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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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| <?php | |
| /** | |
| * Sample plugin to add a "created by" field on a resource form | |
| * | |
| * @var modX $modx | |
| * @var array $scriptProperties | |
| * | |
| * @event OnDocFormPrerender | |
| */ |
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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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| class AttentionLSTM(LSTM): | |
| """LSTM with attention mechanism | |
| This is an LSTM incorporating an attention mechanism into its hidden states. | |
| Currently, the context vector calculated from the attended vector is fed | |
| into the model's internal states, closely following the model by Xu et al. | |
| (2016, Sec. 3.1.2), using a soft attention model following | |
| Bahdanau et al. (2014). | |
| The layer expects two inputs instead of the usual one: |
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| #!/bin/bash | |
| # mail syntax: mail -s "any mail subject string" any@mail.com | |
| # or: mail "any mail subject string" any@mail.com | |
| if [ $1 == "-s" ] | |
| then | |
| subject=$2 | |
| recip=$3 | |
| else | |
| subject=$1 | |
| recip=$2 |
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| <?php | |
| /** | |
| * Wraps the value of a placeholder. | |
| * [[*introtext:wrap=`<p class="intro">|</p>`]] | |
| */ | |
| return (empty($input) === false && strpos($options, '|') !== false) ? str_replace('|', $input, $options) : ''; |
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| # --------------------------------------------------------------------------- | |
| # | |
| # Description: This file holds all my BASH configurations and aliases | |
| # | |
| # Sections: | |
| # 1. Environment Configuration | |
| # 2. Make Terminal Better (remapping defaults and adding functionality) | |
| # 3. File and Folder Management | |
| # 4. Searching | |
| # 5. Process Management |
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