In [10]:
# Building the CNN
from keras.models import Sequential
from keras.layers import Convolution2D
from keras.layers import MaxPooling2D
from keras.layers import Flatten
from keras.layers import Dense
from keras.models import load_model
from keras.callbacks import EarlyStopping
# Initializing the CNN
classifier = Sequential()
# Step 1 - Convolution
classifier.add(Convolution2D(16, 3, 3, input_shape = (64, 64, 3),activation = 'relu'))
# Step 2 - Max Pooling
classifier.add(MaxPooling2D(pool_size = (2,2)))
# Adding a second convolution layer
classifier.add(Convolution2D(5120, 3, 3, activation = 'relu'))
classifier.add(MaxPooling2D(pool_size = (2,2)))
# Adding a third convolution layer
classifier.add(Convolution2D(128, 3, 3, activation = 'relu'))
classifier.add(MaxPooling2D(pool_size = (2,2)))
# Adding a 4th convolution layer
classifier.add(Convolution2D(512, 3, 3, activation = 'relu'))
classifier.add(MaxPooling2D(pool_size = (2,2)))
# Adding a 5th convolution layer
#classifier.add(Convolution2D(64, 3, 3, activation = 'relu'))
#classifier.add(MaxPooling2D(pool_size = (2,2)))
# Adding a 6th convolution layer
#classifier.add(Convolution2D(256, 3, 3, activation = 'relu'))
#classifier.add(MaxPooling2D(pool_size = (2,2)))
# Adding a 5th convolution layer
#classifier.add(Convolution2D(512, 3, 3, activation = 'relu'))
#classifier.add(MaxPooling2D(pool_size = (2,2)))
# Step 3 - Flattening
classifier.add(Flatten())
# Step 4 - Full Connection
classifier.add(Dense(output_dim = 128, activation= 'relu'))
classifier.add(Dense(output_dim = 30,activation= 'softmax'))
# Compiling the CNN
classifier.compile(optimizer = 'rmsprop', loss = 'categorical_crossentropy', metrics = ['accuracy'])
# Part 2 - Fitting the CNN to the image
from keras.preprocessing.image import ImageDataGenerator
train_datagen = ImageDataGenerator(
rescale=1./255,
shear_range=0.2,
zoom_range=0.2,
horizontal_flip=True)
test_datagen = ImageDataGenerator(rescale=1./255)
train_generator = train_datagen.flow_from_directory(
'/demo5/TrainingData',
target_size=(64, 64),
batch_size=10,
class_mode='categorical')
validation_generator = test_datagen.flow_from_directory(
'/demo5/ValidationData',
target_size=(64, 64),
batch_size=2,
class_mode='categorical')
early_stopping = EarlyStopping(monitor='val_acc', patience=15, verbose=1, mode='max')
classifier.fit_generator(
train_generator,
samples_per_epoch=2000,
epochs=500,
validation_data=validation_generator,
callbacks=[early_stopping],
validation_steps=1000)
classifier.save('/demo5/all-model.h5')
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:14: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(16, (3, 3), input_shape=(64, 64, 3..., activation="relu")`
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:21: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(5120, (3, 3), activation="relu")`
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:25: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(128, (3, 3), activation="relu")`
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:29: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(512, (3, 3), activation="relu")`
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:49: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(activation="relu", units=128)`
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:50: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(activation="softmax", units=30)`
Found 3000 images belonging to 30 classes.
Found 900 images belonging to 30 classes.
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:86: UserWarning: Update your `fit_generator` call to the Keras 2 API: `fit_generator(<keras.pre..., epochs=500, validation_data=<keras.pre..., callbacks=[<keras.ca..., validation_steps=1000, steps_per_epoch=200)`
Epoch 1/500
200/200 [==============================] - 44s - loss: 3.2964 - acc: 0.0510 - val_loss: 3.0156 - val_acc: 0.1025
Epoch 2/500
200/200 [==============================] - 44s - loss: 2.8605 - acc: 0.1020 - val_loss: 2.2473 - val_acc: 0.2340
Epoch 3/500
200/200 [==============================] - 44s - loss: 1.8192 - acc: 0.3220 - val_loss: 1.2181 - val_acc: 0.5315
Epoch 4/500
200/200 [==============================] - 43s - loss: 1.2366 - acc: 0.4970 - val_loss: 0.8636 - val_acc: 0.6595
Epoch 5/500
200/200 [==============================] - 43s - loss: 0.9765 - acc: 0.6355 - val_loss: 0.5394 - val_acc: 0.8005
Epoch 6/500
200/200 [==============================] - 43s - loss: 0.8125 - acc: 0.7070 - val_loss: 0.5368 - val_acc: 0.8400
Epoch 7/500
200/200 [==============================] - 43s - loss: 0.7140 - acc: 0.7480 - val_loss: 0.4511 - val_acc: 0.8510
Epoch 8/500
199/200 [============================>.] - ETA: 0s - loss: 0.6275 - acc: 0.7834
---------------------------------------------------------------------------
KeyboardInterrupt Traceback (most recent call last)
<ipython-input-10-279acb823fbf> in <module>()
84 validation_data=validation_generator,
85 callbacks=[early_stopping],
---> 86 validation_steps=1000)
87 classifier.save('/demo5/all-model.h5')
C:\ProgramData\Anaconda3\lib\site-packages\keras\legacy\interfaces.py in wrapper(*args, **kwargs)
85 warnings.warn('Update your `' + object_name +
86 '` call to the Keras 2 API: ' + signature, stacklevel=2)
---> 87 return func(*args, **kwargs)
88 wrapper._original_function = func
89 return wrapper
C:\ProgramData\Anaconda3\lib\site-packages\keras\models.py in fit_generator(self, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, class_weight, max_queue_size, workers, use_multiprocessing, initial_epoch)
1115 workers=workers,
1116 use_multiprocessing=use_multiprocessing,
-> 1117 initial_epoch=initial_epoch)
1118
1119 @interfaces.legacy_generator_methods_support
C:\ProgramData\Anaconda3\lib\site-packages\keras\legacy\interfaces.py in wrapper(*args, **kwargs)
85 warnings.warn('Update your `' + object_name +
86 '` call to the Keras 2 API: ' + signature, stacklevel=2)
---> 87 return func(*args, **kwargs)
88 wrapper._original_function = func
89 return wrapper
C:\ProgramData\Anaconda3\lib\site-packages\keras\engine\training.py in fit_generator(self, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, class_weight, max_queue_size, workers, use_multiprocessing, initial_epoch)
1860 max_queue_size=max_queue_size,
1861 workers=workers,
-> 1862 use_multiprocessing=use_multiprocessing)
1863 else:
1864 # No need for try/except because
C:\ProgramData\Anaconda3\lib\site-packages\keras\legacy\interfaces.py in wrapper(*args, **kwargs)
85 warnings.warn('Update your `' + object_name +
86 '` call to the Keras 2 API: ' + signature, stacklevel=2)
---> 87 return func(*args, **kwargs)
88 wrapper._original_function = func
89 return wrapper
C:\ProgramData\Anaconda3\lib\site-packages\keras\engine\training.py in evaluate_generator(self, generator, steps, max_queue_size, workers, use_multiprocessing)
1969 'or (x, y). Found: ' +
1970 str(generator_output))
-> 1971 outs = self.test_on_batch(x, y, sample_weight=sample_weight)
1972
1973 if isinstance(x, list):
C:\ProgramData\Anaconda3\lib\site-packages\keras\engine\training.py in test_on_batch(self, x, y, sample_weight)
1605 ins = x + y + sample_weights
1606 self._make_test_function()
-> 1607 outputs = self.test_function(ins)
1608 if len(outputs) == 1:
1609 return outputs[0]
C:\ProgramData\Anaconda3\lib\site-packages\keras\backend\tensorflow_backend.py in __call__(self, inputs)
2266 updated = session.run(self.outputs + [self.updates_op],
2267 feed_dict=feed_dict,
-> 2268 **self.session_kwargs)
2269 return updated[:len(self.outputs)]
2270
C:\ProgramData\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in run(self, fetches, feed_dict, options, run_metadata)
787 try:
788 result = self._run(None, fetches, feed_dict, options_ptr,
--> 789 run_metadata_ptr)
790 if run_metadata:
791 proto_data = tf_session.TF_GetBuffer(run_metadata_ptr)
C:\ProgramData\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _run(self, handle, fetches, feed_dict, options, run_metadata)
995 if final_fetches or final_targets:
996 results = self._do_run(handle, final_targets, final_fetches,
--> 997 feed_dict_string, options, run_metadata)
998 else:
999 results = []
C:\ProgramData\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _do_run(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)
1130 if handle is None:
1131 return self._do_call(_run_fn, self._session, feed_dict, fetch_list,
-> 1132 target_list, options, run_metadata)
1133 else:
1134 return self._do_call(_prun_fn, self._session, handle, feed_dict,
C:\ProgramData\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _do_call(self, fn, *args)
1137 def _do_call(self, fn, *args):
1138 try:
-> 1139 return fn(*args)
1140 except errors.OpError as e:
1141 message = compat.as_text(e.message)
C:\ProgramData\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _run_fn(session, feed_dict, fetch_list, target_list, options, run_metadata)
1119 return tf_session.TF_Run(session, options,
1120 feed_dict, fetch_list, target_list,
-> 1121 status, run_metadata)
1122
1123 def _prun_fn(session, handle, feed_dict, fetch_list):
KeyboardInterrupt:
In [7]:
import glob
import numpy as np
import csv
from keras.models import load_model
from keras.preprocessing import image
classifier = load_model('/demo5/all-model.h5')
with open('/demo5/prediction.csv', "w") as csv_file:
writer = csv.writer(csv_file, delimiter=',')
for filename in glob.iglob('/demo5/Remaining Clips/*.jpg'):
test_image = image.load_img( filename,target_size=(64, 64))
test_image = image.img_to_array(test_image)
test_image = np.expand_dims(test_image, axis = 0)
result = classifier.predict_classes(test_image, verbose = 1)
for item in train_generator.class_indices: # Python's for loops are a "for each" loop
if (result[0] == train_generator.class_indices[item]):
line = filename + ',' + item
writer.writerow([filename, item])
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---------------------------------------------------------------------------
OSError Traceback (most recent call last)
<ipython-input-7-86960748c258> in <module>()
8 writer = csv.writer(csv_file, delimiter=',')
9 for filename in glob.iglob('/demo5/Remaining Clips/*.jpg'):
---> 10 test_image = image.load_img( filename,target_size=(64, 64))
11 test_image = image.img_to_array(test_image)
12 test_image = np.expand_dims(test_image, axis = 0)
C:\ProgramData\Anaconda3\lib\site-packages\keras\preprocessing\image.py in load_img(path, grayscale, target_size)
330 hw_tuple = (target_size[1], target_size[0])
331 if img.size != hw_tuple:
--> 332 img = img.resize(hw_tuple)
333 return img
334
C:\ProgramData\Anaconda3\lib\site-packages\PIL\Image.py in resize(self, size, resample)
1628 raise ValueError("unknown resampling filter")
1629
-> 1630 self.load()
1631
1632 size = tuple(size)
C:\ProgramData\Anaconda3\lib\site-packages\PIL\ImageFile.py in load(self)
229 else:
230 raise IOError("image file is truncated "
--> 231 "(%d bytes not processed)" % len(b))
232
233 b = b + s
OSError: image file is truncated (12 bytes not processed)
Content source: apur27/public
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