157 lines
97 KiB
Text
157 lines
97 KiB
Text
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import random"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"N90_100(\n",
|
|
" (conv1): Conv2d(1, 9, kernel_size=(3, 3), stride=(1, 1))\n",
|
|
" (conv2): Conv2d(9, 1, kernel_size=(3, 3), stride=(1, 1))\n",
|
|
")\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from models import *"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"4\n",
|
|
"torch.Size([9, 1, 3, 3])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"params = list(net.parameters())\n",
|
|
"print(len(params))\n",
|
|
"print(params[0].size()) # conv1's .weight\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from dataset import *"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"a=IMPAXDataset()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"idx = random.randrange(len(a))\n",
|
|
"i1, i2 = a[idx]\n",
|
|
"\n",
|
|
"plt.subplot(1,2,1)\n",
|
|
"plt.imshow(i1, cmap='gray')\n",
|
|
"plt.subplot(1,2,2)\n",
|
|
"plt.imshow(i2, cmap='gray')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(256, 256)"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(i2, cmap='gray')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.7.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|