{
"cells": [
{
"cell_type": "markdown",
"id": "2d0083d5-fd21-438f-8ba4-1fc7fcf835b9",
"metadata": {},
"source": [
"# Wavesets in Python\n",
"\n",
"The definition of *waveset* is first introduced in {cite}`Wishart1994` as\n",
"\n",
"> a segment of an audio signal between one non-positive to positive zero crossing and the next\n",
"\n",
"The motivation is to cut an audio signal and allow for the re-arangement of its segments without the occurence of clicks caused by a [discontinuity](https://en.wikipedia.org/wiki/Classification_of_discontinuities) of the signal.\n",
"The intuition of a discontinuity is that within a certain time-area the signal makes a jump that is too big: the wave needs to re-adjust too quickly to its new position and therefore we here this re-adjustment as a click.\n",
"\n",
"Wavesets tackle this problem as they do place the cutting of the segments at the position where the signal intersects the zero line from negative to positive - therefore one can assume that the beginning and end of each intersection is close to the zero line and therefore (hopefully) allows for re-arranging of the segments without clicks.\n",
"\n",
"The motivation is that we can maybe avoid the clicks that we occured in {doc}`./03_nmf` when we re-arranged the FFT segments by re-arranging wavesets instead of FFT segments.\n",
"\n",
"Before we start programming we want to formalize the notion of wavesets.\n",
"Let $S = \\lbrace s_0, s_1, \\dots, s_n \\rbrace$ be our audio signal where $-1 \\leq s_i \\leq 1$ describes the amplitude of our signal at point $i$.\n",
"We then can define the set of indices $A = \\lbrace a | s_a < 0 < s_{a+1} \\rbrace$ which are the indices when the signal passes the zero-line and the $j$-th waveset $w_j = \\lbrace s_i | s_i \\in S, a_j <= i < a_{j+1} \\rbrace$.\n",
"The set of all Wavesets is then simply $W = \\lbrace w_j | j \\in 0, 1, \\dots, |A| \\rbrace$ where $|A|$ is the [cardinality](https://en.wikipedia.org/wiki/Cardinality) of our split set. \n",
"\n",
"We note that we can reconstruct our signal by simply placing all wavesets in the order that they occur, so $S = \\lbrace w_i | i=1,2,\\dots |A| \\rbrace$.\n",
"\n",
"Note that there is a [SuperCollider implementation](https://github.com/musikinformatik/WavesetsEvent) of Wavesets as a Quark and this notebook wants to explore how we can implement such a thing in Python."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6845ba82-a0aa-4d08-a8c7-6796dca39e2e",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"import librosa\n",
"import librosa.display\n",
"import soundfile\n",
"from IPython.display import display, Audio\n",
"\n",
"np.random.seed(42)"
]
},
{
"cell_type": "markdown",
"id": "2be511d7-30de-4325-a813-391b9fca923f",
"metadata": {},
"source": [
"We start by loading an audio signal.\n",
"For this chapter we will use a new sample from freesound.org called [\"trumpetsolo1_hikmet.aiff\"](https://freesound.org/people/emirdemirel/sounds/416025/)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1410397d-1590-4617-a491-05919faf66a4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"path = 'trumpet.flac'\n",
"data, sr = librosa.load(path, sr=None, mono=True)\n",
"display(Audio(path))"
]
},
{
"cell_type": "markdown",
"id": "d9948440-3358-4159-a544-1fa81b7e34e7",
"metadata": {},
"source": [
"## Calculating the split points\n",
"\n",
"One thing that is slow when working on high level languages such as Python is the iteration over big or long arrays.\n",
"Instead of providing a imperative way in which we describe what to do at each step we therefore want to provide a functional way where the result is described as a function.\n",
"It takes a bit of practice but when working with big datasets this is unavoidable as the speed-up is up to 100 because we do not have to switch between optimized C code and Python but can stay within the optimized C code all the time.\n",
"\n",
"We can simply find all split points by applying the [signum function](https://en.wikipedia.org/wiki/Sign_function) on the array and compare two versions of the array: one version is the array as is and another one is the array but shifted by one index (offset 1).\n",
"Then we want all the indices where the first array is negative but the second array is positive as this is exactly where we have a transition from a negative to a positive value.\n",
"\n",
"Below is a quick *drawing* on what we do and followed by the code.\n",
"\n",
"```\n",
" |\n",
"offset 0: + + + + + - - - -\n",
"offset 1: + + + + + + - - - \n",
" |\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "022b0d05-d298-4f41-8a6d-1bf78204759c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(31492, 1)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# argwhere gives us the indices of an array where the array is true\n",
"split_points = np.argwhere(\n",
" (np.sign(data[:-1])==-1) & (np.sign(data[1:])==1)\n",
")\n",
"split_points.shape"
]
},
{
"cell_type": "markdown",
"id": "e465f301-e940-4556-b62c-a445e8419bb8",
"metadata": {},
"source": [
"We can now take a look at how the waveset splitting worked out."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "346c570d-0f6b-4b37-a4a8-7ccb2682b4b3",
"metadata": {},
"outputs": [
{
"data": {
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",
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