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amirziai/npz.ipynb

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npz.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"bottleneck_features = np.load('DogVGG16Data.npz')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.lib.npyio.NpzFile"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(bottleneck_features)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(bottleneck_features['train'])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(bottleneck_features['test'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(6680, 7, 7, 512)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bottleneck_features['train'].shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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" ..., \n",
" [ 4.66332932e+01, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 2.75319252e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 2.39926958e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 1.10581303e+01]],\n",
"\n",
" ..., \n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 5.04087067e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 2.57693648e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 1.82061100e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 1.98497791e+01, 0.00000000e+00, 2.35418644e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 2.88710117e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],\n",
"\n",
"\n",
" [[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 5.38792419e+00, 0.00000000e+00]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 1.95736637e+01],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 3.54838257e+01],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 1.09156237e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 2.61184597e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 2.08794205e+02, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 5.52610517e-01, ...,\n",
" 1.61443174e+00, 0.00000000e+00, 3.16136475e+01],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" ..., \n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 5.50539303e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 1.58600712e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 1.01970882e+01, 0.00000000e+00, 3.62956276e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 6.58679886e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 8.45232666e-01, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 1.07112885e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 4.67950106e-03, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 1.51915751e+01, 0.00000000e+00, 5.42506905e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 4.27382965e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],\n",
"\n",
"\n",
" [[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 1.16318474e+01, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 3.02661896e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 1.87053566e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 4.18531990e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 3.11115799e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 9.71393204e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 2.04245186e+01, 1.35996914e+01]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 3.23670921e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 1.16625614e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 3.11813145e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 2.27705116e+01, ...,\n",
" 4.35806322e+00, 0.00000000e+00, 5.47922707e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 9.11395454e+00, 1.27196236e+01]],\n",
"\n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 1.17253237e+01, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 9.21266365e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 1.31566548e+00, 1.52355423e+01, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 1.87663925e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" ..., \n",
" [[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 1.02372036e+01, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" [[ 3.17892122e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 2.15360966e+01, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 3.55060720e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 2.46118712e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
"\n",
" [[ 3.87515092e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 4.20955124e+01, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 2.01059170e+01, 0.00000000e+00],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 1.08451402e+00, 0.00000000e+00, 0.00000000e+00],\n",
" ..., \n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 1.20926676e+01],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 2.10293865e+01],\n",
" [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]], dtype=float32)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bottleneck_features['train']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(836, 7, 7, 512)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bottleneck_features['test'].shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(835, 7, 7, 512)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bottleneck_features['valid'].shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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