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								/*******************************************************************************
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								 * Copyright (c) 2015-2018 Skymind, Inc.
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								 *
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								 * This program and the accompanying materials are made available under the
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								 * terms of the Apache License, Version 2.0 which is available at
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								 * https://www.apache.org/licenses/LICENSE-2.0.
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								 *
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								 * Unless required by applicable law or agreed to in writing, software
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								 * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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								 * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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								 * License for the specific language governing permissions and limitations
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								 * under the License.
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								 *
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								 * SPDX-License-Identifier: Apache-2.0
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								 ******************************************************************************/
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								//
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								// Created by Yurii Shyrma on 12.12.2017.
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								//
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								#ifndef LIBND4J_ZETA_H
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								#define LIBND4J_ZETA_H
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								#include <ops/declarable/helpers/helpers.h>
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								#include "array/NDArray.h"
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											2020-03-02 12:49:41 +03:00
										 
									 
								 
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								namespace sd {
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								namespace ops {
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								namespace helpers {
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									// calculate the Hurwitz zeta function for arrays
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								    void zeta(sd::LaunchContext * context, const NDArray& x, const NDArray& q, NDArray& output);
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									// calculate the Hurwitz zeta function for scalars
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									// fast implementation, it is based on Euler-Maclaurin summation formula
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								    template <typename T>
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								    _CUDA_HD T zetaScalar(const T x, const T q) {
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								        const T machep =  1.11022302462515654042e-16;
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								        // FIXME: @raver119
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								        // expansion coeffZetaicients for Euler-Maclaurin summation formula (2k)! / B2k, where B2k are Bernoulli numbers
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								        const T coeffZeta[] = { 12.0,-720.0,30240.0,-1209600.0,47900160.0,-1.8924375803183791606e9,7.47242496e10,-2.950130727918164224e12, 1.1646782814350067249e14, -4.5979787224074726105e15, 1.8152105401943546773e17, -7.1661652561756670113e18};
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								        // if (x <= (T)1.)
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								        // 	throw("zeta function: x must be > 1 !");
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								        // if (q <= (T)0.)
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								        // 	throw("zeta function: q must be > 0 !");
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								        T a, b(0.), k, s, t, w;
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								        s = math::nd4j_pow<T, T, T>(q, -x);
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								        a = q;
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								        int i = 0;
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								        while(i < 9 || a <= (T)9.) {
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								            i += 1;
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								            a += (T)1.0;
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								            b = math::nd4j_pow<T, T, T>(a, -x);
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								            s += b;
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								            if(math::nd4j_abs(b / s) < (T)machep)
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								                return s;
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								        }
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								        w = a;
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								        s += b * (w / (x - (T)1.) - (T)0.5);
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								        a = (T)1.;
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								        k = (T)0.;
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								        for(i = 0; i < 12; ++i) {
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								            a *= x + k;
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								            b /= w;
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								            t = a * b / coeffZeta[i];
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								            s += t;
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								            t = math::nd4j_abs(t / s);
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								            if(t < (T)machep)
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								                return s;
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								            k += (T)1.f;
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								            a *= x + k;
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								            b /= w;
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								            k += (T)1.f;
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								        }
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								        return s;
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								    }
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								}
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								}
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								}
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								#endif //LIBND4J_ZETA_H
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