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#include <iostream>
#include <cmath>
#include <fstream>
#include <AudioToolbox/AudioToolbox.h>


// Files with raw float32 data
std::ifstream ifile("ifile.f32");
std::ofstream file("file.f32");

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OpenSSL 1.0.2g  1 Mar 2016
built on: reproducible build, date unspecified
options:bn(64,64) rc4(16x,int) des(idx,cisc,16,int) aes(partial) blowfish(idx) 
compiler: cc -I. -I.. -I../include  -fPIC -DOPENSSL_PIC -DOPENSSL_THREADS -D_REENTRANT -DDSO_DLFCN -DHAVE_DLFCN_H -m64 -DL_ENDIAN -g -O2 -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -Wl,-Bsymbolic-functions -Wl,-z,relro -Wa,--noexecstack -Wall -DMD32_REG_T=int -DOPENSSL_IA32_SSE2 -DOPENSSL_BN_ASM_MONT -DOPENSSL_BN_ASM_MONT5 -DOPENSSL_BN_ASM_GF2m -DSHA1_ASM -DSHA256_ASM -DSHA512_ASM -DMD5_ASM -DAES_ASM -DVPAES_ASM -DBSAES_ASM -DWHIRLPOOL_ASM -DGHASH_ASM -DECP_NISTZ256_ASM
The 'numbers' are in 1000s of bytes per second processed.
type             16 bytes     64 bytes    256 bytes   1024 bytes   8192 bytes
md2                  0.00         0.00         0.00         0.00         0.00 
mdc2                 0.00         0.00         0.00         0.00         0.00 
md4             127034.79k   377429.23k   859238.66k  1

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OpenSSL 1.0.2k  26 Jan 2017
built on: reproducible build, date unspecified
options:bn(64,32) rc4(ptr,char) des(idx,cisc,16,long) aes(partial) idea(int) blowfish(ptr) 
compiler: arm-brcm-linux-uclibcgnueabi-gcc -I. -I.. -I../include  -fPIC -DOPENSSL_PIC -DOPENSSL_THREADS -D_REENTRANT -DDSO_DLFCN -DHAVE_DLFCN_H -ffunction-sections -fdata-sections -O3 -Wall -DOPENSSL_BN_ASM_MONT -DOPENSSL_BN_ASM_GF2m -DSHA1_ASM -DSHA256_ASM -DSHA512_ASM -DAES_ASM -DBSAES_ASM -DGHASH_ASM
The 'numbers' are in 1000s of bytes per second processed.
type             16 bytes     64 bytes    256 bytes   1024 bytes   8192 bytes
md2                  0.00         0.00         0.00         0.00         0.00 
mdc2              2197.96k     2339.09k     2417.00k     2428.89k     2446.42k
md4              11506.71k    38225.13k    93329.90k   151152.50k   184607.98k
md5               8904.43k    27768.25k    67982.16k   104957.58k   124709.36k

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"""
Original code: https://gist.github.com/brentp/7e173302952b210aeaf3

Compare speed of a cython wrapper vs a cffi wrapper to the same underlying
C-code with a fast function and a longer-running function.
This should run anywhere that has cffi and cython installed.

    $ python3.6 -V
    Python 3.6.2 (default, Jul 17 2017, 16:44:45) 
    [GCC 4.2.1 Compatible Apple LLVM 8.1.0 (clang-802.0.42)] on darwin

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"""
Based on example here: https://gist.github.com/awni/56369a90d03953e370f3964c826ed4b0
"""

import numpy as np
import math
import collections

NEG_INF = -float("inf")

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with tf.name_scope("subgraph_1"):
  with tf.variable_scope(tf.get_variable_scope(), resue=False):
    y_1 = output(x_1)

with tf.name_scope("subgraph_2"):
  with tf.variable_scope(tf.get_variable_scope(), reuse=True):
    y_2 = output(x_2)

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import sys, re, pymystem3

mystem = pymystem3.Mystem()

def stem(s):
  return [(e['text'].strip(), \
    e['analysis'][0]['lex'] \
       if 'analysis' in e and len(e['analysis']) > 0 else '', \
    re.match('^([A-Z]+)', e['analysis'][0]['gr']).group(0) \
       if 'analysis' in e and len(e['analysis']) > 0 else '', \

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import numpy as np
import matplotlib.pyplot as plt
from IPython.display import Audio
from scipy.signal import spectrogram

sample_rate = 8000
t = np.arange(0, 10, 1.0/sample_rate)
x = t % (2 / sample_rate)

plt.figure(figsize=(16, 6), dpi=200)

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from scipy.signal import stft, istft

def reconstruct(spectrogram, sample_rate, nperseg, iters=100):
    length = istft(spectrogram, sample_rate, nperseg=nperseg)[1].shape[0]
    x = np.random.normal(size=length)
    for i in range(iters):
        # Code based on the answer here: https://dsp.stackexchange.com/a/3410
        X = stft(x, sample_rate, nperseg=nperseg)[2]
        Z = spectrogram * np.exp(np.angle(X) * 1j)
        x = istft(Z, sample_rate, nperseg=nperseg)[1]

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\documentclass[a4paper,12pt]{article}

\usepackage[T2A]{fontenc}
%\usepackage[utf8]{inputenc}   % older versions of ucs package
\usepackage[utf8x]{inputenc}  % more recent versions (at least>=2004-17-10)
\usepackage[russian]{babel}
\usepackage{amsmath}

\sloppy                         % Hyphenation is a problem..