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class AttentionWithContext(Layer): | |
""" | |
Attention operation, with a context/query vector, for temporal data. | |
Supports Masking. | |
Follows the work of Yang et al. [https://www.cs.cmu.edu/~diyiy/docs/naacl16.pdf] | |
"Hierarchical Attention Networks for Document Classification" | |
by using a context vector to assist the attention | |
# Input shape | |
3D tensor with shape: `(samples, steps, features)`. | |
# Output shape |
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def dot_product(x, kernel): | |
""" | |
Wrapper for dot product operation, in order to be compatible with both | |
Theano and Tensorflow | |
Args: | |
x (): input | |
kernel (): weights | |
Returns: | |
""" | |
if K.backend() == 'tensorflow': |
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from keras import backend as K, initializers, regularizers, constraints | |
from keras.engine.topology import Layer | |
def dot_product(x, kernel): | |
""" | |
Wrapper for dot product operation, in order to be compatible with both | |
Theano and Tensorflow | |
Args: |
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#import "TSTapstream.h" | |
#define MIXPANEL_TOKEN @"YOUR_MIXPANEL_TOKEN" | |
// ... | |
- (BOOL)application:(UIApplication *)application didFinishLaunchingWithOptions:(NSDictionary *)launchOptions | |
{ | |
[Mixpanel sharedInstanceWithToken:MIXPANEL_TOKEN]; | |