Newer
Older
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"German Traffic Sign Recognition Benchmark (GTSRB)\n",
"=================================================\n",
"Introduction au Deep Learning (IDLE) - S. Arias, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020 \n",
"Vesion : 1.2.1\n",
" - Read H5 dataset\n",
" - Evaluate the model\n",
"execution_count": 1,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"IDLE 2020 - Practical Work Module\n",
" Version : 0.1.4\n",
" Run time : Saturday 11 January 2020, 12:34:45\n",
" Matplotlib style : idle/talk.mplstyle\n",
" TensorFlow version : 2.0.0\n",
" Keras version : 2.2.4-tf\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras.callbacks import TensorBoard\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import h5py\n",
"import os,time\n",
"\n",
"ooo.init()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2/ Load dataset\n",
"We're going to retrieve a previously recorded dataset. \n",
"For example: set-24x24-L"
"execution_count": 13,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset \"set-48x48-L\" is loaded. (913.9 Mo)\n",
"\n",
"CPU times: user 0 ns, sys: 1.03 s, total: 1.03 s\n",
"Wall time: 4.18 s\n"
]
}
],
"dataset ='set-24x24-RGB'\n",
"def read_dataset(name):\n",
" '''Reads h5 dataset from ./data\n",
"\n",
" Arguments: dataset name, without .h5\n",
" Returns: x_train,y_train,x_test,y_test data'''\n",
" # ---- Read dataset\n",
" filename='./data/'+name+'.h5'\n",
" with h5py.File(filename) as f:\n",
" x_train = f['x_train'][:]\n",
" y_train = f['y_train'][:]\n",
" x_test = f['x_test'][:]\n",
" y_test = f['y_test'][:]\n",
" # ---- done\n",
" print('Dataset \"{}\" is loaded. ({:.1f} Mo)\\n'.format(name,os.path.getsize(filename)/(1024*1024)))\n",
" return x_train,y_train,x_test,y_test\n",
"\n",
"x_train,y_train,x_test,y_test = read_dataset('set-48x48-L')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We take a quick look as we go by..."
"execution_count": 3,
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_train : (39209, 48, 48, 1)\n",
"y_train : (39209,)\n",
"x_test : (12630, 48, 48, 1)\n",
"y_test : (12630,)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x338.4 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x291.6 with 36 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"print(\"x_train : \", x_train.shape)\n",
"print(\"y_train : \", y_train.shape)\n",
"print(\"x_test : \", x_test.shape)\n",
"print(\"y_test : \", y_test.shape)\n",
"ooo.plot_images(x_train, y_train, range(12), columns=6, x_size=2, y_size=2)\n",
"ooo.plot_images(x_train, y_train, range(36), columns=12, x_size=1, y_size=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now build a model and train it...\n",
"execution_count": 4,
"def get_model_v1(lx,ly,lz):\n",
" \n",
" model = keras.models.Sequential()\n",
" model.add( keras.layers.Conv2D(96, (3,3), activation='relu', input_shape=(lx,ly,lz)))\n",
" model.add( keras.layers.MaxPooling2D((2, 2)))\n",
" model.add( keras.layers.Conv2D(192, (3, 3), activation='relu'))\n",
" model.add( keras.layers.MaxPooling2D((2, 2)))\n",
" model.add( keras.layers.Flatten()) \n",
" model.add( keras.layers.Dense(1500, activation='relu'))\n",
" model.add( keras.layers.Dropout(0.5))\n",
"\n",
" model.add( keras.layers.Dense(43, activation='softmax'))\n",
" return model\n",
" \n",
"# A more sophisticated model\n",
"#\n",
"def get_model_v2(lx,ly,lz):\n",
" model = keras.models.Sequential()\n",
"\n",
" model.add( keras.layers.Conv2D(64, (3, 3), padding='same', input_shape=(lx,ly,lz), activation='relu'))\n",
" model.add( keras.layers.Conv2D(64, (3, 3), activation='relu'))\n",
" model.add( keras.layers.MaxPooling2D(pool_size=(2, 2)))\n",
" model.add( keras.layers.Dropout(0.2))\n",
"\n",
" model.add( keras.layers.Conv2D(128, (3, 3), padding='same', activation='relu'))\n",
" model.add( keras.layers.Conv2D(128, (3, 3), activation='relu'))\n",
" model.add( keras.layers.MaxPooling2D(pool_size=(2, 2)))\n",
" model.add( keras.layers.Dropout(0.2))\n",
"\n",
" model.add( keras.layers.Conv2D(256, (3, 3), padding='same',activation='relu'))\n",
" model.add( keras.layers.Conv2D(256, (3, 3), activation='relu'))\n",
" model.add( keras.layers.MaxPooling2D(pool_size=(2, 2)))\n",
" model.add( keras.layers.Dropout(0.2))\n",
"\n",
" model.add( keras.layers.Flatten())\n",
" model.add( keras.layers.Dense(512, activation='relu'))\n",
" model.add( keras.layers.Dropout(0.5))\n",
" model.add( keras.layers.Dense(43, activation='softmax'))\n",
" return model\n",
"\n",
"# My sphisticated model, but small and fast\n",
"#\n",
"def get_model_v3(lx,ly,lz):\n",
" model = keras.models.Sequential()\n",
" model.add( keras.layers.Conv2D(32, (3,3), activation='relu', input_shape=(lx,ly,lz)))\n",
" model.add( keras.layers.MaxPooling2D((2, 2)))\n",
" model.add( keras.layers.Dropout(0.5))\n",
" model.add( keras.layers.Conv2D(64, (3, 3), activation='relu'))\n",
" model.add( keras.layers.MaxPooling2D((2, 2)))\n",
" model.add( keras.layers.Dropout(0.5))\n",
" model.add( keras.layers.Conv2D(128, (3, 3), activation='relu'))\n",
" model.add( keras.layers.MaxPooling2D((2, 2)))\n",
" model.add( keras.layers.Dropout(0.5))\n",
" model.add( keras.layers.Conv2D(256, (3, 3), activation='relu'))\n",
" model.add( keras.layers.MaxPooling2D((2, 2)))\n",
" model.add( keras.layers.Dropout(0.5))\n",
" model.add( keras.layers.Flatten()) \n",
" model.add( keras.layers.Dense(1152, activation='relu'))\n",
" model.add( keras.layers.Dropout(0.5))\n",
"\n",
" model.add( keras.layers.Dense(43, activation='softmax'))\n",
" return model\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5/ Train the model\n",
"**Get the shape of my data :**"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Images of the dataset have this folowing shape : (48, 48, 1)\n"
]
}
],
"source": [
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
"(n,lx,ly,lz) = x_train.shape\n",
"print(\"Images of the dataset have this folowing shape : \",(lx,ly,lz))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Get a model, with the data shape :**"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d (Conv2D) (None, 46, 46, 96) 960 \n",
"_________________________________________________________________\n",
"max_pooling2d (MaxPooling2D) (None, 23, 23, 96) 0 \n",
"_________________________________________________________________\n",
"dropout (Dropout) (None, 23, 23, 96) 0 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 21, 21, 192) 166080 \n",
"_________________________________________________________________\n",
"max_pooling2d_1 (MaxPooling2 (None, 10, 10, 192) 0 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 10, 10, 192) 0 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 19200) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 1500) 28801500 \n",
"_________________________________________________________________\n",
"dropout_2 (Dropout) (None, 1500) 0 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 43) 64543 \n",
"=================================================================\n",
"Total params: 29,033,083\n",
"Trainable params: 29,033,083\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model = get_model_v1(lx,ly,lz)\n",
"\n",
"model.compile(optimizer='adam',\n",
" loss='sparse_categorical_crossentropy',\n",
" metrics=['accuracy'])"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"execution_count": 7,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train on 39209 samples, validate on 12630 samples\n",
"Epoch 1/5\n",
"39209/39209 [==============================] - 22s 556us/sample - loss: 0.8559 - accuracy: 0.7712 - val_loss: 0.3484 - val_accuracy: 0.9064\n",
"Epoch 2/5\n",
"39209/39209 [==============================] - 8s 202us/sample - loss: 0.1555 - accuracy: 0.9553 - val_loss: 0.2818 - val_accuracy: 0.9291\n",
"Epoch 3/5\n",
"39209/39209 [==============================] - 8s 205us/sample - loss: 0.0874 - accuracy: 0.9744 - val_loss: 0.2524 - val_accuracy: 0.9341\n",
"Epoch 4/5\n",
"39209/39209 [==============================] - 8s 202us/sample - loss: 0.0670 - accuracy: 0.9807 - val_loss: 0.2302 - val_accuracy: 0.9430\n",
"Epoch 5/5\n",
"39209/39209 [==============================] - 8s 203us/sample - loss: 0.0457 - accuracy: 0.9866 - val_loss: 0.2185 - val_accuracy: 0.9518\n",
"CPU times: user 51.1 s, sys: 8.11 s, total: 59.2 s\n",
"Wall time: 54 s\n"
]
}
],
"batch_size = 64\n",
"epochs = 5\n",
"\n",
"# ---- Shuffle train data\n",
"x_train,y_train=ooo.shuffle_np_dataset(x_train,y_train)\n",
"\n",
"# ---- Train\n",
"history = model.fit( x_train, y_train,\n",
" batch_size=batch_size,\n",
" epochs=epochs,\n",
" verbose=1,\n",
" validation_data=(x_test, y_test))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Evaluate it :**"
"execution_count": 8,
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Max validation accuracy is : 0.9518\n"
]
}
],
"source": [
"max_val_accuracy = max(history.history[\"val_accuracy\"])\n",
"print(\"Max validation accuracy is : {:.4f}\".format(max_val_accuracy))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test loss : 0.2185\n",
"Test accuracy : 0.9518\n"
]
}
],
"\n",
"print('Test loss : {:5.4f}'.format(score[0]))\n",
"print('Test accuracy : {:5.4f}'.format(score[1]))"
]
},
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6/ Do it again ;-)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n",
"\n",
" Run model : v1 : Done with : 88.80% in 5.35s\n",
" Run model : v3 : Cannot be use..\n",
"\n",
"Dataset \"set-24x24-RGB\" is loaded. (684.4 Mo)\n",
"\n",
" Run model : v1 : Done with : 90.42% in 5.49s\n",
" Run model : v3 : Cannot be use..\n",
"\n",
"\n",
"Final report is :\n",
"\n",
"|Datasets|Size|Model : v1 |Model : v3 |\n",
"|-----|-----|-----|-----|\n",
"| set-24x24-L | 229 Mo | 88.80% 5.35s | - - |\n",
"| set-24x24-RGB | 684 Mo | 90.42% 5.49s | - - |\n"
]
}
],
"source": [
"batch_size = 64\n",
"epochs = 16\n",
"\n",
"datasets = ['set-24x24-L', 'set-24x24-RGB', 'set-48x48-L', 'set-48x48-RGB', 'set-24x24-L-LHE', 'set-24x24-RGB-HE', 'set-48x48-L-LHE', 'set-48x48-RGB-HE']\n",
"models = {'v1':get_model_v1, 'v2':get_model_v2, 'v3':get_model_v3}\n",
"# datasets = ['set-24x24-L', 'set-24x24-RGB']\n",
"# models = {'v1':get_model_v1, 'v3':get_model_v3}\n",
"\n",
"report=[]\n",
"head=['Datasets', 'Size']\n",
"head.extend( [ 'Model : {} '.format(i) for i in models.keys()] )\n",
"report.append('|'+'|'.join(head)+'|')\n",
"report.append('|:-----:'*len(head)+'|')\n",
"\n",
"for dname in datasets:\n",
" print()\n",
" # ---- Read dataset\n",
" x_train,y_train,x_test,y_test = read_dataset(dname)\n",
" dsize=os.path.getsize('./data/'+dname+'.h5')/(1024*1024)\n",
" \n",
" # ---- Get the shape\n",
" (n,lx,ly,lz) = x_train.shape\n",
"\n",
" # ---- For each model\n",
" accuracy={}\n",
" duration={}\n",
" for kmodel,fmodel in models.items():\n",
" print(\" Run model : {} : \".format(kmodel), end='')\n",
" # ---- get model\n",
" try:\n",
" model=fmodel(lx,ly,lz)\n",
" # ---- Compile it\n",
" model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n",
" # ---- Train\n",
" start_time = time.time()\n",
" history = model.fit( x_train, y_train,\n",
" batch_size=batch_size,\n",
" epochs=epochs,\n",
" verbose=0,\n",
" validation_data=(x_test, y_test))\n",
" # ---- Result\n",
" end_time= time.time()\n",
" accuracy[kmodel] = '{:6.2f}%'.format(100*max(history.history[\"val_accuracy\"]))\n",
" duration[kmodel] = '{:6.2f}s'.format( (end_time-start_time) )\n",
" print(\"Done with : {} in {}\".format(accuracy[kmodel],duration[kmodel]))\n",
" except:\n",
" accuracy[kmodel] = ' - '\n",
" duration[kmodel] = ' - '\n",
" print('Cannot be use..')\n",
" # ---- Output\n",
" results='|'.join( [ ' {} {} '.format(accuracy[i], duration[i]) for i in accuracy.keys()] )\n",
" report.append( '| {:24s} | {:12.0f} Mo | {} |'.format(dname, dsize, results ) )\n",
"\n",
"print('\\n\\nFinal report is :\\n')\n",
"print('\\n'.join(report))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
{
"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",
}
},
"nbformat": 4,
"nbformat_minor": 4
}