
import theano.tensor as T


class ModRelu(lasagne.layers.Layer):
    def __init__(self, incoming, b=lasagne.init.Uniform(range=0.01), **kwargs):
        super(ModRelu, self).__init__(incoming, **kwargs)
        print(self.input_shape)
        self.n_hidden = self.input_shape[-1] // 2
        self.hb = self.add_param(b, (self.n_hidden,), name='hb', regularizable=False, trainable=True)

    def get_output_for(self, input, **kwargs):
        eps = 1e-5
        print("Inside a ModReLU")
        input_flattened = input.reshape((-1, self.n_hidden*2))

        swap_re_im = np.concatenate((np.arange(self.n_hidden, 2*self.n_hidden), np.arange(self.n_hidden)))
        modulus = T.sqrt(input_flattened**2 + input_flattened[:, swap_re_im]**2 + eps)
        rescale = T.maximum(modulus + T.tile(self.hb, [2]).dimshuffle('x', 0), 0.) / (modulus + 1e-5)
        out = (input_flattened * rescale).reshape(input.shape)
        return outHere, we mentioned the University of Mosul in particular, and what is really meant is to address the reality of university education in the governorate and why this ancient university has a stature that surpassed in reality the borders of the country to neighboring countries, and today we find many doctors and engineers, holders of degrees and prestigious specialties in the Arab world who are graduates of the University of Mosul and are really proud of that and they mention it whenever the opportunity arises for this.
The first building blocks for the University of Mosul was in 1959 AD, which is the year in which the Faculty of Medicine presented its first academic year in Mosul, but the University of Mosul appeared to be an educational scientific institution established on the ground go back to the year 1967 AD, the day on which the decision (14) was issued For establishing an Iraqi university in the name of – University of Mosul over an area to include twenty colleges, (7) research centers, (6) consulting offices, five clinics, hospitals, six museums, and a number of public and administrative directorates and universities. Mosul seeks the goals of higher education in Iraq, which is a group of studies of scientifically qualified national cadres in a hundred scientific specializations, the movement of scientific research in society, the level of cadres, the University of Mosul grants bachelor’s degrees, higher diplomas, professional diplomas, masters and doctorates in one hundred scientific specializations distributed in different fields of specialization of different departments of the university.
As for the years that followed in 2003, the University of Mosul was exposed to the poor security conditions and deteriorating services to which the various universities in the country were exposed.
Since ISIS takeover of Mosul in June 2014, the organization has taken laboratories of the university of Mosul as a place to prepare weapons and war ammunition.
It is worth mentioning that Nineweh was one of the most productive agricultural areas in Iraq before the arrival of the so-called Islamic State, as it used to produce about 1.5 million tons of wheat annually, or equivalent to 21 percent of Iraq’s total wheat production and 32 percent of barley production, but challenges remain. Continuing to this day, as the agricultural sector suffers from government negligence and poor farmers’ ability to compensate for their losses caused by successive conflicts and wars, and it is a strange paradox that Mosul, with its enormous potential for developing agriculture and agricultural production, would cover the needs of a large part of the country if invested properly.
The battles that took place in Mosul over the course of three years constituted a wave of displacement, which is one of the largest in the history of Iraq and the region. Many of the people of the province lost their homes due to the battles and the constant bombardment. For them either to kill under the weight of battles or go to the camps and save their lives. International organizations recorded varying numbers of displaced people who became homeless and without the simplest ingredients for a decent life, and the suffering did not end at this extent, and after the expulsion of the barbaric organization, they became under the weight of the influential militias in the city, which are managed by many of the heads of corruption in Iraq in general and the city in particular.
This was a simple overview of what happened and is happening until this moment in a province that is considered one of the two hearts of Iraq, Mosul and Basra. Will we soon witness the return of life to a governorate that was once its heart? or will the government of the parties continue the same approach?
The Ministry of Defence’s science laboratory has appointed Linda Knutsen as the head of a newly formed Exploration Division focusing on developing ‘transformative technologies’ for the military.
As head of the new division at the Defence Science and Technology Laboratory, she will oversee the use of artificial intelligence and analytics to pinpoint what the MoD calls transformative technologies—such as quantum cryptography and telepresence systems. The agency will then incubate the most promising of these to “imagine entirely new systems” for use by the UK’s armed forces and security forces, the government said on 1 June.Cowgirl - Noshly - Wise eating, made easy.
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Ammo is key to winning this late into wipe.

Lookup and learn what some valuable items are so you know what to alpha/gamma for extra cash in case you die. 

Run maps in offline if you're unsure about them. Learn some cheeky spots and maybe watch videos to see what common places are high traffic. Setup in those areas to surprise people.

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On Friday, June 24, at approximately 10:50 am, a 2013 Volkswagon Passat operated by Anacleide Conceicao-Dealmei, age 31, of Newark, collided with a 1994 Chevrolet Prism operated by Cynthia Stanford, age 62, of Clinton Township, at the intersection of Route 173 and Center Street. A nine year-old passenger in the Stanford vehicle suffered apparent minor injuries. The investigating officer issued Ms. ConceicaoDealmei a motor vehicle summons for Failure to Yield Right of Way at intersectionHow has nobody told me about Stan Rogers?
How to lose security-conscious customers.
I use ETrade to handle some of my monies. Sorry, "used."
I got a suspicious email from "E*TRADE SECURITIES LLC" |||EMAIL_ADDRESS||| (one of these things is not like the other), talking about STREETTRACKS FUND Shareholder Reports (lots