{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C8\"\n", "

Fundamental Frequency Tracking

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\n", "Following Section 8.2.3 of [Müller, FMP, Springer 2015], we discuss in this notebook various variants for tracking the fundamental frequency.\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Frequency Trajectory\n", "\n", "In general terms, a [**melody**](../C8/C8S2_MelodyExtractSep.html) may be defined as a linear succession of musical tones that form a coherent entity and express a particular musical idea. As with many other concepts in music processing, the notion of melody remains rather vague (see the [FMP notebook on melody extraction and separation](../C8/C8S2_MelodyExtractSep.html) for a more detailed discussion). In this notebook, we consider the scenario where the music is given in the form of an audio recording (and not as a symbolic music representation). Furthermore, rather than estimating a sequence of notes, our objective is to determine a sequence of frequency values that correspond to the notes' pitches. Such a frequency path over time, which may also capture continuous frequency glides and modulations, is referred to as a **frequency trajectory**. In particular, we are interested in the [**fundamental frequency values**](../C1/C1S3_Timbre.html) (also called **F0-values**) of the melody's notes. The resulting trajectory is also called an **F0-trajectory**. Mathematically, we model an F0-trajectory to be a function\n", "\n", "\\begin{equation}\n", " \\eta:\\mathbb{R}\\to\\mathbb{R}\\cup\\{\\ast\\},\n", "\\end{equation}\n", "\n", "which assigns to each time point $t\\in\\mathbb{R}$ (given in seconds) either a frequency value $\\eta(t)\\in\\mathbb{R}$ (given in Hertz) or the symbol $\\eta(n)=\\ast$. The interpretation of $\\eta(t)=\\ast$ is that there is no F0-value corresponding to the melodic component at this time instance.\n", "\n", "As an example, we consider a short excerpt of an aria from the opera \"Der Freischütz\" by Carl Maria von Weber, which we already used in the [FMP notebook on salience representations](../C8/C8S2_SalienceRepresentation.html). In the score representation, the main melody is notated in a separate staff line underlaid with lyrics. In a performance by a soprano singer, the melody corresponds to a trajectory of F0-values. As opposed to the notated symbolic representation, some of the notes are smoothly connected. Furthermore, one can observe rather pronounced frequency modulations due to vibrato. \n", "\n", "\"FMP_C8_F10a\"\n", "\n", "\n", "
\n", "\n", "\n", "\n", "In the following figure, we visualize the F0-trajectory of the singer (read from an annotation file), one with a linear frequency axis (given in Hertz) and once with a logarithmic frequency axis (given in cents relative to the reference frequency $\\omega_\\mathrm{ref}=55~\\mathrm{Hz}$.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:17.178525Z", "iopub.status.busy": "2024-02-15T08:42:17.178222Z", "iopub.status.idle": "2024-02-15T08:42:19.822244Z", "shell.execute_reply": "2024-02-15T08:42:19.821685Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import os, sys, librosa\n", "import pandas as pd\n", "from scipy import signal\n", "from scipy import linalg\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "import IPython.display as ipd\n", "from numba import jit\n", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c3\n", "import libfmp.c8\n", "%matplotlib inline\n", "\n", "def hz_to_cents(F, F_ref=55.0):\n", " \"\"\"Converts frequency in Hz to cents\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " F (float or np.ndarray): Frequency value in Hz\n", " F_ref (float): Reference frequency in Hz (Default value = 55.0)\n", "\n", " Returns:\n", " F_cent (float or np.ndarray): Frequency in cents\n", " \"\"\"\n", " F_cent = 1200 * np.log2(F / F_ref)\n", " return F_cent\n", "\n", "def cents_to_hz(F_cent, F_ref=55.0):\n", " \"\"\"Converts frequency in cents to Hz\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " F_cent (float or np.ndarray): Frequency in cents\n", " F_ref (float): Reference frequency in Hz (Default value = 55.0)\n", "\n", " Returns:\n", " F (float or np.ndarray): Frequency in Hz\n", " \"\"\"\n", " F = F_ref * 2 ** (F_cent / 1200)\n", " return F\n", "\n", "# Load audio\n", "fn_wav = os.path.join('..', 'data', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40.wav')\n", "Fs = 22050\n", "x, Fs = librosa.load(fn_wav, sr=Fs)\n", "x_duration = len(x)/Fs\n", "ipd.Audio(x, rate=Fs)\n", "\n", "# Read in the F0 trajectory\n", "fn_traj = os.path.join('..', 'data', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40_F0-user-Book.csv')\n", "traj_df = libfmp.b.read_csv(fn_traj)\n", "traj = traj_df.values\n", "\n", "fig, ax = plt.subplots(3, 1, gridspec_kw={'height_ratios': [1, 2, 2]}, figsize=(6,5))\n", "libfmp.b.plot_signal(x, Fs, ax=ax[0], xlabel='');\n", "ax[0].set_ylim((-1,1));\n", "ax[0].set_ylabel('Amplitude')\n", "ax[0].set_xlabel('Time (seconds)')\n", "\n", "traj_plot = traj[traj[:, 1]>0]\n", "ax[1].plot(traj_plot[:, 0], traj_plot[:, 1], color='r', markersize=4, marker='.', linestyle='');\n", "ax[1].set_ylim((55,880));\n", "ax[1].set_yticks([55, 220, 440, 660, 880])\n", "ax[1].set_xlim((0, x_duration));\n", "ax[1].set_ylabel('Frequency (Hertz)')\n", "ax[1].set_xlabel('Time (seconds)')\n", "plt.tight_layout()\n", "\n", "ax[2].plot(traj_plot[:, 0], hz_to_cents(traj_plot[:, 1]), color='r', markersize=4, marker='.', linestyle='');\n", "ax[2].set_ylim((2400, 4800));\n", "ax[2].set_yticks([2400, 3600, 4800])\n", "ax[2].set_xlim((0, x_duration));\n", "plt.xlabel('Time (seconds)')\n", "ax[2].set_ylabel('Frequency (Cents)')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sonification of Frequency Trajectories\n", "\n", "In the following code cell, we provide a function for sonifying a given frequency trajectory using sinusoids. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:19.858089Z", "iopub.status.busy": "2024-02-15T08:42:19.857644Z", "iopub.status.idle": "2024-02-15T08:42:20.028174Z", "shell.execute_reply": "2024-02-15T08:42:20.027519Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification (mono)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification superimposed with original recording (mono)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification (right channel), original recording (left channel)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def sonify_trajectory_with_sinusoid(traj, audio_len, Fs=22050, amplitude=0.3, smooth_len=11):\n", " \"\"\"Sonification of trajectory with sinusoidal\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " traj (np.ndarray): F0 trajectory (time in seconds, frequency in Hz)\n", " audio_len (int): Desired audio length in samples\n", " Fs (scalar): Sampling rate (Default value = 22050)\n", " amplitude (float): Amplitude (Default value = 0.3)\n", " smooth_len (int): Length of amplitude smoothing filter (Default value = 11)\n", "\n", " Returns:\n", " x_soni (np.ndarray): Sonification\n", " \"\"\"\n", " # unit confidence if not specified\n", " if traj.shape[1] < 3:\n", " confidence = np.zeros(traj.shape[0])\n", " confidence[traj[:, 1] > 0] = amplitude\n", " else:\n", " confidence = traj[:, 2]\n", "\n", " # initialize\n", " x_soni = np.zeros(audio_len)\n", " amplitude_mod = np.zeros(audio_len)\n", "\n", " # Computation of hop size\n", " # sine_len = int(2 ** np.round(np.log(traj[1, 0]*Fs) / np.log(2)))\n", " sine_len = int(traj[1, 0] * Fs)\n", "\n", " t = np.arange(0, sine_len) / Fs\n", " phase = 0\n", "\n", " # loop over all F0 values, insure continuous phase\n", " for idx in np.arange(0, traj.shape[0]):\n", " cur_f = traj[idx, 1]\n", " cur_amp = confidence[idx]\n", "\n", " if cur_f == 0:\n", " phase = 0\n", " continue\n", "\n", " cur_soni = np.sin(2*np.pi*(cur_f*t+phase))\n", " diff = np.maximum(0, (idx+1)*sine_len - len(x_soni))\n", " if diff > 0:\n", " x_soni[idx * sine_len:(idx + 1) * sine_len - diff] = cur_soni[:-diff]\n", " amplitude_mod[idx * sine_len:(idx + 1) * sine_len - diff] = cur_amp\n", " else:\n", " x_soni[idx*sine_len:(idx+1)*sine_len-diff] = cur_soni\n", " amplitude_mod[idx*sine_len:(idx+1)*sine_len-diff] = cur_amp\n", "\n", " phase += cur_f * sine_len / Fs\n", " phase -= 2 * np.round(phase/2)\n", "\n", " # filter amplitudes to avoid transients\n", " amplitude_mod = np.convolve(amplitude_mod, np.hanning(smooth_len)/np.sum(np.hanning(smooth_len)), 'same')\n", " x_soni = x_soni * amplitude_mod\n", " return x_soni\n", "\n", "\n", "x_traj_mono = sonify_trajectory_with_sinusoid(traj, len(x), Fs, smooth_len=11, amplitude=0.6)\n", "# left: x, right: sonification\n", "x_traj_stereo = np.vstack((x.reshape(1,-1), x_traj_mono.reshape(1,-1))) \n", "\n", "print('F0 sonification (mono)')\n", "ipd.display(ipd.Audio(x_traj_mono, rate=Fs))\n", "print('F0 sonification superimposed with original recording (mono)')\n", "ipd.display(ipd.Audio( (x_traj_mono+x)/2, rate=Fs))\n", "print('F0 sonification (right channel), original recording (left channel)')\n", "ipd.display(ipd.Audio(x_traj_stereo, rate=Fs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Salience-Based Frequency Tracking\n", "\n", "Often, the [**main melody**](../C8/C8S2_MelodyExtractSep.html) of a song is dominant in the sense that it is the strongest harmonic source in the given audio signal. In the following, we restrict ourselves to music where the melody is predominantly being performed by a lead singer or a lead instrument. In particular, we assume that there is only one melody line at a time, which can be associated to a single sound source. In this scenario, to extract the main melody, one simple approach is to look for the strongest harmonic frequency component for each time frame. Recall that the goal of designing the [salience representation](../C8/C8S2_SalienceRepresentation.html) (Section 8.2.2 of [Müller, FMP, Springer 2015]) was to enhance such harmonic components. Therefore, a first strategy for melody extraction is to simply consider the frame-wise maximum of the salience representation.\n", "\n", "We now formalize this procedure. In the following, let $\\mathcal{Z}$ denote a [salience representation](../C8/C8S2_SalienceRepresentation.html) with entries $\\mathcal{Z}(n,b)\\in\\mathbb{R}$, where $n\\in[1:N]$ denotes the frame index and $b\\in[1:B]$ the bin index. In the following, we use the salience representation of our Freischütz example as computed in the next code cell. The visualization function also provides functionalities to show additional elements (e.g., trajectories, constraint regions) on top of the salience representation. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:20.037463Z", "iopub.status.busy": "2024-02-15T08:42:20.037221Z", "iopub.status.idle": "2024-02-15T08:42:28.249846Z", "shell.execute_reply": "2024-02-15T08:42:28.249319Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def visualize_salience_traj_constraints(Z, T_coef, F_coef_cents, F_ref=55.0, colorbar=True, cmap='gray_r',\n", " figsize=(7, 4), traj=None, constraint_region=None, ax=None):\n", " \"\"\"Visualize salience representation with optional F0-trajectory and constraint regions\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " Z: Salience representation\n", " T_coef: Time axis\n", " F_coef_cents: Frequency axis in cents\n", " F_ref: Reference frequency (Default value = 55.0)\n", " colorbar: Show or hide colorbar (Default value = True)\n", " cmap: Color map (Default value = 'gray_r')\n", " figsize: Figure size (Default value = (7, 4))\n", " traj: F0 trajectory (time in seconds, frequency in Hz) (Default value = None)\n", " constraint_region: Constraint regions, row-format: (t_start_sec, t_end_sec, f_start_hz, f_end,hz)\n", " (Default value = None)\n", " ax: Handle to existing axis (Default value = None)\n", "\n", " Returns:\n", " fig: Handle to figure\n", " ax: Handle to cent axis\n", " ax_f: Handle to frequency axis\n", " \"\"\"\n", " fig = None\n", " if ax is None:\n", " fig, ax = plt.subplots(1, 1, figsize=figsize)\n", "\n", " sal = ax.imshow(Z, extent=[T_coef[0], T_coef[-1], F_coef_cents[0], F_coef_cents[-1]],\n", " cmap=cmap, origin='lower', aspect='auto', interpolation='nearest')\n", "\n", " y_ticklabels_left = np.arange(F_coef_cents[0], F_coef_cents[-1]+1, 1200)\n", " ax.set_yticks(y_ticklabels_left)\n", " ax.set_yticklabels(y_ticklabels_left)\n", " ax.set_ylabel('Frequency (Cents)')\n", "\n", " if colorbar:\n", " plt.colorbar(sal, ax=ax, pad=0.1)\n", "\n", " ax_f = ax.twinx() # instantiate a second axes that shares the same y-axis\n", " ax_f.set_yticks(y_ticklabels_left - F_coef_cents[0])\n", " y_ticklabels_right = cents_to_hz(y_ticklabels_left, F_ref).astype(int)\n", " ax_f.set_yticklabels(y_ticklabels_right)\n", " ax_f.set_ylabel('Frequency (Hz)')\n", "\n", " # plot contour\n", " if traj is not None:\n", " traj_plot = traj[traj[:, 1] > 0, :]\n", " traj_plot[:, 1] = hz_to_cents(traj_plot[:, 1], F_ref)\n", " ax.plot(traj_plot[:, 0], traj_plot[:, 1], color='r', markersize=4, marker='.', linestyle='')\n", "\n", " # plot constraint regions\n", " if constraint_region is not None:\n", " for row in constraint_region:\n", " t_start = row[0] # sec\n", " t_end = row[1] # sec\n", " f_start = row[2] # Hz\n", " f_end = row[3] # Hz\n", " ax.add_patch(matplotlib.patches.Rectangle((\n", " t_start, hz_to_cents(f_start, F_ref)), width=t_end-t_start,\n", " height=hz_to_cents(f_end, F_ref)-hz_to_cents(f_start, F_ref),\n", " fill=False, edgecolor='k', linewidth=3, zorder=2))\n", "\n", " ax.set_xlabel('Time (seconds)')\n", "\n", " if fig is not None:\n", " plt.tight_layout()\n", "\n", " return fig, ax, ax_f\n", "\n", "# Computation of salience representation\n", "N = 1024\n", "H = 128\n", "R = 10\n", "F_min = 55.0\n", "F_max = 1760.0\n", "num_harm = 8\n", "freq_smooth_len = 11\n", "alpha = 0.9\n", "gamma = 0.1\n", "\n", "Z, F_coef_hertz, F_coef_cents = libfmp.c8.compute_salience_rep(x, Fs, N=N, H=H, R=R, \n", " F_min=F_min, F_max=F_max, num_harm=num_harm, \n", " freq_smooth_len=freq_smooth_len, alpha=alpha, gamma=gamma)\n", "T_coef = (np.arange(Z.shape[1]) * H) / Fs\n", "\n", "# Visualization\n", "figsize = (10,3)\n", "cmap = libfmp.b.compressed_gray_cmap(alpha=5)\n", "visualize_salience_traj_constraints(Z, T_coef, F_coef_cents, F_ref=F_min, figsize=figsize, cmap=cmap, \n", " colorbar=True, ax=None)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the discrete setting, the **frequency trajectory** is defined to be a function \n", "\n", "\\begin{equation}\n", " \\eta:[1:N]\\to[1:B]\\cup\\{\\ast\\}\n", "\\end{equation}\n", "\n", "which assigns to each frame index $n\\in[1:N]$ either a bin index $\\eta(n)\\in[1:B]$ or the symbol $\\eta(n)=\\ast$. Taking the maximizing bin index of $\\mathcal{Z}$ for each frame yields a frequency trajectory $\\eta^\\mathrm{max}$ defined by\n", "\n", "\\begin{equation}\n", " \\eta^\\mathrm{max}(n):= \\underset{b\\in[1:B]}{\\mathrm{argmax}}\\,\\, \\mathcal{Z}(n,b).\n", "\\end{equation}\n", "\n", "The next figure illustrates this simple F0-trajectory tracking procedure continuing our Freischütz example. Note that one can observe a number of outliers and temporal discontinuities. Furthermore, the proposed method assigns an F0-value to each time frame, regardless of whether the melody is actually present or not.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:28.252736Z", "iopub.status.busy": "2024-02-15T08:42:28.252547Z", "iopub.status.idle": "2024-02-15T08:42:28.550350Z", "shell.execute_reply": "2024-02-15T08:42:28.549713Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification (right channel), original recording (left channel)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Frequency trajectory via maximization\n", "index_max = np.argmax(Z, axis=0)\n", "traj = np.hstack((T_coef.reshape(-1, 1), F_coef_hertz[index_max].reshape(-1, 1)))\n", "\n", "# Visualization\n", "figsize = (10,3)\n", "cmap = libfmp.b.compressed_gray_cmap(alpha=5)\n", "visualize_salience_traj_constraints(Z, T_coef, F_coef_cents, F_ref=F_min, figsize=figsize, cmap=cmap, \n", " colorbar=True, traj=traj, ax=None)\n", "plt.show()\n", "\n", "# Sonification\n", "x_traj_mono = sonify_trajectory_with_sinusoid(traj, len(x), Fs, smooth_len=11)\n", "x_traj_stereo = np.vstack((x.reshape(1,-1), x_traj_mono.reshape(1,-1))) \n", "print('F0 sonification (right channel), original recording (left channel)')\n", "ipd.display(ipd.Audio(x_traj_stereo, rate=Fs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Continuity Constraints\n", "\n", "Computing a frequency trajectory in a purely frame-wise fashion without considering any temporal context can lead to local discontinuities and random jumps. In practice, however, a melody's frequency trajectory is far more structured. Typically, it slowly changes over time with some occasional jumps between note transitions. We now discuss a procedure that can balance out the two conflicting conditions of **temporal flexibility** (to account for possible jumps) and **temporal continuity** (to account for smoothness properties). Let $\\mathcal{Z}$ be a salience representation that consists of $N$ time frames and $B$ frequency bins. The value $\\mathcal{Z}(n,b)$ can be regarded as a **score** which expresses the likelihood that a frequency associated to bin $b\\in[1:B]$ belongs to a dominating tonal component at time $n\\in[1:N]$. Furthermore, let \n", "\n", "$$\n", "T\\in\\mathbb{R}^{B\\times B}\n", "$$ \n", "\n", "be **transition** matrix, where an entry $T(b,c)\\in\\mathbb{R}$ expresses some kind of likelihood for moving from bin $b\\in[1:B]$ at time frame $n\\in[1:N-1]$ to bin $c\\in[1:B]$ at time frame $n+1$. There are many ways for defining such a transition matrix. The main idea is that $T$ should favor transitions between close-by bins (e.g., $\\mathbf{T}(b,c)\\approx 1$ when $|b-c|$ is small) and punish transitions between far-apart bins (e.g., $\\mathbf{T}(b,c)\\approx \\delta$ for a small positive number $\\delta>0$ when $|b-c|$ is large). For example, one may want to favor small fluctuations of up to $\\pm 50$ cents, while being indifferent to larger deviations. We define in the next code cell a transition matrix $T$ that satisfies these requirements." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:28.558225Z", "iopub.status.busy": "2024-02-15T08:42:28.558002Z", "iopub.status.idle": "2024-02-15T08:42:28.673295Z", "shell.execute_reply": "2024-02-15T08:42:28.672568Z" } }, "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 define_transition_matrix(B, tol=0, score_low=0.01, score_high=1.0):\n", " \"\"\"Generate transition matrix\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " B (int): Number of bins\n", " tol (int): Tolerance parameter for transition matrix (Default value = 0)\n", " score_low (float): Score (low) for transition matrix (Default value = 0.01)\n", " score_high (float): Score (high) for transition matrix (Default value = 1.0)\n", "\n", " Returns:\n", " T (np.ndarray): Transition matrix\n", " \"\"\"\n", " col = np.ones((B,)) * score_low\n", " col[0:tol+1] = np.ones((tol+1, )) * score_high\n", " T = linalg.toeplitz(col)\n", " return T\n", "\n", "# Compute transition matrix\n", "T = define_transition_matrix(B=51, tol=5)\n", "\n", "# Plot\n", "colorList = np.array([[1,0.9,0.9,1],[0,0,0,1]])\n", "cmap = ListedColormap(colorList) \n", "plt.figure(figsize=(4,3))\n", "im = plt.imshow(T, origin='lower', cmap=cmap)\n", "plt.title('Transition matrix')\n", "plt.xlabel('Bin index')\n", "plt.ylabel('Bin index')\n", "ax_cb = plt.colorbar(im)\n", "ax_cb.set_ticks(np.array([0.25, 0.75]))\n", "ax_cb.set_ticklabels(np.array([np.min(T), np.max(T)])) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a salience representation $\\mathcal{Z}$ and a transition likelihood matrix $\\mathbf{T}$, we can associate to each trajectory $\\eta:[1:N]\\to[1:B]$ a **total score** $\\sigma(\\eta)$ by setting \n", "\n", "\\begin{equation}\n", " \\sigma(\\eta) := \\mathcal{Z}(1,\\eta(1)) \\cdot \\prod_{n=2}^{N} \\Big(\\mathbf{T}(\\eta(n-1),\\eta(n))\\cdot \\mathcal{Z}(n,\\eta(n))\\Big).\n", "\\end{equation}\n", "\n", "The desired trajectory $\\eta^\\mathrm{DP}$ is then defined to be the score-maximizing trajectory:\n", "\n", "\\begin{equation}\n", " \\eta^\\mathrm{DP} := \\underset{\\eta}{\\mathrm{argmax}} \\,\\, \\sigma(\\eta).\n", "\\end{equation}\n", "\n", "The maximal total score can be computed via dynamic programming (similar to the [Viterbi algorithm](../C5/C5S3_HiddenMarkovModel.html)). Furthermore, the trajectory $\\eta^\\mathrm{DP}$ is obtained by applying a suitable backtracking procedure. When computing products with many factors, one often encounters **numerical instabilities** (e.g., **underflow problems** where products approach zero). Therefore, in practice, one should implement the optimization approach in the **log domain**, where products become sums. Such an approach is used in the following implementation. The figure shows the result for our Freischütz example. Note that, compared to the simple maximizing approach, most outliers have been eliminated thanks to the continuity constraints introduced by the transition likelihoods. However, tracking errors still occur when the accompaniment exhibits tonal components that are stronger than the ones of the melody. \n", "\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:28.675739Z", "iopub.status.busy": "2024-02-15T08:42:28.675551Z", "iopub.status.idle": "2024-02-15T08:42:31.571145Z", "shell.execute_reply": "2024-02-15T08:42:31.570534Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification (right channel), original recording (left channel)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def compute_trajectory_dp(Z, T):\n", " \"\"\"Trajectory tracking using dynamic programming\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " Z: Salience representation\n", " T: Transisition matrix\n", "\n", " Returns:\n", " eta_DP (np.ndarray): Trajectory indices\n", " \"\"\"\n", " B, N = Z.shape\n", " eps_machine = np.finfo(np.float32).eps\n", " Z_log = np.log(Z + eps_machine)\n", " T_log = np.log(T + eps_machine)\n", "\n", " E = np.zeros((B, N))\n", " D = np.zeros((B, N))\n", " D[:, 0] = Z_log[:, 0]\n", "\n", " for n in np.arange(1, N):\n", " for b in np.arange(0, B):\n", " D[b, n] = np.max(T_log[b, :] + D[:, n-1]) + Z_log[b, n]\n", " E[b, n-1] = np.argmax(T_log[b, :] + D[:, n-1])\n", "\n", " # backtracking\n", " eta_DP = np.zeros(N)\n", " eta_DP[N-1] = int(np.argmax(D[:, N-1]))\n", "\n", " for n in np.arange(N-2, -1, -1):\n", " eta_DP[n] = E[int(eta_DP[n+1]), n]\n", "\n", " return eta_DP.astype(np.int64)\n", "\n", "# Frequency trajectory via DP-based optimization\n", "B, N = Z.shape\n", "T = define_transition_matrix(B, tol=5)\n", "index_DP = compute_trajectory_dp(Z, T)\n", "\n", "traj = np.hstack((T_coef.reshape(-1, 1), F_coef_hertz[index_DP].reshape(-1, 1)))\n", "\n", "# Visualization\n", "figsize = (10,3)\n", "cmap = libfmp.b.compressed_gray_cmap(alpha=10)\n", "visualize_salience_traj_constraints(Z, T_coef, F_coef_cents, F_ref=F_min, \n", " figsize=figsize, cmap=cmap, \n", " colorbar=True, traj=traj, ax=None)\n", "plt.show()\n", "\n", "# Sonification\n", "x_traj_mono = sonify_trajectory_with_sinusoid(traj, len(x), Fs, smooth_len=11)\n", "x_traj_stereo = np.vstack((x.reshape(1,-1), x_traj_mono.reshape(1,-1))) \n", "print('F0 sonification (right channel), original recording (left channel)')\n", "ipd.display(ipd.Audio(x_traj_stereo, rate=Fs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Score-Informed Constraints\n", "\n", "Besides incorporating continuity constraints, another strategy is to exploit additional musical knowledge about the melodic progression to support the F0-tracking process. For example, knowing the vocal range (soprano, alto, tenor, bass) of the singer, one may narrow down the search range of the expected F0-values. Or, having information about when the melody is actually present and when it is not, one can set all F0-values to the symbol '$\\ast$' for the non-melody frames.\n", "\n", "More generally, additional knowledge as described above can be used to define **constraint regions** within the time–frequency plane. The F0-tracking is then performed only in these specified regions. As an example of such an approach, we now discuss a **score-informed procedure**, where one assumes the availability of a score representation \n", "that underlies the given music recording. The additional instrumentation and note information provided by the score can then be used to guide the estimation of the melody's F0-trajectory. In a first step, one needs to align the musical score and the given audio recording. This may be done in a manual annotation process or (semi-)automatically using [music synchronization techniques](../C3/C3_MusicSynchronization.html) (see Chapter 3 of [Müller, FMP, Springer 2015]). The aligned score information can be then used to define a rectangular **constraint region** in the time–frequency plane for the occurring notes of the melody. The horizontal position and width of each such region correspond to the note's physical onset time and estimated duration, while the vertical position and height account for the note's pitch and the expected frequency deviations from its center frequency. Finally, for each of the constraint regions, one can compute a **notewise frequency trajectory** applying the above procedure. Assuming that there is no temporal overlap of the notes' constraint regions, one may assemble the notewise trajectories to form a single score-informed trajectory $\\eta^\\mathrm{Score}$. In the case that a frame $n\\in[1:N]$ is not covered by any of the constraint regions, one sets $\\eta^\\mathrm{Score}(n):=\\ast$. In the following code cell, one finds an implementation of the score-informed procedure. Note the following:\n", "\n", "* The aligned score information used to define the constraint regions is read from an annotation file. \n", "* When converting the score information to constraint regions, we use a tolerance in frequency direction (specified in cents) around the center frequencies.\n", "* In our implementation, the value '$\\ast$' (indicating so-called **unvoiced frames**) is encoded by using the bin index `-1`.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:31.579512Z", "iopub.status.busy": "2024-02-15T08:42:31.579200Z", "iopub.status.idle": "2024-02-15T08:42:32.567928Z", "shell.execute_reply": "2024-02-15T08:42:32.567293Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Score annotations:\n" ] }, { "data": { "text/html": [ "\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", " \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", " \n", "
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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification (right channel), original recording (left channel)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def convert_ann_to_constraint_region(ann, tol_freq_cents=300.0):\n", " \"\"\"Convert score annotations to constraint regions\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " ann (list): Score annotations [[start_time, end_time, MIDI_pitch], ...\n", " tol_freq_cents (float): Tolerance in pitch directions specified in cents (Default value = 300.0)\n", "\n", " Returns:\n", " constraint_region (np.ndarray): Constraint regions\n", " \"\"\"\n", " tol_pitch = tol_freq_cents / 100\n", " freq_lower = 2 ** ((ann[:, 2] - tol_pitch - 69)/12) * 440\n", " freq_upper = 2 ** ((ann[:, 2] + tol_pitch - 69)/12) * 440\n", " constraint_region = np.concatenate((ann[:, 0:2],\n", " freq_lower.reshape(-1, 1),\n", " freq_upper.reshape(-1, 1)), axis=1)\n", " return constraint_region\n", "\n", "# @jit(nopython=True)\n", "def compute_trajectory_cr(Z, T_coef, F_coef_hertz, constraint_region=None,\n", " tol=5, score_low=0.01, score_high=1.0):\n", " \"\"\"Trajectory tracking with constraint regions\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " Z (np.ndarray): Salience representation\n", " T_coef (np.ndarray): Time axis\n", " F_coef_hertz (np.ndarray): Frequency axis in Hz\n", " constraint_region (np.ndarray): Constraint regions, row-format: (t_start_sec, t_end_sec, f_start_hz, f_end_hz)\n", " (Default value = None)\n", " tol (int): Tolerance parameter for transition matrix (Default value = 5)\n", " score_low (float): Score (low) for transition matrix (Default value = 0.01)\n", " score_high (float): Score (high) for transition matrix (Default value = 1.0)\n", "\n", " Returns:\n", " eta (np.ndarray): Trajectory indices, unvoiced frames are indicated with -1\n", " \"\"\"\n", " # do tracking within every constraint region\n", " if constraint_region is not None:\n", " # initialize contour, unvoiced frames are indicated with -1\n", " eta = np.full(len(T_coef), -1)\n", "\n", " for row_idx in range(constraint_region.shape[0]):\n", " t_start = constraint_region[row_idx, 0] # sec\n", " t_end = constraint_region[row_idx, 1] # sec\n", " f_start = constraint_region[row_idx, 2] # Hz\n", " f_end = constraint_region[row_idx, 3] # Hz\n", "\n", " # convert start/end values to indices\n", " t_start_idx = np.argmin(np.abs(T_coef - t_start))\n", " t_end_idx = np.argmin(np.abs(T_coef - t_end))\n", " f_start_idx = np.argmin(np.abs(F_coef_hertz - f_start))\n", " f_end_idx = np.argmin(np.abs(F_coef_hertz - f_end))\n", "\n", " # track in salience part\n", " cur_Z = Z[f_start_idx:f_end_idx+1, t_start_idx:t_end_idx+1]\n", " T = define_transition_matrix(cur_Z.shape[0], tol=tol,\n", " score_low=score_low, score_high=score_high)\n", " cur_eta = compute_trajectory_dp(cur_Z, T)\n", "\n", " # fill contour\n", " eta[t_start_idx:t_end_idx+1] = f_start_idx + cur_eta\n", " else:\n", " T = define_transition_matrix(Z.shape[0], tol=tol, score_low=score_low, score_high=score_high)\n", " eta = compute_trajectory_dp(Z, T)\n", "\n", " return eta\n", "\n", "# Read score annotations and convert to constraint regions\n", "ann_score_df = libfmp.b.read_csv(os.path.join('..', 'data', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40_CR-score.csv'))\n", "print('Score annotations:')\n", "ipd.display(ipd.HTML(ann_score_df.to_html()))\n", "ann_score = ann_score_df.values\n", "constraint_region = convert_ann_to_constraint_region(ann_score, tol_freq_cents=300)\n", "print('Constraint regions:')\n", "print(constraint_region)\n", "\n", "# Frequency trajectory using constraint regions\n", "index_CR = compute_trajectory_cr(Z, T_coef, F_coef_hertz, constraint_region, tol=5)\n", "traj = np.hstack((T_coef.reshape(-1, 1), F_coef_hertz[index_CR].reshape(-1, 1)))\n", "traj[index_CR==-1, 1] = 0 # set unvoiced frames to zero\n", "\n", "# Visualization\n", "visualize_salience_traj_constraints(Z, T_coef, F_coef_cents, F_ref=F_min, figsize=figsize, cmap=cmap, \n", " constraint_region=constraint_region, colorbar=True, traj=traj, ax=None)\n", "plt.show()\n", "\n", "# Sonification\n", "x_traj_mono = sonify_trajectory_with_sinusoid(traj, len(x), Fs, smooth_len=11)\n", "x_traj_stereo = np.vstack((x.reshape(1,-1), x_traj_mono.reshape(1,-1))) \n", "print('F0 sonification (right channel), original recording (left channel)')\n", "ipd.display(ipd.Audio(x_traj_stereo, rate=Fs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously, if the score-informed constraint regions are not accurate (e.g., due to synchronization inaccuracies or deviations between the score and audio recording), the procedure becomes problematic possibly leading to a corrupted frequency trajectory. Such errors may be corrected by suitably adjusting the constraint regions. The following example shows user-optimized constraint regions along with the resulting F0-trajectory.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:32.575663Z", "iopub.status.busy": "2024-02-15T08:42:32.575357Z", "iopub.status.idle": "2024-02-15T08:42:32.939654Z", "shell.execute_reply": "2024-02-15T08:42:32.938962Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification (right channel), original recording (left channel)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read constraint regions\n", "constraint_region_df = libfmp.b.read_csv(os.path.join('..', 'data', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40_CR-user.csv'))\n", "constraint_region = constraint_region_df.values\n", "\n", "index_CR = compute_trajectory_cr(Z, T_coef, F_coef_hertz, constraint_region, tol=5)\n", "traj = np.hstack((T_coef.reshape(-1, 1), F_coef_hertz[index_CR].reshape(-1, 1)))\n", "traj[index_CR==-1, 1] = 0 # set unvoiced frames to zero\n", "\n", "# Visualization\n", "visualize_salience_traj_constraints(Z, T_coef, F_coef_cents, F_ref=F_min, \n", " figsize=figsize, cmap=cmap, \n", " constraint_region=constraint_region, \n", " colorbar=True, traj=traj, ax=None)\n", "plt.show()\n", "\n", "# Sonification\n", "x_traj_mono = sonify_trajectory_with_sinusoid(traj, len(x), Fs, smooth_len=11)\n", "x_traj_stereo = np.vstack((x.reshape(1,-1), x_traj_mono.reshape(1,-1))) \n", "print('F0 sonification (right channel), original recording (left channel)')\n", "ipd.display(ipd.Audio(x_traj_stereo, rate=Fs))\n", "\n", "# Save extracted F0 trajectory\n", "fn_out = os.path.join('..', 'output', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40_F0-user-FMP.csv')\n", "pd.DataFrame(traj).to_csv(fn_out, sep=';', index=False, quoting=2, \n", " header=['time', 'frequency'], float_format='%.4f')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Stop Messing With Me (Bornemark)\n", "\n", "The overall procedure for constrained-based computation of F0-trajectories is summarized in the following code cell. As an example, the procedure is applied to an excerpt of the song \"Stop Messing With Me\" by Sven Bornemark. In the excerpt, the melody is performed by a male singer, who is accompanied by drums, piano, and guitar. We consider the case constraint regions, which encode when the singer is active and in which pitch range he is singing, are given." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:32.942689Z", "iopub.status.busy": "2024-02-15T08:42:32.942416Z", "iopub.status.idle": "2024-02-15T08:42:42.536340Z", "shell.execute_reply": "2024-02-15T08:42:42.535644Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "F0 sonification (right channel), original recording (left channel)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def compute_traj_from_audio(x, Fs=22050, N=1024, H=128, R=10.0, F_min=55.0, F_max=1760.0,\n", " num_harm=10, freq_smooth_len=11, alpha=0.9, gamma=0.0,\n", " constraint_region=None, tol=5, score_low=0.01, score_high=1.0):\n", " \"\"\"Compute F0 contour from audio signal\n", "\n", " Notebook: C8/C8S2_FundFreqTracking.ipynb\n", "\n", " Args:\n", " x (np.ndarray): Audio signal\n", " Fs (scalar): Sampling frequency (Default value = 22050)\n", " N (int): Window length in samples (Default value = 1024)\n", " H (int): Hopsize in samples (Default value = 128)\n", " R (float): Frequency resolution in cents (Default value = 10.0)\n", " F_min (float): Lower frequency bound (reference frequency) (Default value = 55.0)\n", " F_max (float): Upper frequency bound (Default value = 1760.0)\n", " num_harm (int): Number of harmonics (Default value = 10)\n", " freq_smooth_len (int): Filter length for vertical smoothing (Default value = 11)\n", " alpha (float): Weighting parameter for harmonics (Default value = 0.9)\n", " gamma (float): Logarithmic compression factor (Default value = 0.0)\n", " constraint_region (np.ndarray): Constraint regions, row-format: (t_start_sec, t_end_sec, f_start_hz, f_end,hz)\n", " (Default value = None)\n", " tol (int): Tolerance parameter for transition matrix (Default value = 5)\n", " score_low (float): Score (low) for transition matrix (Default value = 0.01)\n", " score_high (float): Score (high) for transition matrix (Default value = 1.0)\n", "\n", " Returns:\n", " traj (np.ndarray): F0 contour, time in seconds in 1st column, frequency in Hz in 2nd column\n", " Z (np.ndarray): Salience representation\n", " T_coef (np.ndarray): Time axis\n", " F_coef_hertz (np.ndarray): Frequency axis in Hz\n", " F_coef_cents (np.ndarray): Frequency axis in cents\n", " \"\"\"\n", " Z, F_coef_hertz, F_coef_cents = libfmp.c8.compute_salience_rep(\n", " x, Fs, N=N, H=H, R=R, F_min=F_min, F_max=F_max, num_harm=num_harm, freq_smooth_len=freq_smooth_len,\n", " alpha=alpha, gamma=gamma)\n", "\n", " T_coef = (np.arange(Z.shape[1]) * H) / Fs\n", " index_CR = compute_trajectory_cr(Z, T_coef, F_coef_hertz, constraint_region,\n", " tol=tol, score_low=score_low, score_high=score_high)\n", "\n", " traj = np.hstack((T_coef.reshape(-1, 1), F_coef_hertz[index_CR].reshape(-1, 1)))\n", " traj[index_CR == -1, 1] = 0\n", " return traj, Z, T_coef, F_coef_hertz, F_coef_cents\n", "\n", "# Load audio\n", "fn_wav = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Bornemark_StopMessingWithMe-Excerpt_SoundCloud_mix.wav')\n", "Fs = 22050\n", "x, Fs = librosa.load(fn_wav, sr=Fs)\n", "x_duration = len(x)/Fs\n", "ipd.Audio(x, rate=Fs)\n", "\n", "# Read constraint regions\n", "constraint_region_df = libfmp.b.read_csv(os.path.join('..', 'data', 'C8', 'FMP_C8_F11_SvenBornemark_StopMessingWithMe_CR.csv'))\n", "constraint_region = constraint_region_df.values\n", "\n", "# Compute trajectory\n", "traj, Z, T_coef, F_coef_hertz, F_coef_cents = compute_traj_from_audio(x, Fs=Fs, \n", " constraint_region=constraint_region, gamma=0.1)\n", "\n", "# Visualization\n", "visualize_salience_traj_constraints(Z, T_coef, F_coef_cents, F_ref=F_coef_hertz[0], figsize=figsize, cmap=cmap, \n", " constraint_region=constraint_region, colorbar=True, traj=traj, ax=None)\n", "plt.show()\n", "\n", "# Sonification\n", "x_traj_mono = sonify_trajectory_with_sinusoid(traj, len(x), Fs, smooth_len=11)\n", "x_traj_stereo = np.vstack((x.reshape(1,-1), x_traj_mono.reshape(1,-1))) \n", "print('F0 sonification (right channel), original recording (left channel)')\n", "ipd.display(ipd.Audio(x_traj_stereo, rate=Fs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and Sebastian Rosenzweig.
" ] }, { "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 }