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from data import ROOT | |
class SchemaBuilder(object): | |
def __init__(self, prefix=''): | |
self.last_key = '' | |
self.prefix = prefix | |
self.results = {} | |
def parse(self, obj, my_key='Root'): | |
if obj is None: return 'Any' |
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import numpy as np | |
from keras.models import Sequential | |
from keras.layers.core import Dense, Activation, Dropout, TimeDistributedDense | |
from keras.layers.recurrent import LSTM | |
text = open('/home/russellp/w/data/citation-graph/abstracts.txt', 'r').read() | |
char_to_idx = { ch: i for (i, ch) in enumerate(sorted(list(set(text)))) } | |
idx_to_char = { i: ch for (ch, i) in char_to_idx.items() } | |
vocab_size = len(char_to_idx) |
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echo 'deb http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1404/x86_64 /' > /etc/apt/sources.list.d/cuda.list | |
echo 'deb http://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1404/x86_64 /' > /etc/apt/sources.list.d/nvidia-ml.list | |
apt-get update | |
apt-get install --force-yes -y nvidia-352 | |
apt-get install --force-yes -y cuda-7-5 cuda-command-line-tools-7-5 cuda-core-7-5 cuda-cublas-7-5 cuda-cublas-dev-7-5 cuda-cudart-7-5 cuda-cudart-dev-7-5 cuda-cufft-7-5 cuda-cufft-dev-7-5 cuda-curand-7-5 cuda-curand-dev-7-5 cuda-cusolver-7-5 cuda-cusolver-dev-7-5 cuda-cusparse-7-5 cuda-cusparse-dev-7-5 cuda-documentation-7-5 cuda-driver-dev-7-5 cuda-gdb-src-7-5 cuda-ld-conf-7-5 cuda-license-7-5 cuda-minimal-build-7-5 cuda-misc-headers-7-5 cuda-npp-7-5 cuda-npp-dev-7-5 cuda-nvrtc-7-5 cuda-nvrtc-dev-7-5 cuda-runtime-7-5 cuda-samples-7-5 cuda-toolkit-7-5 cuda-visual-tools-7-5 | |
apt-get install -y build-essential python-dev python-virtualenv python-pip | |
apt-get install -y libatlas-dev liblapack-dev | |
ap |
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class BOW(Embedding): | |
''' | |
Bag-of-words embedding layer. | |
The default embedding layer outputs the concatenation of [W_t * one_hot(input)]; | |
this layer simply sums over the resulting output. | |
''' | |
def get_output_shape_for(self, input_shape): | |
return (input_shape[0], self.output_dim) |
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<!-- originally from: https://raw.githubusercontent.com/barbagroup/CFDPython/master/styles/custom.css --> | |
<link href='http://fonts.googleapis.com/css?family=Fenix' rel='stylesheet' type='text/css'> | |
<link href='http://fonts.googleapis.com/css?family=Alegreya+Sans:100,300,400,500,700,800,900,100italic,300italic,400italic,500italic,700italic,800italic,900italic' rel='stylesheet' type='text/css'> | |
<link href='http://fonts.googleapis.com/css?family=Source+Code+Pro:300,400' rel='stylesheet' type='text/css'> | |
<style> | |
@font-face { | |
font-family: "Computer Modern"; | |
src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf'); | |
} |