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@jcreinhold
Last active November 17, 2018 17:47
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implement an itemlist to load in nifti files (as source and target)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ItemList with NIfTI Images"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup notebook"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import torch\n",
"from torch import nn\n",
"import torchvision.transforms as torch_tfms"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Support in-notebook plotting"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Report versions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"numpy version: 1.15.4\n",
"matplotlib version: 3.0.1\n"
]
}
],
"source": [
"print('numpy version: {}'.format(np.__version__))\n",
"from matplotlib import __version__ as mplver\n",
"print('matplotlib version: {}'.format(mplver))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"python version: 3.7.0\n"
]
}
],
"source": [
"pv = sys.version_info\n",
"print('python version: {}.{}.{}'.format(pv.major, pv.minor, pv.micro))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reload packages where content for package development"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define test images"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"train_dir = '/Users/jcreinhold/Research/data/nn_test/real/train/'\n",
"val_dir = '/Users/jcreinhold/Research/data/nn_test/real/test/'"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import fastai as fai\n",
"import fastai.vision as faiv\n",
"import torchvision\n",
"from torch.utils.data import DataLoader\n",
"from niftidataset import glob_nii"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fastai version: 1.0.26\n",
"pytorch version: 1.0.0.dev20181014\n",
"torchvision version: 0.2.1\n"
]
}
],
"source": [
"print(f'fastai version: {fai.__version__}')\n",
"print(f'pytorch version: {torch.__version__}')\n",
"print(f'torchvision version: {torchvision.__version__}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup and test ItemList for NIfTI"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import nibabel as nib\n",
"from functools import singledispatch\n",
"from pathlib import PosixPath\n",
"\n",
"def open_nii(fn):\n",
" \"Return `Image` object created from image in file `fn`.\"\n",
" x = nib.load(str(fn)).get_data()\n",
" return faiv.Image(torch.Tensor(x))\n",
"\n",
"@faiv.TfmPixel\n",
"@singledispatch\n",
"def get_slice(x, pct:faiv.uniform=0.5, axis:int=0):\n",
" \"Crop `x` to `size` pixels. `pct` select focal point slice.\"\n",
" s = int(x.size(axis) * pct)\n",
" return x[np.newaxis,s,:,:].contiguous() if axis == 0 else \\\n",
" x[np.newaxis,:,s,:].contiguous() if axis == 1 else \\\n",
" x[np.newaxis,:,:,s].contiguous()\n",
"\n",
"tfms = [\n",
" get_slice(pct=(0.4,0.6), axis=2),\n",
" faiv.flip_lr(p=0.5),\n",
" faiv.rotate(degrees=(-45,45.), p=0.5),\n",
" faiv.zoom(scale=(0.95,1.05), p=0.8)\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"src_data = glob_nii(train_dir+'t1')\n",
"tgt_data = glob_nii(train_dir+'flair')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/Users/jcreinhold/Research/data/nn_test/real/train/t1/KKI2009-36-MPRAGE_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/t1/KKI2009-38-MPRAGE_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/t1/KKI2009-39-MPRAGE_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/t1/KKI2009-40-MPRAGE_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/t1/KKI2009-41-MPRAGE_norm.nii.gz']"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"src_data"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/Users/jcreinhold/Research/data/nn_test/real/train/flair/KKI2009-36-FLAIR_reg_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/flair/KKI2009-38-FLAIR_reg_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/flair/KKI2009-39-FLAIR_reg_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/flair/KKI2009-40-FLAIR_reg_norm.nii.gz',\n",
" '/Users/jcreinhold/Research/data/nn_test/real/train/flair/KKI2009-41-FLAIR_reg_norm.nii.gz']"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tgt_data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"srcd = fai.ItemList(src_data, create_func=open_nii).split_by_idx([1])\n",
"tgtd = fai.ItemList(tgt_data, create_func=open_nii).split_by_idx([1])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"train_ll = fai.LabelList(srcd.train, tgtd.train, tfms, tfm_y=True)\n",
"val_ll = fai.LabelList(srcd.valid, tgtd.valid, tfms, tfm_y=True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"ll = fai.LabelLists('.', train_ll, val_ll)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"idb = faiv.ImageDataBunch.create_from_ll(ll, bs=2, device=device)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## View the sampled images/slices"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"x,y = ll.train[0]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"Image (1, 204, 256)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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O2PoCGO4+1eN/BD9qzRfiDb7X1oWmu6jcRyatfzW5HngYCxEk/LCnUIo64J6CvTdafVfDtw2oSaFcXNuxWWO6k2u0r/xfPjae578Yr5zFZHmOFx7oY6WkkuWCaSfKkvdcrqy3jb3nbmlHZLy84yjMOHsc8HiqMoVIvXmVr67xezT6O9mn01RQ8WfEzR5EuNO06K7uHuiS7XF4TBhzuXELDEIHseT6Vwd9/pLx2UFwqsrEsSu7BPfA6j0Fdt4luPC2s6cDpukJgzqWCW+2UApl1Jz+h/CuUtPDBuvFSafDNNFHJIMifCqrD+L2AFfW5LHB4TCvlhKna7fNq9Fa+nl0t82RgqtBNyd1KK663tp+vbXudl4V+Gvh/RHtfFPjPWNJt7EoN8uoXKxxyev3QWOO4xzW/dah8MpLB/EGj6hostnJKqW0qXUEiugBxlUYMCe2QDitzwdp0eleEp/Dxht783Zb7K8drHMMf3vnGSuM42jJJr5+/bU8KfC6bwRayaV4bttBuoJDNc6rHGLWRYlHPmBGAJBz1AbLV8ll9SrxHn/1etVqL3uVOPLycivK7i3GSbfu31227d+S4DB55j6ODxNWUZVZJKSjz2vfTlum7aO0X1Wjdk/nL/gpx8SNG8bfErSdL0FhLDp9rKstzGcwu5YfLGfReh96+Y62/iF4q/4S/wAUTanEoW3jAhs0CgbYV4XoASTycnnnmsSv2zCYSlgcLDD03eMEkr+R/ojwZw/T4W4XwuVwbfso2be7bbk2+m8tlotltqUUUV0H04UUUUAFFFFABRRRQAUUUUAFFFFABRRRQB9EfsDfAvwt8Q9c1L4jeLUN3D4fmhitNLZPkmnkDFXc91UKTt7nHNfactnqGoyO11a3cxig3m2023V5ZckKqImVRcDoCdqgHvXz9+wP8R/h94e/Z5urDWdVlgutP1i4nuUjiBJSRFAx0OeMAc/eNfRdprPhjxJ4Ut7uwto9StZ8G1nikPmorHJTHr/sHj3r4TPa+MWNbcJcqfLF202Tuntrq317P3bH8A+NGZZ3j+PsVPFwn7CjNUqd78qSjGT5XZJOd3JvVu61aStn6c2h6TrcEUniXy18sN9jazlN1t9BEucgnjhsZ5zVL4qx3kOu6H4S0tJGkv5ml2TKPOJ6qhUHbHg9e9dZod9BpMN34fvLie2jkAMMxPlvH/Cd23JA5AKhgAKrSfDzV/GfxnsI4JYxBoOjhryZJsBEZwpZcckknjGSAcnvXhwzCnhsc8RXlaNOEpXeztH3Xol9qSVrt3suqZ+bZbUoSxqqON3GM3r1lyvlW3d3vvoeq2eoN4V8AWGlm4RZ4tNRgJ12iDB3SThf4ssdq4+8az7M/broQJKYbeBWk1C8ml8o8ruK5XLAkcuevYVZ8aT2tmktnJexrJbWcMoUqWCk/wCpiGf4VAzjuTkiuYhsnmt443vSsfmo9zE8nzXE8jfL5hH8PfFfmWXYWFfDTxDfLKpJybt/Nd3W19Hp05nd33OXFVmqyg9VFWt6f192iNDU4be4thNq1x5eksxFlZwHcbnurY/gT0Xr3NZeuMbSwSwu0+0vJmS00iwkzGkeOXkJIJPqfyqTU/G0K65e28UImuYZTbWqvgrCOjyYTguT930FR3Wm3mqaBPYfbbfTo33eb56gy3G3n55OuB/cXj1r3cNSrYdU5V/djdP71urJyvquaSXNJ3tKEVd8k3Bza/r+u3bzZx0jqbhLOVWl1IvsjsLZvLtbePPSaTPzn/YHHqe1QfExvG/ifRtR+FXhrTYLzVriNEk1CYrbwWUWfmCKCI9x7ZyT+NaTaZqEdhLN8MdA1LxBd2sIlubSDS2khh9GnnOEgjB+ZgckgYrN1a4bw3DYaFPciW/2+dPfxvxLORukkVuRsX7o9hmvsqE6VbFx9naU4apPeMl7ylKKkpRgklaLtz3veSTPYwvt8HOji1TTs7wT6uOrk11jFpddXo27NHzr4t+AHxf+F0s2q6foVykMAMl1cx7Lhm+XjeY8lWOAAFHAyTmtP4XftifEP4cXQ8PeLpE1Tw7Eu+aC+uCTCeNxtpAMBgcAKwy3PXGK951O+jNlJqMskMEduqrKQSpAOBncvJUn+PnNeU/tE/BW38YaddzaXIkXiC0Rrq2NrbAfbI0G9kcH5fMUYKN3AP0P11HMMNnNFYbNaUZX6pPR9+ri1daxkrJ9rn63kXHuW8VVY5dxPhYOM/d9qk047K76q117yklFNNxaVl614c+NnwZ+IOj2XinTtTtoLfL/AG1tVE0M0sp52yuitGyovQjDHNaWsePf2arm8bVvDnj3TZoraJYZ7KxNxdO0rfwEoihcDne5Hoa+TfgX8YdJ+CGoS6JqfiSxsLG90sxXN3c5lhE2TIl1EDna2AVyF3OQetZ37UX7dlh8aJxeWngbTdEvLmyihvptOxGJ2hQKXKwwxgmV13HcDyTkmvGq8G1IZxCnSlUjQtK8lUjpezUXGUbu/vJSTvGy0Sat1x8GsRjOIKuFwtKo8O3FxqXikoPm3bSbceXVRu3eLajdn0346+Pfwz1bRG8AeB4otRu57d0ju7y+jtIYlzxvXcZXYdgpGDXyT+0N+0fbyeE774ei4u9ZvLuA2n227kaKC1hVsHyowSXJx9+Q5/2cV4Td+P8AxLcwzWkd75UMwZWjiUD5WOSCRyRn16dOlYtfWZZkuAyik4ULu7veTu79Xfpfskl3ufufCHgrknDWKjWqz9pyuMoppJ88dbuS1tt7seVO3vOWwUUUV6h+1hRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRSorO4RRkk4AoA7v4LeDdZ8drqOg6RcyI5COqBiqyOM4XPY88Zr6o/Y78T+Ifh3ba14L+KOv+K7a1msTDZR6DB9peNvMBIkHJERXI6gnPHAre/Y5/Zrm+BHhdPF2rX1reaprdhDcRzafd+YkURG6RMMoIlVWToDjLckYNexXL2y6reXcZaKS5nC3z2qAyTyJDmNTtxkkdAcAnrXyeb51hcVTqYNQ5oWXvJ2fMpJ6Jwls1a/LumttT+NPE/wAWcvzXMMXk+HoRr4dcvLPZqpHSTTcW0rpxva7s/stnN/ELxBoTfA7U/HN142tpYLIpBqOl6fbOt7JHvDJGVcDYp2jLDOTgd61f2fbXxBrnh1/iBqGpwRJNcotpDJIWf7EU8198XDrMflCgnawDc1na3pGk6/ZumvWBkeK4ME9pfWzRT20iDcElRuH4w3Ur6Gtf4VW10uo+IrLSo0gNs9qIb28HmW82YuMgcqo5Hoor57HJQyKtCE95813GNlFuK5U1vv8AFZtq1k0rv8YnXwcMkqYSnRaqRlzNyaaUXyxstteZ3lJX920Ukk5P0bxJe2dhYX2r6mWVNOtpLyQW+k7JJndlKkw7ipIVlOAeFBrlJPGjx3csGs29vqEE8AY3iW+xmLLwyAEbBzwPaun8T3tr4k06Xw1ctPYfakW1vkZo5GgACsmx14liJGAeG2nHNc7ZeHNGCX15e3c5it3aGEwIqxvIOgAY7gM447A18Zk8cLDCN4qL5tLJX20Saa6uWujatZ2slb5qu6SVlq7u/wB2n6/rrqVfDOn2cWrhVu1TMZRnbK4X6gck9811Eetpaz2N7pemrqk5uVWWy1SxWdWhXrFngxeo29e5rnrK72u0LRSTFGX7SoAPkD3/ALuO1WtKXQx4qsba+8RW/wBijUurW8rgSuT/AKs7uQueuPfFduY0liZSnVTdovTV3Si9PdtLW6tZxfVOyuuahOoqia37v/g6fg13Oa179s/xF/w0dN8B/EPhnw/oekX7+XFJb3Bi/fMPkuJGD+W2cbdjKeAeO9ReNb3Vry7tdL1DTZBNDkbFiAeRMkluBkg88/d24rpvHH7Hum6H8arj4+R+LRqdoNMSPTrWLTGkWBypy5k2tGyoTnDDdx1riPHQj/t6KO+1B7oQgGJunmkjk4PIB6kg49q7uGJcK4v2NTJIpRVNc9lNP2iVnfmblzW0lzPtba6+54heW1sbhI4eLVSNCPtbXs6lpOTj+F2mo3d42Sd60lp4gj0yTTzoE6+YjR4TLBlU7lC5B4CnnsKZe6Vc6fBJeX9tKLi2gifas6lI9uNrnBPfjHvg1v6TpeiaxDb2bbPPt4DNL8uBJIxz5e4nso6nAxUPj9TZ6c2nwTIqNHkSIiEs0pVlQsvAYEcLjpX0tPHOWKjQSs29dGtO/XddPM+epYqUsRGlGNrvXfrZPq9Gv63Phz9rXR7jWviVq+vaXJA9outSzSW4ZV2M4jDqqn7wVhtwOmR748l8XB5J7e8LLtkhwED52YPT26ivefipfNb/ABYvbfSoZvKiubmaB7RQB5hOJCjKeF+V9zNz1xjqKviD9nvwXrvgzTdb8LeM5JrifU5Y7rRLixZUso0jBWSS4UlpC53cBQF+XnDV+hJQp0acVfXlS0b+zpfsrLd6Xt1aP744c4gwmT5HgKeMbUXTgouze8FpKydn7u7SvtvZP55or1T45/AnTfhl4R0rxHZ3yGS9fZNAgLBW2AkB97BtpyMgDOK8rqdOh99lObYHO8EsVhJc0G5K9mtYtp7+aCiiig9IKKKKACiiigAooooAKKKKACiiigAooooAK6X4NjRG+K3h5fEd2ILE6tB9omaEyBBvHO0Ak847VzVWNJ1CTSdVttViQM9rcJKqnoSrAgfpQc2NoSxOCq0YtpyjKN1urxkrrzV7o/Xf7Q2qXN9FerbgKPJE1yApAX5WIPZyoyQPvVm6kmmRaM9qkW64MGbsta8heQjtk4dtp6HoD1rmvhD8VvD3xY8BaX8UbC7dbXUomN9bblke3ukx5sTAcA5w4/2WrpNO8QiOaSe2iXIUCS1deHTrk56kHnHTBr8f+qV8NUaUX7rWmyutLX9Vfa2sX1P8sMbgsbleOqYXEwcalOTjJPpKLs1969Ho+qZz/iKXWtW0uf8A4Re0TUb3yIxp9ncfIYNq7dvzZ88cZCk8A4qP4Nad8SPDviy6vfiBe/apdYELLFHOsksMynCrMI/kjIGFKJwAea0NcttKtHk1eHRfEAtERXW8stFM9u+U3PsKsGZ0J2smO9WvMFtdQRR/bIClokk8EqjzUDAHy8D7pIIOByOhr0p1o1cDLDwiuWaad17ytZ2upO1nZu0U2/i1Z6rxmJwmVzw/so8tWzcmk520aSlzO2yeybfxX6d3PDp8Udx5+lqIZFIvILjlm2H/AFfH8cZzhgfu1gWUX2q1vLTWYtszOPJleQHdE/3SCBwR/e6HpW/YwWHiHRW12JzCodEneVyzQMDhZG/hBI4I796dt0bTY5NSNnI80FsIb6x8vy/IiLfNIgJJODglTxzkV8JRxXsFKnZud0vNSVrK7fXa73XKuqZ4rhKXp0/r+upzOs6DeRrJJppK3ka5mjVdvmoFx5gB5JPdencVjeHoNTSddRso5bZ0w08lvaCVUTPXYeRz37V3VpqjwXaDVrrz4R+5tNUVgqOh5EUhPcdsVDrnhW4i1GLxLp1uhuBJ5YtbicbbphyEKx8g4/CvVw+bypReHrpe8tG9n/d16eqvB6SVlcIppe7/AF/X/DHL+Lb3x1ojpq2leMNRM11N/oOs6PK0EcDkdDtBSRDyGjIyaqSeHb/UbmLWbqzjjuZUWWT93tVpNuWxHzgFhnjgZroozFHb3J021SWy1CDztQ05JjmCUH76AEbWU9DjkcGua+Mmq+L/AAz4Yv8Ax/8ADLxfbzi0tDcX+l6no8iybUUAlcnBfJJKD72K9DA15urCjTjGE5e7zctr7WjLli+XW9r3g3aUWuZnpYSNfMqtLB0pxi27JydlzTaVr2ej0W1r6u25SfWdT0rULyCSSeNHjZ5p0RViRmGGZ3Py5Azzn6V5P8ef2ndJisW0b4dC3vrnyvI/tbTgZo7eMgo0kfGZpmxtDdEzxwMV5F8TPjV46+J0skGqX7XbyS4trK0jeKJ8BWGLcfIAMk5foRwK7X4QfspfET4ozw61qKQ6Ja7UzqEzFpIe7KoAwxYchRwT9K/RIZTl2VU1jMxnGPKlfte33yelkknfsfu2VeHGQcIU6eacUYiF1tTv7raWl/tz6e7GKjpZ31T5b4KRXt/raeINQXTNKOlROtvcavHlLtwqhYMHIDD5tx5zt5qx4iufE+rQSCXWtFsLnVL2SS5ezu4VtJxnjDD5lAz93G3jPBr6n/4Yl/ZQXSINLbw3reoSwMkl5qU+s+QGdgd5VCrIAT05Jz1rFj/4J7/CXTdal1e6u9TvbGKMDT47lYrQQqw+WOQjJmfng4Ckc15tLxC4bq1pTn7SD2XNTtez6e897qVpJO33Ho1fEng6vmNXHOc7pJRj7GMtI3a5W6mqcnzNTSUWlytWsfJvjb4KeKfEXgu5vL/xM2rRabNJMtppky3EanBOUZSOCOowSMcV87SxtFI0boVKnBVhyK/RjW/2A/hjot0n9na9rURlkZp7eaW1kTAIOBHg5XPYYzivCf22f2Nrn4Z6PbeOvBPha0XT40IvL7TZ53W7OfmcpKxMTLnBXAHcV7WE4jyjMqkIUat5Tva65b27X3e9kne2tmkfpHAPizw3j8yWVfWHJ1Ze45UlRUW18LXM03KWzjrfR9GfLdFFFewfvgUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAe8/sZftZ23wMvLnwN43snuPDmqzK/2iFcy6fOOBKq/wAakZDL3ByORX21pGr+FNf+ya7o2v2V9FPDvtbGzm8y4kPQJ5Q+ZSM55OMcivysr7K/4JhfGeyjv5/hddWqJflzcLfnAL26KSVdsbvlIwMHkNjpXzOf5dFYarjKKfOldpPSSS89nbrHV9r6n8y+Onhnl1fBVuKMFCSrRt7WMbcso6J1Gns4q3M46yVna6bf0ubR9H8YQJbRzWwS6RliZzvGSD1BHIPcDkVp6hz49i1r7KQ9z+8/eDGJMttLDtl8daz/ABBrct9q7awjI89tH8sqp5aqQc8L/DgHGOlWdQjbVbWz12CCXJkHnFDu3Fj0BPQkdjxxXxU41JeznV0bg4N+bV7dG1p118up/HcpystdNv6/A80+BXx2v/Cmrap4O8R2lyIrzUnjmt7yUNLNOGYtEoB+UY+cg9sV9A+Hnudd0F/EOh2CJOFZATbCRpY+mVDckdiCTxyK+Uf271sNA8c6X4ut9PMb6/arHqQhlCF50+UXEbAjZJt4IHBIPNd54J/am8RfDTw9psHiLQbqaBrCHzr62nHnNGMbS8T8YVODtwa7M+4fqZ7ltLM8tpJVqtnKLejsrNbpS+G197crtul+rZ7wss3y/B51lkNMSpJ000mpQSUuTmav7y20vdNb2PcLfTry3Y6TNaiK1K7pLd4Fm8kHkj1kjzzxhl/CquqC0sVsodN1J7yHzWMNrBc4liK85SXGXUdQud3auB8K/txfAOC5m1yXWr6AqzNDZHSZSCP9r+8p4xJnC9waqaJ+1l8MPEU8E+n6zpls1xKftNlcNhGkLHHygfKcf8tBivlaPD/En1iTqYWajFJ7WTk07/zO6/mXo73u/jK/CfEuGoOdTBVUk7O9OenVbLyf+Z3GqNHHcXPiO106NZTKqSawtyEilkPJUh1yjY6qeK8p/ab8ZJY/D3VdIsdStry8vrTbmBlkZM/ejOG4BGCGFQ+Pf2mdXszc2WgBbmZr0BUklkiIjzjCzIpjkA65YZ964HxdpOnarqUPjO51YDWLqQCKAzRssqj5vLDqvOO/FfecPcOYnDV6dbGKyjblS1bslZNvVJdl7vlY+j4X4WrYfNcNjsyi4wUlKCtdylC0kpLeMNE3N3Vvna/8Df2O/Gt9pFl4vvbfSYzPGCiapdyI8mFzkhecAew4yfWvpfwTDZWltF4Y1WfST5cJiH9mzSbEzxuBfkrn+M9AeKzvgd4wsPif4UudDfR20vXbCJZ2gvZGBaPAR3t3X5Zxt4KDlRz64peIPh54lk1i6FtIkTRttlNux+TaCc7mPQKMs5+RRXy2cZtis7zGvgcyqqi6b91WtZP4ZX5nzJrZ9Xf0PM4uz3Ps+zFTzRJNN2S1SV37qtKSat1Wr0fkt3XtJf8Ac2ul3V5aRKVe3Fwu4EgkbVYfLIueQCMkHmsi9+LWv6bPdwalZQC7ClLu424xgYyQOAR0UdBmsvW9V8Q6Vo2jDRvH76lZarb/ALtrKTciDoNjdySCCRwccVzHiD7BNKNKsNUMgNxtkVskOQOT7n29a1yzJaGJgliuWpHWztK+kmpOTai9XHVNatX23+apYWXtuWV0nvZPS2jv26qz+dtSxqvxG1fxHqcEMELxJE4VZpCCIwOgJPUdz711GpXWoavDJ4c8eWbz2Mtp5d1bSxgExsPvD1PIYE9a5jTvEWjaFZiCTSEF2G+UsQwbn+6eOR1zXU+EY73xTqkGpanbmKJpvkWDbgYGACWPCZIznpXoZlSoYakpxoqEKadn9q+6cba9N/n3uYpOnKMqMORJ6O+rd7p333StbbQ/MX9ov4ZH4R/GDWPBcbEwRXBktSevlMSVHtjp+FcRX0F/wU58RaB4k/a51ubw/fxXKWtpb21xNFGFDTIp3cAn1Bz3zmvn2v0XLsRUxmX0a9SPLKcIya7NxTa6d+y9D/Szg3G4zMuE8BisX/FnSg5Pu+XV/Oyl8/MKKKK7D6QKKKKACiiigAooooAKKKKACiiigAooooAKu+HfEev+EtYh1/wxrd5p17bk+Td2Fy8MqZBBw6EEZBIOD0JqlRSaTVmRUp061N06kVKLVmmk00900000+zTXkfoD8DP29vhP8Y9dtfA3iDwwfDV/qUZiknu7vzbYTEgIqOQPLQ5wS/Uke1e9abappVtJYJrtjBaK5USG8VghH8GQeD3wflI6GvyItrmezmFxbvtcAgHAPBGDwfY13HhH4w+LlmW2vfGN1by7BGszOSsyg8JJjnvjJ4x6YyflsXwlhsRK1Cq6cXumudXXVc0rp206o/mTiz6OWVYvE+3ySu6FO2tOSlUV+8XfmStpZ81tLO1z6g/bG8U33jv4jrqyXPm6Jp9xF9kkmjRl2KcFY1X7oyM9c81dufiJ4G8eeFYdC8I3rw65OsUOL5AxgGfmOSfmGOeD04rwPwz8RdX067t9D8X3X2WwwVjdMeUCSTudSCHz0yCDzXYfCvSvAniHXbe/uNdsp7aGRhcOt0ts8nPB8s9AoPBBBNfTUcvw2EwVKjC6VJWVutl1XW+77v1OnMeDMNlWRYelinL/AGNOVOVNNxne79+NmpOUkm48y1strs9tvdF8CWWmRaHNYPrE0YykNlbNNIh7lCmAgJ7McVRsPDGgaj4/09H0q7scjbJZ6ppJtzLHj0YYfH+ya9i+HfhLw74X8OG+8G+ItT01bkAsYJ45oJRjq0bj5vQ81T8fQ+K7TSpZJLXQtYRYQ6RRSS2k6Y9EkyhP+4cGvj6ef8+MlQhfW8bybi7vR6crho/7y+TP54o8Tz9tUoYepNuXMuadRwd56P3GnTWutuZPS/NfU8n/AGkvib4E+Gng6Tw/pMcVxf3luVj+z8BD0PCjt6Cvlay+JXiW1vxqFte3MbwkLbSzTbjbjuAccBj+OM+1e0eI/hH8Yf2ivGa3l1oqabpkT+TGXsxGsad3K9S2fTg4r1L4af8ABN34KLb/APFc6tq2sPEx86C2kjtYvUDzGy2evQcV7VbNcs4dwdsRUblu0vek2/TRdlqj9y4b4g8PvDbh+ODzKv7bFVfeqRj++d3pZte5GysmubXW90c/+xr+3LqnhXUjp3xBtJn0u3Azc2enh5Ys8b1VjnbzghcZ6H1r66+IE3hLXPCcFx4htdRl0y+tBPc6XqbfZZ7pRloopVhywgOQzQZBYYya8f8ACf7N/wCzD8NL6TxTaeAtZhzKQlhd6g0lpcKB03EBwQQDkccV12g3N38QrmTWdejuBZ24UWtvGdpnLfLg9lyBy3JwK/M+IcNlGbZnHNc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\n",
"text/plain": [
"Image (1, 204, 256)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"x,y = ll.valid[0]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
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\n",
"text/plain": [
"Image (1, 204, 256)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
"Image (1, 204, 256)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import synthnn\n",
"model = synthnn.Unet(3, channel_base_power=2, is_3d=False, is_3_channel=False)\n",
"loss = nn.MSELoss()\n",
"loss.__name__ = 'MSE'\n",
"learner = fai.Learner(idb, model, loss_func=loss)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learner.lr_find(start_lr=1e-3,end_lr=1e2,num_it=50)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learner.recorder.plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "neuropp",
"language": "python",
"name": "neuropp"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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