{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C4\"\n", "

SSM: Transposition Invariance

\n", "
\n", "\n", "
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\n", "Following Section 4.2.2.3 of [Müller, FMP, Springer 2015], we introduce in this notebook the concept of a transposition-invariant SSM. This concept was originally introduced by Müller and Clausen and is part of the SM Toolbox.\n", " \n", "

\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: In the Year 2525 (Zager and Evans)\n", "\n", "It is often the case that certain musical parts are repeated in a transposed form, where the melody is moved up or down in pitch by a constant interval. As a motivating example, let us consider the song \"In the Year 2525\" by Zager and Evans. The song has the overall musical structure $IV_1V_2V_3V_4V_5V_6V_7BV_8O$. It starts with a slow intro, which is represented by the $I$-part. The verse of the song, which is represented by the $V$-part, occurs eight times. While the first four verse sections are in the same musical key, $V_5$ and $V_6$ are transposed by one semitone upwards, and $V_7$ and $V_8$ are transposed by two semitones upwards.\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IV1V2V3V4V5V6V7BV8+O
\n", "\n", "\"FMP_C4_F02\"\n", "\n", "\n", "The next figure shows a path-enhanced version of a self-similarity matrix based on some chroma feature representation. This matrix shows path structures that relate the first four $V$-sections with each other as well as $V_5$ with $V_6$ and $V_7$ with $V_8$. Because of the transpositions, however, the relation between the first four sections and the last four sections is not reflected in the SSM. In the following, we show how repetitive structures can be made visible in the SSM even in the presence of key transpositions." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:52:30.994660Z", "iopub.status.busy": "2024-02-15T08:52:30.994357Z", "iopub.status.idle": "2024-02-15T08:52:39.371296Z", "shell.execute_reply": "2024-02-15T08:52:39.370648Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import os, sys, librosa\n", "from scipy import signal\n", "from matplotlib import pyplot as plt\n", "import matplotlib\n", "import matplotlib.gridspec as gridspec\n", "from matplotlib.colors import ListedColormap\n", "import IPython.display as ipd\n", "import pandas as pd\n", "from numba import jit\n", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c2\n", "import libfmp.c3\n", "import libfmp.c4\n", "\n", "%matplotlib inline\n", "\n", "\n", "\n", "# Annotation\n", "filename = 'FMP_C4_F13_ZagerEvans_InTheYear2525.csv'\n", "fn_ann = os.path.join('..', 'data', 'C4', filename)\n", "ann, color_ann = libfmp.c4.read_structure_annotation(fn_ann, fn_ann_color=filename)\n", "\n", "# Waveform\n", "fn_wav = os.path.join('..', 'data', 'C4', 'FMP_C4_F13_ZagerEvans_InTheYear2525.wav')\n", "Fs = 22050\n", "x, Fs = librosa.load(fn_wav, Fs) \n", "x_duration = (x.shape[0])/Fs\n", "\n", "# Chroma Feature Sequence and SSM (10 Hz)\n", "C = librosa.feature.chroma_stft(y=x, sr=Fs, tuning=0, norm=2, hop_length=2205, n_fft=4410)\n", "Fs_C = Fs/2205\n", "X, Fs_X = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, filt_len=41, down_sampling=10)\n", "# S, X = libfmp.c4.compute_plot_feature_ssm(X, Fs_X, ann, x_duration)\n", "\n", "X = libfmp.c3.normalize_feature_sequence(X, norm='2', threshold=0.001)\n", "S = libfmp.c4.compute_sm_dot(X,X)\n", "L = 8\n", "tempo_rel_set = np.array([1])\n", "S_forward = libfmp.c4.filter_diag_mult_sm(S, L, tempo_rel_set=tempo_rel_set, direction=0)\n", "S_backward = libfmp.c4.filter_diag_mult_sm(S, L, tempo_rel_set=tempo_rel_set, direction=1)\n", "S_final = np.maximum(S_forward, S_backward)\n", "ann_frames = libfmp.c4.convert_structure_annotation(ann, Fs=Fs_X) \n", "fig, ax = libfmp.c4.plot_feature_ssm(X, 1, S_final, 1, ann_frames, x_duration*Fs_X,\n", " label='Time (frames)', color_ann=color_ann, fontsize=9, clim_X=[0,1], clim=[0.5,1], \n", " title='Feature rate: %0.0f Hz'%(Fs_X))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cyclic Shift Operator\n", "\n", " \n", "We have already seen in the [FMP notebook on tuning and transposition](../C3/C3S1_TranspositionTuning.html) that transpositions can be simulated by cyclically shifting chroma features. Identifying the twelve chroma values with the set $[0:11]$, a cyclic shift is modeled by the cyclic shift operator $\\rho:\\mathbb{R}^{12} \\to \\mathbb{R}^{12}$ defined by\n", "\n", "\\begin{equation}\n", " \\rho(x):=(x(11),x(0),x(1),\\ldots,x(10))^\\top\n", "\\end{equation}\n", "\n", "for a vector $x=(x(0),x(1),\\ldots,x(10),x(11))^\\top\\in\\mathbb{R}^{12}$. The cyclic shift operator can be applied successively obtaining $\\rho^i:=\\rho\\circ\\rho^{i-1}$ for $i\\in\\mathbb{N}$, which defines a cyclic shift of $i$ semitones upwards. Obviously, $\\rho^{12}(x) = x$, which means that, by cyclically shifting a chroma vector twelve semitones (one octave) upwards, one recovers the original vector. Applying the cyclic shift operator to all frames of a chromagram simultaneously leads to a cyclical shift of the entire chromagram in the vertical direction. More precisely, let $X=(x_1,x_2,\\ldots,x_N)$ be a feature sequence. Then, the **$i$-transposed feature matrix** is given by \n", "\n", "$$\n", "\\rho^i(X)=(\\rho^i(x_1),\\rho^i(x_2),\\ldots,\\rho^i(x_N))\n", "$$\n", "\n", "In the next code cell, we illustrate these definition by means of our example song." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:52:39.404883Z", "iopub.status.busy": "2024-02-15T08:52:39.404575Z", "iopub.status.idle": "2024-02-15T08:52:40.381404Z", "shell.execute_reply": "2024-02-15T08:52:40.380843Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def shift_cyc_matrix(X, shift=0):\n", " \"\"\"Cyclic shift of features matrix along first dimension\n", "\n", " Notebook: C4/C4S2_SSM-TranspositionInvariance.ipynb\n", "\n", " Args:\n", " X (np.ndarray): Feature respresentation\n", " shift (int): Number of bins to be shifted (Default value = 0)\n", "\n", " Returns:\n", " X_cyc (np.ndarray): Cyclically shifted feature matrix\n", " \"\"\"\n", " # Note: X_cyc = np.roll(X, shift=shift, axis=0) does to work for jit\n", " K, N = X.shape\n", " shift = np.mod(shift, K)\n", " X_cyc = np.zeros((K, N))\n", " X_cyc[shift:K, :] = X[0:K-shift, :]\n", " X_cyc[0:shift, :] = X[K-shift:K, :]\n", " return X_cyc\n", "\n", "shift_set = [0,1,2]\n", "shift_num = len(shift_set)\n", "\n", "hr = np.ones(shift_num+1)\n", "hr[-1] = 0.4\n", "fig, ax = plt.subplots(shift_num+1, 2, gridspec_kw={'width_ratios': [1, 0.02], \n", " 'height_ratios': hr}, figsize=(6, 6)) \n", " \n", "for m in range(shift_num):\n", " shift = shift_set[m]\n", " X_cyc = shift_cyc_matrix(X, shift) \n", " fig_im, ax_im, im = libfmp.b.plot_matrix(X_cyc, Fs=Fs_X, ax=[ax[m,0], ax[m,1]], \n", " title=r'$%d$-transposed chromgram'%shift, ylabel='Chroma', colorbar=True);\n", " libfmp.b.plot_segments_overlay(ann, ax=ax_im[0], time_max=(x.shape[0])/Fs, \n", " print_labels=False, label_ticks=False,\n", " colors = color_ann, fontsize=10, alpha=0.2)\n", "\n", "libfmp.b.plot_segments(ann, ax=ax[shift_num,0], time_max=(x.shape[0])/Fs, colors = color_ann, fontsize=12)\n", "ax[shift_num,0].set_xlabel('Time (seconds)')\n", "ax[shift_num,1].axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transposed SSM\n", "\n", "Our goal is to detect similar segments that share the same melody or harmonic progression, but are transposed one or several semitones. For a given feature sequence $X=(x_1,x_2,\\ldots,x_N)$, we define the **$i$-transposed self-similarity matrix** $\\rho^i(\\mathrm{S})$ by\n", "\n", "\\begin{equation}\n", " \\rho^i(\\mathrm{S})(n,m):=s(\\rho^i(x_n),x_m)\n", "\\end{equation}\n", "\n", "for $n,m\\in[1:N]$ and $i\\in\\mathbb{Z}$. Obviously, one has $\\rho^{12}(\\mathrm{S})=\\mathrm{S}$. Intuitively, $\\rho^i(\\mathrm{S})$ describes the similarity relations between the original music recording (represented by $X=(x_1,x_2,\\ldots,x_N)$) and the music recording transposed by $i$ semitones upwards (represented by the $i$-transposed feature sequence). \n", "\n", "This property is nicely illustrated by the song \"In the Year 2525\", where shifting the sections $V_1$ to $V_4$ by one semitone upwards makes them similar to the original sections $V_5$ and $V_6$. This fact is revealed by the $1$-transposed self-similarity matrix below. Similarly, shifting the sections $V_1$ to $V_4$ by two semitones upwards makes them similar to the original sections $V_7$ and $V_8$, which is revealed by the $2$-transposed self-similarity matrix." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:52:40.384398Z", "iopub.status.busy": "2024-02-15T08:52:40.384157Z", "iopub.status.idle": "2024-02-15T08:52:40.969265Z", "shell.execute_reply": "2024-02-15T08:52:40.968492Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "L = 8\n", "tempo_rel_set = np.asarray([1])\n", "shift_set = np.asarray([0,1,2])\n", "shift_num = len(shift_set)\n", "fig, ax = plt.subplots(1, shift_num, figsize=(10, 3))\n", "for m in range(shift_num):\n", " shift = shift_set[m]\n", " X_cyc = shift_cyc_matrix(X, shift) \n", " S = libfmp.c4.compute_sm_dot(X,X_cyc)\n", " S_forward = libfmp.c4.filter_diag_mult_sm(S, L, tempo_rel_set=tempo_rel_set, direction=0)\n", " S_backward = libfmp.c4.filter_diag_mult_sm(S, L, tempo_rel_set=tempo_rel_set, direction=1)\n", " S_final = np.maximum(S_forward, S_backward)\n", " libfmp.c4.subplot_matrix_colorbar(S_final, fig, ax[m], clim=[0.5,1], \n", " title=r'$%5d$-transposed SSM'%shift)\n", "\n", "plt.tight_layout()\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transposition-Invariant SSM\n", "\n", "Since one does not know in general the kind of transpositions occurring in the music recording, we apply a similar strategy as before when dealing with [relative tempo deviations](../C4/C4S2_SSM-PathEnhancement.html). Taking a cell-wise maximum over the twelve different cyclic shifts, we obtain a single **transposition-invariant self-similarity matrix** $\\mathrm{S}^\\mathrm{TI}$ defined by\n", "\n", "\\begin{equation}\n", " \\mathrm{S}^\\mathrm{TI}(n,m):=\\max_{i\\in [0:11]} \\,\\rho^i(\\mathrm{S})(n,m).\n", "\\end{equation}\n", "\n", "Furthermore, we store the maximizing shift indices in an additional $N$-square matrix \n", "$\\mathrm{I}$, which we refer to as the **transposition index matrix**:\n", "\n", "\\begin{equation}\n", " \\mathrm{I}(n,m):= \\underset{i\\in [0:11]}{\\mathrm{argmax}} \\,\\,\\, \\rho^i(\\mathrm{S})(n,m).\n", "\\end{equation}\n", "\n", "In the next code cell, we provide an implementation for computing the transposition-invariant SSM as well as the transposition index matrix. The following points are important to note:\n", "\n", "* The function is more general by accepting two features sequences `X` and `Y`. The case `X = Y` reduces to the SSM case considered in this notebook.\n", "* Smoothing (forward, backward, combination) and normalization are applied for each transposed SSM.\n", "* Rather than having a single maximization at the end (over all twelve transposed SSMs), the maximization is updated within the shift index loop. This reduces memory requirements, since only two matrices have to be stored at the same time.\n", "\n", "The function is applied to our running example song. The resulting transposition-invariant SSM as well as the transposition index matrix are shown in the figure below." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:52:40.972898Z", "iopub.status.busy": "2024-02-15T08:52:40.972683Z", "iopub.status.idle": "2024-02-15T08:52:41.314971Z", "shell.execute_reply": "2024-02-15T08:52:41.314344Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# @jit(nopython=True)\n", "def compute_sm_ti(X, Y, L=1, tempo_rel_set=np.asarray([1]), shift_set=np.asarray([0]), direction=2):\n", " \"\"\"Compute enhanced similaity matrix by applying path smoothing and transpositions\n", "\n", " Notebook: C4/C4S2_SSM-TranspositionInvariance.ipynb\n", "\n", " Args:\n", " X (np.ndarray): First feature sequence\n", " Y (np.ndarray): Second feature sequence\n", " L (int): Length of filter (Default value = 1)\n", " tempo_rel_set (np.ndarray): Set of relative tempo values (Default value = np.asarray([1]))\n", " shift_set (np.ndarray): Set of shift indices (Default value = np.asarray([0]))\n", " direction (int): Direction of smoothing (0: forward; 1: backward; 2: both directions) (Default value = 2)\n", "\n", " Returns:\n", " S_TI (np.ndarray): Transposition-invariant SM\n", " I_TI (np.ndarray): Transposition index matrix\n", " \"\"\"\n", " for shift in shift_set:\n", " Y_cyc = shift_cyc_matrix(Y, shift)\n", " S_cyc = libfmp.c4.compute_sm_dot(X, Y_cyc)\n", "\n", " if direction == 0:\n", " S_cyc = libfmp.c4.filter_diag_mult_sm(S_cyc, L, tempo_rel_set, direction=0)\n", " if direction == 1:\n", " S_cyc = libfmp.c4.filter_diag_mult_sm(S_cyc, L, tempo_rel_set, direction=1)\n", " if direction == 2:\n", " S_forward = libfmp.c4.filter_diag_mult_sm(S_cyc, L, tempo_rel_set=tempo_rel_set, direction=0)\n", " S_backward = libfmp.c4.filter_diag_mult_sm(S_cyc, L, tempo_rel_set=tempo_rel_set, direction=1)\n", " S_cyc = np.maximum(S_forward, S_backward)\n", " if shift == shift_set[0]:\n", " S_TI = S_cyc\n", " I_TI = np.ones((S_cyc.shape[0], S_cyc.shape[1])) * shift\n", " else:\n", " # jit does not like the following lines\n", " # I_greater = np.greater(S_cyc, S_TI)\n", " # I_greater = (S_cyc > S_TI)\n", " I_TI[S_cyc > S_TI] = shift\n", " S_TI = np.maximum(S_cyc, S_TI)\n", "\n", " return S_TI, I_TI\n", "\n", "def subplot_matrix_ti_colorbar(S, fig, ax, title='', Fs=1, xlabel='Time (seconds)', ylabel='Time (seconds)',\n", " clim=None, xlim=None, ylim=None, cmap=None, alpha=1, interpolation='nearest',\n", " ind_zero=False):\n", " \"\"\"Visualization function for showing transposition index matrix\n", "\n", " Notebook: C4/C4S2_SSM-TranspositionInvariance.ipynb\n", "\n", " Args:\n", " S: Self-similarity matrix (SSM)\n", " fig: Figure handle\n", " ax: Axes handle\n", " title: Title for figure (Default value = '')\n", " Fs: Feature rate (Default value = 1)\n", " xlabel: Label for x-axis (Default value = 'Time (seconds)')\n", " ylabel: Label for y-axis (Default value = 'Time (seconds)')\n", " clim: Color limits (Default value = None)\n", " xlim: Limits for x-axis (Default value = None)\n", " ylim: Limits for y-axis (Default value = None)\n", " cmap: Color map (Default value = None)\n", " alpha: Alpha value for imshow (Default value = 1)\n", " interpolation: Interpolation value for imshow (Default value = 'nearest')\n", " ind_zero: Use white (True) or black (False) color for index zero (Default value = False)\n", "\n", " Returns:\n", " im: Imshow handle\n", " \"\"\"\n", " if cmap is None:\n", " color_ind_zero = np.array([0, 0, 0, 1])\n", " if ind_zero == 0:\n", " color_ind_zero = np.array([0, 0, 0, 1])\n", " else:\n", " color_ind_zero = np.array([1, 1, 1, 1])\n", " colorList = np.array([color_ind_zero, [1, 1, 0, 1], [0, 0.7, 0, 1], [1, 0, 1, 1], [0, 0, 1, 1],\n", " [1, 0, 0, 1], [0, 0, 0, 0.5], [1, 0, 0, 0.3], [0, 0, 1, 0.3], [1, 0, 1, 0.3],\n", " [0, 0.7, 0, 0.3], [1, 1, 0, 0.3]])\n", " cmap = ListedColormap(colorList)\n", " len_sec = S.shape[0] / Fs\n", " extent = [0, len_sec, 0, len_sec]\n", " im = ax.imshow(S, aspect='auto', extent=extent, cmap=cmap, origin='lower', alpha=alpha,\n", " interpolation=interpolation)\n", " if clim is None:\n", " im.set_clim(vmin=-0.5, vmax=11.5)\n", " fig.sca(ax)\n", " ax_cb = fig.colorbar(im)\n", " ax_cb.set_ticks(np.arange(0, 12, 1))\n", " ax_cb.set_ticklabels(np.arange(0, 12, 1))\n", " ax.set_title(title)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel)\n", " if xlim is not None:\n", " ax.set_xlim(xlim)\n", " if ylim is not None:\n", " ax.set_ylim(ylim)\n", " return im\n", " \n", "L = 8\n", "tempo_rel_set = np.asarray([1])\n", "shift_set = np.array(range(12))\n", "S_TI, I_TI = compute_sm_ti(X, X, L=L, tempo_rel_set=tempo_rel_set, \n", " shift_set=shift_set, direction=2)\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(8, 3.5))\n", "libfmp.c4.subplot_matrix_colorbar(S_TI, fig, ax[0], clim=[0.5,1], \n", " title='Transposition-invariant SSM')\n", "subplot_matrix_ti_colorbar(I_TI, fig, ax[1], ind_zero=True,\n", " title='Transposition index matrix')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us have a more detailed look a the transposition index matrix, which is shown in a color-coded form. We first discuss the case that the matrix $\\mathrm{I}$ assumes the value $i=0$ (white color). The value $i=0$ for a cell $(n,m)$ indicates that $s(\\rho^{i}(x_n),x_m)$ assumes a maximal value for $i=0$. In other words, the chroma vector $x_m$ is closer to $x_n$ than to any other shifted version of $x_n$. Note, however, that this does not necessarily mean that $x_m$ is close to $x_n$ in absolute terms. As may be expected, the maximizing index is $i=0$ at all positions where the original SSM reveals paths of low cost. In our song, this the main diagonal an the paths relating the verse sections $V_1$, $V_2$, $V_3$, and $V_4$. Next, we consider the case that the matrix $\\mathrm{I}$ assumes the value $i=1$ (yellow color ). The value $i=1$ for a cell $(n,m)$ indicates that $x_n$ becomes most similar to $x_m$ when shifted one semitone upwards. Thus, yellow regions occur along paths that relate the sections $V_5$ and $V_6$ to the first four verse sections." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dependency on Parameters\n", "\n", "We want to close this notebooks with some remarks on the various parameters involved in the procedure.\n", "\n", "* Starting with an audio signal of sampling rate $F_\\mathrm{s}=22050~\\mathrm{Hz}$, we first computed a STFT, which requires a window and hopsize parameters. For example, using a window size of $N=4410$ and a hopsize of $H=2050$ results in a feature resolution of $10~\\mathrm{Hz}$.\n", "\n", "* Second, we applied a smoothing and downsampling strategy to derive an chromagram. Using a smoothing window of $41$ features (covering roughly $4$ seconds) and a hopsize of $10$ results in a chroma resolution of $1~\\mathrm{Hz}$.\n", "\n", "* Third, when computing the SSM, we apply path enhancement. This again requires a length parameter. For example, using a length of $20$ corresponds to $20$ seconds of audio. Applying forward and backward smoothing further increases the \"smearing\" introduces by the procedure.\n", "\n", "* Finally, applying multiple filtering introduces another source of \"smearing\" effects. \n", "\n", "The following figure shows that the choice of these parameters have a crucial impact on the final result. Using no path enhancement in the SSM computation results in a noisy SSM and a \"scattered\" transposition index distribution. Introducing path enhancement improves structural properties, but may also result in some over-smoothing where important details may bet lost. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:52:41.318013Z", "iopub.status.busy": "2024-02-15T08:52:41.317804Z", "iopub.status.idle": "2024-02-15T08:52:43.501510Z", "shell.execute_reply": "2024-02-15T08:52:43.500818Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "C = librosa.feature.chroma_stft(y=x, sr=Fs, tuning=0, norm=2, hop_length=2205, n_fft=4410)\n", "Fs_C = Fs/2205\n", "\n", "L_feature = 41\n", "H_feature = 10\n", "X, Fs_X = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L_feature, down_sampling=H_feature)\n", "X = libfmp.c3.normalize_feature_sequence(X, norm='2', threshold=0.001)\n", "\n", "tempo_rel_min = 0.66\n", "tempo_rel_max = 1.5\n", "num = 5\n", "tempo_rel_set = libfmp.c4.compute_tempo_rel_set(tempo_rel_min=tempo_rel_min, tempo_rel_max=tempo_rel_max, num=num) \n", "\n", "shift_set = np.array(range(12))\n", "\n", "L_set = [1, 20]\n", "L_num = len(L_set)\n", "title_set = ['Transposition-invariant SSM', 'Smoothed transposition-invariant SSM']\n", "\n", "fig, ax = plt.subplots(L_num, 2, figsize=(8, 7))\n", "for m in range(L_num):\n", " L = L_set[m]\n", " S_TI, I_TI = compute_sm_ti(X, X, L=L, tempo_rel_set=tempo_rel_set, shift_set=shift_set, direction=2)\n", " libfmp.c4.subplot_matrix_colorbar(S_TI, fig, ax[m,0], clim=[0.5,1], \n", " title=title_set[m])\n", " subplot_matrix_ti_colorbar(I_TI, fig, ax[m,1], ind_zero=True,\n", " title='Transposition index matrix')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and David Kopyto.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "
\"C0\"\"C1\"\"C2\"\"C3\"\"C4\"\"C5\"\"C6\"\"C7\"\"C8\"
" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 1 }