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""" | |
A keras attention layer that wraps RNN layers. | |
Based on tensorflows [attention_decoder](https://github.com/tensorflow/tensorflow/blob/c8a45a8e236776bed1d14fd71f3b6755bd63cc58/tensorflow/python/ops/seq2seq.py#L506) | |
and [Grammar as a Foreign Language](https://arxiv.org/abs/1412.7449). | |
date: 20161101 | |
author: wassname | |
url: https://gist.github.com/wassname/5292f95000e409e239b9dc973295327a | |
""" |
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""" | |
Examples: | |
with figure_grid(5, 3) as grid: | |
grid.next() | |
# plot something | |
grid.next() | |
# plot something | |
# ...etc | |
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""" | |
A weighted version of categorical_crossentropy for keras (2.0.6). This lets you apply a weight to unbalanced classes. | |
@url: https://gist.github.com/wassname/ce364fddfc8a025bfab4348cf5de852d | |
@author: wassname | |
""" | |
from keras import backend as K | |
def weighted_categorical_crossentropy(weights): | |
""" | |
A weighted version of keras.objectives.categorical_crossentropy | |
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class RunningStats: | |
"""Computes running mean and standard deviation | |
Adapted from: | |
* | |
<http://stackoverflow.com/questions/1174984/how-to-efficiently-\ | |
calculate-a-running-standard-deviation> | |
* <http://mathcentral.uregina.ca/QQ/database/QQ.09.02/carlos1.html> | |
""" | |
def __init__(self): |
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/** | |
* eslint.recommended (annotated) | |
* ================ | |
* Annotated defaults based on eslint.recommended | |
* | |
* @author: wassname | |
* @license: MIT | |
* @website https://gist.github.com/wassname/4693303388396c5f074b10865a969b43 | |
* @date 2017-11-13T23:08 | |
* @eslint-version: 4.11.0 |
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/** | |
* Lodash mixins for combinatorics | |
* by: wassname & visangela | |
* url: https://gist.github.com/wassname/a882ac3981c8e18d2556/edit | |
* lodash contrib issue: https://github.com/node4good/lodash-contrib/issues/47 | |
* lic: same as lodash | |
* Inspired by python itertools: https://docs.python.org/2.7/library/itertools.html | |
* | |
* Usage: | |
* permutations([0,1,2],2) // [[0,1],[0,2],[1,0],[1,2],[2,0],[2,1]] |
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""" | |
Convert .gitignore to .dockerignore: quick and dirty. | |
This is a quick and dirty script to convert this: | |
`__pycache__/` | |
Into this: | |
``` | |
__pycache__ | |
*/__pycache__ |
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/* | |
** | |
** kyco.eslintrc | |
** ============= | |
** | |
** Based on http://eslint.org/docs/rules/ | |
** | |
** All rules specified in this file are taken from the URL above. We have | |
** included every single rule except for rules posted under the "Removed" | |
** section. |
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{ | |
"env": { | |
"browser": true, | |
"node": true, | |
"es6": true | |
}, | |
"plugins": ["react"], | |
"ecmaFeatures": { |