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"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L min,max=[0.025,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-12-enhanced-L</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L-HE min,max=[0.002,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-13-enhanced-L-HE</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L-LHE min,max=[0.000,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
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"<div class=\"comment\">Saved: ./run/figs/GTS1-14-enhanced-L-LHE</div>"
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\n",
"text/plain": [
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L-CLAHE min,max=[0.000,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-15-enhanced-L-CLAHE</div>"
],
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"i=random.randint(0,len(x_train)-16)\n",
"x_samples = x_train[i:i+16]\n",
"y_samples = y_train[i:i+16]\n",
"\n",
"datasets = {}\n",
"\n",
"datasets['RGB'] = images_enhancement( x_samples, width=25, height=25, mode='RGB' )\n",
"datasets['RGB-HE'] = images_enhancement( x_samples, width=25, height=25, mode='RGB-HE' )\n",
"datasets['L'] = images_enhancement( x_samples, width=25, height=25, mode='L' )\n",
"datasets['L-HE'] = images_enhancement( x_samples, width=25, height=25, mode='L-HE' )\n",
"datasets['L-LHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-LHE' )\n",
"datasets['L-CLAHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-CLAHE' )\n",
"\n",
"pwk.subtitle('EXPECTED')\n",
"pwk.plot_images(x_expected, y_samples, range(12), columns=12, x_size=1, y_size=1,\n",
" colorbar=False, y_pred=None, cm='binary', save_as='08-expected')\n",
"pwk.subtitle('ORIGINAL')\n",
"pwk.plot_images(x_samples, y_samples, range(12), columns=12, x_size=1, y_size=1, \n",
" colorbar=False, y_pred=None, cm='binary', save_as='09-original')\n",
"pwk.subtitle('ENHANCED')\n",
"n=10\n",
" print(\"dataset : {} min,max=[{:.3f},{:.3f}] shape={}\".format(k,d.min(),d.max(), d.shape))\n",
" pwk.plot_images(d, y_samples, range(12), columns=12, x_size=1, y_size=1, \n",
" colorbar=False, y_pred=None, cm='binary', save_as=f'{n}-enhanced-{k}')\n",
" n+=1\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A function to save a dataset"
]
},
{
"cell_type": "code",
"def save_h5_dataset(x_train, y_train, x_test, y_test, x_meta,y_meta, filename):\n",
" \n",
" # ---- Create h5 file\n",
" with h5py.File(filename, \"w\") as f:\n",
" f.create_dataset(\"x_train\", data=x_train)\n",
" f.create_dataset(\"y_train\", data=y_train)\n",
" f.create_dataset(\"x_test\", data=x_test)\n",
" f.create_dataset(\"y_test\", data=y_test)\n",
" f.create_dataset(\"x_meta\", data=x_meta)\n",
" f.create_dataset(\"y_meta\", data=y_meta)\n",
" \n",
" # ---- done\n",
" size=os.path.getsize(filename)/(1024*1024)\n",
" print('Dataset : {:24s} shape : {:22s} size : {:6.1f} Mo (saved)'.format(filename, str(x_train.shape),size))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" IMPORTANT : This part can be run in 2 modes :\n",
" <li>'full' : All enhanced datasets will be generate and save in datasets_dir/GTSRB/enhanced- Need 9 GB and 8'\n",
" <li>'smart' : We only generate a very small enhanced dataset, with 2000 images, in ./data<br><br>\n",
" Default mode is 'full', ...but during formation, 'smart' mode is forced !<br><br>\n",
" Anyway, you can choose the mode you want :<br>\n",
" <li>with an environment var (export FIDLE_RUNNING_MODE=smart)\n",
" <li>in the notebook (pwk.running_mode='smart')\n",
{
"data": {
"text/markdown": [
"<br>**Generate enhanced datasets :**"
],
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]
},
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"text": [
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" - mode is : full\n",
" - output directory : /home/pjluc/datasets/fidle/GTSRB/enhanced\n",
" - nb images : 39209\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
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"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB.h5 shape : (39209, 24, 24, 3) size : 684.4 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB-HE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
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"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-RGB-HE.h5 shape : (39209, 24, 24, 3) size : 684.4 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
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"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L.h5 shape : (39209, 24, 24, 1) size : 228.8 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L-LHE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
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"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-24x24-L-LHE.h5 shape : (39209, 24, 24, 1) size : 228.8 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
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"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB.h5 shape : (39209, 48, 48, 3) size : 2736.4 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB-HE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
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"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-RGB-HE.h5 shape : (39209, 48, 48, 3) size : 2736.4 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
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"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L.h5 shape : (39209, 48, 48, 1) size : 913.9 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L-LHE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : /home/pjluc/datasets/fidle/GTSRB/enhanced/set-48x48-L-LHE.h5 shape : (39209, 48, 48, 1) size : 913.9 Mo (saved)\n",
"\n",
"CPU times: user 7min 45s, sys: 7.84 s, total: 7min 53s\n",
"Wall time: 7min 52s\n"
"# ---- To force full/smart mode\n",
"# pwk.running_mode='smart'\n",
"# pwk.running_mode='full'\n",
"# ---- Set output parameters\n",
"if pwk.running_mode == 'smart': \n",
" output_dir = './data'\n",
" nb_images = 2000\n",
"else:\n",
" output_dir = f'{datasets_dir}/GTSRB/enhanced'\n",
" nb_images = len(x_train)\n",
"\n",
"pwk.subtitle('Generate enhanced datasets :')\n",
"print(' - mode is : ', pwk.running_mode)\n",
"print(' - output directory : ', output_dir)\n",
"print(' - nb images : ', nb_images)\n",
"\n",
"# ---- Generate enhanced datasets\n",
"# \n",
"\n",
"pwk.mkdir(output_dir)\n",
"for s in [24, 48]:\n",
" for m in ['RGB', 'RGB-HE', 'L', 'L-LHE']:\n",
" # ---- A nice dataset name\n",
" filename = f'{output_dir}/set-{s}x{s}-{m}.h5'\n",
" pwk.subtitle(f'Dataset : {filename}')\n",
" \n",
" # Note : x_train is a numpy array of python objects (images with <> sizes)\n",
" # but images_enhancement() return a real array of float64 numpy (images with same size)\n",
" # so, we can save it in nice h5 files\n",
" #\n",
" x_train_new = images_enhancement( x_train[:nb_images], width=s, height=s, mode=m )\n",
" x_test_new = images_enhancement( x_test[:nb_images], width=s, height=s, mode=m )\n",
" x_meta_new = images_enhancement( x_meta, width=s, height=s, mode='RGB' )\n",
" save_h5_dataset( x_train_new, y_train, x_test_new, y_test, x_meta_new,y_meta, filename)\n",
"x_train_new,x_test_new=0,0\n",
"print('\\n')\n"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class='todo'>\n",
" Adapt the code below to read :\n",
" <ul>\n",
" <li>the different h5 datasets you saved in ./data,</li>\n",
" <li>The h5 datasets available in the Fidle project datasets directory.</li>\n",
" </ul>\n",
" \n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset loaded from h5 file.\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-16-enhanced_images</div>"
],
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"<IPython.core.display.HTML object>"
]
},
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\n",
"text/plain": [
"<Figure size 1152x507.6 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 3.94 s, sys: 132 ms, total: 4.07 s\n",
"Wall time: 4.05 s\n"
"with h5py.File(f'{output_dir}/{dataset}.h5','r') as f:\n",
" x_tmp = f['x_train'][:]\n",
" y_tmp = f['y_train'][:]\n",
" print(\"dataset loaded from h5 file.\")\n",
"pwk.plot_images(x_tmp,y_tmp, samples, columns=8, x_size=2, y_size=2, \n",
" colorbar=False, y_pred=None, cm='binary', save_as='16-enhanced_images')\n",
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"End time is : Thursday 17 December 2020, 15:07:28\n",
"Duration is : 00:08:37 855ms\n",
"This notebook ends here\n"
]
}
],
"source": [
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]
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