFg2VYfxNrFMATfHE2hgWlluLpfxwy6K/tNFi6wu+w7XV990fOczv3Hpy6ZCMN1TCHxTOB7wE0kLrAAZ5LYJZYAuwK/Al4+2pZPRN4HvBFYR6KeurKqjr54N1WpR3wCsco8PZrEPVh79Vhmi7UUFlUz6tjCwkVItKWGciVGXinXWJW2IubzfW0hJHbeZ7q+8qLnO537sYMuHYRE1/RRSFQFV/kEIFml4PYhpgCyDIrK0of01iNiuQfHxEcYNOnD2IkA2xQSx31podO5H3/aJRMhJCYmwV9TmrrQhbhv5mdtTdVmTV/imJTpkNuaYcdMQtcndZMvdTYNaztWHXueel1qXwsrPx8Aad33SRbYqeXdNLV+bQltzWaLrsteu9eSk4JfyqYvc1u70ZXV05bDQQxh6HPfYv/O/DPlwihL7EA9CvxZN3P6mxQm55cEUPRydOEdlZ0FtbkVY1E7QiKwQ9RURfX4DnCh9yqkzS74CIqQwdyl3KL/u9LGaq6u70NWEe2SrCRc/iaFyfklnrThx+5TR36AabKqCKXJ4Gm9qqga5GIMsG1RNClp+nss+yP/3MZ6JmIJ6jwxBPIGxOmvDhFZLCL3isjPSr4/XER+KyI/Tf8+kPnuCBH5hYisTL1EozEYrjti4awDH501WaweXF8439ThIfsXtGU4t3DfjCWILQZAy4zBFjvrxcrs2tY9sMjdNOMvZujRFx7tdO7nD/l8ZX0i8izgYeBCVd2v4PvDgdNU9YW549OAW4HnkcSXXQ8cr6o/d/wZXgxCoiOqPJnKBvK6l8lyZtZ0AI4p9Kz2sMjSRLCF3hcrIdBGGvO87awJbcVP5OuyEhIv+MIxTudeuGBxbX1pyqJveAqJpwNnqerC9PN7AVT1I04N82SsvZtuvXFr8/xMsfM9+QiHuuM+ZfvgM5jEim4ti8QNGehc7qmP91O+XXXXuqbyGLU1f6yIJiuD0E17mpAXpmXebnuems8i4F92lo2Pn+bY2nI897ieISLLMp8XpWmFfHi6iCwnyT5xmqquIMlpd1fmnNXAAs9ynRlrIbH3AY+wdGk84581VQOQ9QwqRGBY2mn6tu+x6+Bb1u6ms19XF83sQN40Sjr/m7v0YMoLSrdMwsu9dx+M/bwpsM7dKH1fw5XLDcBuqvqwiBwFfA2Yj2OeOyvGWki0RdMYii73325LQJQNatYvb1sZTUNtPC7nl21mBJtmMbbAJyNA36h7frqYjLTluaSqv8v8/woR+ZSIzMAoz50rg5Cowfol6kOeqViEqJ6qMtTGCMDLCzPLNBRNcXESsH4eQ4Suj6OF1fPepWv4RqiXuqkRIrILcI+qqogcQuKNej/wG2C+iOwO3A0cB7wyVjsmQki0teFI6EDSpWDw9WayoGhV4avzz+uvY7fbd/e7JlQJP0uPpjKqsuq6Coyy7MIx71PRM9S24LDcdEhELibZgG2GiKwGPghsAaCq5wMvA94qIuuAPwDHaeJptE5ETgaWAtOAxamtIgqDd1MDymahvgNzFzOkGAn3ssTMqWTV9j6sHiDOdp0+tBVz0rVX2p2nnNbYu2mHp+ykh3/u5U7nfu2Zn5qI3E1TNpgOmqUjCJlx9QmLiGcLrCK2fSO1q4zCVc9F12k9YuDyHmT7xdf7LfQ9c7mm7fdrtOmQy9+kMBHqplBiDIgj1YiLS97oAW8ruKgtQvrVQuc87skCu1ZNgr/nFDTb29y1nr5E2CvCug1Ta249pYVEE+p242qyI1zXRrpQDyLXwcLqhfcZVF3rzAqauoGw6/sUgxBBmx3IYwnoKptR2/fByiYxLgxCIqWLGYuLwS/WKqNucPU1ZvpE95b1tdUMPcY9HLU5G+CVV5VZGrVH5edpywU4pJ4+bq5kjg57XE9Zul7OZmfFVTPkJgNpqCrDd6e9NgeIMk8hl2t8r4Pw/Q6mAnmPKevnoGoi12Yw3VQTEoN3kych7rYh6qaiOotm63UDlkWeHJeBNMaeHDESBfrkWRqdm00VkcVnp8EQutjprmmgnWW+KJ96spT1u4V30/ZP3ln/8vxXOZ377//f/z8R3k3DSsKTUKMsNB80LF64kDZUzdb7qFaockGu0l+X5WTi2OLfGTvPVxUTr9bpKYqwfooZrqfsSiJWAF6dMTVk9l42ELioPayNej4ZTX2JlVEW3B0JmqyaLNofohK0EhSWqsPYKwrfd3avJSeZrCS2e/IuetCnXuN07vf++h+GlUTXjLLAZmljZ7MiYiXoW3nsBYUqgNs/dmjpgBLTlbIPbppZXAf/IjtE0fkuNg7r3EdN+zNmdtc+5nkKXc1PO6V53ToYrqcOS9csb2TADMXXGyY/KLuuHnzq6At1Xk9QbnT2+Z0h/V5GEwNtqLG97Nq6tjSdFPkIo6LUH5axE106muggJMYTXyOyhVAoKyvvqTQitM4us8i60tYg0NWuZlX4DlgWGWbrkh+6EqJ6a8sNt6jeItpd3U5WNLULEyEkQrxMygby/DVlg1JZOomRDaDrHD8xsRS0fcVy4MnahaxTkIe2s+lqymVVUZZIsOmuh3lC+rcJU20lMfGGa4tke00ePJeZmo9bpnUbmmBtxK4ydsZ2N3Ulr+Iqc1eGuNumlhFrHwzXspvYCItwtSWVkW2zxfal28yfqft8/A1O5y476iOD4XqS6EJ338TLxifdRdsbs4SoI+q8YfqUIsOqnhjtjTmjdlGdxnQGsXbfDmVIyzEFaeoS6VtmHaEz9LrUIn00aIe4XcZO61FF1cCV9UTL5n7qOpo/BiGDbxt7ZcRGmXrqpkFI9Agr9U1bmzC56Kzz7Sk7p+o8X7pKvLeRwFhzQa/2lM5jJVBdbSJlfWGtnioj+Z2nGZQ0GK7HnrolcdEMKD+odGEDiGVwq9p7uk31U117LLYi7RtFhtpse2PegzadCqrenSaxG5b9YxUnAUmsxFRiYoSEpYGrKS4Pt6vqx2I2WqWeiaUXb0NnXUXT31YVqOhCWR/kBdskpRufZG+3LIO6aQKwfunqBuqmWSljv1xWA7NPupG2XBKt9f517Q2x62QN+X1b+VgKqRjxCm07XdShilnuJhFZDLwQuFdV9yv4/lXA6enHh4G3qury9LtVwEPAemBdTC+qiXCBza8imri9Nk1iF5Kdsqpu3/pdqduXO0vTWbVLWTFzP0FcN+MmZccc/GLFT4TWF7IvSRkh7bTI3fT4vWbp7v9wotO5N7/4f1XWJyLPIhn8LywREs8AblbVB0XkSOAsVV2QfrcKOFhV7wv4GV6MtZDYcte5Ovu0U2vP8xnkLDKdhg5WTT1FfAhNzW0x84whKGJuNBS7nj7aJUISUVpNtnz62KfvrITEvHPd6rzlJWfV1ici84BvFAmJ3Hk7AD9T1dnp51W0JCQmUt2UxXIWbEHZ8tn3hY6RGsFFldKXZf+IMiN408G8yhvHWlBUOVh0RVX6E5dntYnqqc+usor42CRmiMiyzOdFqroosOoTgCs3agpcLSIKXNCg3FomUkj0TTAUYZFKwCJorQxrXbBrsjwIn3Fmrwt1A3ZNXudbrsuq1VIAWdkGLN8ZV7fosr07isrx8Uw0825yP/U+C1uBiDyHREg8M3P4MFVdIyI7AdeIyC2q+t2mdRXWH0vdVGSUEZGzgDcDv05PO1NVr0i/ey9JR6wH3qGqS+vqKFI3xfBqsdihy4dQ3/EQA7sPof1alf+qiJDf0dRu1NV+GK6zcle6Tp3h254qYe67b0cdFmk5ttpztu760bc4nXvbyz/QWN0kIgcAlwFHquqtJeecBTysqv9Q8N1LqupX1a9WfQ9xhcQmRpmyHyMi+wAXA4cAs4BvAXur6vqqOlxtEr408fUeYSkkQsqtm+02qcPFUBui084SMwAv5h4JPrYe6zxLFrYeyyyyeVza1yR/Vx1WQmLuOW91Onflse9vJCREZFfg34HXqur3M8e3ATZT1YfS/18DnK2qVxWU8X/S/+4EPCMtD+A5wLWqWilEILLhOt8BFULivQCq+pH081ISS/4PqspvS0iMiC0s+lR+TC+TMnxVJBbGe0sh0Re9OXTvLVZF1X1uKjCqfve39F9NhMScj7gJidtfUS0kRORi4HBgBnAP8EFgCwBVPV9EPgu8FPhlesk6VT1YRPYgWV1AYjK4SFU/XNUWEfkG8GZVXZt+ngl80kVIdGGTOFlEXgssA96lqg8Cs4HsbvOr02ObICInAicCTNthB6C9nESug0qbg4WLkS80mrmu3K6w3Leia6xVP5a/KVZEe6hRuyovVlv30jJ3k6oeX/P9m4A3FRy/A/D9wfNGAiLlHmBvlwvbXknsDNxH0td/B8xU1TeKyCeBH6jqv6TnfQ64QlW/UlV+WapwC0FhqS93JdZexW3MlttcUYxDPxWV71NPyHMUc6CMdd/rVLuW9iOLlcSWe8zWOf/7bU7n3nH8+3qTKlxEPgHMJ1HrK3AcsFJV3153basrCVW9Z/R/EfkM8I3042pgbubUOcCa0HosPHPKjKu+L6/PTDHWrKjt2VYIWTtGjMjdIvLqC2v1U5FdyLX8vuelsiJ/r/P3INuHZavbtp/rcQwtU9WTReTFwLPSQ4tU9bKqa0a0KiREZGZmyfNi4Gfp/y8HLhKRfyIxXM8HftS0PovAr5ABq263LqgXFn0e0IvIu/SWCVnX/mxLUGQZtz4fMa7tLqNIqFbZI9p9XwTdMLa5m24AHlLVb4nI1iKynao+VHdRTO+mIqPM4cBTSZY7q4CTMoaU9wFvBNYBp6rqlfky84TsTGdJW1GlVrEQsdQ0vrjEh7j4vsdQo8VOgRLDOaGtATK2qtFiUhDbcL3lHnN01tlu6qZVrzmzT+qmN5PYcqer6p4iMh84X1WfW3etTaaqAlT1eFWdqapbqOocVf2cqr5GVfdX1QNU9UVZQ4qqflhV91TVJ7sICFf6mpnS19PIQvVgpb7IGg6b4BrVXXaeVZ/EVuuM+iu0z1zsYJOgmrIQNtH7QRPDtctfz3gbcBjwOwBVvY3ELbaWsc7dtL1M1wVSLQh9EtmF0mZcRdNVRVvG2XHdV7tpeXX1WOfcstyfw7fuEW3t0+0b25M/32Qlsfscnfm/TnY695eve2+fVhI/VNUFIvITVT1IRDYHblDVA+qujbaS6Av5B2XlsRf0cnUxrnplq1VFU0JmkC5OBBZkyxrnGX/Zve7rOxWvr8Xxr1f8XxE5E3i8iDwP+DLwby4XTmTuJhdixlbENKT56rcnzUsmdMvUpkKkD4IQNr2fZb9rHJ0fmlBm2I5ia9pgV1SLnEGS9ugm4CSSEIPPuFw4ZYVElqYCw8oTxzdxXB8Ggi4EkIvh26VdXbknj4NLchF1fRp7lz1XtVrRe7R0zXKmzTRohAL9sze48HZVPQ94VDCIyCnpsUqmnE3CFd+H3TXVgCtN4zFcy2qjbX3bL6GpB5pFbi3ftrRdR9M6ob293l3zfFnkbtpy3hzd5QPvcDr3Vyec3iebxA2q+rTcsZ+o6kG11066kAA3F0LXPDV1gXpWwqLtGbrlwFdElzmeslgOylYpNaxcnK3Kd6nHddXbNAGgaz0uaWTMhMT7HYXEm7oXEiJyPPBKkjTj38t8tR2wXlX/uraMqSAkRrh4+vgIC9ed7erq9GlD3/BVkVmlGw8lxoDpW2/TlV0bKTtC2hiaELBpJmBXzITE/zzF6dxfvfk9fRASuwG7Ax8hsUuMeAi4UVXX1ZYxlYREGaHpiZtuGtQGTdNMQzN1hc9Ms6mqIZYbcZ6u1XdQv5KtWh37DL5dCNVYKysrITHzfW5C4pcndi8kLJhSQqLqpQkVFDGwUP1YpnJuI0GgKxYz7b4mCHTpG2s9f4gw8SFmZgHf+kyExG5zdeaZjkLiLe/ujZBINx/6KEkA3chHV1V1+7prJ967yeUhdR1ULAa4pi+ka1ustx+1wsclt2mE8jip7cB+YpJ/BoqERexgQpd7YZ1UsXxFdJtNJeM5r/574GhVvdn3wokWEtaDhEV0a5PMoC5tiYG1y2bZwGHtElpWT9N72Ea/W9zfsvQmsVSLVbT5vEZ1gYVxFRL3hAgIGHMhsfcBj7B06aYDmIUutgzLVUW+ft8X1OU3x/Zdt6KrmIFQAQ3VwifW7wm5n662ni7uQcw6owmm8RQSy0TkUuBrwJ9GB132uB5rIZGlyXI2P9i29bKUDTLWKwtf1VMXabpjYjlY+AQ6ZusPYVzVZmWUzfDHKqhwfIPptgceAZ6fOaZArZAYa8N1WarwLgytsYyW1t4yTb2d+pr4LqROayzdXLOExiJYBqZZEtsOUlaXieF617k66z2nOp276u2n1e1xvRh4IXDvaPfO3PcCnAccRTLAv15Vb0i/OyL9bhrwWVU9x/OnODMxK4kRMfTa4zaTqxqsXFOQVO3MF+tlHqsZZQHZ31D13FgLxrKVYv7zJK0OXdm4j3tnuP488AngwpLvjyTZgG0+sAD4NLBARKYBnwSeR7Kr5/Uicrmq/rysIhHZO71+Z1XdT0QOAF6kqh+qa2StkBCRffKVi8jhqnpt3bWTQhvusGWDSqzBsw92Ckt1W2idvlRFWee/q1MXWd1by3sZ8x7UrSDGZaIgRkJCVb8rIvMqTjkGuFATdc91IvJEEZkJzCPZn/oOABG5JD23VEiQ5Gx6N3BBWveNInIR0FxIAEtE5IskLlRbpf8eDDzd4dqJo85o2eQhj1l2niYG7ab69rqBuo+DRVl7XNoZkr7Dpw9irBCs70HVbx47G4W7TWKGiCzLfF6kqos8apoN3JX5vDo9VnR8QU1ZW6vqjxIN1qPURluDm5BYQBKE8X2SfB9fItnhqJe09ZDFnPn3QcXlOvC4CjDf32N5H7vuSx/yA2aXWNyDkN/QhpdYMIqPuum+hjaQImmkFccr2yIie47OE5GXAWurL0lwERJ/Bv4APJ5kJXGnqvY6o3oXxtB8/V3r7V1eTssZaIxAw9grlj7gG0FvndwwVh/5GO7H4T5tRHu+PquBuZnPc4A1wONKjlfxNmAR8BQRuRu4E3i1SyNqvZtEZDnwdeDvgCeR6LT+rKovc6kgJlvuOldnn3Yq0E2AkMvDHTP3jXUCNN96QutqklrDOi2Hb/vbTlUBNgbopvfQYnLSZLVp0e8m25fOnatzTv1bp3PvOO1dtfWlNolvlHg3vQA4mcS7aQHwcVU9JN169FbgucDdwPXAK1V1RV2bRGQbYDNVfcjpR+AmJA5W1WW5Y69R1S+6VhKLrJAow9KV0/Vlcn3YY86grNQ/Fv3UhcoitN6u3DMh3v4L1tHkTQJXfbAoO6tVMBMSpzgKiXdXCwkRuRg4HJgB3AN8ENgCQFXPT11gPwEcQeIC+4bRWCwiRwEfI3GBXayqH65qi4g8EXgtidH7UQ2SqtbmPR/rOIk6IWEVaRoSkR1ybZa6AaMq974rbcSAWKv+2soBFHOVWFaHhZdS00mRtfdXE0Lvddl1FnESW81xFxK3v6d+JdEWIvJ94DqS7UsfNReo6hdqrx1nIZENpivbGCjrxWPtBeKah8lX7+yKZbbWWIOi9aqiqEyrcuvqKMNSODcVFFYr51hqxFAsVudmQuId73Q69/bT39knIbHJznSuTFwwXfYlGf2/LNjIaqWRVTEVzZxd0it0Hbfg4lHVR/fEWO2x9jBzLavomfR5NqyCIKt+f/67rp8J9xVH74Lp2uSLIvJm4BtsnLvpgboLN4vZqjZZeewF3iuFvZacVPsCWr4AXb9MdSycdaC5K6v19UXlteEdM+qbspWiaxxAUbkxKHquffuqLccIF3wFnMuzHIqo21/P+G/gXOAHwI/Tv2WVV6RM3EqiiJBZuu8D5rJaKCt36ZrlJtlau3b9LaIPMR+hFKkxsoNPlcuua7ll9WTpMpOvy3Pd1nNX1ZbWnnkF6XUAQCnvBPZS1ft8LxzrlcStN2690ayh7EGpW2VYzLpG+Mxg2poF++Kymoips3cpr01BaOnB46K6LDonZKVchs+96+MzWiVkW0Ed//rFChIPKW8mbiVRNSurSm43DvtVg1v7LIzFLsbAUL10n/TZeVzsMlliuYOWrcBcVxV1z0mMgb+t+1q0gmv1OeqfAHBhPfBTEfkOG9skal1gJ05IZKlanrq+bH1KDxEqwNp4eav6yVVfb+Wd1fYqY1SftWqt7PmtenatJjlNbVMxBu6+rGh6aG9w4WvpnzcTLSRGVL1ssPGqomjDHSuda+ggEhJNXjf79zUEVpVZV6crLm1zqcNngPI1Khed72KvaANXlWoX2Qma4vrs9bX9XeMSD1HGWMdJbC/TdYE81+uasofNVd0Uc1VRNDu08Hu38q7py0wuS5N9m5v2S5UBtS9R5yNcVx59jVK3sIFZRFxvNXuu7naSW5zErR/sVZzETWyqKPstiYfTh1T1/rJrp8RKwoUye0WbNop8EGARVsbSfFxH/jxLgWChQ/etI1terMhyn5Vh05lukxWKz+TDEguVk4sAanXyMr7eTVeS2CUuSj8fR5JN9rckmx8dXXbhlFtJjHANbGs795NVXS609XI13TI1tDyXstvWm1tHnFc9qyHCOeZz3TTq21cNmT/fZCUxa67Oe7PbSuIXZ/dqJfGfqnpY0TERuUlV9y+9dqoKCWiu8hkRmoojZHbY1qAWqm4po2nKkRjpKvqQRsKyXLAToKFtDEnvYqmuip2W4/Gz5uq8N7kJiVv+rldCYjlwoqr+MP18CPAZVT1QRH6iqgeVXRtN3VS0ybeITAcuJclEuAo4VlUfTL97L3ACyZLoHaq6NFbbRhQN0kWeI3V676aDvOtLk/0u5gDnWnZnS/4xp8k9rFNxue5h3iUxV1utBG+O57z6TcBiEdk2/fwQ8KY0dfhHqi6MaZP4PJtu8n0G8G1VPUdEzkg/ny4i+5DoyPYFZgHfEpG9VXV9xPZVEkNn6zP4tuHN0ebAXpY/q4ysXSb//3HANc7E2kBuRag9wWfC43K9FUm5Brmb+plyoxZVvR7YX0SeQKJB+k3m6yVV10ZVN+U31BCRXwCHq+radEPva1X1yekqAlX9SHreUuAsVf1BVflN1U1ZYr1sbXm1WC/N+6ASKRPUTVVXI9pylwydOfuqYeo89+qwzCpc1Z4yYqpSF86y2U/i8TPn6u5vcFM33fyRXqmbdgb+NzBLVY9MJ+ZPV9XP1V3bdlqOnVV1LUD6707p8bINvzdBRE4UkWUisuzPjwUO9oq6NCEx8PGy6TrVgmWKCRfyg2Rb96ZJP4fo6avS0li2YRyx/C1jmuDv88BSEk0NJDvbnepyYV9cYKXgWGE3q+oikr1a2V6mm90Kl+V70yCvECzcLNt+2fNtttYTN1U99S3wKsTY2xahfVXlFFJl27P8nZuWNaVThc9Q1SUZrc06EXFS57ctJO4RkZkZddO96fGyDb87J1SN0+UA5DLoWOybXIWLTr4uNUrsfFox71OM9Bw+5/qk8nDBpa/q3Mr7nhfNCWVchcTvReRJpK0XkUNJYiRqadsmcS5wf8ZwPV1V3yMi+5IEeRxCshz6NjC/znA92pkuhu7UygUwZtSp74ohZEvUonpCKJtZ+q4K2hpoLCPRQyK+fdvgU75LHFCogG4aOBlzcmVik9hlru75WjebxIpzq20SInIEcB7JPtWfVdVzct+/G3hV+nFz4C+AHVX1ARFZReKhtB5YV/e7RORpwD8D+wE/A3YEXqaqN9b9jpgusI9u8i0iq0k2+T4HWCIiJwC/Al4OoKorRGQJ8HNgHfA2H8+m0BlhDFfTvGql61VFltDZZFP1jEvgYlHbxmHmWaVWq+uvOjVcrCht37T5roR4ruXp0/tSisG8WkSmAZ8EnkeiSbleRC5X1Z8/Wo3quSQbBSEiRwN/m9tJ7jke+0PsCRxJorF5KbAAx/E/mpBQ1eNLvip0R1LVDwMfDq3P94Xy0fNbzehiBiiVlV82QIQKC8sXuE+rgqJ7VDfg5/s2pH/a8OtvUofPisJnElJVbt9sRnmM0nIcAqxU1TsAROQS4BiSiXIRxwMXN6jv/ar6ZRHZAfhr4B+BT5MIi0r6Yrg2wyr1RX41UHZeWVlNX3yX610GJZ+2xLAB+PRDTLtI03NdBq4u8jJZ4DKwd2FT6OWqws8mMUNEsluELkodb6DYo7NwwBaRrYEjgJNzLblaRBS4IFNuGSPNzAuA81X16yJylsuPmDgh4UMTFVVMg3Ybg0XVrC9EHRCjzUW689j7KIyoCoDLE3sgsxosi4SRz4oyxiSiLeGzdM1yps1sXo5Q7IpZwn0VtgJnj06S5Hv/mVM1Haaqa0RkJ+AaEblFVb9b0Za7ReQCklXER0VkSxxDIMY6d9PIcB1CU8NkU7WW9UAb0p6+GYvzdB0014VrqmUeI5dyY+TECi03Rn6t7O+2yN209c5zda9Xuhmub/pYueFaRJ5OEjC8MP28UUBx7tzLgC+r6kX579LvzwIeVtV/KGtLZjVyk6relnqX7q+qV9f9jolYSTRxzfMtf1RW09ld9npfdRBs+kKFtKepW2QZ1k4EXVF3f2KsIMrqtDBix1rtWeWLst7wK9YzZRQodz0wX0R2B+4mSUv0yk3qStJoPBt4debYNsBmqvpQ+v/nA2dXVaaqjwBfzXxeC6x1aehYryR803L42hZ8yrPGRdVivdFOWf15Ys34qmIrrPaksFxVtKFmKsIisK0IywmDxQQk5H5W9ZmFC+zWO8/V+ce5rSRu/HitC+xRwMdIXGAXq+qHReQtAKp6fnrO64EjVPW4zHV7AJelHzcHLkodf6IwCAkDfPzdfQWLZWyD9WCRrdtaSIyO+bYp36481mqbmIIiNPrf5fo6LPfsCC2vrkwXsv1kIiR2mqt7v8JNSCz/RH9yNzWh7dxNndJksHYtt+67tvM6tZWryVqlV+S6a7EpUR/VWm2RffbqnkFrO1RZeXX17LXkJG8BE/0dU8e/CWFKrSQgvtrAMtcNtGtc7trYGEstEprdtEl8SlN8hJnLqjFU/Wi1gisrM8SeEboPvdVK4skvd1tJ/PRTk7GSmHJCYkRM1ZP1IGkpKFzsGhYDQ1s2n1hpIEJWHLE8kEKxFIa+Niof2tqO1kxIvMxRSHx6MoTERHg39QGLVBxNg6pCtl4tm9W5RmaX+c63FWXuQl3ch2sZecp+M9jkfmoyMDcNJCxS97nkfGqDtreizdPDNOBRmbIrCWi+moipjrD0a69aLZQt960T78V2U7ZqZxOPnC5m1FX1duE22tSgHroydKnXZCWx41x9ykvcVhI/WTSsJCYK15lvyEsUMquuS85WN8ssm+G76oN9B6y6yNmyPmjbkFzVznHZGjUmIavZPuSraivfkzCsJMaKWKnCQ/TUPv7avhSV5aNa8lVb9MFdsYqmxtaYQiKkD6yEU5vbj3YdAR5iZ7JYSWyz41x9yt+4rSRu+OywkphYLNRIZe62VjOeohWFVW6dqtVHLCxWWSOqArli69Jjb5TkQ6zZdaw8UuAehNdlFlkZ44l1CBMhJEIDnNrIlZQ9t0lm2SJcdnXL03Trz7LyuqBMbRFiwM+f07R/XBPX9VnFFSuVR1tEySI7YTEQLkyEuqmMGNlKYy2zY6bRqCLWIG+hsvOhKI2H1W+z7NvYQqGNJIdtJTW0jNGwSsuxzYy5us+L/tbp3GX/510ToW6aaCHhio8wsXpBYqfW9qUsxUbMeIGmKS4s22YZVFaE9Qqurp481p5ObQQQWqcGscgCu82MubrvC92ExPVfGIRE57SVKrwNQoRSU1fCLC5Gz5izyhCBEdMDx7X8JobWmAIj1E20rSBC6xxmReT7wExIvMBRSFw4CInO8RUS45TczZXY8RQQ13PLt9zQFZilKqsM12Czqn29Y+AjMFyep7Yi2MsIVUOZCIknzdX9HIXEj744CInOGYTEY7Sl13Wpt2/pKbK0FQHep3gM10HdR91jacvyjZ0JnQCZCYmjHIXEv0yGkJgI76a2yHt7tBXA44KFJ4qr+2affndbhASZxRIGLi7KroN46OTCKkVH0TPUND1NEUl7T2tczhBMN2a0vZLIYr2qiBl810Ym2dgeL1Z676ww7SoRYxV1brghto02A/za2kI2pH13nnJa45n9tk+aq/svPNXp3Osubl5fHxjrlcStN27tZdi19Jsu2//A2ogXxdfbkDbaFlpHXXxK3/vW0oXXYi+OcWblsRcw7RSDgqZgnMREbzpUtPFIGxvwuOLaFt8253+zy4Y9oYFfferPMuomElbtt9rTwzXiOGRDnjp8Nndqk5BnOotlP8kGt79JYaxXEq7UzSiz54SWPyqvzpDbRK3URmATlO85UeTrPzpWN9C6eL2U6aItZvx1em6flWCXSQpDBztfG0JoXEfbaUnaij/ZCKOVhIgcAZxHssf1Z1X1nNz3hwNfB+5MD31VVc92udaSKSEkRlQZd2MaY63sDUXCxmeAqnK5dE3xEfryuwqDrumLUd4yYryo7CxtDOhNBb1lTFBTLAzXIjIN+CTwPGA1cL2IXK6qP8+d+j1VfWHgtSZMKSEBbjPKPuvZ89f7DqxNk/eVpRT3GWjaSrfetM4uyu1a1ZOfiHQyU/eg9XYpYOPscwiwUlXvABCRS4BjAJeBvsm13oy1kNj7gEdYutR+UO+7QTNLmbBwjWmwGgRCZ74uGx1ly+3TvYnRny77gHSBa+Cfy54iEHelFluwedgbZojIssznRaq6KP3/bOCuzHergQUFZTxdRJYDa4DTVHWFx7UmjLWQGBEycNTFFbjMXF3VSG2oUVziJKrOsYj+beKvX3b96HheUORps89dynbZ7KlOxdfFqqLqt9W1O3Q1mZ3ohMT77HnqdYXlbpKWw8C7yTNO4r4KF1gpOJYv+QZgN1V9WESOAr4GzHe81oyJEBIQpo5wMSiXzX5CvI36oHPvU1t8qFNrWf+eNtRIbaXlCKFK6LoKA9cUHVUOJSOqhObtHzt0I0ERFVUrddNqYG7m8xyS1UKmKv1d5v9XiMinRGSGy7WWjHUwXXaP6yaeP00HBB/B1IaHks/Kqqg9lgNXbP/8psFbMRPauaSX6HrPCZ9ULKEebHU0DZhzfcYs0nJs98Q5etCz3ZYk37v8PaX1icjmwK3Ac4G7geuBV6bqpNE5uwD3qKqKyCHAvwK7kXg0VV5ryVivJEY2iXGirZl8E0NvzBmuRbK+ERbbdca8H3W/tW5wayutRxXZ58jH/uVDWbkuz2Enhn6DebWqrhORk4GlJIP+YlVdISJvSb8/H3gZ8FYRWQf8AThOk1l94bXNW1XMWAuJpvRF5WJtjPXR61a9oGA3UPXF2FyGa59ZRn9X4TOLbmpQdqGp/S4WXbjzWuVuUtUrgCtyx87P/P8TwCdcr43FlBMSTdQLfREqfSfkRe2DN4+LoIjpXRXymy2MyKF7lvSVpg4UlSiwfnxV9CFMKSFhbXsYxxeoDIsssq7uj3V0qWLwcWZoot6qKt+XmIkZfSZIfXBPbmNyMdWywHYiJERkFfAQsB5Yp6oHi8h04FJgHrAKOFZVH6wqJ5vgr+ghbmJoK/K4qPLWaOqCa/GC1fVByIyxqTqjyCspJIbDZSDsS7R0X7FKPVOF9T3wVXtmn9dok4kxdvYJocuVxHNU9b7M5zOAb6vqOSJyRvr59FiVT9pAEjrT8/H591nGl6XycOn3fJm+L3tbwqIvQsllULRoY5/Vrm1Ghk+1lUQnLrDpSuLgrJAQkV8Ah6vqWhGZCVyrqk+uKifrApvFOrIzJCaiaR115YSskqqucfVpr8J1JzPftuVp0jex3aJD3KHbcDmO4WadLzvU66lJXqY6W5b19qXbbT9HDz707U7nXnvNGcN+Eg1Q4GoRUeCCNFR9Z1VdC5AKip2KLhSRE4ETAbZi61Ya66uXzV4TistLmMdFv+z7IruqGWLO4EITIRbdi7rf38YsObYnWRsUPZNVfRnSz64p07OCILZ3kwAyGK5b4TBVXZMKgmtE5BbXC1OBsgiSlUTd+V0Z01xTdjQpK6S8EJVB1TUhA1tMV1PfMtpWnbikvRhhKTRivgcuwrjriYYlMsVsEp1HXIvIWcDDwJsxUjeNsA76qSq7C2KsVlzPzxNji9TYg1po3U1jUJoS6kjQlo3Gl6bCwcUuBjbbl26/3Rz9y4Pf5nTuv1975qBuCkFEtgE2U9WH0v8/HzgbuBx4HXBO+u/Xm9YVw4Ooqq4iYgmTLlJ5WAx6XSWuy1L1O1z61bUffFeTls9KUT/HMrQ3fR6aELLndzPMcjeNDV2om3YGLhORUf0XqepVInI9sERETgB+Bbw8RuWWL4rPgJKv36e8PqxaRmSFieXMsch1MXaeq6axISHXt6X67FoQQ1x7T5e/b6p5N7UuJNKNMjZ5U1T1fpKEVc647CdR9iJbxiX4lFOmt637DfnzY+Dye0IH1jrjrOvsz9pzLUtocJyVjSVWQGNVqnXrpHxVFD3HIXnC2l895JhiK4nObRJNOPjArfRHS3fd5Livft3CmNzWDDHWIOn6e9oyQPrOFLsQ+FXl5OnSHuaT38g3IjzE7XnpmuVBmyv5PhNRbBLbztYFB77V6dxvff/9g02ia0YR101nX9bRzr7+4U1mc10HcsXCN3FbzBWGBbGFUBGxPM9Cys4+qwtnHcieJPs/7MWmthPfSPsyomUzHt95dRBjLSRGWOTDcX2JrXLYNA3WGl0f2xhpIYSbUjbb7IPevW2K7kfbrqOh9RU9q3ueeh0c+9g51jEPMWJQBhfYMaLIBbZugG6iP7YYLJt61pS1p+3IcihPvRHyQlZdXzUjbOrqaa0eih0DUld+DFfk0Dqq6sz2we0fO9SrXaETMIuI6+23na2H7uf2+6/54QcnQt00EULC9UXPnlc2wBVdW1Z+rJTEoYOc1WrCIh6iChd1QlNjpkWcg2t5oeXGEEQxhYSVu2rIHhAWgt9ESGwzWw/d11FIXD8Iic4pM1xXYZmG2iKXfxkheW9iG0etluxlq4YmqoE6Y6yVysxajdhk9ViFTx/G3mK2qL66SdoISxuOhZB4wjaz9NB93Prh6mVnTYSQmDibBMRzFXV9SVxmSnVJ7lwG/7LUB20aR5vSVE1VdG1ZEBk0n71b902VV1mTunz6tWqyE8P+05YNJdpzvGFDnHJ7ylgLiex+Elks4wpiPdBFtpMyweE7+Ie659b1V6yZfmiZPjQVnK7PVFN7VoyBLdTLJ3tNVjU4LjmWoqCAkYwQkSOA80j2qf6sqp6T+/5VPLZdwsPAW1V1efrdKnJ78ti0alPGWkiE4Pqg9/FFaOq5BTZG+ZDZ/6R4JFWprlwCIsF28uLan5buoFarv3xZRTRZHVv3+QgL7yYRmQZ8EngesBq4XkQuV9WfZ067E3i2qj4oIkeSJDZdkPk+vydPFMbaJlGX4G+Ej+E5Jj7G1SJcU3r4JKBzGfCaBm+VYZ31NPamO0U0iY9xxcK+ELoScBFCFhHTdVioUE1sElvP0qfPP8Gtzhs/VFqfiDwdOEtVF6af3wugqh8pOX8H4GeqOjv9vIrcnjyxmBIriTJVgeWMKCa++Z5cbTSuaqm20oL44jPYxIonyQpa6+DGNjYjCj0vZhuK6E/gqFmCv9nAXZnPq9l4lZDnBODKjRuyyZ48UZgSQmJE1cx53PStIfmimg7y1sKii4ywfRhsXFdp4/JMurSz6j67egmGCHrziY0C7psOzRCRZZnPizKDuZSUvgki8hwSIfHMzOFN9uRR1e+6NsyHKSUkoH6gq9PdWq4+miYI9CVUn152bp3AzVKX2G/lsRd4920f0o5DM+FpHdHeF9uPhVttyP1tY7XrYZO4r0K9tRqYm/k8B1izSV0iBwCfBY5Mk6ACoKpr0n/vFZHLgEOAKEJiStgkyggJSgoREm0nq+sKq4RwVraJcexHK/tZiL3Hx6YTK8dTGRZ2jG/pvza3STx+pj5j3uudzr3qlnOqbBKbA7eSZL6+G7geeKWqrsicsyvw78BrVfX7meP5PXmuAc5W1avCflU1U24l4YLr8rfpMrsMXxtEKNaBeFUzap8gRitPHJ+VWhM1lEWKFWvycSNlfVr3fHb9O0a4riqit1eBDc0n1qq6TkROBpaSuMAuVtUVIvKW9PvzgQ8ATwI+le6/M3J1LdyTp3GjShjrlcQo4toi1XcZsVQadcF0Ptc1IXaCwBEhke4WOYLAL6WGZfqNGDmarPqkDmu9f2wjvEt7TVYSW+2iz9j1dU7nXnXb309ExPUgJFqky8RzLnW0sedByKrLIngvVlZeF6yfz5gup7GSD1ob30MmAmZCYu5rnc69auW5EyEkJkLd1KbHSsgKoE+BQPk6+uLWGnMlAfFWTC64qvVc74WLXayLWIQqou3tkNLa/VVg/ZCWYyxp4yGpiiNoY+Y/TlTZJ0J89psaXkeUTSjy9zBW/itroezaly6R9k0nW21OOrrz4lLQQUhMNLHSRFtc40KXM2IffNxjLQgJrINNhZlVv7aVdNKFunQhRYklQ/vBdXIQK7q+Fa3CGKvoQ5gIm0QZrvtJQPmGKL7E0PPH9J6JtQKySJntU4Z1qok20nhY1WP5fFg/D1b3sOnkYuGsA21sEo/bWZ+xy/FO515113mDTaLvhO6JYDkbsSiryD4Re8ZkGd1qkVTQkipVRd9XaDGJcT/qAg2b7u/iOrlIcjdVFuXOGE+sQ5hoIVFH2QM4LnrZpoLCpZ1N9fRN+7KoHQMbY5l2pcqWEkOAhq4QXDLuRntmppiQ2KzrBlhT9fDkZy17LTmp93lx6li6Zvmjf77X5Vk468Bg75siNYrloFJXXtdpKLqk6P73TahaBWtaP1feqML69W5/E8LErSQsXg7rWVNbxuYmab+z51SdbxnwZ5lBtemmOiMhU3SvrCPTLbEWBrFm4VbJJUOvMf09U2wlMZGG66qHw3Vv3aKyfIhhEI6pM7aov40B1DoSOUuV+tFXOJYJvS6cEELrsDSyt+VVWFW/yX4SW+ykz5j+Uqdzr7r3/IkwXE+kkBhR9XK77ENdVF4IrgND7BfJekbclmeUz31sSp2dqm+R2Vms04XE+q1VqW5iTjRMvJu22FGf8URHIXHfBYOQ6Jo6IZEnv4oIiVbtawoQ35xDMWavbaT1yBPLptSVjaOt56sNj7OQAMjeC4nNd9SnP/HFTucuvf8zEyEkxtomceuNWzsFLY3OWbnmMcHQ1l4EFi9dSPbOOizsLrFn1S7l92ljnqrVaayNdULvQcxVQhl9uleNGNJyjDdNXVDbCvevElKxXqI+5WpyoamKJ9aezlXXZutqsnFS2Qqtzfvn6+lmld69b84BG6EKGwYhMXFkH+imsxkX9UrVi+w7iPi0q+2Xqw9Cp2qGbpUt1ec+x5gth9oamtybumepSIDXbXRU1CdFQrL3qWfGWEUfwkQKiZAZaHYF4fqCd603z9PFy5Xt61j1h6ieLASEy0BZlaPKtQ2+Hncubcue4/Me+N47qz4ooq+rCh1WElODsl3miujLvsFZLGwqfX0JQ7EUxiGxHhbUCYzQeIEuVny+QrJvKd6L0Sm3khhr76a6Pa6tXoyQmV7Z9VaEbCQTI7nciJhlV9VjTWxjflP7SEzXZYvym7oqW3sWZjHxbtrsSXrolkc5nXv1H/9l8G6KgYgcAZxHsu/rZ1X1HMvyfZfgffPEsNwz23IlkZ+tWs8Au7Z9uFL3fMXefMeFvkeTl03KmjxTVgn+FNAJSrnhQq+EhIhMAz4JPA9YDVwvIper6s9DyqtaZocGaJU9wE1XG1kskp65DqpWEcAxBvG+ePKEllfX/pBYnZgqwpjR4K7C0TVL84jQXGPBqJptOlQ3IRYRSb8/CngEeL2q3uByrSW9EhLAIcBKVb0DQEQuAY4BgoQElL+sseIXqo5b45IJM4uP4LBeAfiWZ+HGPCI7QOX/n60vhqAYle3STlfajHGxXBHG9PxqIyJ+hG5orqJ3nBAfCcxP/xYAnwYWWE+m6+ibkJgN3JX5vJqkcx5FRE4ETgTYiq29KyhL4NbGwG65M1fshGeug0OMwcZVZ+4zIGT7vi0HhCqVE/RPlRmKteq2zkst/x6tPPYCx7xitznVX4vNSsJlQnwMcKEmhuPrROSJIjITmOdwrRm9MlyLyMuBhar6pvTza4BDVPXtJef/Gvg9cF97raxlBkN76uhbm4b2VDMp7dlNVXdsUrGIXJXW78JWwB8znxep6qK0nJcBR+TGugWqenKmrm8A56jqf6Sfvw2cTiIkKq+1pG8ridXA3MznOcCaspNVdUcRWdYnD4KhPfX0rU1De6oZ2vMYqnqEUVFSVLzjOS7XmtG3TYeuB+aLyO4i8jjgOODyjts0MDAwYI3LhLjsHK/JdFN6JSRUdR1wMrAUuBlYoqorum3VwMDAgDkuE+LLgddKwqHAb1V1reO1ZvRN3YSqXgFc4XHJolhtCWRoTz19a9PQnmqG9hijqutEZDQhngYsVtUVIvKW9PvzScbBo4CVJC6wb6i6NlZbe2W4HhgYGBjoF71SNw0MDAwM9ItBSAwMDAwMlDK2QkJEjhCRX4jIShE5o6M2zBWR74jIzSKyQkROSY+fJSJ3i8hP0z+3jGA2bVolIjel9S5Lj00XkWtE5Lb03x1aasuTM33wUxH5nYic2mb/iMhiEblXRH6WOVbaHyLy3vSZ+oWILGyxTeeKyC0icqOIXCYiT0yPzxORP2T66vyW2lN6j2L3UUl7Ls20ZZWI/DQ9Hr1/pjyqOnZ/JMaa24E9gMcBy4F9OmjHTOBp6f+3A24F9gHOAk7rqG9WATNyx/4eOCP9/xnARzu6Z/8F7NZm/wDPAp4G/KyuP9J7txzYEtg9fcamtdSm5wObp///aKZN87LntdhHhfeojT4qak/u+38EPtBW/0z1v3FdSTwa0q6q/w2MwtJbRVXXappwS1UfInHbnd12Oxw4BvhC+v8vAH/TQRueC9yuqr9ss1JV/S7wQO5wWX8cA1yiqn9S1TtJvEoOaaNNqnq1Ji7gANeR+L63QkkflRG9j6raIyICHAtcbFnnQDnjKiSKcjx1OjiLyDzgIOCH6aGTU9XB4rbUOykKXC0iP5YkzxXAzpr4V5P+u1OL7RlxHBu/2F31D5T3R1+eqzcCV2Y+7y4iPxGR/ysif9ViO4ruUdd99FfAPaqaTcTUVf9MCcZVSLQall6HiGwLfAU4VVV/R5KtcU/gqcBakuVxWxymqk8jySD5NhF5Vot1F5IG/LwI+HJ6qMv+qaLz50pE3gesA76UHloL7KqqBwHvBC4Ske1baErZPeq6j45n48lGV/0zZRhXIdFqWHoVIrIFiYD4kqp+FUBV71HV9aq6AfgMEVQWZajqmvTfe4HL0rrvkSR7JOm/97bVnpQjgRtU9Z60bZ31T0pZf3T6XInI64AXAq/SVOGeqnXuT///YxIbwN6x21JxjzrrIxHZHHgJcGmmnZ30z1RiXIVEL3I8pfrRzwE3q+o/ZY5n98B6MfCz/LWR2rONiGw3+j+JMfRnJH3zuvS01wFfb6M9GTaa/XXVPxnK+uNy4DgR2VJEdifJ4/+jNhokySYypwMvUtVHMsd3lGT/AERkj7RNd7TQnrJ71FkfAX8N3KKqqzPt7KR/phRdW85D/0jC1W8lmTm8r6M2PJNkqX0j8NP07yjgi8BN6fHLgZkttWcPEs+T5cCKUb8ATwK+TZJQ/9vA9Bb7aGvgfuAJmWOt9Q+JcFoL/JlkFnxCVX8A70ufqV8AR7bYppUkuv7Rc3R+eu5L03u5HLgBOLql9pTeo9h9VNSe9Pjngbfkzo3eP1P9b0jLMTAwMDBQyriqmwYGBgYGWmAQEgMDAwMDpQxCYmBgYGCglEFIDAwMDAyUMgiJgYGBgYFSBiExMDAwMFDKICQGBgYGBkoZhMTAxCAifyfpnh7p5w+LyDu6bNPAwLgzBNMNTAxpJt6vqurTRGQzkojqQzTN7TMwMODP5l03YGDAClVdJSL3i8hBwM7ATwYBMTDQjEFIDEwanwVeD+wCLO62KQMD48+gbhqYKNKswDcBWwDzVXV9x00aGBhrhpXEwEShqv8tIt8BfjMIiIGB5gxCYmCiSA3WhwIv77otAwOTwOACOzAxiMg+JPsyfFs33gN5YGAgkMEmMTAwMDBQyrCSGBgYGBgoZRASAwMDAwOlDEJiYGBgYKCUQUgMDAwMDJQyCImBgYGBgVL+H8DkYZdzYcSIAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2022-08-24 15:53:00,051 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,057 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,066 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,070 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,074 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,076 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,080 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,084 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,084 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,084 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,093 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
|
|
"2022-08-24 15:53:00,101 - distributed.nanny - ERROR - Worker process died unexpectedly\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"test.segmented.sel(z=10, time=49).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 632,
|
|
"id": "836fd61b-6ccd-4711-a512-690c74c72ef0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_835997/3278944968.py:2: MatplotlibDeprecationWarning: Passing the linefmt parameter positionally is deprecated since Matplotlib 3.5; the parameter will become keyword-only two minor releases later.\n",
|
|
" plt.stem(TS.feature_names, TS.clf.feature_importances_,'x')\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'importance')"
|
|
]
|
|
},
|
|
"execution_count": 632,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x648 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(16,9))\n",
|
|
"plt.stem(TS.feature_names, TS.clf.feature_importances_,'x')\n",
|
|
"plt.xticks(rotation=90)\n",
|
|
"plt.ylabel('importance') "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"id": "bda862d9-0c69-4e2e-9aa9-8fe0706fac7d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_870706/1913450262.py:2: MatplotlibDeprecationWarning: Passing the linefmt parameter positionally is deprecated since Matplotlib 3.5; the parameter will become keyword-only two minor releases later.\n",
|
|
" plt.stem(SM.feature_names, clf.feature_importances_,'x')\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'importance')"
|
|
]
|
|
},
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x648 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(16,9))\n",
|
|
"plt.stem(SM.feature_names, clf.feature_importances_,'x')\n",
|
|
"plt.xticks(rotation=90)\n",
|
|
"plt.ylabel('importance') "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"id": "12df3a79-ec59-485f-b0cc-122c1cba3e02",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x7fb97046a700>"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"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.imshow(SM.segmented_data[:,10,:,-1])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "05c5af33-dbce-41ab-8394-9ff8a60d3cb5",
|
|
"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": "3.9.13"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|