{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Задача состоит в прогнозировании ноты по n предшествующим. Формат входных данных: midi.\n", "(подробнее о формате http://www.music.mcgill.ca/~ich/classes/mumt306/StandardMIDIfileformat.html#BM0_)\n", "Для анализа была выбрана база лютеранской церковной музыки (англ. Lutheran chorale) И. С. Баха:\n", "https://github.com/jamesrobertlloyd/infinite-bach/tree/master/data/chorales/midi\n", "Эти произведения отличаются простотой мелодии в рамках одного голоса: общий диапозон мелодии для одного инструмента не превышает октавы, все ноты играются строго последовательно, мелодия стротися на 4-7 нотах.\n", "\n", "Для обучения модели было выбрано 450 файлов, модель тестировалась на 50 файлах. Модели строились при различных значениях n (количества нот для анализа). Алгоритм из файла CyberBach.py обучает и тестирует модель, выводит логи с указанием имени модели, числа n, доли угаданных нот, доли ошибок на один тон, среднеквадратичной ошибки в тонах.\n", "\n", "Для решения по условию используется линейная модель. Особенность этой регресионной задачи состоит в том, что множество ответов -- это подмножество целых чисел. В самом деле, в европейской теории музыки инструменты настраивают в равномерно темперированный строй (этот строй используется и в формате midi): интервал \"октава\" делится на 12 элементарных музыкальных интервалов -- полутонов. Поэтому даже если модель предсказывает ответ, являющийся дробным числом полутонов, его приходится округлять до ближайщего целого (ср. кв. ошибка считается без округления). \n", "\n", "Для работы с midi-файлами была использована следующая библиотека:\n", "https://github.com/vishnubob/python-midi\n", "\n", "Библиотека для обучения моделей:\n", "http://scikit-learn.org/stable/index.html\n", "\n", "В качестве признаков были выбраны частоты n предыдущих нот. Следующая нота предсказывалась как их линейная комбинация. Обучение проводилось методом наименьших квадратов и с помощью оценочной функции Тейла – Сена. Необходимость применения последнего метода обусловлена тем, что при использовании n предыдущих нот неизбежно возникали выборки, где в эти n нот попадали завершенная и только что начатая музыкальная фраза. Такие случаи можно считать \"грязными\" данными. \n", "\n", "Загружаем результаты тестирования линейной модели из логов:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pylab\n", "from numpy import arange\n", "import ast\n", "n = []\n", "success_rate = []\n", "tone_error = []\n", "errors = []\n", "Model_name = []\n", "with open('logfile.txt', 'r') as f:\n", " for i, line in enumerate (f):\n", " if line[0].isalpha():\n", " Model_name.append(f)\n", " else:\n", " for j, s in enumerate (line.split(' ')):\n", " if j == 0 and s not in n:\n", " n.append(s)\n", " if j == 1: \n", " success_rate.append(s)\n", " if j == 2:\n", " tone_error.append(s)\n", " if j == 3:\n", " errors.append (s)\n", "n.remove(\"\\n\")\n", "errors = [x.replace('\\n', '') for x in errors]\n", "n = [float(x) for x in n]\n", "success_rate = [float(x) for x in success_rate]\n", "tone_error = [float(x) for x in tone_error]\n", "errors = [float(x) for x in errors]\n", "pylab.rcParams['font.family'] = 'serif'\n", "pylab.rcParams['font.serif'] = 'FreeSerif'\n", "pylab.rcParams['lines.linewidth'] = 2\n", "pylab.rcParams['lines.markersize'] = 12\n", "pylab.rcParams['xtick.labelsize'] = 24\n", "pylab.rcParams['ytick.labelsize'] = 24\n", "pylab.rcParams['legend.fontsize'] = 24\n", "pylab.rcParams['axes.titlesize'] = 36\n", "pylab.rcParams['axes.labelsize'] = 24\n", "pylab.rcParams[\"figure.figsize\"] = [14,8]\n", "pylab.plot (n, success_rate[0:len(n)], '-ro', label = \"Linear model, exact match\")\n", "pylab.plot (n, tone_error[0:len(n)], '--ro', label = \"Linear model, tone mistake\")\n", "pylab.plot (n, success_rate[2 * len(n): 3 * len(n)], '-bo', label = \"Theil-Sen predictor, exact match\")\n", "pylab.plot (n, tone_error[2 * len(n):3 * len(n)],'--bo', label = \"Theil-Sen predictor, tone mistake\")\n", "pylab.ylim ([0, 1])\n", "pylab.legend(loc = 1, prop = {'size' : 24})\n", "pylab.xlabel (\"Number of notes to analyse\")\n", "pylab.ylabel (\"Success rate\")\n", "pylab.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сплошной линии на графике соответсвует зависимость доли удачных прогнозов (с учётом округления) от длины анализируемого сегмента. Пунктирная линия представляет аналогичную зависимость для доли прогнозов с ошибкой в один тон. Примечательно, что 10 является оптимальным количеством анализируемых нот. Возможно, это средняя длина музыкальной фразы в начале каждого произведения.\n", "\n", "Для увеличения вероятности успешного прогноза был введён дополнительный признак, учитывающий частоту вхождения различных комбинаций с последней доступной для анализа нотой. Например, в первом произведении из базы встречаются подряд ноты:\n", "GGDBAGGAB**A** (соль-соль-ре-си-ля-соль-соль-ля-си-ля, n = 10). Последняя нота А; при помощи суффиксного дерева (https://pypi.org/project/suffix-trees/) строится частотная таблица для сочетаний A со всеми нотами, ранее встречавшимися в мелодии. В данном случае AG (1), AB(1), выбирается любая из нот-кандидатов (G или B).\n", "Посмотрим на прирост от такой модификации:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pylab.plot (n, success_rate[0:len(n)], '-ro', label = \"Linear model, exact match\")\n", "pylab.plot (n, tone_error[0:len(n)], '--ro', label = \"Linear model, tone mistake\")\n", "pylab.plot (n, success_rate[len(n):2 * len(n)], '-go', label = \"New linear model, exact match\")\n", "pylab.plot (n, tone_error[len(n):2 * len(n)], '--go', label = \"New linear model, tone mistake\")\n", "pylab.xlabel (\"Number of notes to analyse\")\n", "pylab.ylabel (\"Success rate\")\n", "pylab.grid()\n", "pylab.ylim([0, 1])\n", "pylab.legend(loc = 1, prop = {'size' : 24})" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 1)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pylab.plot (n, success_rate[2 * len(n): 3 * len(n)], '-bo', label = \"Theil-Sen predictor, exact match\")\n", "pylab.plot (n, tone_error[2 * len(n): 3 * len(n)], '--bo', label = \"Theil-Sen predictor, tone mistake\")\n", "pylab.plot (n, success_rate[3 * len(n): 4 * len(n)], '-ko', label = \"New Theil-Sen predictor, exact match\")\n", "pylab.plot (n, tone_error[3 * len(n): 4 * len(n)], '--ko', label = \"New Theil-Sen predictor, tone mistake\")\n", "pylab.xlabel (\"Number of notes to analyse\")\n", "pylab.ylabel (\"Success rate\")\n", "pylab.grid ()\n", "pylab.legend (loc = 1, prop = {'size' : 24})\n", "pylab.ylim ([0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Модификация улучшила результаты линейной модели на 3 процента, у модели с оценочной функцией Тейла-Сена только изменилось оптимальное n. Для финальной оценки результатов можно построить графики для всех оценок, отличающихся от истинной не более, чем на тон." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from operator import add\n", "tone = list(map(add, success_rate, tone_error))\n", "pylab.plot (n, tone[0:len(n)], \"-mo\")\n", "pylab.plot (n, tone[2 * len(n): 3 * len(n)], \"--mo\")\n", "pylab.xlabel (\"Number of notes to analyse\")\n", "pylab.ylabel (\"Success rate within one tone\")\n", "pylab.grid ()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На последнем рисунке представлены зависимости успеха оценки с отклонением не более одного тона от истинной ноты для линейной модели с методом наименьших квадратов и для модели с оценочной функцией Тейла-Сена. Если считать оценку с ошибкой в два полутона успешной, то удалось достичь вероятности \"успешной\" оценки в 72% при n = 7. Для точных оценок линейная модель непригодна." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Построим графики ошибки, требующиеся в задании-3." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pylab.plot (n, errors[2 * len(n): 3 * len(n)], \"--r*\")\n", "pylab.xlabel (\"Number of notes to analyse\")\n", "pylab.ylabel (\"Biased standard deviation, tones\")\n", "pylab.grid ()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Была предпринята попытка улучшить модель. Преобразование кода ноты в её символ теперь проводится с учётом октавы ноты. Использовался метод наименьших квадратов. Способ создания признаков был изменён: теперь для генерации признака \"частота встречаемости комбинации\" используются все n нот, в итоговую линейную комбинацию вместе с этой оценкой попадают только lin_n последних нот. Исследована зависимость успешного прогноза как функция n и lin_n, соответсвующие данные записаны в лог logfile_new.txt. Построим 3D график." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"\\nnrows, ncols = 13, 15\\ngrid = temp.reshape((nrows, ncols))\\n\\nplt.imshow(grid, extent=(new_n.min(), new_n.max(), .max(), y.min()),\\n interpolation='nearest', cmap=cm.gist_rainbow)\\nplt.show()\\n\"" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits import mplot3d\n", "from matplotlib.mlab import griddata\n", "from matplotlib import cm\n", "\n", "new_n = []\n", "lin_n = []\n", "new_success_rate = []\n", "new_tone_error = []\n", "new_errors = []\n", "new_model_name = []\n", "with open('logfile_new.txt', 'r') as f:\n", " for i, line in enumerate (f):\n", " if line[0].isalpha():\n", " new_model_name.append(f)\n", " else:\n", " for j, s in enumerate (line.split(' ')):\n", " if j == 0 and s not in new_n:\n", " new_n.append(s)\n", " if j == 1 and s not in lin_n: \n", " lin_n.append(s)\n", " if j == 2: \n", " new_success_rate.append(s)\n", " if j == 3:\n", " new_tone_error.append(s)\n", " if j == 4:\n", " new_errors.append (s)\n", "new_n = [float(x) for x in new_n]\n", "lin_n = [float(x) for x in lin_n]\n", "new_success_rate = [float(x) for x in new_success_rate]\n", "new_tone_error = [float(x) for x in new_tone_error]\n", "new_errors = [float(x) for x in new_errors]\n", "\n", "Z = np.zeros (shape = (13, 15))\n", "for i in range (0, len (lin_n)):\n", " for j in range (0, len (new_n)):\n", " Z[i][j] = new_success_rate [13 * i + j]\n", "X, Y = np.meshgrid(new_n, lin_n)\n", "fig = plt.figure()\n", "ax = plt.axes(projection='3d')\n", "surf = ax.plot_surface(X, Y, Z, cmap=cm.coolwarm,\n", " linewidth=0, antialiased=False)\n", "fig.colorbar(surf, shrink=0.5, aspect=5)\n", "ind = np.unravel_index(np.argmax(Z, axis=None), Z.shape)\n", "'''\n", "nrows, ncols = 13, 15\n", "grid = temp.reshape((nrows, ncols))\n", "\n", "plt.imshow(grid, extent=(new_n.min(), new_n.max(), .max(), y.min()),\n", " interpolation='nearest', cmap=cm.gist_rainbow)\n", "plt.show()\n", "'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Наилучший результат достинается при n = 25 и lin_n = 4, 8, 9." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }