{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Some examples of how to use the SEVIR generators\n", "\n", "The SEVIR dataset is approximately 1TB in size and thus is too large to load directly into memory. This tutorial shows the `SEVIRGenerator` class which can be used to generate samples from SEVIR.\n", "\n", "SEVIR is based on HDF5 data files. In general, streaming data directly from these files into a model for training is quite slow if you are doing a lot of random reads from the HDF files. It is recommended that you first rewrite your desired dataset into contiguous blocks using `SEVIRGenerator` before training.\n", "\n", "For a more general introduction to SEVIR, see the SEVIR_Tutorial notebook also in this directory.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Make sure you add SEVIR module to your path\n", "import sys\n", "sys.path.append('..') # enter path to sevir module if not installed." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# A keras.Sequece class for SEVIR\n", "import numpy as np\n", "from sevir.generator import SEVIRGenerator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Get sequences from SEVIR" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Start by extracting just VIL sequences\n", "# (The sequence generator typically takes several seconds to initialize because it is busy parsing the SEVIR catalog)\n", "vil_seq = SEVIRGenerator(x_img_types=['vil'],batch_size=16)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1259\n" ] } ], "source": [ "# See how many batches of movie samples are available\n", "# The total number of movies is this times the batch_size\n", "print(vil_seq.__len__())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(16, 384, 384, 49)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get a batch\n", "X = vil_seq.get_batch(1234) # returns list the same size as x_img_types passed to constructor\n", "X[0].shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# View some frames\n", "import matplotlib.pyplot as plt\n", "from sevir.display import get_cmap\n", "fig,axs=plt.subplots(1,5,figsize=(15,5))\n", "cmap,norm,vmin,vmax = get_cmap('vil')\n", "for i in [0,10,20,30,40]:\n", " axs[i//10].imshow( X[0][0,:,:,i],cmap=cmap,norm=norm,vmin=vmin,vmax=vmax)\n", " axs[i//10].set_xticks([], [])\n", " axs[i//10].set_yticks([], []) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Get metadata of patch\n", "\n", "To get information about the SEVIR events in a batch, including the `event_id`, timestamp, and georeferencing information, you can also get the metadata" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "X,meta = vil_seq.get_batch(1234,return_meta=True)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idtime_utcepisode_idevent_idevent_typeminute_offsetsllcrnrlatllcrnrlonurcrnrlaturcrnrlonprojheight_mwidth_m
50080S8424182019-09-05 22:10:00140025.0842418.0Hail-120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-...40.637885-124.09129544.844771-120.838130+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...384000.0384000.0
18449S8424582019-07-20 22:43:00140026.0842458.0Thunderstorm Wind-119:-114:-109:-104:-99:-94:-89:-84:-79:-74:-6...39.691114-95.94305142.971940-91.114084+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...384000.0384000.0
18232S8425852019-07-30 20:00:00139866.0842585.0Thunderstorm Wind-121:-116:-111:-106:-101:-96:-91:-86:-81:-76:-...40.660904-78.42299843.119147-72.692830+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...384000.0384000.0
18187S8425952019-07-07 19:30:00140055.0842595.0Thunderstorm Wind-121:-116:-111:-106:-101:-96:-91:-86:-81:-76:-...31.239502-92.07278634.385802-87.645415+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...384000.0384000.0
17581S8426452019-08-01 19:09:00140060.0842645.0Hail-120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-...46.080509-105.77377349.750429-100.991513+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...384000.0384000.0
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" ], "text/plain": [ " id time_utc episode_id event_id event_type \\\n", "50080 S842418 2019-09-05 22:10:00 140025.0 842418.0 Hail \n", "18449 S842458 2019-07-20 22:43:00 140026.0 842458.0 Thunderstorm Wind \n", "18232 S842585 2019-07-30 20:00:00 139866.0 842585.0 Thunderstorm Wind \n", "18187 S842595 2019-07-07 19:30:00 140055.0 842595.0 Thunderstorm Wind \n", "17581 S842645 2019-08-01 19:09:00 140060.0 842645.0 Hail \n", "\n", " minute_offsets llcrnrlat \\\n", "50080 -120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-... 40.637885 \n", "18449 -119:-114:-109:-104:-99:-94:-89:-84:-79:-74:-6... 39.691114 \n", "18232 -121:-116:-111:-106:-101:-96:-91:-86:-81:-76:-... 40.660904 \n", "18187 -121:-116:-111:-106:-101:-96:-91:-86:-81:-76:-... 31.239502 \n", "17581 -120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-... 46.080509 \n", "\n", " llcrnrlon urcrnrlat urcrnrlon \\\n", "50080 -124.091295 44.844771 -120.838130 \n", "18449 -95.943051 42.971940 -91.114084 \n", "18232 -78.422998 43.119147 -72.692830 \n", "18187 -92.072786 34.385802 -87.645415 \n", "17581 -105.773773 49.750429 -100.991513 \n", "\n", " proj height_m width_m \n", "50080 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 384000.0 384000.0 \n", "18449 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 384000.0 384000.0 \n", "18232 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 384000.0 384000.0 \n", "18187 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 384000.0 384000.0 \n", "17581 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 384000.0 384000.0 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meta.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Close object\n", "# this is a good idea so you don't leave the HDF file handles open\n", "vil_seq.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Get multiple data types" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Look at IR satellite, Lightning counts, and Weather Radar (VIL)\n", "# Treat IR + LGHT as the \"input\", vil and the target\n", "vil_ir_lght_seq = SEVIRGenerator(x_img_types=['ir107','lght'],y_img_types=['vil'],batch_size=4)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# generate an X,Y pair\n", "X,Y = vil_ir_lght_seq.get_batch(200) # X,Y are lists same length as x_img_types and y_img_types" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X (IR): (4, 192, 192, 49)\n", "X (LGHT): (4, 48, 48, 49)\n", "Y (VIL): (4, 384, 384, 49)\n" ] } ], "source": [ "print('X (IR):',X[0].shape)\n", "print('X (LGHT):',X[1].shape)\n", "print('Y (VIL):',Y[0].shape)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# View these\n", "fig,axs=plt.subplots(3,5,figsize=(15,8))\n", "cmap1,norm1,vmin1,vmax1 = get_cmap('ir107',encoded=True)\n", "cmap2,norm2,vmin2,vmax2 = get_cmap('vil',encoded=True)\n", "for i in [0,10,20,30,40]:\n", " axs[0][i//10].imshow( X[0][0,:,:,i],cmap=cmap1,norm=norm1,vmin=vmin1,vmax=vmax1)\n", " axs[0][i//10].set_xticks([], [])\n", " axs[0][i//10].set_yticks([], [])\n", " if i==0:axs[0][i//10].set_ylabel('IR Satellite')\n", " \n", " axs[1][i//10].imshow( X[1][0,:,:,i],cmap='hot',vmin=0,vmax=5)\n", " axs[1][i//10].set_xticks([], [])\n", " axs[1][i//10].set_yticks([], [])\n", " if i==0:axs[1][i//10].set_ylabel('Lightning Counts')\n", " \n", " axs[2][i//10].imshow( Y[0][0,:,:,i],cmap=cmap2,norm=norm2,vmin=vmin2,vmax=vmax2)\n", " axs[2][i//10].set_xticks([], [])\n", " axs[2][i//10].set_yticks([], [])\n", " if i==0:axs[2][i//10].set_ylabel('Weather Radar')\n", " axs[2][i//10].set_xlabel(f'frame {i}')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "vil_ir_lght_seq.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Get single images (not movies)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Can also \"unwrap\" the time dimension if you only want single images\n", "# Because of this, we'll increase batch size and also shuffle so that images in a movie don't appear next\n", "# to each other in the batches\n", "vil_imgs = SEVIRGenerator(x_img_types=['vil'],\n", " batch_size=256,\n", " unwrap_time=True,\n", " shuffle=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(256, 384, 384, 1)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get a batch\n", "X = vil_imgs.get_batch(1234) # returns list the same size as x_img_types passed to constructor\n", "X[0].shape # Now there is no time dimension" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "vil_imgs.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Date filters\n", "\n", "When doing train/test splits, spliting on date of the event is a natural way partition your data. This can be done easily in SEVIR by adding some date filters to the constructor" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import datetime\n", "# Train on 2018 data, test on 2019 data\n", "vil_img_train = SEVIRGenerator(x_img_types=['vil'],batch_size=256,unwrap_time=True,\n", " start_date=datetime.datetime(2018,1,1),\n", " end_date=datetime.datetime(2019,1,1))\n", "vil_img_test = SEVIRGenerator(x_img_types=['vil'],batch_size=256,unwrap_time=True,\n", " start_date=datetime.datetime(2019,1,1),\n", " end_date=datetime.datetime(2020,1,1))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "vil_img_train.close()\n", "vil_img_test.close()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# The datetime_filter can let you carefully control what times are sampled.\n", "vis_seq = SEVIRGenerator(x_img_types=['vis'],batch_size=32,unwrap_time=True,\n", " start_date=datetime.datetime(2018,1,1),\n", " end_date=datetime.datetime(2019,1,1),\n", " datetime_filter=lambda t: np.logical_and(t.dt.hour>=13,t.dt.hour<=21))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ArSZOqM3nEVjN+rG4PTyPJy2Fp725tJbVgVcrj14spI0AXm9uGYM2Uby+Lf1L96gwl3xcq0nNBT93lHlOK/DYAG0Pd1VoHtrflEYqg6bnfc5dS+Xwe564gNZ+rW4rgXtJ3tM+y/1WK0uz1qzgisVr1QyxYzD9noAk/C3+mTRRS0RTqkt64VzbljYb8XL48qAmvKW66f3Ub80NkfpV8t1LeXNWhPYePdpQq3splAigpS294gmS61nCMCQgRc/553StaTCanxOANlGtpje9LjGtNrElk5Fr7vScj4HkOnCke9IyY2kyWJ/3mvQcNYQ/V5ygVtgtrlRrjECav60xnyFIgB5NDujmkTbxeVqJTEqaKveZ1y9pdk3guVanfr/WnpL7w9tRsjRa0Gr+tvjZUjlza/5S+XPWL82lmniBN/8QJABcPXktWkzTTlw4LP5Ryez2+FiSUAJHlwRr4x6efnjy8rG0EkstAZTIJeeuaflb4Ik9eOZCTT08fW7+l2IJlrYOQwKAzdzOaf70XMrDzU1NUHOsqlkbtHzNVfEQCDf/pfy0Pi09Hc9a8shNtBrCsQhBC9FZ0eIa5N5pS9u0ucPvWRRFmhMWC2ooEsiZMVKwzDsJS9rEYlbRwS2xrDX+YHFDpLZJFo9ULy1bIzUK6duRFq2jtdcSd7EQVa7NVnjyW5SDp68aLMKvPdfI39OGIUggnUVI0RpASWXkJp8WiJPakdJwd0NzRXhd9L+lbxLp0WdS2z3md6m/ljKsFkKti1Iq15q+RjBz9ZasOw9Z5q69yJWXK3sIEpAgaa3cpNO0dqmO9D8XlLEKGs9Hr7X4hdQe7dn+/v5VPzpibZNUj+ZGeSytku/O75fiO1IZNQJcsq5qobXTaxFYBZSWpc0jqQyLxZcwBAnQw0eA8kTi96wTMcE6QBZhkMrkebQ4hlWDa5pfawdP4xGqnNXCNavms+bq4JaUVr/W7h4WYoJVWdSU18v60fJY226xSoYggQSL8LeaeCUTTgumcGHgwqm1Nz2nXyqigib1QyIQ3tacVtD6vNlc/U1D+lwispzG8RCwNk4WCylXhgSPANbEOHj+3HPJQpDaYUFN2y0YjgRKWjo3mTwmO8+fK18iAJqvZOJqcQMttqDVTe9xc9Lq+uTanSMlrY+Wei1xhl4T2uMqWSwiWg5XEhx8DnISbSEAb3steRKGIoGepl4vWNqkTYycj6hpQWtbcpNUsyxKk0gjE40srG3XrLfWgF2uHmtaD3q7D7l6auuoyTsUCdS+RE+QxeMfW4NlnOElYZc08WZz9S8aWdoiQftFImvbrWjR3J6xr0EPd6GlTRaXxltOuqZzyxJIlE6t0jAUCeQ0kfXFWQbJohG1sj3lct8/V76FAD2TN0cAPJ6xlAVWMqVpuiXhqW/ptnnqrbVUhiKBBItAlII1rfVr2pvXbSGcGnPaGgSS7lusitzPpfeGNlYlF4qmmStmsJRQlwKqHuTmXim+JWEIEkhLhHMJdStKwR1rhNtKHLVmrcW14ROwZjKWiEsS5JZo+FzvvwfhaATfI95hDarydnuJbggSkGCZNL0DSxKs5Xt9ca18TWByL7Yk/DXawYscAeSe5zDnu+1RdmklKXcvB+ndWtyoUlkahiGBnHZZw0LwBNFqBZKXkQjAEwOxoHZiWpdr+XKYRGQjWXMSrCSVmwNLxzU0ZeElnWFIQHsJS04e73o9h6b5S5HdlJ7+vqAWN+ipwTyTJbWL5+VEIGFNAqiJmdSAjw+9r7XLQ5RW4a6x9CxnET4lhPDxEML9IYTPhRDeON3veh7hEiarBs0Ep/dLZnsPzb3ZbI6cV0C1K63XCmpZ0D8rcqa9VFat76/VNwd6WlgcPNZSGweRyimRS0vbiyQA4BKAn4sx3gzgdgCvDyE8G1fOI7wRwD3TNXD0PMLXYXseoQkWH7oHNKGoISKvVs2tOFihCZ9X2CWSsaImVqLdz7WjlcisWNtdqQUdu1or2vJrw9/AdIxYjPF7IYT7sT1arOt5hBQe09sDS6TVcp/67dIL0Mz4nA/XoqFb4A0seUizNClr/e9ajC7oJbfRmj+VYYUrJjAdTPo8APei8TxC7SzC3i++h3kqvZwcA5faoQmPVSC9qyJS+p7jzIOCuRhGKdpthSWQ5yGZXBxHSu+px9K+XuNR0x4zCYQQvh/A7wD42RjjX4YgHTu4TSrcu+qsQe9ZhJwde0VGaXna0ow2qT0TMNc2r4XiJYBSHd6ycii5GEvHe3jd2nvIvZvewWrajhEIxEQCIYRHYksA74sx/u50u/t5hK1Mu5SvWGqPZ3nRU4ZUXutyoSe/NaJtndye1ZjWGIRWrgUtwiqhJMDeeJR0n5NMrv2W1YEA4NcA3B9j/EXyKJ1HCFx9HuFrplWC21F5HmFuIHoJe9JaLQEyqUzP/QTPi5csIksEmbejps+lMZNWEHKrCFo8xPtuWt6hJSajkW5OcdUoi1bUuFsWS+CFAH4SwB+HED4z3ftXmPE8whI7auxm8Ys82idXzpxo1e7eYJ8X0jhbhSj3fO6VCq3e2jb0UFQtMZIW95fCsjrwB5D9fGCG8wgBm7aq9ZU9prq1jlrTvFSulm4JK8nSBm0C54SJ5s2RFzeZ5yDj1gh8Td4ermJt3RqG2zGY0DsYI9XhRa2pT9N5rQ2vlre2wwJrwNJLvlYN1sOi8QaQvVF271j2FHirxVzCMCRQ658CdaZoSXv31OrWFzOHwHuRs4pq21OzPDkXAXjQaoHM+f56unzDkADg848saTV/z0sA2rU1gm0VoCVM/ZrlOxqDaTGhPeNQU74FS8R45ibv3uUPQQLpQFILakzZlmWxHm1JaddcI09tsDzPWS458i0RTE/ttfZYJswVr2iFp11DkACF1Q+l97i/xQdgrjXe1rw58781dtACi5XljWrnSHBpIepNIF5LZzQMQQLpGDKqLdI6K79O6RKkgEvPpaaaAFguGMX7lOCdPLyMmqBjCaWVkF4xjCW06bXsBpTyDUMC6Vd3KaRJVpr8NUswvYKD2v4F6XnJPM4RHoXXcrKidd3fg1EFdEkLhSqIFuUglQvk+zIMCdDOSwKuDQb9IQ4NXlO0ZaWiJ1omQG17ljRnR/Sl14KkQHoRQAlDkAANDPL/kpZP/7VfzJVIoXXC9dgjkNqWu+cto6VNS2HOmMwcpLXm+K3RnyFIICFHAOmaPtNiAzVmvJavZGG0QHJl5lhCOykoBYZ3qMMQJJDcAWB7ko7mAtBgobQHoORP5YTcaznUPu9p7s2BWqGqWdv3LrHmnvUay+O+UgH4+zAECQBHo//ac+CKBaBZAtp1rwknla8FI7nAl9pYin94YQkKSah1U2rq6AWtvLn60GNlZxQMQQIpJsADgjWRfu4WaOTSa0WA1mVNS/9rz1ugkYtFUHIEoBHfXCsUPdAjFqOVWYPRCAAYjAQ4NPO+tLzWEhcoQbMwLORk8f97mLbSmFk1pYWcvMHQVvQoZ85VICshLkUA3vk/DAlQWNbDvct+GmjamjKtwmF1BWjcI9eGHmauZ1IuLfhzlTcnRtTyFgxBAjQwyIWB3uOfPVqYCzv9L5UtlZFLR88LsJaZw9xR7xECUtbyaiw7itrYSE0dObS6IXNhCBIAbP5mjeanKwdaWutLkVYkaJk594Wns9Sxg7z0W3qXvUx/rT2tKzyjLWsOQwIUOWGvGbzaIGMunWZN5Oo+ODg43OBEJ7I00bX65ggc9sASboDHUpMsv5EwEhEMQQLpC0QleAZN0r6aJukZJZZiFxa3w7rqwetea3kqt4LTo2zAt+qQs/Z6t7P3GPZG930CIYTHAPh9AI+e0t8dY/yFEMLTAdwF4HoA9wH4yRjjxRDCowG8F8DfAfAtAD8eY/xKqR7vYFj9ecl8W8I3o0uU9J4W0+BuC33O0TvqXjv2pXZYVyR69tMT5zmJqBkziyXwfwHcEWP8q+n8gT8IIfw3AP8SwNtjjHeFEP4DgDuxPXfwTgDfjjE+M4TwKgBvA/DjuQroV4mtHbGahlwQlzINJauDuwGbzQZnz54VzdfS6kCv9s2RvpYcWjFnLKAn5iKmXF9zz4p2eNzir6bLR05/EcAdAO6e7r8HwD+ePr9iusb0/MUhc1xRgkQASWjon4Y5XrZUpxao9JjzfBlQI6mSVcDrL40RrdvabsmdKaXfYXnUEgBgP4HoEQA+DeCZAH4ZwJcAfCfGeGlKks4bBMhZhDHGSyGE7wJ4HIADVubhWYRPetKTqpf76H0tfYKkYb2DZ1mJoOm0/Q1SYLDVz/cIoGdJawTMFX9YGkvHACxzykQCMca/BvDcEMJ1AD4A4GYp2fTffRbhrbfeGlNDJUGincj5zZIfTlEzkWqWJXP5eBrN0tCsA04iJ4kAcmR4EghgaViVimt1IMb4nRDCJwDcDuC6EMKpyRqg5w2mswgfCiGcAvBDAP6iVDb9ZaGcsLa4BN7YQGuwUiuPCzLNK0W96WdOAHNG52vQ6/1cawG9GvSKgVhWBx4P4P9NBPA3APwDbIN9HwfwSmxXCPhZhK8F8D+m5x+bTiVSwZcIvX5oyiNBEpQagpHyW3x5rR5Pu3i+9LnkepTafxw07ajtWhNe4e8REzgD4D1TXGAPwPtjjB8MIXwewF0hhH8L4I+wPbQU0//fDCE8iK0F8KpSBZQESgSgLflpgUWtjBqU2pWD1T3gdfH+SZtiWrXmEoLWQuo1Lk8LLPV5iVdzZz2Ya8nYchbhZwE8T7j/ZQA/Itz/P7hyOGkXcAGQfEdpSS799wQDve3yWBXaakKJuGi/ewrE0sulJWjjubTwl1AigFJcxwpLnh5jM8SOwYQc02mCrAm/pDlzddS0Syo/l05qk2dVZCTMQa7WOE0uOCyl75nO0j7pXi/3dg4MQQLS7wloGk8KlEn5pLzpeY3/1KKB+Rp+rg3cgtHIjJY9ojk/F2oJIF23+M6WclL7WqwAa/pe72QIEuAoLcvVvqw5VgRqyttsNjg4OLgqjWTdaEumtKy5wSe2JdYyAjFJsaPasqwoLd2W5tccBFDq+3AkMFfwo/dL9gaGeBukF6MFAWtWEnqiZI3k8iT0bO9c/rUHOUXlIYC536PlnQ1BAp4DSSmkSDmFFnCrcRNydedAtWjJMuF7B3JlHifM2d41BKsEbX5Z0tWWL8E6R23f4V0Rlui7V1PyvDWazooa/5WTQWuU+VrCqOPTy5Lz5Nts9B/apRjCEkjoNTAtvv9SmkUy+7Xnc7XBAqtWs+adE0vHIXLjwBVTj3dZay0fGxIoafxeAZVcHd6VgVrCyPWpFAjM1W2pX1pRyaWtxRIC2WvPRM0Ki3U+5vZ9eLV6DSz5hiAB/mvDCaNqnB5ug+bO5IjIEowsTei59xss+S561DVXLKiEpZcBcxiCBCgsUdfea+NrmK25FYCcybnEpqEaa2JUXzyHpfZYcMy1AlaL4UgggWs9yacqDVrPl8yDc6WYgkeQaJ4eAaReZvJJx0hWy5rvalgSAPK+cw+TtzZwwzfxWPNJbdT2CuTyaOgxkVqCqlbkxnot7eyBJ65iLW9NDEcCkt9bOzGlfC2mmOaOtL5EqSxrDKBH/SX0rH8EAqh1ZeYIzmnB5iWJYQgSoJuFvLvSrP5pi1ldc69Ub47srJuGtHa0rpRYl8E8dXnGbe5l2lpNXpPH2+7eVoYFQ5CAhNJynOYq9NqUUZq0Ja3Vql1aItZa26wk0XMSestaWgDWNsWX7q+EIUggWQIWLTTHsqFX+7XW50Gt6aq5E73bWSKcUbG28OewdNuGIAENiRgsG4ZaNP6SWttaj2X1Ye09AUvWs1vxmA9DkwA3vyW0+P/W3Yg8vUXztZjjKY2Uvlar74TneBDJGm0bmgQA//bYuZe4rDEHrrG1+r3rxyNP4FFhjZlcqzCTwPRDo58C8LUY48t6n0WYULMnviYCW6ovPZOW7Hgay3MPepvXJ2nC9xDgkzQeVuT67LEE3gjgfgA/OF2/DZ3OIuSNnTOQBdgn0pJr1jVLpBQjTezWvsyJkcZJQi+XxZPf9HsCIYQnA/hHAN49XQd0PItQO3eA/7UgBRi9cQDaplzZcyM3DjWW0FzC0HMTlVR2TZm95tASWKOdVkvgHfUgvNEAABoNSURBVAB+HsAPTNePQ+NZhBSXL1/OBtZy/nUOpbTaEmSLe1ELT7+4pq3VHqW9GLk6S2WVyvOgZaPXmoLvnUs92lpThuUEopcBeDjG+OkQwovSbSGp6yxCeiDpDTfcUPT5l9h04tkMVEJvk7j1uwq5sqyC7d3Jt8buN441g4DHgQAAmyXwQgAvDyG8FMBjsI0JvAONZxHSA0mf9axniceU8aBcjbaUYJn0udWHmuDlaGgVzpa9Fb3eo4a1iSe1oXX/iQctZRRjAjHGt8QYnxxjfBq2R4p9LMb4E7hyFiEgn0UIGM8itIL7drUd97wcWlcNAfT08Whco2S65/4syMUeliK7EoGMIOwJNTs7R4lTtOwTeBM6nUWooTTRJQvBajHwzTi5FQmtTK+513vScm1Tak8PP3mtSasJf8m1WXKFx7sZrHcb5nQHDhFj/ASAT0yfFzuLkEJat6cCpu2Zz5XFP3O0EsBSKLlNJR9/1D61pp37uxMUay491xLBEDsG+RJhDtQCSJA631PrliyFmvIk9Fi2bIlXzBVE42OXs8K0fD3qHgW1gdm5MAwJWBhV0vzSNU271GYcqylYiqZLZfZASejm1pBSHTzG0NJfa95WouslsJb2LrWyMQQJAFdri5JQWXzsJYJIJQthtH3qS2lGDxnWtKk2/xzvYsT362nTMCRAUdLq6V6JCJZYp7aY5K17Fix10ny1y2prTOZWF2hJc3/O2EKuzrnf55AkwJHz+bVVgoRWjVODGotAIri5oJnfaxDBSFpUwghB4bnfy5Ak4BEijZ1zL2+NYJHFPO7RLu+yJTDGFlsPlnp/cxGA913X1Hns3QENmsbPLfVZXuQoEeS5hTAXXzku6PWuLKsTHD1XhTz7WebGkCQgaSbvOn4uT2klIvd8FMLw4jgJuoacT+5ZHajJ14qa9ta+M2++IUmghJxPS9No67GWgKL32XEgB76R6rgRg/W9jPIuPPs45qyzhGFIwBp5tcQGaDqLldDLFx9l8iVIfezdxtHiCXO+g7n2GMxVnxXDkACFZ/2fIifY0oDyzSqeNnjTzQXN0pHSHUftPxJqgq7AOHszNAxBAtq2Ycl81Uxai5neO9qbI6M1zL6W3Yo927Em5hr7OXYE9qqrFUOQgAa+c3B/f/8qbcfNfmkS5DRgTZSYts/yTCMfTmi1de1wBb0JYIlx5/O3toxaDEkC2qoA92slv1/6nCOAJfYOWJbm5jY1rcHQtd2bUbAU6eYs2V7vpNSXoUjAM/BSoMv74o6Ln1yyOEpuCZ1oJZfoOK9+AG2++BLzoWaOe8s7lkuE9FRiDg8bek0qblFo8E4szdTv7XJY0vSKExxHS6FGmGvHy7tXpQcsFq4FQ5BADhZNJuVJ6T31aHlqdpRZPpfKXsJCyblENYJfG5gbcZ2fo5ZspXfeg1Q1YT+WlkAJ0iag9FlLl0Nuotaag2sEdFrqkwKsHB5z1LsPIWd6r73ngtff+922vvPec+ZYkIAVXjeg9LzVfxs51tCjba0rGyPFH3hbagO1HrRaTL1wLElgKeFq1QbHadmvRvvWbqjiy7ve8npiSauPYiSXx0QCIYSvAPgegL8GcCnG+PwQwvUAfhvA0wB8BcA/jTF+ezpy7J0AXgpgA+CnYoz39W/6suhhHubKlDCCqzDHZC1t4KqFlVDWEvxWtAaJNXgsgb8fY6RHib0ZwD0xxreGEN48Xb8JwEsA3Dj93YbtIaW3uVs2ICwDXDupcwHJJSfgaN8FkPxzi+sluSpz+vZr7BCtSSOhxR14BYAXTZ/fg+1Pkb9puv/e6cCRPwwhXBdCOBNj/EZDXW70Xu+d23/VTGb+bG7hlIRpLdPVusJiLWNOeMapdv2/Z3oKKwlEAP89hBAB/Op0hNgNSbBjjN8IITxhSnt4IOmEdFjpERKgZxGeOXOmugOS8Hh2DZaQyzencORWQNawDNbEWlaJRDy5+dSyvFwqp0daDVYSeGGM8euToH80hHA+k9Z0ICk9i/CWW26pPqYst0TFP/cc3DWFYwnLYG3hX9Mdadl8ZS2/9h2utjoQY/z69P/hEMIHsD156JvJzA8hnAHw8JQ8HUiaQA8r7Q7L+raFxXlaT31zIbcn4qQj5x7NCe8uPMuX07R6rIpp7r4Xj/4JIXxfCOEH0mcA/xDAn+DowaP8QNLXhC1uB/BdTzxgs/EdnKmVkcP+vn6oZ24T0dLa0bo7Uvqz5tfKGQmjEGDOyqxBSRm1yoG1HIslcAOAD2xX/nAKwH+KMX44hPBJAO8PIdwJ4AKunD/4IWyXBx/Edonwpz0N5tfWZbQazTHSZpXeqCGCHexIc4cHcHsuH8+pCCmKJDAdPPoc4f63ALxYuB8BvN7cAshfIKr9ok3NPv+50KtPI2OOSLdUR245rufux5Y0a6+srLFEOCRKA7+G8NP7I5FULZa2LrwEby1v7jwp35p7CCztHpYEWl68ZVlvVCEbtV21GK0/S+8W9JJ+y/ysVT7DkkBC711Za0/K3AtZu21WWAm6p39cej5XlL1HYA6wb2PuPQek2AXHECSg/dBoCa0+9xo4bgRg+coxR80yq3X5bUlLzkos1jFZY36mMTwWlkCJzS2bK9bc4prDaF8U8qCXKZwjkdJOO20p1xOZn3OMrdaqNAZLvPvS/BuGBCRYJ4z2fERCoBhB+L0EZSVansb7zcSeu+iWGmetz7wdNWRVa0FaxnsYEsiZfTUmoJRnrpiCxuwjm/4tY2EJYknj0KvfNeXULCta2u3dkJVrQ4kcala9LO0bggQuX7581T3JdPJu0fQMslaGJ7+lrBEIAOgToOyRrmddpe3iljxSXUvEISxEyt9ZL2tpCBKwoqSFS2k95VsjziUTsKU9c2OtNnnrrXkPlvK87qZVAGusrFYF17LDcHgSWGNZx1rGcdr4UxNfkTBC8LW0g3CpNgD16/uW1ZCcgum5RXl4Eshh7cloRc8XVlN36Zl34q5NBK1j6XUPcnVaLUFLWSm/tX/etBqOHQmsvSV4BNCXr02EnkJ6XMd1TfK1IrcXArDHblpWSI4NCYyo9UuBJ28gUXrhmnlYWkfviSXNb8+mJJoup6lHIgLrpij6rFROa/+GIIG9vb3ZXpY2qXLsKz2X0ljqtSCVq22K8cI6obzjPTfZaBNbq1cjwp5Bs0TM3jKs6VtjXj1kZggS0NBr0ll2nLUMZm1e65Jkr801rYKwFrT6tfs5E3uJQPMSlhL/3IK6Tfudkfs9gZa1eeu+gMT0vTVyrt6aXXca5l6/nmtSz2VZecvW6usRgOTvWrrWnnnK538eDGsJUDOsV1mW+5QIvP5pCbWTfk2fdimt1rOMEeNHlriKdVm6ZzpgYBLwvsjS7sCaCbfmZFozoNWb/Dx1avAEJ3stwZXao9VXE9xssXg5vMQ4HAn0CIRZXQtqaVgm2Jy+/wjay0OcS7Y3pzVr2tGbYLXyLONn2WxkDZLWBkStZxFeB+DdAP42tmcI/HMAD2Dmswi9L6rEgB7htgimZXmqBL4BZ2ntP3d9lj5Zg5qa4MzRrpym5+1pBXc9JVeQzo+SK+F1Za2BwXcC+HCM8SZsf3T0flw5i/BGAPdM18DRswhfh+1ZhGakgExvky1Xn3ZPsxy8sQreH62Pnj63jlGvMc6hF6nN1U7vXgRPXvqONaHO3cvV03s8ipZACOEHAfw9AD8FADHGiwAuhhC6nUWY9glwlAZFM3+0YN+ck0kz2ebyr1vKy41DTw3XIy6j5ecrOZom9bTPAi+x8fHU5m+OCHg+qVz+zHIvweIOPAPAnwP4jRDCcwB8GsAbscBZhCWzxuLPl9yBXsSQE5wR/H2KOUixRB5zEXBvosnBu2Tbi1DndhMtJHAKwDkAPxNjvDeE8E5cMf0luM8ivPXWW7NnEbZEgtN/b/RZKr/UDqvZOLdl0gJNU0maiKOXpve4cXPGBUr1l4J03FrJ1S8pvFZtb+2bhQQeAvBQjPHe6fpubElgkbMILcG5nNugmY1S+ZZgkJR3RGFuxZJ9sronklBYSbqmXoraPR5WBUYJwGq9eklCg+UEoj8LIXw1hPCsGOMD2J469Pnp77UA3oqrzyJ8QwjhLgC3wXAWYfplIUvE1ho8ke739hWtUW8tRtBKIqX8pYlsrb+HSWsxjbX3xYWl9xKuF9Z51SNuIxFFKrtXf637BH4GwPtCCI8C8GVszxfcw8xnEVJw096zxEPLLuWbYyLNVV8v4bXEVnq0y+MyLRW8LKGmnlxcCmibD9q7siokCdajyT8D4PnCoy5nEeaQmzS5znMzkt7X0DtQ1vJcgyYwtVaPVLYl75ouUG69vGcdFnjHQSJartQODg7UZWgp1tD6LobbMZjQosUSvEs5rbBYKDnUrl541rE1d6qVHOeIYEtl0nve4KDXeuSoGTstb238IqcAc7KQq28YEij59WuZ1FJbcvm85c2t0aTJo6WR2sY/5+qxumoWlCLrLeXVuD0171Wqz5o/1VkaB8sKTqkNQ5CAdgyZRgAWAexhKi1hbnqDZVbU9lsKSKV2eKwSLX0P0qvNry3D8TJrLUiJALWyuMlfEwvItcVyP2EIErDAM8ClZxYsFXhqhVVYSxq693jVBvZy2kwrKwcpNmRdtuP5c0RRq+3pdW4MUzvSO+zpeg1BAvxHRehLk4R+rqDUkoLv9dtKeVuezTGeljgD7a+VFHLl0fSasshF7lsEmwqnpc00fcpz+vTp7Dvi/eB11crHECTAYdX2tbC+pFz9Hl/PGsDKaXWvb1nT7tbgFS2Dai36zKOFpXaU3kvNfPG8x1z7S9ZKTmCleIq0esAtE40YNIKQMCQJJPQggJyGaRFwLwG0ogcB5J61+O85FyQHyVSvTWeJjHtILTdOJVKSVjC0fvBrTzkWIbcEn4cmAQmWZR5rkEUbxFZ/T6qrBlZhtpi0Hp/dm65EANKk5c+sdXgsIuk91+Rvgcdy0AhAK8di/lv6OiQJlNheY/2cv2cp35tmLZQmB0VLJF2qLz3zWA4WN6glHlJSCjXlSf2nRKaNgcXqoKSojW26z+MEUrxMs0a0/nEMRQLel1kbTMox7sjg/qAEz1KSNtGlMvnz1nHzmuYlQvfEXTTTu1QXTav571K5OV9dG1veVqn9/L7UDst7GooELLAEhrwWQM7UGgke37akySmsAsTTLkWgkoVXim1o80QSIo/W1NqmCWaaj6dPn1bTl+JW3DqQ6tHupbIPDg7UPhwLEigFQGrN+5K/NiIR1IBrG+9YlEikpj0981HNXtKEkhlNy7dYo7U+eM2c4nVKy4iUbLS2HJvAYC5QZw1sebVkTXt6YwlLRDNBJQGyWFulOni6kraztF8LemptlDRoyRUqBVm91pI3rwb+/nLptP5oGIoEEpYI/tB8a2v8NeqX/FpPe1ontaeuXLqcoErCD9jiGlq5XquICmIpBlGKy2jtywULjyUJ1JpLNek9dZ0k94DDG6Tjn71a3mqm5vKV0pUCp1KQzlqe5lpJBJFiAVo+HjiUyqX5c2NnCVRKGIoESo31TBiLH7w0aic/hzfw2QJrEK2nCawJnQQtaMbLyI1ZySLUtLnUPouQSuOSc4X5Z48FZ5kTQ5CAdCBpQsn/ofCYU2tg7oDa3GSnCXVOG1rKpJBWHaR4haWunEBaLRprUFozz6Vr3qdSu2i5KZ/UHy3WU8IQJKCh1UxtwQiWQw0sREAnksX6spj9tGzpfq58axpvNF+zBC1kWguPlTY3YVsxBAloh4+UMNcgjkgA1vGxakdvPITntxCCp1xvXgqvgEl9sLgxORczF4irCX7y8krjTtN4x8NyAtGzsD1zMOEZAP4NgPdi5rMIOSy+YomJa1cS1obFd10COe3bM1YhWSCaf9yKWvKxWBie+AbPJ6XXxkRKb63L8pPjDwB4LgCEEB4B4GsAPoArZxG+NYTw5un6TTh6FuFt2J5FeFupHkskWbqW0pf8vyUDaz3R0r6avDmNKJVZEw/g/q0WiLTWwSPtNGhY0vxe94jfz81hq+tiKY+mt5JhkyXA8GIAX4ox/mnPswhpI7UBtk6wEbTlSGgZB6vvTCPeJetM02AaLJpNC5bl2qApi5yS0MqVyqZ1UiLS2s/baXErSmNolRsvCbwKwG9Nn5vOIpSQ0wIe4W5hxdYIe4tPOAeWao80btryHW1DiTg82pPnzd0vfc65j1reXBpJ0HPk4LGyWldszCQwHTzycgBvKSUV7l111mDuQFKPud576c9rcVjTjmSZWE1sTzqr60DTadF+ruFyhGAJ4kl1WUHbYDHPNZSsBW95ufzcKiv13WMJvATAfTHGb07XTWcR0gNJb7nllkOS8Giu3gSgTfoe9RzXgCRFKSjo0VaUCCRXIqfJKClIBETLLkXTc0IozYdcO7W0mttB28rLaw2A0zSluSX/1reMV+OKKwBszxx87fSZn0X4mrDF7TCcRZhgMa1KaWugTZbSJKqBZAKuTQDW8a0xzenznLtnGQPJ/9b+6PPTp0+751DJurDMDWrR5AguZ7HQ9kt9l9qoEa4GkyUQQtgH8KMA/gW5/VZ0PoswB4tJvbYwWdCbVHqhpDUsBKCV4SlTCzDm/PCcgPdwxUoCb9W42rhopjt1QTSrIhdTyeWjsJ5FuAHwOHbvW5jhLMKSySmh9SV7I8I9yl2DsCyT1WsBSHla/XHP+7fOl5yg0LQWa0UiJCvxlXx1qZxS2yXw8c+lHWLHYAtG1/7apFoyWMgDbrwtLWa+pw1SeRJheOpsJXDNquDllsaopJF5ORpxataRNa2GZktgBNRORi3w0qt8rR6tbouJ1lvw0uca7ZwLXJXGslQHJURL2TUCbwmq5bS9RePWxKwkC4TGEHIE3TumNBwJWCKvLdCEYS6t7J0kcxCA55mnXIsJ7W1XjkByY2Yx/UvIkYz3Pk9jtbb4Z4vL0DqHhyCB3FeJW1HSHr3q9ZrUJbZvgVc4rVqrVF+pTusKgJS+tY0eSO9ms9mIPxDSIx7Fy+EWkmQtSOBjZyX7IUhgdNQEy3LoNYFK5VvuWzWZtQ6PFSBpyJLg9yZOybLJBSBrYjml9KUxoMLPCSG1KefilDAECWhHk4+Clkj3DkdR8sdzQu4lgFw8iApOTtBKKxKl2Aitx9JubQw0gZfiKbytpbqHIIEScpqoZoCtkVytjFosuSJghcefl9L1ilDzMq3le2IuXHhymp+mk+rIEYXFr9eQ+0lxWnaJ4HiaE7E6wOFhPOml5PzjOYNzXh95aVgj+zVt964a8JUUqzuTe780j7Ud1mBmanOubZYytDnijQdYCejYkUDNMpFURkKOUVsxopC3wBIgLK281Ly7EjF7rZf0WXMDgHqSy2nqnq6kJeBtVWhDkMDly5ezz73BIw9OmqD2RI8A2JzjazV3aVuolZCO5qKCW0MEEvnVBOq8gVt6tBi1WrzjMgQJtGAnxOOi57vxrjqk+ktaPqe9JU1aCiZq/6VyaIQ/1xeu1SUXQSq/5BYlHHsSOC7obQ7OjbmXL3vGHOjYSgQglafVnxNsKa9lpUAjgIODgyIB5NrKiUgKHlrm3Y4EFsRxI4I5kRNKj/9PJz7Xlppw7u/vi6f0SlpVMq01S4KXxYU0l0datdLGgRNPQtrMlJ4dHByYgpvXFAnMGQT01n0tgwtTaTnQ4wpoQpd7TsvSiCBXj0YaEtF4VjMsAUspTa4sCWH7zd91EUL4HoAH1m7HzDgNQD8k/vjjpPcPOP59fGqM8fH85iiWwAMxxuev3Yg5EUL41Enu40nvH3By+zj2ft0ddthhduxIYIcdrnGMQgLvWrsBC+Ck9/Gk9w84oX0cIjC4ww47rIdRLIEddthhJaxOAiGEHwshPBBCeHA62PTYIYTwlBDCx0MI94cQPhdCeON0//oQwkdDCF+c/j92uh9CCL809fmzIYRz6/bAjhDCI0IIfxRC+OB0/fQQwr1TH397OqkKIYRHT9cPTs+ftma7LZjOzbw7hHB+epcvOInvkGNVEphOOf5lbE83ejaAV4cQnr1mmypxCcDPxRhvBnA7gNdP/UgnN98I4J7pGjh6cvPrsD25+bjgjQDuJ9dvA/D2qY/fBnDndP9OAN+OMT4TwNundKPjnQA+HGO8CcBzsO3nSXyHRxFjXO0PwAsAfIRcvwXAW9ZsU6d+/R62h7U8AODMdO8MtvshAOBXAbyapD9MN/IftkfK3QPgDgAfxPbcyQMAp/j7BPARAC+YPp+a0oW1+5Dp2w8C+F+8jSftHUp/a7sD2gnGxxaT2fs8APeCndwM4AlTsuPa73cA+HkA6bvfjwPwnRjjpema9uOwj9Pz74IdYDMYngHgzwH8xuTuvDuE8H04ee/wKqxNAqYTjI8LQgjfD+B3APxsjPEvc0mFe0P3O4TwMgAPxxg/TW8LSaPh2Yg4BeAcgF+JMT4PwP/GFdNfwnHrn4q1ScB0gvFxQAjhkdgSwPtijL873f7mdGIzak5uHgwvBPDyEMJXANyFrUvwDgDXhRDS9nPaj8M+Ts9/CMBfLNlgJx4C8FCM8d7p+m5sSeEkvUMRa5PAJwHcOEWYHwXgVdieanysEEIIAH4NwP0xxl8kj7qf3LwWYoxviTE+Ocb4NGzf08dijD8B4OMAXjkl431MfX/llH5YTRlj/DMAXw0hPGu69WIAn8cJeocq1g5KYHuC8RcAfAnAv167PZV9+LvYmoKfBfCZ6e+l2PrA9wD44vT/+il9wHZV5EsA/hjA89fug7O/LwLwwenzMwD8T2xPof7PAB493X/MdP3g9PwZa7fb0K/nAvjU9B7/C4DHntR3SP92OwZ32OEax9ruwA477LAydiSwww7XOHYksMMO1zh2JLDDDtc4diSwww7XOHYksMMO1zh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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# images should all have day light for VIS satellite\n", "X=vis_seq.get_batch(123)\n", "cmap,norm,vmin,vmax = get_cmap('vis',encoded=True)\n", "plt.imshow(X[0][0,:,:,0],cmap=cmap,norm=norm,vmin=vmin,vmax=vmax)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "vis_seq.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load several batches at once\n", "\n", "The `SEVIRGenerator` class can also be used to preload several batches at once. This makes sense if you have enough memory. This makes model training much faster since you are avoiding repeated data reads from disk." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import datetime\n", "vil_gen = SEVIRGenerator(x_img_types=['vil'],batch_size=256,unwrap_time=True,\n", " start_date=datetime.datetime(2018,1,1),\n", " end_date=datetime.datetime(2019,1,1))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10/10 [00:06<00:00, 1.47it/s]\n" ] } ], "source": [ "# Load 10 batches at once\n", "X = vil_gen.load_batches(n_batches=10,progress_bar=True)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2560, 384, 384, 1)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X[0].shape # should have 256 * 10 samples" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }