From 20e34b717536db26beb902b1680da5ec7cd4e87d Mon Sep 17 00:00:00 2001 From: wjpearson Date: Tue, 5 Jul 2022 12:42:25 +0200 Subject: [PATCH] Tensorflow example --- OpticalDemonstration-Tensorflow.ipynb | 462 ++++++++++++++++++ OpticalDemonstration.ipynb | 113 ++++- RadioDemonstration.ipynb | 28 +- .../datasets/galaxy_mnist_tf.py | 93 ++++ 4 files changed, 656 insertions(+), 40 deletions(-) create mode 100644 OpticalDemonstration-Tensorflow.ipynb create mode 100644 astroaugmentations/datasets/galaxy_mnist_tf.py diff --git a/OpticalDemonstration-Tensorflow.ipynb b/OpticalDemonstration-Tensorflow.ipynb new file mode 100644 index 0000000..f02a8fd --- /dev/null +++ b/OpticalDemonstration-Tensorflow.ipynb @@ -0,0 +1,462 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Optical Composite Augmentation Demonstration\n", + "This work calls on the astroaugmentations package and the classes therein.\n", + "Uses tensorflow to load the images." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import tensorflow_datasets as tfds\n", + "\n", + "import albumentations as A\n", + "\n", + "import astroaugmentations as AA\n", + "from astroaugmentations.datasets.galaxy_mnist_tf import GalaxyMNIST\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Composing a Custom Transformation" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1mDownloading and preparing dataset Unknown size (download: Unknown size, generated: Unknown size, total: Unknown size) to ./data/galaxy_mnist/0.1.0...\u001b[0m\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1d9407194bcb4612bb5dada8552b66f4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Dl Completed...', max=1.0, style=Progre…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a367c4c9b3e14d7ba7a0dcedb0118b00", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Dl Size...', max=1.0, style=ProgressSty…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b07ee06dc69b4ee8a75c1754b3f426fb", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Extraction completed...', max=1.0, styl…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4577df9e170b4aaeb6414cfc8e9d5dc3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Generating splits...', max=2.0, style=ProgressStyle(descr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8c678245960845ce87b60af376f72980", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Generating train examples...', max=1.0,…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "generator\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8984a862c314415c902c0492a184eee8", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Shuffling data/galaxy_mnist/0.1.0.incompleteHRWKOT/galaxy…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0a183f7492254949b1182dede442a9af", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Generating test examples...', max=1.0, …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "generator\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7f53b6e6408747c2889d477dd13270ff", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Shuffling data/galaxy_mnist/0.1.0.incompleteHRWKOT/galaxy…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + "\u001b[1mDataset galaxy_mnist downloaded and prepared to ./data/galaxy_mnist/0.1.0. Subsequent calls will reuse this data.\u001b[0m\n" + ] + } + ], + "source": [ + "dl_config = tfds.download.DownloadConfig(\n", + " extract_dir='./data/GalaxyMNIST/raw')\n", + "ds = tfds.load('GalaxyMNIST', data_dir='./data', download=True,\n", + " download_and_prepare_kwargs={'download_dir':'./data/GalaxyMNIST/raw',\n", + " 'download_config':dl_config})\n", + "train_no_augmentation = iter(ds['train'])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "custom_transform = A.Compose([\n", + " A.ToFloat(),\n", + " A.Lambda(\n", + " name='Adding Simulated Sources',\n", + " image=AA.optical.SuperimposeSources(\n", + " mode='sersic'\n", + " ), p=1)\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot original image and transoformed image\n", + "number_of_examples = 3\n", + "transform_no = 1 \n", + "\n", + "for idx in range(number_of_examples):\n", + " next_iter = next(train_no_augmentation)\n", + " image = next_iter['image']\n", + " target = next_iter['label']\n", + " \n", + " fig, ax = plt.subplots(1,transform_no+3, figsize=((transform_no+3)*7.5,6))\n", + " image = np.asarray(image)\n", + " ax[0].hist(image.squeeze().flatten())\n", + " ax[0].set_yscale('log')\n", + " ax[0].set_xlabel(\"Pixel Value\")\n", + " ax[0].set_ylabel(\"Count\")\n", + " \n", + " ax[1].imshow(image.squeeze(), cmap=\"Greys_r\")\n", + " ax[1].axis('off')\n", + " \n", + " for i in range(transform_no):\n", + " image = custom_transform(image=image)['image']\n", + " ax[i+2].imshow(image, cmap=\"Greys_r\")\n", + " ax[i+2].axis('off')\n", + " ax[transform_no+2].hist(image.squeeze().flatten())\n", + " ax[transform_no+2].set_yscale('log')\n", + " ax[transform_no+2].set_xlabel(\"Pixel Value\")\n", + " ax[transform_no+2].set_ylabel(\"Count\")\n", + " \n", + " plt.show()\n", + " if idx>=number_of_examples-1:\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using Augmentations in a pipeline (optional)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "AUTOTUNE = tf.data.experimental.AUTOTUNE" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "dl_config = tfds.download.DownloadConfig(\n", + " extract_dir='./data/GalaxyMNIST/raw')\n", + "ds = tfds.load('GalaxyMNIST', data_dir='./data', download=True,\n", + " download_and_prepare_kwargs={'download_dir':'./data/GalaxyMNIST/raw',\n", + " 'download_config':dl_config})\n", + "train_no_augmentation = ds['train']" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(64, 64, 3)\n" + ] + } + ], + "source": [ + "#transform = A.Compose([\n", + "# A.Lambda(\n", + "# name='AA.composed.ImgOptical',\n", + "# image=AA.composed.ImgOptical(\n", + "# dataset=train_no_augmentation\n", + "# ),\n", + "# always_apply=True\n", + "# )\n", + "#])\n", + "transform = A.Compose([\n", + " A.ToFloat(),\n", + " A.Lambda(\n", + " name='Adding Simulated Sources',\n", + " image=AA.optical.SuperimposeSources(\n", + " mode='sersic'\n", + " ), p=1)\n", + "])\n", + "\n", + "def aug_fn(image):\n", + " data = {\"image\":image}\n", + " aug_data = transform(**data)\n", + " aug_img = aug_data[\"image\"]\n", + " \n", + " return aug_img.astype(np.float32)\n", + "\n", + "def process_data(inputs):\n", + " image = inputs['image']\n", + " label = inputs['label']\n", + " aug_img = tf.numpy_function(func=aug_fn, inp=[image], Tout=tf.float32, name='augment')\n", + " return {'image':aug_img, 'label':label}\n", + "\n", + "train = ds['train'].map(process_data, num_parallel_calls=AUTOTUNE).prefetch(AUTOTUNE)\n", + "train_iter = iter(train)\n", + "\n", + "img = next(train_iter)['image']\n", + "print(img.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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PXVDvG/F3nf+ZmiIIGuiCzfnLkW/2Hxw9eKLoojAKr0lS2XrQhLKHSnTZ++J87qfe3HpIwfbo1yhLr41qv+506METkrTvt97G5K/ZB30xHIyttlh7eMSg8uOmlY/zbuchKovt0GrVPSEc09rvcTjw4JJ24PfS7H2eXNR+bt95sMPNnQdu5LFf424ZB8+8FczbQTAG+62Hq9Rz79vBzEM9uiB4pjl6yEz27BepiJ/VaJ4caw+4yF7SofL+nk49zKTPfo0q+XvMZuXPdLGO+3s08wcuB+FBOQgPyhtCOAAAAADgtcMCDAAAAABOhAUYAAAAAJwICzAAAAAAOBFCOAAAwAu5vfVwhU3rgRKT0n/uu08eZjCrfYO7JC23vsG+7H0Xf1kGm+6LIDwieWjCVB5c0B39XirP/tCk8HMl6TDw9rRdEBaw8DCEy6szq33lygMJni0+sVqfPKRiFwQX1PsgCUFSPfDUhePWwzAGY7/Ougt+xh+1Z+fX/urjJ1arZl77+euPrVaMg4GRNJ95n632d1Y7rD00o5bPk6e9B0X4UdJk5vdclkGAR+PzQZI2waumQfBsFcFH+sLPbRqfi30Oail4BoPAjUEVJXNIVeH3HeV1VEHoyXkwhrudB8JUpV+j2Xt7ytr74XwQpNtI2vTet6nyhi86b8+o9dp9+AYMAAAAAE6EBRgAAAAAnAgLMAAAAAA4ERZgAAAAAHAihHAAAIAXcrP1MIPBfGq1cuC16uBhBoOh1yTp8dHDCw69f5Q57DzQYFT4Zv/iYubn7v04FaWVUunXPR6DcyU1h73VhlMPASiTX2d54wEnk/LcavPZldXW+5XV6iBcYbnz4AlJajZ+P7P5xGr7oL/fCIIU9skDPIqRv97HQahLPQmu23ugyKBvrCZJu8ZfMx/92LfnHvaxyT4fUzCm+72HMBxbnyfTFITRTPzZkKQ2CIWosz8HlU9l9YUHUtx9emu1J2+95e1p/Z6bnfd3keKlxHa3sNqg8XscBQEZh6PP0S74zqgo/XmZPvLa6tbvpai8DyXpIshw2W99rCdDn/P9Lg6AifANGAAAAACcCAswAAAAADiRB7kASyl9kFL6cLHwrzcBAAAA4HX1IBdgOeePcs5fPz/334EGAAAAgNfVg1yAAQAAAMBDRAoiAAB4IcMg3fCN2n9L5bD3NLKu8WS8ZuAJgZLUtZ7Kd6z8Z8m58LS2deNpcnnpiXB15fdyESTw9Ue/l+M9n6pS42l0tytPHpxOPUXt7OwNq91tvN3VwdPkBiN/vc4D3TQLxk+SRlO/723l6W/7a2/P9uDjMhp6B40Kb2Ma+7nLrY/ftPDX65rgBiWl2o/NVZCYt/f5OBp7324674c6eX+lzhP9jmlttUkRp/KtgzTBqvTxWgRpoo9mj6z2lYt3rHaz8XtW7683UXB/43ju7A9+j/vgWS+Tj38TpDdWQULofOTvE03/zGrD4DmoSr+GJA2HZ1a7WfmcqmuPnexHcQpqhG/AAAAAAOBEWIABAAAAwImwAAMAAACAE2EBBgAAAAAnQggHAAB4IW0QALCZ+cb1PgjMKLNvZt834/A6y+V3rTapPbzg0bmff7cNfubceliH5OEKufHaaruyWpWGwetJ44mHBXSdhyuMev9Ydj4IAikaP65u/Z6HyYMrDrXXyqMHHEjSbOD3s2h9rGeVH7fsvH/6nfdjO95a7Zgaq0UBLGcXHphQ+yUkSYuNn9+1PkeboL/fCMJI7lb+esOx90PTewBEmfyeZ/MLq0lSEcyJfe8BLmd9EBQTzNub4NxD4fc8n/hztb3zc5M8bEOS6tKDS+qpj1cO5lMRJMXUQdjHYuvPUEpB+MsgCsG5tpokjVofwxSEgvSV31+/34WvGeEbMAAAAAA4ERZgAAAAAHAiLMAAAAAA4ERYgAEAAADAiRDCAQAAXsig8gCIm2vf5H45v7Tak9m51b63uAmvc3b2htX6IEhh0Wer1cFG/LuNb5qv5aEJt1t/vVQHwRX5no9VKQj7aH0Tfzf262zWHnIwDIIdhhMPhVgfPeAgyLJQbuLwgLTysIjUeIjH7dGPGxd+f/OZBzsceh+XSQ6CR7JfYx2MXxTKIknTSw+pOBz8NeW3p2UQ9nAIAlxmMw+KyP3Gavu9z5O0DtoiqW+9vjt4I+eXHnCx2vmzUWYPmXir9trN9tZqg1EQrDGI5/wg+VyuSh/r69Zr+63f3+UjP67bBGEtpdeKoI1dGTwIktZrn1PTYRDM4ZdRN/VAofvwDRgAAAAAnAgLMAAAAAA4ERZgAAAAAHAiLMAAAAAA4EQI4QAAAC9k/sgDKQadhwLo0FrpZh0FbsSBBMM+2Exf+LVT4z9f3ssDCYYjD2aY1B5w0TS+435Y+nGLe4IU6sJDSoYDP3+38fCBaeEb+yt5AMQ2CMwoxx4eMKw9fGAw9fAISdLBj22Dfnw09POHQw9s2PT+emXv43c297nTFn4v7XFltUMOUjQkTSufE4PkbWwGHh7Rd37u5dRrTefzexaM87M+CBTZ3hM8M59bbepN1O3Cg0KGUfhE9rl86IN5krzdqfML74M5K0nBS6ou/NhRsBKpJxd+7SYYl+BeUvB+0Gx8rEbBe4kkbQqf34eRB4A0wfNWjOIAmAjfgAEAAADAibAAAwAAAIATYQEGAAAAACfCAgwAAAAAToQQDgAA8EK6yjepn48eWe3p7tpq7d43vdelhyNIUpBloeNu5+1J/vPlovIwg3kQpLDebayWSw8AOAbBHElBOoKkVHo4Qyu/mWrs93199PbUycMs6iCkotl4e9bZ+1vZQz0kad54SMlYHrjRJA9XmA08kGDzmQdNDGs/brX3vi0LP644u/T2DeOPtkXwkff62ff8uNL7cZ09kCL33saq9vl0vfPaNDhu/CgIrZG0WfncOZv7GFwvg3ky8T7rdwer5drHPwpHWe089GQw9ZAYSVrvfJ5Ne7/21eTcap8NvG/7IITjLAiPWQbP5XwUBMK0ftz3j/X2DFp/3j7er612MfCxug/fgAEAAADAibAAAwAAAIATYQEGAAAAACfCAgwAAAAAToQQDgAA8EKub7dWaxrfcP/43DfN31a+GX6191APSTquPASgGnlAQtf5Zvhp4UEDfeHHFWP/aDQfeYDHza0HisyDEA1J2m38HvfJa7NzDzQI8hHUHb2NvYIDgzCDovdghsuzOEihbnwcPr1eWK0Nrj0PfsR/dfXYandrH9NjEOAwGfk9b3YehLDZ+ByTpPKRB4qksd93Xi6tti+9PUHujIpDEI6Sgo/anc+TpzceoiFJVRDsknd+nTT2Dl/t/RkcyOfEYe21OnkYyWDotWkQcCFJk8qP3R59vH5u9TR4TQ/CuG096KUI3mOKFMzZ4P3g6tLngyR1a3/Nxd7Pr4bB+04QPHMfvgEDAAAAgBNhAQYAAAAAJ/LaLMBSSr8xpfSnU0p/JaX0h191ewAAAADgy/ZSF2AppT+bUvospfR//pL670wp/T8ppX+QUvqGJOWcfzbn/Ick/V5Jv/1ltgsAAAAAXoWXHcLx5yT9l5L+/D8qpJRKSX9K0u+Q9B1Jfzel9Ndzzv9XSulfl/SHJf03L7ldAADgS3KePYRh1QfBE7deSxMPTbg4G4fXyctbv87eAxJmU99gf2w8KGS78Q33s9GZ1Q69BwAMJo+8gYUfJ0nNwcMHUtBnVdCewcw39q+TH5eP3rfjqQckTLKHFBzuCYBYB/kKZe3np+R9ttr7/R03PgZlWXobg/HbbYJxHnnQw/7gfSNJ/d3OalXycIVd6e2eVh7CUg382pvDnV+48mv0Qx/Tq/aeUIjK+2e183vptz7+fRA+sW6CQIorfwZz59fVwENL2s7HRZL63udJlXxCjXLwmq0Hjxy3wbMxDJJQgnFREKKxXXl/SdLx6MfOBv5+VAb313XPv6x6qd+A5Zz/tqSbX1L+rZL+Qc75H+acj5L+kqTf9fnxfz3n/K9K+gMvs10AAAAA8Cq8ihj6dyT9whf+/R1J/0xK6V+Q9LslDSX95H0np5S+LunrkvTVr3715bUSAAAAAL5kr83fAcs5/5Skn3qO4z6U9KEkvf/++/4dJQAAAAC8pl5FCuJ3Jf3oF/79I5/XAAAAAOCH2qv4BuzvSvr1KaUf1/cXXr9P0r/9CtoBAAC+BGnmAQKPgw3pE3n4wDEIo1g3cZjFIQ+sNj/zsIDc+Ab7Xes/c66Sb9iPfjK9aTz04HHtG/NvF4vgbGkeBI2s1iurHbL/Yk+57byNIw8zaKJwjY3fTZM9CCMHeQuSNOq93aNzD02og7SOYxkEl0yD0IQ2mCcDP27hOSbqex+X+VtBOIqk1dKPHWbvn/HEA0UG8nl3t/Ox3u99rOaX3l/jsc/5ug8STyQtV96PffJ2D+SD2Af9OJ1cWG178DlxPHqHz6Y/YrWLyu9PkhZ7n9+rzq8zKnz8h8GzOpl5u3PhgRk3QYjG5NzHr47COiRtPvEglbutj/Wo9nZfjfz97T4vO4b+L0r6O5J+Q0rpOymlP5hzbiX9EUl/Q9LPSvrLOee//zLbAQAAAACvg5f6DVjO+fffU/9J/TJBGz9ISukDSR+89957v9qXAAAAAICTexV7wF5YzvmjnPPXz8/PX3VTAAAAAOC5PcgFGAAAAAA8RK9NDD0AAHiYtlsPCiizh1Q0Y/+5b5f3Xms24XWqkW+cT6WHABxvr602GPlHnrY7+LXlYQh16eeu5YECgwsPcJCkfun3M5jOrVYO/Tr7nbdxu/aQkcnY273ZeBDCZRBmMJnGHwf3QTrH8eDtaQfenu3GQy9mQQhLXfqc2HV+3NhzXqTgjxHd3fh1JenNR0EAzDa49m7pxw18rFPtQRqzoc/5MshlaBfe8Ls+nvNNEwR7DD0cpa38vqOAi13hrzc9886tb/z+RsHYf7x4ZjVJOsoDQB7NPAwjHf24s0dB6MnS231Y+T2Pg3FJWx8XtfFfspqN/T2m6fz80Sho4z4ewwjfgAEAAADAibAAAwAAAIATeZALsJTSBymlDxf3/L0NAAAAAHgdPcgFGCmIAAAAAB6iB7kAAwAAAICHiBREAADwQtLIE/3a463V7vaeUFbKkwPrfM/HEw/b03HvqXWz88vgZE9R23oAm/pDkDBYejJat/P0xqkHMkqS1kFqXdn5+aODpw7mmV97kr2/lwtPYKvH3rdNkIz3bBEnB9adJysOhkHK3NxTMIdBSlx18DS5z9aeovdmkNR4OfB7Pi59jl3feGKhJG1W3refHbzPZkFXXI28HxdB6mDXeN9s1n6NsyDNcxykQUpStfHxaoI52pV+7SJIZVzdeH+n5FGNV5dvWu16cWe14blfV5LSzu+niJ6jsScrPt0E8yk4dzz19MamDPqm9fYV2d83JKnztwkVQQpqv/cUxeRT7F58AwYAAAAAJ8ICDAAAAABO5EEuwEhBBAAAAPAQPcgFGCmIAAAAAB4iQjgAAMCL2XvQwLHwn/GmxmvH0nfIz2vfXC9Ji821F8ce9rBs/Ddkavkm/kPrm/3PLjww47j1jf3nFx7MsNt4sIYk1YXfY1N4wMUw2Oy/CbriInkAQN96PzRD7++88XNnc79nSao2nkjQDzy5ZL/3Wj3xhg+9ibpMb1ttcbu22vRNv5d24OER3ShIUZB0MfU2lkE4Sp56I/N5EEay9Nc7br3dl5ceHlK2QR8e4jCLXkFSTOHzdnLmbTwc/TXfOntitVt5EMYvfPxdq12d+ZwfJg9MkaTr0kMutvsgDSP5eDUHD1KZXfjzOwie6Y8VhJEc/Llc7oK2SJqOfE4EI6Bt4+8Js9rH+j4P8hswAAAAAHiIWIABAAAAwImwAAMAAACAE2EBBgAAAAAnQggHAAB4IXX2jxO1fJN6l3yD/DHY4r7r4w3yRe1BA/u9b+IvGg8VSCO/dnP0NqbGwyOCnAAtdx4UkNs4AKJPO6tNHz+y2mTvoQLTud/z95beP7NLP3e/8euOZmOrPX4zDlIYbL0fnwbBHFXyUIiL5AEZo+Aym8LHZd77dbMeW20YBG48eRxFJkhvBuEKz4J5drtaeRt3fn9172Eds9rveVgEH7WnQTjKOp47z/afWW089LHumtJqqxsPwjz4G34AACAASURBVKjPPYTjIgeBMFdXVtsEYTTLe+Z8eQye1eztOR/PrFaUXvtkcevXCIJsqiDIZjzz8JCbZ/56klQdffzrqb8n7I8+R8+m3p77PMhvwPg7YAAAAAAeoge5AOPvgAEAAAB4iB7kAgwAAAAAHiIWYAAAAABwIoRwAACAFzIY+yb1Oq+tdtt54MKk9jCDrtnH10l+7OWbHipxc3tjtSp5CMPVmX8M2m19E/44+TWOrQcSzIa+2V+SDoUHdky7ICyiDsJHek+uePKm9/eky1Z759L76xCEXgzGfn+SdHi0sdp7O//Zfdd7+MQn8vEvpv56P3rhY9C2wf0dPGTi442/3ttXHtYhSd+99fas/SV1UXi4wvXOx3o48H6oB97fq4PPp7b3CxdxdojevHjbajfra6tVO3+Bq7kHvewaD8J4dPWG1Y6tB48cCu+H6T1zZ7f3Z3g68WcwzeZWK4NxTWu/v+HIrz3rfD71yWtXb8TBM9trf1b3O58TkyAcpyniQJII34ABAAAAwImwAAMAAACAE2EBBgAAAAAnwgIMAAAAAE7kQYZwpJQ+kPTBe++996qbAgDAr3mb7a3V2oNvwv/qkx/34/a+sX818E34knS38ZCKvPDwifORh2GsNjur1cl/Dr2r/KNRU3hoQhWED9STOJCgv/FN/MXYwzC6Cw8pGCbf7P9jj4PgimpotYuBt2ff++t1A2+LJI17b8+o9sCNQXD+O60HO5TyYIeu9+CKpg+CQvY+Jx4HyRXd5p4ghHOfE1Xh97d+6gEgef3Ur9P43EmNt/H8ysMeFh/7fOhLHz9Jmky8v5vW+2x39L6ty2AuH/15OQTfx2y3/vymxp+Dpg2CYyQVwVc8dysPAElb77O69HEdD7wfUu/3sk/+nG9u/P2pLOL+ngbPUVv7e1RTBeFB2dtznwf5DRh/iBkAAADAQ/QgF2AAAAAA8BA9yF9BxMv17je+9aqb8Iu+/c2vveomAAAAAF8avgEDAAAAgBPhGzAAAPBC6mDj+vTs0mp3a98gP9TWam2KQyGePPJgh81yYbWm8yCGx2ePrHa7vbNaDn40nYNEgXrgH6E2uzg8pDqbBed7G6djD4qoJ96348pfbzjycI089Nq48DCDR1O/riSNCg8fUO1BDEXv/fN44EEKZRBcUASBGzn5uTkIj6gKP3d5XFtNko69h1QUjbdnfeH9fbfzufPJnb/e01UQSHHrAR7DmY9L2sdzfrG+sVr1yDMQzrfensU2eLZKH7/btT8HqfXXu6h87uyrOHhiKO/HY+v3OAxCRg4rDwDpkj8vbdDGKJijGvn87LZxeMhh4OePKg9mub31PptfeqjLffgGDAAAAABOhAUYAAAAAJwICzAAAAAAOBEWYAAAAABwIoRwAACAF5KDzfDTYu4Hzvznvrcb33DfN0H4g6RutLLa2bkHSOzlIQ4f3/mm+enYj5sU/tHodhmEFDR+f+dzDx6QpCL7/WyWXuuT39/bnhOhpwe/zpPkwQzDgQcuXAw9wKMKQi8kqQ5CPCa1NygK16iHXhsPPHChLj30oCi8PSkYF8mDGXIXhytsGw+A2B48pGJ7EYzr3sNfHj3ywJWbnY/peuHnXgfBHOvlrdUkaX+3tFq/83ly6PzZevv8Tb/O3kM9Dgfvm4OCsI7sbZkkv4Yk5bGP62DvY7N55vcyGHnoRR2EYwwbD71I8veiYRCYs9DBapI0SsGx++D9qPV7OebnX1Y9yG/AUkofpJQ+XCw8+QgAAAAAXlcPcgGWc/4o5/z183P/aQ8AAAAAvK6eawGWUvrtz1MDAAAAANzveb8B+5PPWQMAAAAA3OOX3S2WUvrnJP02SW+klP7DL/ynMynYnQcAAH7NyfJN/IuDb3KfFr6R/rBe++sN4lCIYfaPHncL38Q/CUIlBkE4w+LOA0CGYw+pGA8vrVYlv7+7g7dFksq1/7x7NvMgjc96f83u2oMrzgvfA/9p4X3zpHtktRQEpswGcXiIWq93hQdzlEM/blD5ccOht3EcBC5MBn5uVfq5VXCcgrkoSYfgvvc7r+22PicWBw/cWK19G8wbQTjG7dzn01sXHhzzycKDXiTp7ubCauX6Y6vdBJkSu9bnznTkoSBlEDwxXns/HA4e4HG39EARSTpPPq5F42M4G4+t1tb+rFbywI0uCNdYbz0opOq8v2cpSLeRtMxBiEvv71uTuYe1HLce6nKfHxTXMZA0+/y4L15pKen3PPdVAAAAAAC//AIs5/y3JP2tlNKfyzn/3InaBAAAAAA/lJ43sH6YUvpQ0rtfPCfn/C+9jEYBAAAAwA+j512A/beS/rSkP6Por94BAAAAAH6g512AtTnn/+qltgQAADxIVemb/bXzoIjNwDfmP3rsQRFlG2yEl7TZN1ZbLK69PW+95bXCP/K8/eix1fadBwVs7zwoJAWBEmrijf1d7T+7rmpvz+MgnLrZeQBEswpCrA/+et9b+nH9lY/BP3nhwQySVAx2VtvLgysKeUhBl7xW1t6eOgg46JIfNwxCPSZB+EdVxR9tu87H4FD7vWxGnmZR731+T2oPqdhO/LjR2OfscuphHRfTOAjlk0sPn1hvPdjjYuv3smi9z5pnflxf+PweVT5PvvedW6tdTeO/ydsmfz7q3vtsUHtAxi57mEWnKODG+2ZW+vvJ9faZ1X7s/Cp4Pen78Rf/f9vGn8FBMEfH0fvgPZ43hv6jlNK/n1L6Skrp0T/6v+e+CgAAAADgub8B+3c///9/7Au1LOnXfbnNAQAAAIAfXs+1AMs5//jLbggAAAAA/LB7rgVYSunfieo55z//5TYHAAAAAH54Pe+vIP6WL/zvkaR/WdLfk/RKFmAppQ8kffDee++9issDAIAvCoIPch5brSyiEIbeXy4IzJCk5ugb+y9nl1bb3vmG/fkjDxUYZn+95dYDAIaVH9e1USh0HBQ9G3jQwNNrDymZzXyz/2HpoQm3dx58MJ172MMgqOVi7sdtnlpNkiZTDzkYT72/L0Ye1tHu/Li+8bHe7z2EYzf1487GHswS5GpoGOegSMlfM8j/kHqfo4Pg43JfeWhG2ySrTQce6lEF97cv/VxJOhReHwShLnnmz9v84OPf1z7Hvtf4fBrMPNxG+YmVbu+WfpykY/AcFaV3+GjqwRXdwts9P/f7Oxy9H0ZjDx7pVh5actdEgy8VtT/r1difgzoInmlbDzO5z/P+CuIf/eK/U0oXkv7Sc1/lS5Zz/kjSR++///5PvKo2AAAAAMCv1POmIP5SG0nsCwMAAACAX4Hn3QP2kfSL37WVkn6jpL/8shoFAAAAAD+MnncP2B//wv9uJf1czvk7L6E9AAAAAPBD67l+BTHn/Lck/d+S5pIupeDPoAMAAAAAflnP+yuIv1fSfybppyQlSX8ypfTHcs5/5SW2DQAAPAD9dm+1R48eWW2fPTHt6cLPbRpP1ZOk8/mF1aomSPrrPGWu23ma3Kftrb/eKPhoVHqKYd77ubU8GU+SZsmT2a733u527Elvozc9ge2twpPjnj7zdLtJ7T9nn608ne5pe2c1SVL9tpWuJt7umwu/v9R7EuWve+PKasN5cM8Db+NV0DeTuc+dwSgeg6rwOZGCJLu+DdLter/nJohg7IJkvb7zeVfkoI3ZUx4laTIMUhCjBMaVpy1uJj4uxdTTQP+phX+v8vGtt6ea+XO5/u7HVpOkdu3H7oKU0KaP0i19rKZHTzIsglTNZ4dnfu7Qn5ftJn6PGR99nhXJ+3affKxnRTz3Is/7K4j/saTfknP+TJJSSm9I+p8lsQADAAAAgOf0vCmIxT9afH3u+ldwLgAAAABAz/8N2P+YUvobkv7i5//+tyT95MtpEgAAAAD8cPplF2AppfckPck5/7GU0u+W9M9//p/+jqS/8LIbBwAAAAA/TH7QN2D/uaT/SJJyzn9V0l+VpJTSP/35f/vgpbYOAAC89vadb2j/zic/b7XB0AMAZmdzq60P8Wb2/dHDGYbVwGoj33Ov5d5DKt6ZeSjEJnuww3LpG/tnY293XQYXlrQMAikev+PBHocgzGS58wCILvsukDzzPlsv/J7vlh4esA+CHiRpWPt97xYe2PF270Eh++orVvv57qnV2tW51WZj75ub0sd5NvUxGI48rEGSUun3Par9vtvWa33vYQ85COHIQUh46kurbYKQiSgQRJIOORj/RRQU4tepJt7G8uD3tz4EQTgKrlv4suGd+RtWk6TtyJ/Vrg6e697bs1x7wM1h6+05esaIJpUXK/ncGVTeN5K0zd5uHYLxD66diqB4jx+0j+tJzvn/sIt+v/buc18FAAAAAPADF2Ce9/qPeU4jAAAAAOBeP2gB9tMppZ/4pcWU0r8n6WdeTpMAAAAA4IfTD9oD9h9I+u9TSn9A/3jB9b6kgaR/82U2DAAAAAB+2PyyC7Cc86eSfltK6V+U9Js/L38r5/y/vPSWAQCAB6EoffP5tPJwhSIIQlDrQREXo3gHxG7dWu3Y+Gb6LghNmA48AGDT+MZ+JQ8kmFV+7rjwjf27zsM2JKnde/9cBscVwXVG2YM9isPSapvCwwx2nV/3rbmHVHSHoB8kdclDJXLr/fPx9/y4medo6Oe/4+0eTD3o43jhwQ6r5EEfaeyhHrOBHydJRRCQMBr4veTgOnXn96fKf4lsE/xiWemX0FE+P8eT+CP5ZhuEfey9Pc/6g9XOxj538tGPu3nq/dhHgSJLr/X3LCXaiT/rx72H9bTZj6vkz3mQg6HzoRdHw8dWK3t/VvtoTCWlIBRkO/Ln46Lw96jFdhG+ZuS5/g5YzvlvSvqbz/2qAAAAAADzg/aAAQAAAAC+JCzAAAAAAOBEWIABAAAAwIk81x6w101K6QNJH7z33nuvuikAAPyadzZ7ZLWJfOP7JnvgRt15UMCw8k34krQMNs7vD76xv7zwAJA6l1Y7Hn3TfAraPZ35633y7Lt+3encapL0+NLPXze3VjsbeF+sjh4AUAy9jeUhCMzovW+inICDv5wk6Unp4/ps66EZ/d5/nl8PPXDjZusBEMXeG3Tth+nH5n5/h4W35X8fel9L0m+oPPZk3vl83LQewjCovYOKqbdntfE/kdsFr3c18fm9+TQOQtm1HlLxrPfz3yh97lxfewLIcen3kuu11YogHKM4+L2U04nVJGl5GwR7rL0944Gfv2z82ikIxwmmk7bZj5v0Ps7rTXCypMGZ98+T6Tt+/q3P7/G5B9zc50F+A5Zz/ijn/PXz8/ghAwAAAIDX0YNcgAEAAADAQ8QCDAAAAABOhAUYAAAAAJzIgwzhAAAAr5G9b3I/9h5S8Ky9sdrlIw962O3jEA51vjl/PPaN74MgQKAc+svd+T56pcLDEFa771ntbFpbrUlxu9udX6gqgvMLv5f93oMm2tz7uUfv79HEAwWWfqpmI2+LJK32HmgwP3vLavngIQ77uyBwIwj7yI33Wd55MMd3grkznvrH2LdbD1uRpKff+dRqv5BWfu2R5wuMJx6ukp76uJyN3rTaZ6s7qy0fXVitOsRzJx23VlsHwSxfefK21Yo7f83V3cdWq8c+/n3p39Fsup/3427PrCZJk+QP3Lb3eTJMfi/n86nVqsbHoMp+btv7nNhPgqCQIKBGkuq2s9r6xufjuvF7mVdxIEmEb8AAAAAA4ERYgAEAAADAifAriHitvfuNb73qJvyib3/za6+6CQAAAHjg+AYMAAAAAE6Eb8AAAMAL2Ree7HDYe8DBYDDycw++6b2aexCCJHWdhwqc1b7Zv258c34fXLsc+Ub8ovVAgtnAQxN2vW/MH089POD7BycrbQbextHBAxty5+EaRen3Ug19DFIQ6lG23m55hookaTr0vt0VHgqxPXjgxqj2e1byNk5mnswxCII0Njd+jbudv95sGN9MG4R9DGY+z/LBg0c++dRDWH7k/B2rXfceFHIMxn5w+4nVDpNLq0nSsB9bbd77vXz6zK+9CMJxqrH37ac311YbBc9LkP0hFcF8klQGITN94dde7vz5V+NjMKp8Lo7OffzWNx6OUufgucxxYEYhn1N5EsyTu+g5iDooxjdgAAAAAHAiLMAAAAAA4ERYgAEAAADAibAHDHhOr0siI2mMAAAADxcLMAAA8EJSsHF9MvSPGLujb1w/dNlq5xMPAJCkzc435zcpCIoIakW7tNq48us0R7+XovLQg7E8ZKBO8S8WdQMPYihbv+/12kNBRiMPqTgc/F4UBHNE6RpV4W1pchCEIGnVen238Dbu7jw8JD15bLVh8kCR3Hk/Xu/99RQEHLSNj9V47NeVpGHQj7nx9rQHf83p+A2r3R6CuXzn4zKsPUSjaX0+5eCWJSkPfbzuNkFIRbm2WlEG5x78ns8G3sZqGoTRtB5GUd4z5/sgHOdu6W3seg/rKQp/7yhnPhcP2efifO6BG9eLp36NxueDJOWJtzsH7x259/lYBe8J9+FXEAEAAADgRFiAAQAAAMCJsAADAAAAgBNhDxjwwLwuYSASgSAAAAC/UizAAADAC2mDDenH1sMMysKDIt6aXlptEYQUSNJwNLFaFQQN5OwBF8eVb+Lv5IEEo6FvpN9mv5d64McV94RZXJ3NrfYLn95a7a2zmV/76L+sNCovrNb5rSgnDynQKAg4UBx6stp7G3v5Pb7xxNuTso/Lbu392Pbe8PXmYLWrgffhaOjzZBXcnyRNj/6auyD05PLR21Z7Kwjw+IXv/KzVyrEHQBx776924/OzquK5s9kH87bxe+krD9IYFqXVmq33937sxz3aem2VvC310O9Fko69B4UM/PHV4ejFycDn43a98GtnH//RzOfJMHjfOQ7jXwIso6VR64ErZQrmdxBacx9+BREAAAAAToQFGAAAAACcCAswAAAAADgRFmAAAAAAcCKEcAAAgBcy0pnV9tXKasXBQxh2rYcCDJIfJ0n1wEMOys6P3fdrqw0nfu7+6JvrpxMP13h662ENVeXH5SD0QJLWBw8qGBUemrA7el8cez/3ovKwjmMQpNAlD0fJQXBB1wQJHpImCkIlJh400Lf+cfJYBmMYhKiMDn5uM/L27IIAiGntY3BRxqEQy6BviyBcY9N48Mhy7+PfDoZWe1T4uKyzz8Vq5AEOXevBGpKU5PdzNvJQibb371TKIPWiqnzODyf+eovguYxSNHLjz7kkTXo/dhkEoXRBMEs193k3TF7rg+SZm9WN1fY7nzvDYPwkqQtWRnf74D2q8gMfzbyN9+EbMAAAAAA4ERZgAAAAAHAiLMAAAAAA4ETYAwbgV+3db3zrVTdBkvTtb37tVTcBAADgubw2C7CU0r8h6WuSziT91znn/+kVNwkAAAAAvlQvdQGWUvqzkv41SZ/lnH/zF+q/U9J/IamU9Gdyzt/MOf81SX8tpXQp6Y9LYgEGAMADUNZBUlvjqXz1WZC2tvWEsVnh6XSStNncWW0887S18ypIt+v2VivlSWjrld/LcDq32m6/sVpXxkl2TfZ7HM39I1jbezLiVZCs2BWeytflIImw9dcbNZ6MuNzHSXaPRn7fQfCc+rGnYA4LT9trd36d7cGTDEfDIOUve3LgKkj+uwruWZL6mffPIbjvvPd5Mh/4a5ZDv/ah8XOHpbe7OHpa3nTox0lSU/mcOvSeHJgbT7dsgkDI86lfe7VaWO2NybnVhjm45+xjL0l3QXJks/c2zoPEw1b+bGUF96cgadMP0/jS0ynbIJlUkhZbf48Zjvx9Yjr095i2j9NEIy97D9ifk/Q7v1hIKZWS/pSkf1XSb5L0+1NKv+kLh/wnn/93AAAAAPih8lIXYDnnvy3plwby/1ZJ/yDn/A9zzkdJf0nS70rf959K+h9yzn/vZbYLAAAAAF6FV5GC+I6kX/jCv7/zee2PSvpXJP2elNIfuu/klNLXU0o/nVL66adPn77clgIAAADAl+i1CeHIOf8JSX/iOY77UNKHkvT+++/Hv8AJAAAAAK+hV7EA+66kH/3Cv3/k8xoAAHiAroNwjFnlG9dXWw89GBUeotHu483slec1qGk9+CCXfuBh31ntfORhD0UQNLDtg3CN2kMKzoJgBkna9P7z4sPQ2zhceYLA/ujnFlMPPthsl1abBmEmk9oDJdI9P85eFt6eUeHtzmnt7dl42MdZMICHyse63Xu4wo89vrDaZ1s/7q7zQAlJKgs/tpv6+OvgY7iWB2Tk3uddV3pHVmMPMhlnb0s9jufOYet99s6bb/lxQbjKtvEglN3Gx/TR+CtWa3p/XrYbv+dBEOohSe3SQziKgS87+mBONMHzlhofg3EQ1nIRtGe58WcjmDqft9Hft1IKAlJ6r1VV3BfhdZ77yC/P35X061NKP55SGkj6fZL++itoBwAAAACc1EtdgKWU/qKkvyPpN6SUvpNS+oM551bSH5H0NyT9rKS/nHP++y+zHQAAAADwOnipv4KYc/7999R/UtJP/mpfN6X0gaQP3nvvvV/tSwAAAADAyb2KX0F8YTnnj3LOXz8/99+/BgAAAIDX1WuTgggAAB6m6dw3w09r/xlvf+ehEOdBKMQnh9vwOl+58h+83t5trHa38fCB84kHV6w7DxV4MvF72a98w/1sFIRHyAMOJOnozdFx4SEFw6kHNvSzICik9HsuOw9NSOPSancHP3dz9JokXYwurRZ9cKzliQZN4UduWg9XKOShB3t5e7537eEaV4+8b7ZBOIYkfXIThLCceXu6gwdp5MLb2NfBXB7NrHYbBM+UPuU1LR55UdL5zNs4n3pwze/4rf+s1X7qf/tfrTargz7b+zWOd97fxwu/v8PSA1gkaTDy/ikqf47WCw/IqIJwlMsrr622fu2jPIzkdufPal0HiT6SRnN/n9ivfQzvVt7uyfD5l1UP8hswAAAAAHiIWIABAAAAwInwK4gAHrx3v/GtV92EX/Ttb37tVTcBAAC8xh7kN2AppQ9SSh8uFvEf2wMAAACA19GD/AYs5/yRpI/ef//9n3jVbQEA4Ne6zTYIM0hB0sDAgxC2bRAAUXh4hCTd3HnAwqjwzfTVxK+9O/oPbS8vrqy26D1IY5d9E//tnYdopDL+ufZbU7/OsfCwh2frIFxj40EDZXCd8+HUam3v19gmD0Koew/RkKSLYRBIMPZj90HKSNN7u/vO2117E3U+8rCVsTdFh94/xh53PsckaVJ4KETXeV+cjTzs4dnBQxgm1YW3UT5vczCXy+Rz7HDwOSZJk6G357PrT6z2F/67v2C1i4n346D0Dm97v/bw3INH6uB7m+0onvNFcOwoe1/0A59PyW9ZfTCXj43348dbD/Apgj4sg2AVSeo3HuJRlj5PBlN/3laLOJAk8iC/AQMAAACAh4gFGAAAAACcCAswAAAAADgRFmAAAAAAcCIPMoQDAAC8PoreN7nXI980X8o3s3+yuLbadDILr/N4fmm1vvMQjqcH34ifgjCErvcN933roQBF7e0eBZv42yAUQJJy4fVBEBQy7vy4IuizovR7PlZ+L0P5uEyCtrQjD6iQpKbwcIZBEHKRsrexDAI82p0Hl+yDcIV9620c995fi6WP89lwYjVJqoN+3AUBMJvs41+3/nE5yI7QovdwjGHt5+bGAxwWKQijkXSs/UJd4/0YZJlosV1ard37mDatnx0FlMzHPsemU5+LkrRb+3jd7r3duyDAZRaEmTzrPETnfOpBKN3U5+fBs3vUd/f098H7u01eGw/8vs8vPfTkPg/yGzBi6AEAAAA8RA9yAZZz/ijn/PXz8+dfaQIAAADAq/YgF2AAAAAA8BCxAAMAAACAEyGEAwAAvJA081CBJvtm/7w7WG009M36uQ8SDiTdLW6s1pceNPE4CPFYB+EDn96t/CKtBw1cvuHhH4ebtdWKMv5YtQqCJoq9hwUMhn7+sfE+2+z8XopdcI0rf71x4eEBRVCT4hCHJzMPPtgHYSZnZ/6az/ogPKLy8U9HH/+bOw9NOAThETkYZ0kaBWEYu2AMLuYeHpKSH7ff+/ir9OCKVRD08eSRz89hF2+r6YJAmRyM9UjBcxSEWeyP3u4qeIZS5WOwCEI0ZkUU/yENo+94am/PpPTQlEPw/E/Gc6udXfq5/+93P7Va6ryNgyoOnnn76spqH688KKhp/bkcVPFzFOEbMAAAAAA4ERZgAAAAAHAiD3IBRgw9AAAAgIfoQS7AiKEHAAAA8BARwgEAAF7IqPcN6fOxb+zv62Cz/761WtPGQQqbZmu1QbDv/aihF5MHJIx6D1cYjv3czcKDC8qRBwBM6ngT/r7xMIu29WOHtf9cvK78o9ohyA9InffZYet9O3/0ltWWu6f+gpJGyS+07nysc+nhCqnxIIWU/Liq3/uFh37dQfCdwfmFByYc1h4UIUnjwoNi9sFwlZXPkyJ7u5vS21j2Pj9n5Vestj0EQS91HGbx2cHbU2evDeY+l5dbnxPDYI4u1h5GU488jKQ5eBvXTRBkI2k09P4eF0HgSjB3cu/BJdOBn9sdgpCZIOijHvlYHQ5x0M9q56EnZRBS8/jskdUWjbf7Pg/yGzAAAAAAeIhYgAEAAADAibAAAwAAAIATYQEGAAAAACdCCAcAAHgxvW/2X996GEJX+seOqvRgji4IepCksvcN9tPWwwKWwUb6zcrDHi6uPE257zzMYBSEB7w5urDauruxmiRtgnar9fbMxr6xf9/4uaW8b8ez4F6yhwesg5CKauT3J0nF0MMinj6982tXHlySG792G/Tt4yCspQk+nk4u/Librf85oiYIhJGkrvTgijeG/pp3Ox+Xzc7DNeZTD5moUzBP3r602k3r8/P69pnVJKlpvN392K+zWfjcOzbe3+3Bg1miJJuL2q9bBWO6PMbhIfXAQy42QUhFUfp3QfsgpKSa+3Fd6wEgo5GP6WHl43cWBAJJ0lbeZ8e9tzsMFFLcFxG+AQMAAACAE3mQCzD+EDMAAACAh+hBLsD4Q8wAC2nGeQAAGWhJREFUAAAAHiL2gAHAl+jdb3zrVTfhF337m1971U0AAAC/BAswAADwQvYHD+Go5Bv2J4X/4s3qsLRaGvm5kjTy/fEa1b7Z/85zJjQaTqy22XrgwjQIhag7v8aq8MZs90EDJZ0Hn7a25cBfs/V+zK0HEhTBZv+y976dBPeyX3h/R0EokpQqb8984v1YF3OrrfcekFBlDxQ51t4529aDNJa998Nm4eEIZ1cejiJJy2sPD6mH3o+jysclP/J2b3Zrq3kLpcOzz7yYfZ7seg+9kKS35v4sHLbexqdtEPTi01Z17a9XFj7+belj39Xe7tnAw0gkqa68b9PA2zgKbjsXXtwun/pxyedO23nIyDQIW+n7+Fltez8/B78w+HM3n1otejbu8yB/BREAAAAAHiIWYAAAAABwIizAAAAAAOBEWIABAAAAwImwAAMAAACAEyEFEQAAvJAuSCM7nwytFuS0qc+eylYEiX6SVBaerPbx5tbPL/w1p7VffREkpq22W6s9mXiy3noVpLLle9o9ubTaIHlK4HbtqX7nQSLko+ljqz3be8rfrPCEuuPA23h9e201SarvPI3u8ke+YrWu9ePOk0dR9kFO4CF5muDVG95ft0t/vYuxz7FpFP0nKQUJdesgYVKrRdBGnzuTM+/b/caTA4vG51ifPIGvqqKnQ/okSExst9/z65Q+BqU8/S+X3p5tkFi5b32ejIc+F5sguVOSjvL2dLc+1u10bLV67OdOgiXLtvH3gyj6cbHy5M9R4deVpKrwOdVkb/dXp1dWa6s4WTHCN2AAAAAAcCIPcgGWUvogpfThYuE/pQAAAACA19WDXIDlnD/KOX/9/Pz8VTcFAAAAAJ7bg1yAAQAAAMBDRAgHAAB4IfXRwwyOtW+kXzW+Sb1s/KNIVcQb+9tq4LXON91XvdfK+cxqxcHb41ENkuThA3XvtbKOf659bD1Aogv6Ynfw+x4OPRSgbz00oQwCCW4PHq4xG3h/X87j3yhqOm9PIw8k2DceXNIfD1YbDjz44M3a728bBDt0B59jqfM5dvSuliTVXTA2hQdStDNvz2Do505q77NJ5VtjmsbP3e99rDp5WyRpsPP7fjTzkJJ1EKSRc9Bn8nk39TwRda2HgsxnHkaT9nF4yF1zY7V66qEgq70P2HHjfXE58bkzKv39YLn1IJvRfG61bh/392zi99NufU7s+iDUp9mHrxnhGzAAAAAAOBEWYAAAAABwIizAAAAAAOBEWIABAAAAwIkQwgEAAF5InzxUIHtJVe/Fs1kUUuDhCpK0aTzY4WLsG+SjvfBt9qCIN6YepLBrfXP+3faZ1Sp5G5ujt+Xz/2KVffZGTkeehtC23j+jrde6xoNHohCGffLggkYeXCBJOTi23nq7y6AvznVmtSI4bj/0gIQgG0Vl6WENZ9O3rLbtb/1kSftVMHcuH3kbS29jUXiDnl0vrTaqg0CKzq97NfZAiaYLblpS03ggyTpIGonODx43FUcv9kXw/PZBAMvRr3FZxiEcqyZ4PnqvpSAUZhQcd2h9fte1P6sX7/iYdnc+Z/MsXgKtOn9miuTH5iCtZ5I96Oc+fAMGAAAAACfCAgwAAAAAToQFGAAAAACcCAswAAAAADgRQjgAAMALGU1GVmuDJIVBEHBwCMIDNgffXC9J0zP/2NInP7YeewBE3vnm+sXmxmq7xl9vMAh+Xl16W+p7fqxdBGEWZRCQ4DEDUg76bL33PpvOPAAkFx6Q0AVdu1vHARD1wMML+qOHZlTZAxvqyttTFj4Gd3sPs6iKoL8q7+/J0AMuuoMHXEiSzmsr5bGHnjS3a68FAS516327PvoIFkGowyC47uP5E6tJ0ne/922rLTfeZ4PS+6wIwnGK0vvnvPK+ebq+ttq293vJQx97STrsVsG1/X2iDNqozud81/q1rxsPI5kFYTTj5NfdHH1MJano/SHOwUOzWPu1u7gr4us8/6EAAAAAgBfxIBdgKaUPUkofLhaLV90UAAAAAHhuD3IBlnP+KOf89fNz//sdAAAAAPC6epALMAAAAAB4iAjhAAAAL6RMvmk+2Auvcuib/btgg/t8HH886XqvF+PgNfceHpEvZlZLW29kFQRu1IOJ1dY7D0K4GHowgyQ1uyDMYujXqbLf3/7o547nHuJwlj2E4Wlw3WLkYzUZ+7mSNJl4mEm386SBnP1eNkH4xOLGgxmU/PXOzy+s1vYeFLIsPAhh+vhNv4akYnVrtePKAzf2wbimIvi+YuDz7ir5fNp1HgCx3fm91P0zv4aktvL+GQcBJ4Pk7emzX2cy/v/au/dYy86yjuO/Z9/PPreZTmcKvdhBhWit2NqKlD8QgiKXUDSMWBKSVmsNKDYRRDEaUzVGkQQjF2OBEtSEaaFGU0Sp1SIF0hKKvVkMUErBgV5mzpzbvpx9W49/7N1wcp73zNlnZrr2OdPvJ9nJPu/Za73Petdae/Z71l6/ifu/XIjHXbUXwzp6q4nwj348rySp1Y3n9fxUrCd1pncToT6lxHvMfsXzYKFxNLRlc4mQmX466CcVALPciGEvldm43d4bP4WDK2AAAAAAkBMmYAAAAACQEyZgAAAAAJATJmAAAAAAkBNCOAAAwCkpDjy0dRVvcp9J3OBuijfc9xLBHJLU68dgh5rtDW1rWQx7WFxaCG1nl+JN/FPVWM/qWuxX7Vhjv5ZIHpG0lsXl6704Fq1eDM1QIgCi04mhAE96bOtncdnpLIYZ9LP0eHcS+7VWicsvLCfCMOpx2Wo9hpQULe6D1O7vdhIBB4ltKTZiLZJULMa+D+yPfTfLMczi6OJSXGE97utyIS6rQQzMaDaPh7ZVzcZlJfW6cRy9kAi4OCduy8pSPJ5K/fjR/8nVGABSrsXxKlfiubG4GrdFkoqluG9q5dh3rxTbzivvC22r/VZcthP39Z69MTxkaakZ2srluC2SVKsnzstEeMj+fTEo5smjMehlM1wBAwAAAICcMAEDAAAAgJwwAQMAAACAnDABAwAAAICcEMIBAABOyUIn3uxfq8ab+DudGB5Qm47BBZ1ODB6QpPIgfmxZXok3vlspLl/IYojDajcRUlGM4QGVqbi+fi/W0llLh3A8d/qC2HdzJbT1ejHsYToRfFArx6CBlUZcXzHxKa+oemirJII+JMk97tdBFoMPquUYUlAuxbqnEwEXK724Pi/FY6dUmg9tRcV+11bjOEjS9NxMaLvoeT8R2r7x+LdDW7UeQyGOLx4JbY1+4hhrxjG0Uhxv8xgcI0l752OIRy8RrvLksRj0Mjcbj5NeIoSjWI9j02nGY7E+F/ffdC32IUnlxDlYrCS2pZ8IPenEwI1+Zzm01RKhJ+1mIjDH4jZXaukp0PHV2E+WOJFWl2JwSakYt28zXAEDAAAAgJwwAQMAAACAnDABAwAAAICcMAEDAAAAgJwQwgEAAE7JTCJwo++xbZAlwjFiVoOKnRiuIElTiRCHdsw9ULcXgzSmKnviCwcxAKLZa4S2+UoMrrBEoEAtcbO/JC0MYsDCWj/e7D83G2tsJoI5stVOaCsnggKKiT+zd/vN0NYbpP8eX2rFUJFyaS60mWK4ig9ijctZDEjodGPbbDUeJ4P5uA8KyzHgIpuuhDZJaq/FA+WxRJDG5S+5IrTd8/kvhrbSWjwWG8fjNlf2xPHqrMZ92umk98FaMY5FrxXHbKYal9+XCEJZyeL+r9fjmHllOrQVEiE47um6V1YXYj9xlSrNxeVLa/EcbCluczFx3FU8Hic9j/u+mqXfY7JqDBWpl+M+WEu8x3Ra8ZzeDFfAAAAAACAnu3ICZmavM7MPLS+PP9MEAAAAgEnblRMwd/+Uu//6/Hz8PyEAAAAAYKfalRMwAAAAANiNCOEAAACnpFCKd9d7MwZPqBhv9m8uxpvrlxMhE5LUrsUb58+amwltWTu+rlaOoSDdRD1FjzfcH1uJN/vPFmMIQ7cYt0WSSoX49+5qJS7faq+EtspUDPsoKgYANNdi31OJFI5qOfG390r67/HtQRyLWszlkBVicEFqLKwbx7GzFkMhZmbiN5zWjh4Pbb1SHJvzS7OxQEnNRN3fefRboW1xIe6Dcj32U+7EtpIlwlaacfuKg3gsKp0dommP27N37kBoW8hi6MVCK453lui6uRJrtEI8h6YKMeCiW2jFFUqqJYJrquU47eg24/LVRD/TlXg8VYtxY1Yacf8Vs9hv1eP7hiR1SjGwo514O6olzstCK5EItAmugAEAAABATpiAAQAAAEBOmIABAAAAQE6YgAEAAABATpiAAQAAAEBOSEEEAACnZOAxJmyQ+Btv1o+petViTPQ770A6yS5LJNn1+jEdbdBN1FONqW5K9D2vmMA2OxXrHnRjv1kpHWXXS6Sozddroa3djilqvW7c6MIgju1z9syFttUsptutDeI4FBQTGSVpphTHp5e1Q5sXYt1zHpMMl3oxybBYjWlyrcRxUk6M7XQlth1fWQ5tktS38a45NDtPhLZz9+8LbVOzMfmxZ/tDW2Ep1tMsrYU2TxzbkrTSiemGhXo8P7oe92ujtRTa9s2cFdeXxQO0kzhdqom0zMEgXXhPiSTSRPpjdy0eO/1CXOcgi4mOqRRTTxwTnUZi++rpKdAgkVq5kkg3nK/FfvbP7kmuM4UrYAAAAACQEyZgAAAAAJATJmAAAAAAkBMmYAAAAACQE0I4AOAMdfBdn550CZKkx/7itZMuAc+wQiI0YbYyE9oaazF8oGgx6KGbSgCQNCjGfvoWb9gvF2NIwSARNNDvxLbFQezDpmJIxWw//g27VIzBDJLU68cghlY3EXBRi21TpdjPyvEYhDGXxY90BY9tZY/b0ksEc0hSOxGQMOjHvstzMXygUY/j6N3Yz56ZvaFtvhT332L7WGg7vtoIbVkW+5WkUjlu94H5c0KbZXEfHHn8u6GtVophLbVKrLswHWvZlwizaCylwyyyRNhDJ7GNplj37J4YhDI/Fc/LYmL/NxL7uVKMr9s/dyC0SdJTS4+HtmPL8TyoTcVx7CsRwjIXQ2bWWquhbbaWCEfpxfU9uRwDSiRpqhJDYc6aj+dRrx3fy0qJ94nNcAUMAAAAAHLCBAwAAAAAcsIEDAAAAABywgQMAAAAAHJCCAcAADgltcSN732PN/FPey0unAjReGplJdnP3pkYKuBZIigi0feg3QttlcT6pkpxW1q9GNbRzfqhLWvGfiWp5MX4Wot1txqxxvJsTHGYPyuGPRxbbYa2SjEGOBQKiRAOi9siSTP12Hcji8vXC7GfxuJToa2YxXHoJoJZFkpxHPd63FeqJ+oup0M4VhfiaxcGT4S2/dOxn+fMXhjXt9IKbZ4Iwpiqx9CLtaW4zZ1BDJSQpHoljtlZiZCZRjuxvMXj9uhy3C/dRP5HvRYDN9qdWPfsJgEuA8WV1qrx/N93VhyfViPW3Uwc3wfmYoBLoxFflxUSgTDN2Ick1Wvx+J5LhOsc6S+GtrUs8f62Ca6AAQAAAEBOmIABAAAAQE6YgAEAAABATpiAAQAAAEBOCOEAAACnpD2I4QPt1Rgose9AvOG+mbixf74eQwYkqdONwQfFUgyA6Cq+bqoYP/JkWayx24pt/USYQUepgItEmoGkWuLTVpbILqj0q6Gt14vjU/AYCjA9Hces34/bstiL4QGVcvrjYDMRhlCbi/10e3G7vR+Pib5iGEI1FVBSjMuuJvZpp5UIYElnK6icCFco9RJ9r8Wx7SUCLlrtWM+e5+wPbe1GDBTpJfbLfCUd4FCvx+NstR23ezGL/ZxTjSEq3W4MI+lncdDarTheHY8HbZalj/m56dh3KYvHWX8trrMUd7+mCnHZruKyXo11Z43E+0YhfQ2qnMVz8IlmI7RVy3G/dPoxAGQzXAEDAAAAgJwwAQMAAACAnDABAwAAAICcMAEDAAAAgJyYe/p/DN8NzOyopG+f5OJnSzp2GsvJAzXnZzfWTc352Y117/aaL3T3eIc7AAC7zK6egJ0KM7vX3S+fdB3bQc352Y11U3N+dmPd1AwAwM7AVxABAAAAICdMwAAAAAAgJ8/mCdiHJl3ASaDm/OzGuqk5P7uxbmoGAGAHeNbeAwYAAAAAeXs2XwEDAAAAgFyd0RMwM3uVmX3NzB4xs3clfl81s1tGv/+SmR3Mv8pojLpfamb/bWZ9Mzs0iRo3GqPmt5vZV83sQTP7TzO7cBJ1bqhpq5rfYmYPmdn9ZvYFM7toEnVutFXd6173BjNzM5t4itwYY32NmR0djfX9ZvZrk6hzQ01bjrOZvXF0XD9sZh/Pu8aUMcb6r9aN89fNbGkSdW6oaauaf8DMPmtm943eQ14ziToBADgt3P2MfEgqSvqmpB+UVJH0gKSLNrzmNyT97ej5VZJu2SV1H5T0Qkl/L+nQLqn55ZLqo+dvnfRYj1nz3LrnV0r6zG4Y69HrZiXdJekeSZfv9JolXSPpA5Me323W/HxJ90naO/r5wG6oe8Prf0vSR3d6zRreC/bW0fOLJD026bHmwYMHDx48TvZxJl8Be5GkR9z9UXfvSrpZ0us3vOb1kv5u9PxWSa8wM8uxxpQt63b3x9z9QUnZJApMGKfmz7p7a/TjPZLOz7nGjcapeWXdj9OSdsINk+Mc15L0p5LeLWktz+I2MW7NO8k4NV8n6YPuvihJ7v5UzjWmbHes3yTpcC6VbW6cml3S3Oj5vKTv5VgfAACn1Zk8ATtP0v+t+/nIqC35GnfvS1qWtC+X6jY3Tt07zXZrvlbSvz2jFW1trJrN7DfN7JuS/lLS9TnVdiJb1m1mPynpAnf/dJ6FncC4x8cbRl8vu9XMLsintE2NU/MLJL3AzL5oZveY2atyq25zY5+Lo68BP0/SnTnUdSLj1HyDpDeb2RFJ/6rhlTsAAHalM3kChh3IzN4s6XJJ75l0LeNw9w+6+w9J+j1JfzjperZiZgVJ75X0jknXsk2fknTQ3V8o6Q59/8r0TlbS8GuIL9PwStKHzWzPRCvanqsk3erug0kXMoY3SfqYu58v6TWS/mF0rAMAsOucyf+AfVfS+r+inz9qS77GzEoafrVlIZfqNjdO3TvNWDWb2c9K+gNJV7p7J6faNrPdcb5Z0i88oxWNZ6u6ZyVdLOm/zOwxSS+WdNuEgzi2HGt3X1h3THxE0mU51baZcY6PI5Juc/eeu39L0tc1nJBN0naO66s0+a8fSuPVfK2kT0iSu98tqSbp7FyqAwDgNDuTJ2BflvR8M3uemVU0/LBx24bX3Cbp6tHzQ5LudPdJ3+czTt07zZY1m9mlkm7UcPK1E+6VGafm9R+mXyvpGznWt5kT1u3uy+5+trsfdPeDGt5vd6W73zuZciWNN9bPXffjlZL+N8f6UsY5D/9Zw6tfMrOzNfxK4qN5Fpkw1vuHmf2IpL2S7s65vpRxav6OpFdIkpn9qIYTsKO5VgkAwGlyxk7ARvd0vU3S7Rp+mPuEuz9sZn9iZleOXnaTpH1m9oikt0vaNNI7L+PUbWY/NboX4pck3WhmD0+u4rHH+j2SZiR9chR/PdFJ5Zg1v20UL36/hsfH1ZusLjdj1r2jjFnz9aOxfkDDe+2umUy1Q2PWfLukBTP7qqTPSnqnu0/0Cvo2jo+rJN28A/7gNG7N75B03ej4OCzpmp1QOwAAJ8P4NwwAAAAA8nHGXgEDAAAAgJ2GCRgAAAAA5IQJGAAAAADkhAkYAAAAAOSECRgAAAAA5IQJGHCamNlgFLH/P2b2STOrm9nlZva+k1zfx8zs0Ia2q83s8Ia2s83sqJlVN1nPNWb2gZOpAQAAAKcXEzDg9Gm7+yXufrGkrqS3uPu97n79aezjnyT9nJnV17UdkvQpd++cxn4AAADwDGACBjwzPi/ph83sZWb2L5JkZn9tZn80ev7zZnaXmRXM7DIz+5yZfcXMbjez5262UndfkfQ5Sa9b13yVpMNm9joz+5KZ3Wdm/2Fm52xcfuNVNTNrrHv+TjP7spk9aGZ/fMojAAAAgIAJGHCamVlJ0qslPbThV78v6ZfN7OWS3ifpVyQVJb1f0iF3v0zSRyX92RZdHNZw0iUzO1fSCyTdKekLkl7s7pdKulnS726j5ldKer6kF0m6RNJlZvbScZcHAADAeEqTLgA4g0yZ2f2j55+XdJOklzz9S3dvmdl1ku6S9Nvu/k0zu1jSxZLuMDNpOCF7fIt+Pi3pb8xsTtIbJf2juw/M7HxJt4yuoFUkfWsbtb9y9Lhv9POMhhOyu7axDgAAAGyBCRhw+rTd/ZL1DaNJ1Xo/LmlB0rlPv0TSw+5+xbiduHvbzD4j6Rc1vBL29tGv3i/pve5+m5m9TNINicX7Gl35NrOChhO1p+v4c3e/cdw6AAAAsH18BRHIiZldKOkdki6V9Goz+2lJX5O038yuGL2mbGY/NsbqDms48TpH0t2jtnlJ3x09v3qT5R6TdNno+ZWSyqPnt0v6VTObGdVxnpkdGHPTAAAAMCYmYEAObHgp7CZJv+Pu35N0raSPaHgOHpL0bjN7QNL9Wve1xRO4Q8OraLe4u4/abpD0STP7iqRjmyz3YUk/M+rrCklNSXL3f5f0cUl3m9lDkm6VNLvd7QQAAMCJ2fc/uwEAAAAAnklcAQMAAACAnDABAwAAAICcMAEDAAAAgJwwAQMAAACAnDABAwAAAICcMAEDAAAAgJwwAQMAAACAnDABAwAAAICc/D+PT68EbwoF0wAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "number_of_examples=3\n", + "for idx in range(number_of_examples):\n", + " next_iter = next(train_iter)\n", + " image = next_iter['image']\n", + " target = next_iter['label']\n", + " fig, ax = plt.subplots(1, 2, figsize=(15,6))\n", + " \n", + " image = np.asarray(image)\n", + " ax[0].hist(image.squeeze().flatten())\n", + " ax[0].set_yscale('log')\n", + " ax[0].set_xlabel(\"Pixel Value\")\n", + " ax[0].set_ylabel(\"Count\")\n", + "\n", + " ax[1].imshow(image.squeeze(), cmap=\"Greys_r\")\n", + " ax[1].axis('off')\n", + "\n", + " plt.show()\n", + " if idx>=number_of_examples-1:\n", + " break" + ] + } + ], + "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": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/OpticalDemonstration.ipynb b/OpticalDemonstration.ipynb index 793c892..bac5a1c 100644 --- a/OpticalDemonstration.ipynb +++ b/OpticalDemonstration.ipynb @@ -2,7 +2,6 @@ "cells": [ { "cell_type": "markdown", - "id": "dd68c28f-6e33-413f-bea4-67a0ab18a8cb", "metadata": {}, "source": [ "# Optical Composite Augmentation Demonstration\n", @@ -12,7 +11,6 @@ { "cell_type": "code", "execution_count": 1, - "id": "0e257f58-d2bf-453d-9433-dce1c729d5a5", "metadata": {}, "outputs": [], "source": [ @@ -20,7 +18,6 @@ "from astroaugmentations.datasets.galaxy_mnist import GalaxyMNIST\n", "\n", "import albumentations as A\n", - "from albumentations.pytorch import ToTensorV2\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np" @@ -28,7 +25,6 @@ }, { "cell_type": "markdown", - "id": "cb95ae95-c9fd-486c-8e59-b0ecfabb089b", "metadata": {}, "source": [ "# Composing a Custom Transformation" @@ -37,9 +33,65 @@ { "cell_type": "code", "execution_count": 2, - "id": "22cfc710-7c07-4c20-9422-09be5ed7c409", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading http://www.jb.man.ac.uk/research/MiraBest/MiraBest_F/train_dataset.hdf5.gz\n", + "Downloading https://www.jb.man.ac.uk/research/MiraBest/MiraBest_F/train_dataset.hdf5.gz to ./data/GalaxyMNIST/raw/train_dataset.hdf5.gz\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4b6fab602bfe48ed95ff50ead8fddcf4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=68681710.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Extracting ./data/GalaxyMNIST/raw/train_dataset.hdf5.gz to ./data/GalaxyMNIST/raw\n", + "\n", + "Downloading http://www.jb.man.ac.uk/research/MiraBest/MiraBest_F/test_dataset.hdf5.gz\n", + "Downloading https://www.jb.man.ac.uk/research/MiraBest/MiraBest_F/test_dataset.hdf5.gz to ./data/GalaxyMNIST/raw/test_dataset.hdf5.gz\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9df59fe0ccb349a4adee698234a5a365", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=17251325.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Extracting ./data/GalaxyMNIST/raw/test_dataset.hdf5.gz to ./data/GalaxyMNIST/raw\n", + "\n" + ] + } + ], "source": [ "train_no_augmentation = GalaxyMNIST(root=\"./data\", train=True, download=True)\n", "\n", @@ -56,14 +108,20 @@ { "cell_type": "code", "execution_count": 3, - "id": "6f4234d8-ca29-4740-a917-91fff3c6b6e4", "metadata": { "tags": [] }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(64, 64, 3)\n" + ] + }, { "data": { - "image/png": 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" ] @@ -73,9 +131,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(64, 64, 3)\n" + ] + }, { "data": { - "image/png": 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" ] @@ -85,9 +150,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(64, 64, 3)\n" + ] + }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -103,6 +175,7 @@ "number_of_examples = 3\n", "transform_no = 1 \n", "for idx, (image, target) in enumerate(train_no_augmentation):\n", + " print(image.shape)\n", " fig, ax = plt.subplots(1,transform_no+3, figsize=((transform_no+3)*7.5,6))\n", " image = np.asarray(image)\n", " ax[0].hist(image.squeeze().flatten())\n", @@ -129,7 +202,6 @@ }, { "cell_type": "markdown", - "id": "eca40242-3b92-4327-a885-fcd1d3e0ca32", "metadata": {}, "source": [ "# Using the Pre-Defined Augmentation Class (Optical)" @@ -138,7 +210,6 @@ { "cell_type": "code", "execution_count": 4, - "id": "f5cb119b-8694-476d-a11f-94cb0ba0aabb", "metadata": { "tags": [] }, @@ -171,7 +242,6 @@ { "cell_type": "code", "execution_count": 5, - "id": "9da101e3-4055-4dc8-9d96-0feac3edd6dc", "metadata": { "tags": [] }, @@ -187,12 +257,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "-0.029869856 0.82228744\n" + "-0.033680033 0.84104854\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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BS+GKYXUAZF3gZKQwA+2bDo+Ob33zIJmnbojjGv1G5xmCCxiU6MfoXgytuxRwoc8HhVRWRiEowkL4Gxra70I8BGImaxscrSCEAvfiSMdMc+wvPZ6vhH+eBOZDB1MQ8FniN2CSJEmStBG/AVPn0fc8c9ZTkCRJku5JfgMmSZIkSRvxAUySJEmSNuJfQZQkSafytre+rRujF9KhoRHoGyw6wvDFut8l7yjCgQEQiF7A9trYj+4Wfq+NhwiDFPsYYWyGJgBtD6aIF2FaqCNw7KMvGuDxYTWjH6NDwS4HBCUKKhq1EBTBYAcseoCTS+ehDbAcRThoOnCbcNSDQxq84Lr7luIvK9sYC8strE33N4ZC6D6h3cC9Q7fnyg8bfKwW9z1j4QbWxQ8m8xswSZIkSdqID2CSJEmStBEfwCRJkiRpIz6ASZIkSdJGjHBIkqRTefOb39KNzfDSPEUvaGzp18MDvdkPEY613QJ6E38HoQCMB0DMYlyKcFB8BF7iH2HBEfazg5f9ZzgWjFng/PiEUVSC+wiwb+wRYF1j3XIrKxoz73h1rIVCCo3O98oQCl5ouDAYPEky0XzWXlcKSlC4Ao6FD6/f4LjwYaM5HrjW0u8HztnEqZd+3ZXnZqHVkoINUACmT9EkbeneA34DJkmSJEkb8QFMkiRJkjbiA5gkSZIkbcQHMEmSJEnaiA9gkiRJkrQRK4iSJOlULh5f6Mb2U98Jo4paQZ1uxjIeG2D9gap+ECjbQYFxB9XBUKEOa4lLFcR+2cL5QE2QpjOOq9bFciAU5qiMlyyU4uZ+QgUL0jbpugxUWlxbk4P5DUvfLWCMkIp3/bltc38vzxNVJ9dVHtvKMmKSNCxRQmEUTjguB/m+gk7gvPKzulgcpWs4ratb0jbXVh6xYkjXYKE6SffeAB9CukNnHGV+AyZJkiRJG/EBTJIkSZI24gOYJEmSJG3EBzBJkiRJ2ogRDkmSdCoFL66P8MI+xShGeBd+omJCkgav4lNIA8MAOB8IeEDggvY7wIv9I2wvWYgXwKINtwkBD9xHPzbQfHYQXFhonsxzf10xkAABCVqOjo8udaW/BnR8GL1YvHd6Mxw4bhHCI9MEYYYJzheeQ4p/cMChwXclM51vuCtwPxCZoft2D/OhfQSOL+GmyEDrYwuDjoX20+9konODbRSOcAwQ0qD7bKj+EWppm7wfSZIkSdImfACTJEmSpI34ACZJkiRJG/EBTJIkSZI2YoRDkiSdygwvzRdUEwaIK0BjIrUQUphg2XHs/yhDL+KPQ79vCgBQuILiITRDjF4kmSgAAlvYUWkCKwUQBYDDG2C/A+xjoaOQmeIhI0QOqOJB15UaDrDqiOeh1+A8LN07GK7ARWm5/gRNU3/CpwMsdzj024OgxNI1KKi11CnON50e3NzaoMTMy2HYhaIg8F1QYayl389Ei8F5pE8l/Sz55Iy69fFnFOxoIaRC/AZMkiRJkjbiA5gkSZIkbcQHMEmSJEnaiA9gkiRJkrQRIxySJOlUxhEKEIDCHI1iHQsvyFM0gQIgI8QwjmA/GNfAF+5hjlC9WGhw4HHTjo5gPidwzLvq903hCmhoYIRjpOhBOGZCSzbqm9B1xQtLARfaSb/nmWbDZQ0OheBu8Aj7fUOM5FD7fowCHnh/LwUcIIQCxzLDGAUu6FgmWAo7GLg1Pq/0maFeB12WAaMgEJShY17X71i8T2iOAxzLAT8bK8Ml8RswSZIkSdqMD2CSJEmStJE3/F9BfPQ9z5z1FH7Ph9/7zrOegiRJkqS7yG/AJEmSJGkjb/hvwCRJ0ungO+4UhVgZ4eAKQ3IBIg4zhTTg/fqJ4hM0c9geRS9ouRr599oclcDBft+wHwpu7MZ1QREKYVDgYAlFKgaoj4y0H6iC4D0B+50hZkEL4nLhcEVRSIFuHgqAUCkCJoTTPvSxjrZ0DWA3IwRAaN4U5sANwrprwxxL6RC4HXHfE5wgil7Q2B6DOT1qvxzj54/jGniMcDLWJzj8BkySJEmSNuMDmCRJkiRtxAcwSZIkSdqID2CSJEmStBEjHJIk6VTwfXZ6QZ7ehl+7vQTfph8hAEGxgNX7gcEZfl1NkQGKUSQJtCcy45v9/YJHFBmhwAWdB9oDhlBoLgk1RSgoshv6SAldF7wsKyMcPAiLYXiC4xxthtQErD9DmKFoeysjHHOjxAWEXsJBGbohi2766vdDlxqDKbTbCQ5m4d7BacNhYzwEb1zYHm0QUPylLUx8hg/DBPs5gglRUGbJ6+YbsKr6fVX1V6vq/VX1r571fCRJkiTpTrurD2BV9f1V9btV9auvGP/qqvqNqvrNqnpPkrTWfr219i1JvjbJH76b85IkSZKks3C3vwH7gSRfffNAVY1JvjvJO5J8QZKvr6ovuPHv3pXkmSQ/dpfnJUmSJEmbu6sPYK21n03y7CuGvzzJb7bW/l5r7STJDyX5mhvLf6C19o4kf/puzkuSJEmSzsJZRDg+M8k/uOmffzvJH6yqr0ryLyS5kFf5BqyqnkzyZJJ8zud8zt2bpSRJWgdf4l/3Qjq9IL8cXKDgBoQP4GX4kfYDoYgdxSPo+GB7I8Qoro/Di/0UbIBztoPaB0UKBjo3NBk4NwvtEKxw0PnBEAoFCWCMlls7bypUUNQhSWaKa0x9XGGGOgqNUZgBmy4QrjjQfbIw71S/Pt/KdB77BSlGQt2ShZZJb6F4Q+vT/U3Xf4bPBsVjjuC+w9gKzGVYOt9ghnkfYD9j488/ed1UEFtrP53kp1cs91SSp5Lk8ccfX3/2JN1xj77nmbOeQpLkw+9951lPQZIkaZWzqCD+TpLPvumfP+vGmCRJkiTd01Y9gFVVVyWksZV+IcnnV9XnVdVxkq9L8oHXuC1JkiRJOjfWfgP2XSvH/hFV9b4kP5fkn6iq366qb2qtHZJ8a5IfT/LrSf5aa+3X1k5YkiRJks6rV30HrKq+IslXJnmkqr79pn/1YJb+k903aa19/cL4j8XUvCRJ9wR6uX6s/o8J0AkIpQvaun5HkmRX/R9lppX7GSibAIUD6j/gweCCSZ9rSCb4FfiO6goQwqBKScFJK5ojjO3GhXgI7HuAMdoPRVhwuZVhjmGxFPIKC/WIGaIZ06Hf5kTRjOnQbxAuKs1w2vXndnfo79k9hD4SDrhU6/d0GPrjnuiegHW5erMuboMRnSRF8ZAGJw1CKDwdCHNAzKTBfGi3FGW5vut+3kfwMZogPlIL15DcKsJxnORNN5Z74Kbx55O8e/VeJEmSJEmv/gDWWvuZJD9TVT/QWvutjeYkSZIkSfektRn6C1X1VJJHb16ntfZP341JSZIkSdK9aO0D2I8k+atJvjf8V5klSZIkSbew9gHs0Fr7b+7qTCRJ0rkE7/9T84KGMrX+xfXF4AKFBuBl+BlyCNQKOILtUWgA3v9PwT5mPMJkgG2OFJpYGQChvVBbYQfBDIoUjBCKSDjCUXBt6NzSMS8FG7p1aR8rYx21Wyi4zP0xTiOFOeB7hn0/xPdyf6OMcCx4XaaFtt3Qfz4mCEhMEL2gyAwFcwLhCfocYNyGPhxJRox4wJ7h/EyHfj7UzBgpjkGfVfgZMWDpg+dIn8EBIkNLER6yNkP/dFX9a1X19qr6tE/+b/Ve7rCqeqKqnrpy5cpZTUGSJEmSbtvaB7BvSPIdSf63JB+68b8P3q1J3Upr7enW2pOXL18+qylIkiRJ0m1b9VcQW2ufd7cnIkmSJEn3ulUPYFX1L9F4a+2/v7PTkSRJkqR719oIx5fd9P8vJvljSf5OEh/AJEl6g1t4nR1G+jcfKNZAkYLrC8M41SdoRvB+/AEGRxjbwS7wdfth4SV8qAWMEKTg2AeEHSjWAfsehj4UMIz92HjE55sCEqtjGK+jsSQpOG46F1V9cWOGUAz3KNYFZTBksnDPDxAPaRCVGCHCgR8NuJ9qps8BrAn33bQUnpigXEJREIrewLwpWjPPdMzrjq8WgjkU8KECCDVT2tLnH6z9K4j/xs3/XFUPJfmh1XuRJEmSJK2OcLzSi0l8L0ySJEmSbsPad8Cezqe+sxyT/L4kf+1uTUqSJEmS7kVr3wH7z276/4ckv9Va++27MB9JkiRJumet+iuIrbWfSfJ/JXkgyZuTnNzNSUmSJEnSvWjtX0H82iTfmeSncz1h8l1V9R2ttfffxblJkqRzAMtzMER1M2wYUg4wSaB6RjuiWOKIf+SBilom2EW/LgXPqHi3uDDOe11FjQpuI1T0xl2fatthDZDn/XoqGdLY4vkGuCycC7r3xgmKnnAr4rxhv1xGXKo3wjYP9HlbVxicoYI4N9gHjsHnZeGWpWIi7bvgfB/DTwXazQF+HuB04MfJRJ/zcJV1gK3WDMe3UBMla/8K4p9P8mWttd9Nkqp6JMnfTOIDmCRJkiSttPZRbfjkw9cNH7uNdSVJkiRJWf8N2N+oqh9P8r4b//ynkvzY3ZnSrVXVE0meeOyxx85qCpIkSZJ02171W6yqeqyq/nBr7TuSfE+SP3Djfz+X5KkN5odaa0+31p68fPnyWU1BkiRJkm7brb4B+y+S/Lkkaa399SR/PUmq6otu/Lsn7ursJEnS616jt9xXvthP6GX9JBnpBXkY20FUAjshEAqYYLkZQgFD+oBDZp43BiCqX3YHxz3AHEcMO/TzoTDHsFsXhUhOF8N4PcU6bmfZeez/aLzb0f3dByCmqV+3Bog9QHBjad6UlaCYDa2+cFW7kRliFo3CE7C1cemeh8/HCWxgqnVhjwNFM+C6DLAy/XwaCz6/CV5XCopMK2MtS271HtfbWmu/0k3k+tijq/ciSZIkSbrlA9hDr/LvLt3JiUiSJEnSve5WD2AfrKpvfuVgVf2ZJB+6O1OSJEmSpHvTrd4B+7eS/GhV/el86oHr8STHSf7E3ZyYJEmSJN1rXvUBrLX2/yX5yqr6o0m+8MbwM621n7zrM5MkSecCRSqO4EX6HYQnJnq1f+FddnhfPw3epW/wIn0gCoChAWwhQLgAFlx6Bf8C/AsKioywhaLAxbiuuMBhjn7stBGO1/vY7Sy728F9QmEGuPHGqR+r/cpixoKCzxatvRzxeCWIR8BnaH9Yuzn6rCUFNyR8/DPN/Y52A32S6PMCn0uY9wHmsvRZxVAQHCKdnmprT9rK/w5Ya+2nkvzU6q1KkiRJkjq3egdMkiRJknSH+AAmSZIkSRvxAUySJEmSNrLqHTBJkqQlAwQAZniXfYIX9ueCF+QXegIFb8NXTd3YYabQRL89GhspHgBzxBDCwqv99NtufNe/IOwwQDwCIhw7OBgKbtDYacMVW4xRKORuRDho7Wnq7zG6J3DtpdrDqu2tnyMVauizMUEJo0HoI+nXbTA2U/UiSZto3uvOzwTzoc/loZ8Onpv96tgOf97mic5Zf76vLQRJiN+ASZIkSdJGzuUDWFU9UVVPXbly5aynIkmSJEmrncsHsNba0621Jy9fvnzWU5EkSZKk1c7lA5gkSZIknUdGOCRJ0qnQy/UDVCYKXnDfDX0UYsYoQDLA740b7GeGXy8XxAfg3Xp0TOtCPWBs/HvtiaISEAHAEAOMDRDrGMb+j3TDKSMc5DQxjLMaW1wWluOMQr8k3aIzrEyBC2o1LF0B+sw0GoMgBUdBINZBRz3DBulYlu75uV92pogOrD9B16NBUIR+7owQI3mg+g3O6T8H1/dDoSCKgtAHeP1jld+ASZIkSdJGfACTJEmSpI34ACZJkiRJG/EBTJIkSZI2YoRDkiSdyg6DEv2L6xQaKHixf7fwYv8wwgv7VLMgELPYUcyCugUUHxgh/gFhjiSZIXxAQRHqRxTMsSBcEjg3dL4GOA8Ueri+79dPSGP12MKxDBTSmCC4cIDgCtRaZohMBK//2vjHwr1Dg3ANG+2HohCw8wNVQWYKx9DnEusfGeHa0BEOMLqDis5+6OfYIKSx3/f7PebeBrq6749ngsLJLkf92LCy6hO/AZMkSZKkzfgAJkmSJEkb8QFMkiRJkjbiA5gkSZIkbcQIhyRJOhWKQlBcY4Z3/XcQTZgXXuyn8MFIf5TBykG/zSMIaQSiFwecTY82l3DE4wAng85j/6p/0iBwMA4Q3ICxwuVOF+HA/VBRZOU+1m5v7VjCtwFg7LkAAB4rSURBVMTh0N8TdK0C912DcMUM17RBRoOmSJGQJJkprgFzHCCaMU398RWMTXAsNJsJztcJBCqur0/Lwr0HEY5xB7EdiqjM8MmEr5YOcDAX4B5LkuPWfwZP4GfHXHtYbn3tw2/AJEmSJGkjPoBJkiRJ0kZ8AJMkSZKkjZzLB7CqeqKqnrpy5cpZT0WSJEmSVjuXEY7W2tNJnn788ce/+aznIknSG90E8YFdwQv3BWEOeFl/ohBCkpF+bwwBgd0IL8PDfPaw7h52vYP91gHCBQsVDhodhv6PYMcQwyg4Z/Sq/wgBDzoPFOvAKkSSogAEHQ1dazyWuz82LBzLDPGJGeIKE4xRSIMiHI2CFBTMgPmNS/OmzwKMNYhwQDMj89zvfZ767Z0M/dhughBGv4skHM0o+DlxoJ8JcHx0zw8wR5pPg9Fp4Xzv4DPcctyN7akoBAGfJefyGzBJkiRJOo98AJMkSZKkjfgAJkmSJEkb8QFMkiRJkjZyLiMckiTp9WOeD93YNXjJ/QgDEDTGL7M3eG9+hkDCgbMXMNK/nH8M26P4xwTTprkkyQDhA/oVOK19BOeRQgEUvdhhaAAiA0slBUoa0PWic3uHIxwD3Ttk5oOZYRw6KhiUOUz9/X2AwgXtg9BlWVqTNnmAaAYMYVCGghvHGObojzlwbi5yyyLXKBQCB47HPfX7oZ8dx2P/GLOf9/3mCoI5C5/V1uDRCO75Y1psNsIhSZIkSa87PoBJkiRJ0kZ8AJMkSZKkjfgAJkmSJEkb8QFMkiRJkjZiBVGSJJ0Ktb/2ra+MnUDGkP4gsvTbYQjrUdQvB6io1dBX66g7OMDRzGNfhCsox7WFemPBQY5QlJumfo67sd9mg4MesPxIuT2o08Ga11eHQiElE3ED/bxHqDdS8ZDmTVVF2u/U6DpzoRDH4PgmyCVOcI/NcE0bbG+GQ6GKYZIcaI5wn1CJNDA2t74SOBbcE0M/dg0/L/xpPcCyR3SM8HPi0Pp57/f9SZvoXoRzW+2o3+1CvZHKmHP6892ovrqcE+34DZgkSZIkbcQHMEmSJEnaiH8FUZLuoEff88xZT+H3fPi97zzrKUiSpFfwAUzSufd6euiRJEl6NT6ASZKkU6H4xAAv1zeoJgwQAMAuQxbiE/DS/A5rHf1+xpFCGuv2ewQvcUAGIUlyDcIQBXGFowbzgff6OSgBYYap317BuVlsBwzrzg+FFOha1wBhDphP1bo3ZChwwVGPYLCjrQyhUJiD9r02wYDXD/abJA2va3+ntQPdY/3YHsIcV+GijvC5GiBkU1StSHJEbznBZ32E5U7w8vdzvAbnbBj7R5sRIhoUVkmSYerv0YIfMhPMpxYCMLif1UtKkiRJkk7FBzBJkiRJ2si5fACrqieq6qkrV66c9VQkSZIkabVz+QDWWnu6tfbk5cuXz3oqkiRJkrSaEQ5JknQqDaIClCSAd/ATeBe+0WCSRnEGiC5QAAI6EbhujVjh6FBIAd7Lvw7ezW8DBEnonOHK/cHQfA4QmRhxkjxxuq5z9dssiDhMU7/cfk/FFAi40GWGOTY6D3ihkwmCFBjcgHlTIIP2TWEOamscIABBc1na93To97M/gTnS52CCOcK8j+CWuH/uB6/y6c4IYZ5UHwCB053juV93j9GTfuWTed/vFu6nC0sfVviZMEMcZweVkgl/DrJz+Q2YJEmSJJ1HPoBJkiRJ0kZ8AJMkSZKkjfgAJkmSJEkbMcIhSZJOhV6Gn+Ad9wFefB/hDfkJ4hFJMqV/ib/B75L3EBooKIBcHI/67UFQYlz5+2qKaFzf97qwB/UjZjiWHPrgwgBRgFYUj+iPZTEdAOeMYhhFMYRDH0OY4brOc38NKIQy0CmEgsME+02Sk30/fjj099MMsQ6Ka9CxUEiD9nGAOS5FOPZwjCdwxQ50reBezq6//gMsd5jo3PSbo8/V9Tn26xddf7i/4XRnhCrI2PpYB/3sGOBnzDgc9ztJMsPx0HyuwnWFQ17kN2CSJEmStBEfwCRJkiRpIz6ASZIkSdJGfACTJEmSpI0Y4ZAkSacEL8gP/e9457l/m32CN9yPYN0kOYFOAcc+4I83EKkIBTeqf7F/GPp1i+IhC0GCorf4YToHCC4MA5wzGNtDmGMH85khXLD0+/hWMJ/0+6kGFwaqGTNcgwmiF3RuuVoCwYSFmAXFOTC4QXGNua8rTHCtDgeITFDoA8b2FHVIst/34yPsm9IjFCmh4AadRwpmUIDlGD4vSbKD63UNAjAU1hmP+/0c0X5O1kZi+v0e0Q+OLMRDIKIzQjFnuI3vtfwGTJIkSZI24gOYJEmSJG3EBzBJkiRJ2ogPYJIkSZK0ESMckiTpVOgld4pZrI0ZHA1HuJ8BXuyn8MURxico2NDvo8FL+Idd/xI+7XeEl/WvW7d+IHrRoNYxwdh+ogwD/DEPhmohHkKjFNwoCG6MI0QTIFzQKAoB5xE7JrC9grBGkkwUvtj35+wA0YvDCSx3cgJjcH/D9iYIpjQIeCR83x4gkLGHz9aAn7d+3xSPmOAaUERnv+d5HwaKilDMpt/mrtFN2t9P+11/LDQd+rxczDWYXzLTOYMo0DD2P6Pm2/hay2/AJEmSJGkjPoBJkiRJ0kZ8AJMkSZKkjfgAJkmSJEkbMcIhSZJOB+MK/cv1A8UsIMIx4Qv82GbI0dj/UWY3QIQD2gzQFMgB5nNc/Qv3464fK3jZP0ka5CyKEhdwzmaY+GGCSMXcRwoocEGZkLE4XIEnnA6Rgg0QlRhguYIZUZeD7qcDBEEaBC4SjnBgmANCGnuIcEz7fj+0vasHCnjAXGAfSXKtwXjrAyAFYY4DnDO6R+nbmKsUo4B9jHzL4wduD4Gbi/DZwjDLhX5ohImfwId6PvRj1zAxkwx0P1KsB8IzobEFfgMmSZIkSRs5lw9gVfVEVT115cqVs56KJEmSJK12Lh/AWmtPt9aevHz58llPRZIkSZJWO5cPYJIkSZJ0HhnhkCRJpwRxDXjHfax+cEdv0hf/fhjaGmkQpLgKb83T6/FHMJ8GoQhKghQVPLIUs+iPpx36sRMIA4wQODkuCCkM/fYmCFJQrAGDAkkKx+GcwamY4Xf8FDigzgf1EWaY9zUIPTSqrYTjHPPUX9mTPUQzICjSKOBBwY1DH8w4wD6unvTLJcke7uVLEKloA0Vh4PxAcGWGe6wgXDHD9oahj78kydD6638fBDc4egFzPOm3Nw9wreFHR4PPS6al76D68QOES3ZwHseFc7FuL5IkSZKku8IHMEmSJEnaiA9gkiRJkrQRH8AkSZIkaSNGOCRJ0qnMEIDoX7dPAiEFajBMGLhIJohZ1ADhgwmiCRSAGPuX5gfYxzz3gYQZ4gjjQjzkeIT5QBdgB78X31NUAqogA/yJbpr77VEIpcH1S7iFMkNxo8HYDKEIutrU+Zih4DLBvXMC54aCEknS6J6ACAfdOycQ4ZghpEERjuzpXoT7G65LkhzPEKmg6M3U77vNcKPA8U2wjyOIaMx7+AxRgSVJjTAO+76GK/fXddrTTU8Bn34fl1v/OefkSTI12A8dC9y4FFxZ4jdgkiRJkrQRH8AkSZIkaSM+gEmSJEnSRnwAkyRJkqSN+AAmSZIkSRuxgihJkk5n6qtlhYWyfohieQeoDibJWFAthArbEezoKpTn9lDMuwQRvWno97uHat0QLvDRaL/FJBPU7ca+yjZAoe4ECnMDlBonmM2wVEEsmA8sN8ABUtSP4pYnMEcIHqbBnhtscF4oaDYoJk5UUYT1pwMsB2MvQxlxgHsMw4FwTa/rt3mVThDMu6DeSNXCGa7zQMXK4+NubIL7LkmO6HrB56joGkJCtaDUOMPn5XDoPy8nI1y/HT8C7aZ+jkdjvx+qif7D5z6C2yR+AyZJkiRJG/EBTJIkSZI24gOYJEmSJG3EBzBJkiRJ2ogRjteRR9/zzFlPQZKk23aAkMIOXuIvSE8cIAoBXY4kHHFoUz94PPZv8R/DHFMcEOgXg2M5gijAwvp7Cg3s6Pz0wQX6gxqFFDL38YEJ9kv9BwqZLC6NAYl1Y3vYzwQBFwo7HCCYMRR9j7Bw90AMg5IicDulwXwaxiz6dccGUQi4VhSESZLdymtNNZsdRC9eht0c4DQ2CH0cYGwa+Hw3uK5HEPs4hjmewOEdYDfzQGEV+BwM8PMAPn9JEjiegnN7ctKfi+eef4G3SbtZvaQkSZIk6VR8AJMkSZKkjfgAJkmSJEkb8QFMkiRJkjZihEOSJJ3KPPUvvr8EL+Fn7F9mH3f9C/ID1TbCIQaqPcztpBvbDf3vnGkv+6EfLdhvnfTH0hb/VNWHBqDNkENBuGDu512wnwbxAAqczBB1GPd8vqv6cTiNOcDqB9jmnvYzQBUCrv81uJ9miJYc0wSTHDW4/hBhuUZTpHsMShHDoR87pB/bQa1jmPt75PqO4DMD89kPcEPBvTO1/pzNDT6D0KgoiF4UVUuStLm/SSf4/F+Da1AQ+xjgWAZYd1f9eRzg+ODWSZLAbZJAKOTjLz7XjR3oZ94CvwGTJEmSpI34ACZJkiRJG/EBTJIkSZI24gOYJEmSJG3ECIckSTqVBh2FI3jhfoJ4wEQvri/9ehiWPS54OZ/WhfhEO0CQYAfbgxAC7mVaCCnAokOjoEG/3B6KGw2CC0P60AD2EbB5wSGFwGFzcwEWhDLHDNfv6tRP6AjmOMAcCw5mogNMktZfm6uwzT3M5yIcdIN7eYB4xEt7iIfAB+YC1h+SGaIZgThKg2twDUoTFK6YIDJzAueBoixLt04KIjUQsxggwrKj800xErjtTiD+MU/9uYWmx/X9wOeSrtdzzz/LG1jJb8AkSZIkaSPn8gGsqp6oqqeuXLly1lORJEmSpNXO5QNYa+3p1tqTly9fPuupSJIkSdJq5/IBTJIkSZLOIyMckiTpVCiu0SCGUOlfwqfowaXGfzy5ABEAqgCcHPptDkP/O+cDBA7gHfwc7y50YwXbg57A9WVP+n+xH/sdjRApmGG5BlGAY5j32KBSMPTn61q/1PX9zP2yO9gPXP5Q7QP6JikIQEDLIiNdZzgP0P5IkhzD2AGOr8HOscEywnIj7LzvpWCs4xrFNpIUxEPgI5PppN/RNahUHMH2sMxCn+mp396ejjlJq/54juBaj0O/zRP4fmgPu3kAfp7M8DNiav25gakkSY7hc/0JeOXp2rWlT806fgMmSZIkSRvxAUySJEmSNuIDmCRJkiRtxAcwSZIkSdqIEQ5JknTHQTMh4wRRBwgp1ELN4qRgHKoZh7n//XKD3zlj06P6KECDmAW1B+aJQwrXYI4zFCkuQjQBuw50fGO/7+Oh/2PeAOf7AsQokmSCi1hwHg/VH9+e1oVzS98EzBCFaLA9mvYMAZYkOYGLTfcE7YciIydwL09Qxzii+27qr8snwlWIgp0XXn84kxBcOZz01+B47GMWBTfeAcIjFxbu+Qbnhz5HM5zvsZ10Y8PUH98M0ZrAeZwaBXP4O6jd0cVu7MpLv4PLnobfgEmSJEnSRnwAkyRJkqSN+AAmSZIkSRvxAUySJEmSNmKEQ5IknUrNh34M/ohxCLywP/Qv5p/MCy/2Q1+hXzsZYBSjIBC9GIb+d9NHh/74RogUUJgh4VgEBS6uTX184OKuDw3sDxDXOIIAxFG/3wOcsMO0FICAeAGENK5i+AJCGhCUoOjFHpY7wmJKP++ThaDIDoYHqmvAfvZwP7506Pe9w9ALRSEoRsJ/JB/gPFJvoyhwkf6+nY/77dHln/f9crvW34u74bhfOck89Ps+mfs5HiBcArcYf4DhPFxoF/rFqp/L8cIT0IsvP9uNfeLlT/DCp+A3YJIkSZK0ER/AJEmSJGkjPoBJkiRJ0kZ8AJMkSZKkjRjhkCRJp0JxhUAUAIao1bC8H6hwjBDNOIa4xh5KAwXRjJMJfje960MDFyHWMFAdIUmD0MAAx0Kn4vlrfQCidv0f3y4N/dgezvcezhcFQZJkhPjIrmCWc39ujymuAke4h7Gi4AbENSY4h5wTCUYcBoievDzDtYLN7SCuMcIxvwQzGqEIMkH0IknwowXn7AD7oSbMHo6vIDJC0ZIG+9hXH+ZIkhogpEL3HlRhTqDBM8KJOMABTq2/Z4/G/pgvXbjY7yTJRz7+uzh+p/kNmCRJkiRtxAcwSZIkSdqID2CSJEmStBEfwCRJkiRpI0Y4JEnSqdBvc/cQOGiw4Jj+Jf6jHb/Yf+3QRwAwSIBRCYiCwIRG6j9AuOAa7HdHB5hkhvns5z4WMFYf+7i674/5EpzxNvTbuwpFiqH1f/RrxemKa+m3ObV+jjX06x8gPAKXgIYSON9w6TNTWIUCHuEgSUE8ZDj061fB+YZb9KV9X484ge0dUxCEahtJJjoeCrjA2EW4Ty6OFGuBY6ZPNezj2nStXy7JBfpc48ejvzC7o6NubDpQpKRfrqq/Z4ehn8tLVPpI8rHnn8fxO81vwCRJkiRpIz6ASZIkSdJGfACTJEmSpI34ACZJkiRJG/EBTJIkSZI2YgVRkiSdygkUD0eo7c3V18gaFNgOh75kliRt6pdtsE2s7UFZ8QT2M0EZr6BEOMD2Lg3Y9EvDal2/7Lzv53Nx7PdzAap8M1TdJthHimpyXOA7QOkxY1+9G6rfzwRjJ5AyxDk2WO7Q73ee+3WL8oRJjmA30wRlTJpj+nML0ckMEywHxzdBIXKH5c7kAPfOUjGxWw7ukx18Xug6H+B8Xai+OrjjWz4NPkcHqGoe4PNP1UKIKqZBsrRBQXOa+5Wf+/iz/QbDNcm7wW/AJEmSJGkjPoBJkiRJ0kZ8AJMkSZKkjfgAJkmSJEkbMcIhSfeoR9/zzFlPIUny4fe+86ynoLvsADGEgUoYGBSAGAXENpKk4PfGBcsOY7/cHvbdrvXRhANEKnbjcb+PBvuAAECSTDDHA0QKBphjDf26V2f44xvEHoaCMAfEMY53C7+Pn/towv4E5r3vIwd72OTJoT8W2vURjO0hhFIQVwic1yRprT8XewhfVMH6c78cXeqCQYrRNIpeHPjeOYLrT9GUGY7lBCIVh/QhDdpeQTBjhgjHCDGaJGlQ8TiCkkaDe+wA12BP8Zh9H2bZ7fo5HuDz9/HnP95vb0N+AyZJkiRJG/EBTJIkSZI24gOYJEmSJG3EBzBJkiRJ2ogRDkmSdCoUSLh0/6VubIYX7q9NFKOAgEeSqv5l+jb0L+dTXOFw0m/vQBEGGGutnzfN8ARiBknSMHJAC/ajJxR7gJUvwrnZQYRhoJUXzvc49dGEF6b+XAwUitjDNThAFAT2W0f9fF6Ce+cI+xT9crez73HXb3Sa4CJM/XcYFFaZYS8D3A97CHMkyaXq/6h+Ac73fg+fLbjpB6ieFB0LnMcBIhoTjCXJWDAO14t6OweItRwgekN7PoLz9fwnnuu3B/fxlvwGTJIkSZI24gOYJEmSJG3EBzBJkiRJ2ogPYJIkSZK0kXMZ4aiqJ5I88dhjj531VCRJesP7jV//1W7srY+8tR97y8Pd2HjpYjc2F/9+uEGwYzzAy/QQlSjYZlE8AkoBDQIJ09yPLb3WX7D+DuZDgYQJwg5pEHYY4I90FOuAcsEM4ZEkOaFeR4NYROsDF4epX3nfIAox98f8fL+5wOYywFygO3Jj/KgbK7hiV6/122xQitjB9R/gPJxA9GQH338MC9fgMENIBe7RazA2w7ojxEymob8p2nzcjR2P/XJ7iOAkybVr/X4a3JDjCPft3F8rCr1McL6Pj/t9vPjyFZzjWTqX34C11p5urT15+fLls56KJEmSJK12Lh/AJEmSJOk88gFMkiRJkjbiA5gkSZIkbaTawkt/50FVfSTJb53R7h9O8tEz2vdZ8HjvbR7vve1eON7Pba09ctaTkCTptM71A9hZqqoPttYeP+t5bMXjvbd5vPe2N9rxSpL0euZfQZQkSZKkjfgAJkmSJEkb8QHstXvqrCewMY/33ubx3tveaMcrSdLrlu+ASZIkSdJG/AZMkiRJkjbiA9irqKqvrqrfqKrfrKr3wL+/UFU/fOPf/3xVPbr9LO+cFcf7R6rq71TVoarefRZzvJNWHO+3V9X/WVW/XFX/a1V97lnM805acczfUlW/UlW/VFV/u6q+4Czmeafc6nhvWu5PVlWrqnNdClxxfb+xqj5y4/r+UlX9mbOYpyRJb2Q+gC2oqjHJdyd5R5IvSPL18IfRb0ryXGvtsST/eZK/tO0s75yVx/v3k3xjkh/cdnZ33srj/cUkj7fW/kCS9yf5T7ed5Z218ph/sLX2Ra21L8714/3LG0/zjll5vKmqB5L8m0l+ftsZ3llrjzfJD7fWvvjG/75300lKkiQfwF7Flyf5zdba32utnST5oSRf84plvibJf3fj/78/yR+rqtpwjnfSLY+3tfbh1tovJ5nPYoJ32Jrj/anW2ks3/vF/T/JZG8/xTltzzM/f9I/3JznPL4mu+QwnyX+U6788ubrl5O6CtccrSZLOkA9gyz4zyT+46Z9/+8YYLtNaOyS5kuQtm8zuzltzvPeS2z3eb0ryP9/VGd19q465qv71qvq7uf4N2LdtNLe74ZbHW1X/ZJLPbq09s+XE7pK19/SfvPHXat9fVZ+9zdQkSdIn+QAm3UJV/YtJHk/ynWc9ly201r67tfaPJfn3kvz7Zz2fu6Wqhlz/K5Z/9qznsqGnkzx646/V/kQ+9Q2+JEnaiA9gy34nyc2/Hf6sG2O4TFXtklxO8rFNZnfnrTnee8mq462qfybJn0/yrtbatY3mdrfc7jX+oST//F2d0d11q+N9IMkXJvnpqvpwkj+U5APnOMRxy+vbWvvYTffx9yb50o3mJkmSbvABbNkvJPn8qvq8qjpO8nVJPvCKZT6Q5Btu/P93J/nJdn7/w2prjvdecsvjraovSfI9uf7w9btnMMc7bc0xf/5N//jOJP/3hvO70171eFtrV1prD7fWHm2tPZrr7/m9q7X2wbOZ7qmtub5vv+kf35Xk1zecnyRJSrI76wm8XrXWDlX1rUl+PMmY5Ptba79WVf9hkg+21j6Q5PuS/A9V9ZtJns31P/CcS2uOt6q+LMmPJnlzkieq6i+21n7/GU77NVt5fb8zyZuS/MiNtsrfb62968wmfUorj/lbb3zrt0/yXD71C4ZzZ+Xx3jNWHu+3VdW7khxy/WfWN57ZhCVJeoOq8/uFjSRJkiSdL/4VREmSJEnaiA9gkiRJkrQRH8AkSZIkaSM+gEmSJEnSRnwAkyRJkqSN+AAm3SFVNVXVL1XVr1bVj1TVfVX1eFX9lde4vR+oqne/Yuwbqup9rxh7uKo+UlUXFrbzjVX1X72WOUiSJOnO8gFMunNebq19cWvtC5OcJPmW1toHW2vfdgf38aNJ/tmquu+msXcnebq1du0O7keSJEl3gQ9g0t3xt5I8VlVfVVX/U5JU1X9ZVf/Bjf//z1XVz1bVUFVfWlU/U1Ufqqofr6q3L220tfZ8kp9J8sRNw1+X5H1V9URV/XxV/WJV/c2qetsr13/lt2pV9Ymb/v93VNUvVNUvV9VfPPUZkCRJUscHMOkOq6pdknck+ZVX/Ks/l+RPVdUfTfJXkvzLScYk35Xk3a21L03y/Un+41vs4n25/tCVqvqMJP94kp9M8reT/KHW2pck+aEk/+5tzPmPJ/n8JF+e5IuTfGlV/ZG160uSJGmd3VlPQLqHXKqqX7rx//9Wku9L8pWf/JettZeq6puT/GySf7u19ner6guTfGGSn6iq5PoD2T+8xX6eSfJfV9WDSb42yf/YWpuq6rOS/PCNb9COk/w/tzH3P37jf79445/flOsPZD97G9uQJEnSLfgAJt05L7fWvvjmgRsPVTf7oiQfS/IZn1wkya+11r5i7U5aay9X1d9I8idy/Zuwb7/xr74ryV9urX2gqr4qyV+A1Q+58c13VQ25/qD2yXn8J62171k7D0mSJN0+/wqitJGq+twkfzbJlyR5R1X9wSS/keSRqvqKG8scVdXvX7G59+X6g9fbkvzcjbHLSX7nxv//hoX1PpzkS2/8/3clObrx/388yb9SVW+6MY/PrKq3rjw0SZIkreQDmLSBuv5V2Pcl+Xdaa/9vkm9K8r25/hl8d5K/VFX/R5Jfyk1/bfFV/ESuf4v2w621dmPsLyT5kar6UJKPLqz33yb5p27s6yuSvJgkrbX/JckPJvm5qvqVJO9P8sDtHqckSZJeXX3qz26SJEmSpLvJb8AkSZIkaSM+gEmSJEnSRnwAkyRJkqSN+AAmSZIkSRvxAUySJEmSNuIDmCRJkiRtxAcwSZIkSdqID2CSJEmStJH/H9qPqXaAWIaXAAAAAElFTkSuQmCC\n", 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" ] @@ -278,7 +348,6 @@ { "cell_type": "code", "execution_count": null, - "id": "116453cf-7c06-48dd-abb1-121ba1be956b", "metadata": {}, "outputs": [], "source": [] @@ -286,7 +355,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -300,7 +369,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/RadioDemonstration.ipynb b/RadioDemonstration.ipynb index b8cdee3..4634a9b 100644 --- a/RadioDemonstration.ipynb +++ b/RadioDemonstration.ipynb @@ -2,7 +2,6 @@ "cells": [ { "cell_type": "markdown", - "id": "dd68c28f-6e33-413f-bea4-67a0ab18a8cb", "metadata": {}, "source": [ "# Radio Composite Augmentation Demonstration\n", @@ -12,7 +11,6 @@ { "cell_type": "code", "execution_count": 1, - "id": "0e257f58-d2bf-453d-9433-dce1c729d5a5", "metadata": {}, "outputs": [], "source": [ @@ -20,7 +18,7 @@ "from astroaugmentations.datasets.MiraBest_F import MBFRFull\n", "\n", "import albumentations as A\n", - "from albumentations.pytorch import ToTensorV2\n", + "#from albumentations.pytorch import ToTensorV2\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np" @@ -28,7 +26,6 @@ }, { "cell_type": "markdown", - "id": "cb95ae95-c9fd-486c-8e59-b0ecfabb089b", "metadata": {}, "source": [ "# Composing a Custom Transformation" @@ -37,7 +34,6 @@ { "cell_type": "code", "execution_count": 2, - "id": "93b09ade-5a28-4b22-b08d-ca95abd1d308", "metadata": {}, "outputs": [], "source": [ @@ -59,14 +55,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "3d6ea77a-0592-445c-b36a-fb2563dcfdf1", "metadata": { "tags": [] }, "outputs": [ { "data": { - "image/png": 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" ] @@ -132,7 +127,6 @@ }, { "cell_type": "markdown", - "id": "eca40242-3b92-4327-a885-fcd1d3e0ca32", "metadata": {}, "source": [ "# Using the Pre-Composed Augmentation Class (Radio)" @@ -141,7 +135,6 @@ { "cell_type": "code", "execution_count": 4, - "id": "f5cb119b-8694-476d-a11f-94cb0ba0aabb", "metadata": { "tags": [] }, @@ -163,14 +156,14 @@ { "cell_type": "code", "execution_count": 5, - "id": "9da101e3-4055-4dc8-9d96-0feac3edd6dc", "metadata": { + "scrolled": false, "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -227,7 +220,6 @@ { "cell_type": "code", "execution_count": null, - "id": "116453cf-7c06-48dd-abb1-121ba1be956b", "metadata": {}, "outputs": [], "source": [] @@ -235,7 +227,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -249,7 +241,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/astroaugmentations/datasets/galaxy_mnist_tf.py b/astroaugmentations/datasets/galaxy_mnist_tf.py new file mode 100644 index 0000000..dfc10da --- /dev/null +++ b/astroaugmentations/datasets/galaxy_mnist_tf.py @@ -0,0 +1,93 @@ +# 05.07.2022 + +import tensorflow as tf +import h5py +import numpy as np + +import tensorflow_datasets as tfds + + +class GalaxyMNIST(tfds.core.GeneratorBasedBuilder): + """`GalaxyMNIST `_ Dataset. + + Based on MNIST/FashionMNIST torchvision datasets. + + Args: + data_dir (string): Root directory of dataset where ``GalaxyMNIST/raw/train_dataset.hdf5`` + and ``GalaxyMNIST/raw/test_dataset.hdf5`` exist. + split (bool, optional): If 'train', creates dataset from ``GalaxyMNIST/raw/train_dataset.hdf5``, + otherwise from ``GalaxyMNIST/raw/test_dataset.hdf5``. + download (bool, optional): If True, downloads the dataset from the internet and + puts it in root directory. If dataset is already downloaded, it is not + downloaded again. + transform (callable, optional): A function/transform that takes in an PIL image + and returns a transformed version. E.g, ``transforms.RandomCrop`` + target_transform (callable, optional): A function/transform that takes in the + target and transforms it. + """ + + VERSION = tfds.core.Version('0.1.0') + RELEASE_NOTES = { '0.1.0': 'First Test',} + + def _info(self) -> tfds.core.DatasetInfo: + """Dataset metadata (homepage, citation, ...).""" + return tfds.core.DatasetInfo( + builder=self, + description=""" + Galaxy Zoo DECaLS, GalaxyMNIST dataset by M. Walmsley and DECaLS collaboration + """, + homepage="https://github.com/mwalmsley/galaxy_mnist", + features=tfds.features.FeaturesDict({ + 'image': tfds.features.Image(shape=(64,64,3)), + 'label': tfds.features.ClassLabel( + names=["smooth_round", "smooth_cigar", "edge_on_disk", "unbarred_spiral"]) + }), + citation=r""" + @ARTICLE{2022MNRAS.509.3966W, + author = {{Walmsley}, Mike and {Lintott}, Chris and {G{\'e}ron}, Tobias and {Kruk}, Sandor and {Krawczyk}, Coleman and {Willett}, Kyle W. and {Bamford}, Steven and {Kelvin}, Lee S. and {Fortson}, Lucy and {Gal}, Yarin and {Keel}, William and {Masters}, Karen L. and {Mehta}, Vihang and {Simmons}, Brooke D. and {Smethurst}, Rebecca and {Smith}, Lewis and {Baeten}, Elisabeth M. and {Macmillan}, Christine}, + title = "{Galaxy Zoo DECaLS: Detailed visual morphology measurements from volunteers and deep learning for 314 000 galaxies}", + journal = {\mnras}, + keywords = {methods: data analysis, galaxies: bar, galaxies: general, galaxies: interactions, Astrophysics - Astrophysics of Galaxies, Computer Science - Computer Vision and Pattern Recognition}, + year = 2022, + month = jan, + volume = {509}, + number = {3}, + pages = {3966-3988}, + doi = {10.1093/mnras/stab2093}, + archivePrefix = {arXiv}, + eprint = {2102.08414}, + primaryClass = {astro-ph.GA}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2022MNRAS.509.3966W}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} + } + """, + ) + + def _split_generators(self, dl_manager: tfds.download.DownloadManager): + """Download the data and define splits""" + extracted_path = dl_manager.download_and_extract({ + 'train': "http://www.jb.man.ac.uk/research/MiraBest/MiraBest_F/train_dataset.hdf5.gz", + 'test': "http://www.jb.man.ac.uk/research/MiraBest/MiraBest_F/test_dataset.hdf5.gz" + # 'train':"/home/pearsonw/dev/deep_learning/AstroAugmentations/data/GalaxyMNIST/raw/train_dataset.hdf5.gz", + # 'test':"/home/pearsonw/dev/deep_learning/AstroAugmentations/data/GalaxyMNIST/raw/test_dataset.hdf5.gz" + }) + return { + 'train': self._generate_examples(path=extracted_path['train']), + 'test': self._generate_examples(path=extracted_path ['test']), + } + + def _generate_examples(self, path): + """Geneartor of examples for each split""" + print('generator') + with h5py.File(path, 'r') as f: + images = f['images'][:] + images = images.astype(np.uint8) + # images are saved as NHWC convention + + targets = f['labels'][:] # integer-encoded (from 0) according to GalaxyMNIST.classes + targets = targets.astype(np.int64) # dtype consistent with mnist (same as tensor.long()) + + f.close() + + for i in range(0, len(images)): + yield i, {'image':images[i], 'label':targets[i]} \ No newline at end of file