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MXNet loading .rec image set, iterating through it
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import mxnet as mx\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import cv2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data_iter = mx.io.ImageRecordIter(\n",
" path_imgrec='project/train_data/city.rec',\n",
" data_shape=(3, 256, 256),\n",
" batch_size=4,\n",
" preprocess_threads=16\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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yl97CVYf2EkqHMBphNHF/zLGHHuauz36azbV1xt0+3/b613HwBbdwzbNvoR5N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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2040b2e14e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_iter.reset()\n",
"batch = data_iter.next()\n",
"data = batch.data[0]\n",
"for i in range(4):\n",
" plt.subplot(1,4,i+1)\n",
" plt.imshow(data[i].asnumpy().astype(np.uint8).transpose((1,2,0)))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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