{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Deriving spectral chords from biosignals" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This notebook is intended to demonstrate the use of the biotuner (https://github.com/antoineBellemare/biotuner/)\n", "\n", "The biotuner toolbox allows to extract harmonic information from biological time series, which in turn informs the computation of musical structures. More specifically, we will show how to derive spectral chords based on the harmonicity of spectral peaks." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral chords from spectral centroid\n", "\n", "The first step to compute spectral chords is to decompose the signal into multiple components, so we will be able to have multiple frequencies associated with a single timepoint. To do so, we use the Empirical Mode Decomposition, which decomposes the signal into a set of Intrinsic Mode Functions (IMF). Then, spectral chords can be computed based on the timepoint consonance levels between each IMF. For each timepoint, the consonance is compute between the spectral centroid of each IMF." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from biotuner.biotuner_object import compute_biotuner\n", "import time\n", "import warnings\n", "warnings.filterwarnings('ignore', category=DeprecationWarning)\n", "warnings.filterwarnings('ignore', category=RuntimeWarning)\n", "\n", "# Load dataset\n", "data = np.load('../data/EEG_example.npy')\n", "\n", "# Define frequency bands for peaks_function = 'fixed'\n", "FREQ_BANDS = [[1, 3], [3, 7], [7, 12], [12, 18], [18, 30], [30, 45]] \n", "\n", "# Select a single time series\n", "data_ = data[39]\n", "start = time.time()\n", "\n", "# Initialize biotuner object\n", "biotuning = compute_biotuner(sf = 1000, peaks_function = 'EMD', precision = 0.5, n_harm = 10)\n", "\n", "# Extract spectral peaks\n", "biotuning.peaks_extraction(data_, FREQ_BANDS = FREQ_BANDS, ratios_extension = True, max_freq = 30, n_peaks=5,\n", " graph=False, min_harms=2)\n", "\n", "# Compute spectromorphological metric on each IMF\n", "biotuning.compute_spectromorph(comp_chords=True, method='SpectralCentroid', min_notes=4,\n", " cons_limit=0.5, cons_chord_method='cons', \n", " window=1000, overlap=1, graph=True)\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[6.39, 46.56, 22.37, 2.74],\n", " [14.04, 2.63, 42.1, 26.29],\n", " [14.03, 2.63, 42.1, 26.29],\n", " [46.78, 3.9, 26.19, 1.19],\n", " [21.59, 4.32, 10.08, 2.52]]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Instantaneous frequencies of IMFs at moment in time when threshold of consonance is reached\n", "biotuning.spectro_chords " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral chords from instantaneous frequencies\n", "\n", "You can also compute timepoint consonance between the instantaneous frequencies using the Hilbert-Huang transform. To do so, we need to initialize the biotuner object with a peaks function 'HH1D_max', which means that Hilbert-Huang transform will be computed on each IMF, leading to estimations of instantaneous frequencies (IF)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4000, 5)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Choose a time series\n", "data_HH = data[33]\n", "\n", "# Initialize biotuner object with Hilbert-Huang method\n", "bt_HH_chords = compute_biotuner(sf = 1000, peaks_function = 'HH1D_max', precision = 0.5, n_harm = 20,\n", " ratios_n_harms = 5, ratios_inc_fit = True, ratios_inc = True) # Initialize biotuner object\n", "\n", "# Extract spectral peaks\n", "bt_HH_chords.peaks_extraction(data_HH, ratios_extension = True, max_freq = 60, n_peaks=5,\n", " graph=False, min_harms=2, verbose=False)\n", "# Look at the shape of instantaneous frequencies (n points, nIMFs)\n", "bt_HH_chords.IF.shape" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "[[2.5, 5.5, 5.5, 11.0, 49.5],\n", " [1.9, 3.8, 9.5, 15.2, 49.3],\n", " [0.9, 1.6, 2.4, 11.2, 16.8],\n", " [0.4, 3.6, 8.8, 37.8, 66.0],\n", " [0.3, 1.5, 8.9, 27.0, 66.0],\n", " [0.3, 1.5, 7.8, 19.2, 42.0],\n", " [0.3, 1.5, 7.5, 16.3, 31.5],\n", " [0.3, 1.6, 8.4, 14.4, 33.0],\n", " [0.3, 1.5, 10.2, 30.6, 60.3],\n", " [0.3, 1.5, 10.5, 26.1, 76.2],\n", " [0.4, 1.6, 9.6, 15.4, 36.8],\n", " [0.7, 2.7, 7.2, 0.1, 27.3],\n", " [0.7, 2.8, 7.0, 22.4],\n", " [0.7, 2.8, 7.0, 21.7]]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from biotuner.metrics import timepoint_consonance\n", "# Format IF\n", "data_IF = np.moveaxis(bt_HH_chords.IF, 0, 1) \n", "\n", "# Compute spectral chords\n", "chords, positions = timepoint_consonance(np.round(data_IF, 1), method='harmsim', limit=50, min_notes=4,\n", " graph=True)\n", "chords" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[25, 28, 55, 110, 124],\n", " [19, 38, 48, 76, 123],\n", " [9, 16, 24, 28, 42],\n", " [2, 3, 5],\n", " [3, 4, 6, 8, 10],\n", " [3, 4, 5, 6, 7],\n", " [3, 4, 5, 10],\n", " [3, 4, 5, 9, 10],\n", " [3, 4, 6, 10, 19],\n", " [3, 4, 7, 8, 12],\n", " [4, 8, 12, 19, 23],\n", " [1, 2, 3, 4, 9],\n", " [7, 14, 18, 28],\n", " [7, 14, 18, 27]]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from biotuner.biotuner_utils import chords_to_ratios\n", "# Transform the set of frequencies to a set of integer ratios\n", "chords_ratios2, chords_bounded2 = chords_to_ratios(chords, harm_limit=2, spread=True)\n", "chords_ratios2" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[25, 28, 31],\n", " [19, 24, 31, 38],\n", " [9, 10, 12, 14, 16],\n", " [4, 5, 6],\n", " [3, 4, 5, 6],\n", " [3, 4, 5, 6],\n", " [3, 4, 5],\n", " [3, 4, 5],\n", " [3, 4, 5],\n", " [3, 4, 6],\n", " [4, 5, 6, 8],\n", " [1, 2],\n", " [7, 9, 14],\n", " [7, 9, 14]]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Rescale the set of integer ratios within one octave,\n", "# such as the highest value is less than two time the first value\n", "chords_ratios, chords_bounded = chords_to_ratios(chords, harm_limit=2, spread=False)\n", "chords_ratios" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Listening to spectral chords" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pygame 2.1.2 (SDL 2.0.18, Python 3.8.15)\n", "Hello from the pygame community. https://www.pygame.org/contribute.html\n" ] } ], "source": [ "from biotuner.biotuner_utils import listen_chords\n", "listen_chords(chords_ratios[:], mult=40, duration=0.5)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "listen_chords(chords_bounded[:], mult=300, duration=1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting spectral chords as MIDI files\n", "\n", "We will now see how to export the spectral chords in MIDI format, keeping the microtonality." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "x=1000\n", "\n", "if 0 < x < 100:\n", " print('ok')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MidiFile(type=1, ticks_per_beat=480, tracks=[\n", " MidiTrack([control_change channel=0 control=81 value=120 time=0]),\n", " MidiTrack([\n", " Message('pitchwheel', channel=0, pitch=4148, time=0),\n", " Message('note_on', channel=0, note=22, velocity=64, time=0),\n", " Message('note_off', channel=0, note=22, velocity=64, time=480),\n", " Message('pitchwheel', channel=0, pitch=2555, time=480),\n", " Message('note_on', channel=0, note=9, velocity=64, time=480),\n", " Message('note_off', channel=0, note=9, velocity=64, time=960),\n", " Message('pitchwheel', channel=0, pitch=5429, time=960),\n", " Message('note_on', channel=0, note=1, velocity=64, time=960),\n", " Message('note_off', channel=0, note=1, velocity=64, time=1440)]),\n", " MidiTrack([\n", " Message('pitchwheel', channel=1, pitch=4148, time=0),\n", " Message('note_on', channel=1, note=22, velocity=64, time=0),\n", " Message('note_off', channel=1, note=22, velocity=64, time=480),\n", " Message('pitchwheel', channel=1, pitch=2866, time=480),\n", " Message('note_on', channel=1, note=19, velocity=64, time=480),\n", " Message('note_off', channel=1, note=19, velocity=64, time=960)]),\n", " MidiTrack([\n", " Message('pitchwheel', channel=2, pitch=4905, time=0),\n", " Message('note_on', channel=2, note=26, velocity=64, time=0),\n", " Message('note_off', channel=2, note=26, velocity=64, time=480),\n", " Message('pitchwheel', channel=2, pitch=4905, time=480),\n", " Message('note_on', channel=2, note=14, velocity=64, time=480),\n", " Message('note_off', channel=2, note=14, velocity=64, time=960)]),\n", " MidiTrack([\n", " Message('pitchwheel', channel=3, pitch=4148, time=0),\n", " Message('note_on', channel=3, note=22, velocity=64, time=0),\n", " Message('note_off', channel=3, note=22, velocity=64, time=480),\n", " Message('pitchwheel', channel=3, pitch=1121, time=480),\n", " Message('note_on', channel=3, note=17, velocity=64, time=480),\n", " Message('note_off', channel=3, note=17, velocity=64, time=960)]),\n", " MidiTrack([\n", " Message('pitchwheel', channel=4, pitch=1, time=0),\n", " Message('note_on', channel=4, note=31, velocity=64, time=0),\n", " Message('note_off', channel=4, note=31, velocity=64, time=480),\n", " Message('pitchwheel', channel=4, pitch=5109, time=480),\n", " Message('note_on', channel=4, note=11, velocity=64, time=480),\n", " Message('note_off', channel=4, note=11, velocity=64, time=960)])\n", "])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from biotuner.biotuner_utils import create_midi, rebound\n", "\n", "# Define the number of octaves up\n", "n_octaves = 4\n", "mult = 2**n_octaves\n", "new_chords = []\n", "for chord in chords[1:4]:\n", " # Take the original frequencies and rebound them within one octave range\n", " c = [rebound(x, low=np.min(chord)-1, high=np.min(chord)*2, octave=2) for x in chord]\n", " # Then, move the chord n octaves up to be in the hearing range\n", " c = [np.int(x*mult) for x in c]\n", " new_chords.append(c)\n", " \n", "# set 1 second duration for each chord\n", "durations = [1] * len(new_chords)\n", "midi_file = create_midi(new_chords, durations, microtonal=True, filename='test')\n", "midi_file\n" ] } ], "metadata": { "kernelspec": { "display_name": "biotuner", "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": "3.8.15" }, "vscode": { "interpreter": { "hash": "78920748c27eb6b6a66039cd6eaf38ba7b9251be5db3fee90bd349c5848cd2ed" } } }, "nbformat": 4, "nbformat_minor": 2 }