mjdietzx

from keras import layers


def residual_block(y, nb_channels, _strides=(1, 1), _project_shortcut=False):
    shortcut = y

    # down-sampling is performed with a stride of 2
    y = layers.Conv2D(nb_channels, kernel_size=(3, 3), strides=_strides, padding='same')(y)
    y = layers.BatchNormalization()(y)
    y = layers.LeakyReLU()(y)

denten

import pymongo
from nltk.data import LazyLoader
from nltk.tokenize import TreebankWordTokenizer
from nltk.util import AbstractLazySequence, LazyMap, LazyConcatenation

class MongoDBLazySequence(AbstractLazySequence):
  def __init__(self, host='localhost', port=27017, db='test', collection='corpus', field='text'):
    self.conn = pymongo.Connection(host, port)
    self.collection = self.conn[db][collection]
    self.field = field

turicas

#!/usr/bin/env python
# coding: utf-8

import os
import shlex
from subprocess import Popen, PIPE


def execute_in_virtualenv(virtualenv_name, commands):
    '''Execute Python code in a virtualenv, return its stdout and stderr.'''

turicas

#!/usr/bin/env python
# coding: utf-8

import socket
from time import time
import psutil


def get_outgoing_ip((host, port)):
    """Connect to remote host/port, return local IP used by OS"""

minrk

import sys
import shlex
from subprocess import Popen, PIPE
from IPython.utils.py3compat import unicode_to_str

def shebang(line, cell):
    cmd = shlex.split(unicode_to_str(line))
    p = Popen(cmd, stdout=PIPE, stderr=PIPE, stdin=PIPE)
    out,err = p.communicate(cell)
    if err:

minrk

import sys
import time
from subprocess import Popen, PIPE

def magic_pypy(line, cell):
    cmd = ['pypy', '-c', cell]
    tic = time.time()
    p = Popen(cmd, stdout=PIPE, stderr=PIPE)
    p.wait()
    toc = time.time()

pjotrp

/**

The following example uses this function to calculate the matrix-vector product using 
a blas/lapack routine:

  / 3 1 3 \   / -1 \ 
  | 1 5 9 | * | -1 |. 
  \ 2 6 5 /   \  1 / 

D2 version based on the C version at http://www.seehuhn.de/pages/linear

fccoelho

To install this init script, you should save mongodb to /etc/init.d/ and mongosharding.conf to /etc/

then run the following commands as root or with sudo:

chmod 755 /etc/init.d/mongodb
chown root:root /etc/init.d mongodb
update-rc.d mongodb defaults

This installation procedure was tested on UBUNTU 11.10

onedesign

# Ubuntu upstart file at /etc/init/mongodb.conf

pre-start script
    mkdir -p /var/lib/mongodb/
    mkdir -p /var/log/mongodb/
end script

start on runlevel [2345]
stop on runlevel [06]

fccoelho

'''
Pure cython version

compile with: 
$ cython cgibbs.pyx
$ gcc -shared -pthread -fPIC -fwrapv -O2 -Wall -fno-strict-aliasing -I/usr/include/python2.6 -o cgibbs.so cgibbs.c

then import from python shell and call main()
'''
import random,math, time