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angelormrl/feature_extraction.ipynb

Created May 8, 2019 17:59
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feature_extraction.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Feature Extraction\n",
"\n",
"\n",
"This notebook handles the automated feature extraction and dataset generation for this machine learning task. The stages of this process are:\n",
"1. A sample is loaded.\n",
"2. MFCC values are extracted from it's audio frames.\n",
"3. Information is extracted from it's file name; target class, patch index and midi note.\n",
"4. Steps 1-3 are repeated for each sample in a directory.\n",
"5. This data is then saved as two seperate files; mfccs.csv and info.csv."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"## ======== libraries ======== ##\n",
"\n",
"\n",
"# math and array / matrix operations\n",
"import numpy as np\n",
"\n",
"# hosts audio and handles mfcc extraction\n",
"import librosa\n",
"\n",
"# lists filenames in queried directory\n",
"from os import listdir\n",
"\n",
"# to write dataset to csvs\n",
"import csv"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"## ======== function definitions ======== ##\n",
"\n",
"\n",
"# imports audio from .wav file and extract mfcc's\n",
"def extract_mfccs(load_path, n_mfcc):\n",
"\n",
" # the librosa library handles the hosting of audio mfcc extraction\n",
" audio_frames, sample_rate = librosa.load(load_path)\n",
" # a 2d array is returned of dimensions n_mfcc X (the number of samples / 512)\n",
" mfccs = librosa.feature.mfcc(y=audio_frames, sr=sample_rate, n_mfcc = n_mfcc)\n",
" \n",
" return mfccs\n",
"\n",
"\n",
"# searches file name for mathcing class label and returns corresponding index\n",
"def label_index(file_name, labels):\n",
" \n",
" for i in range(len(labels)):\n",
" \n",
" # if class label is found then the corresponding index is returned\n",
" if(labels[i] in file_name):\n",
" \n",
" index = i\n",
" \n",
" return index\n",
"\n",
"\n",
"# returns positions of a target character in a string.\n",
"def find_char(target, string):\n",
"\n",
" positions = []\n",
"\n",
" # compares each element of a string with the target character\n",
" for i, char in enumerate(string):\n",
" \n",
" if char == target:\n",
" \n",
" positions.append(i)\n",
" \n",
" return positions\n",
"\n",
"\n",
"# creates a list of the specific preset index and midi note from the file name\n",
"def gather_info(ind, file_name):\n",
" \n",
" info = []\n",
" \n",
" # by determing positions of underscores and full stops we can determine the position of each piece of info\n",
" underscore = find_char(\"_\", file_name)\n",
" \n",
" full_stop = find_char(\".\", file_name)\n",
" \n",
" preset_index = int(file_name[underscore[1]+1:underscore[2]])\n",
" \n",
" note = int(file_name[underscore[2]+1:full_stop[0]])\n",
" \n",
" vst_name = file_name[underscore[0]+1:underscore[1]]\n",
"\n",
" info = [ind, preset_index, note, vst_name]\n",
" \n",
" return info\n",
"\n",
"\n",
"# generates lists of mfccs, target data and info for analysis\n",
"def generate_dataset(load_path, n_mfcc, labels):\n",
" \n",
" # list containing 2d arrays of each examples mfccs as elements\n",
" mfccs = []\n",
" \n",
" # target class for corresponding examples\n",
" y =[]\n",
" \n",
" # patch index, midi notes and vst name\n",
" info = []\n",
" \n",
" # fills list with all filenames in directory\n",
" file_names = listdir(load_path)\n",
" \n",
" # extracts features and info from each file\n",
" for i in range(len(file_names)):\n",
" \n",
" if(\".wav\" in file_names[i]):\n",
" \n",
" print(file_names[i])\n",
" \n",
" # concatenates file name and directory path for path to file\n",
" final_load_path = load_path + \"/\" + file_names[i]\n",
" \n",
" example_mfccs = extract_mfccs(final_load_path, n_mfcc)\n",
" \n",
" mfccs.append(example_mfccs)\n",
" \n",
" ind = label_index(file_names[i], labels)\n",
" \n",
" example_info = gather_info(ind, file_names[i])\n",
" \n",
" info.append(example_info)\n",
" \n",
" return mfccs, info\n",
"\n",
"\n",
"# flattens 2d arrays to allow for saving to csv\n",
"def flatten_sublists(data):\n",
" \n",
" flattened = []\n",
"\n",
" for example in data:\n",
" \n",
" flattened.append(example.reshape(-1))\n",
" \n",
" return flattened\n",
" \n",
"\n",
"# write a list of sublists to a csv file\n",
"def write_csv(data, path, title):\n",
" \n",
" myFiles = open(path + '/' + title, 'wb')\n",
" \n",
" with myFiles:\n",
" \n",
" writer = csv.writer(myFiles)\n",
" \n",
" writer.writerows(data)\n",
" \n",
" print(title + \" written to csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MFCC and Info Extraction\n",
"\n",
"The cell below will import and process all wav files in a given directory, returning the mfccs for each example and their corresponding information as two seperate arrays. The values at element n of mfccs correspond to those at element n of info."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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},
{
"name": "stdout",
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"text": [
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},
{
"name": "stdout",
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"text": [
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"Pad_Monopoly_6_73.wav\n",
"Lead_Monopoly_4_32.wav\n",
"Pad_Monopoly_6_67.wav\n",
"Lead_Monopoly_4_26.wav\n",
"Bass_Monopoly_5_87.wav\n",
"Bass_Monopoly_5_93.wav\n",
"Lead_Monopoly_0_95.wav\n",
"Lead_Monopoly_0_81.wav\n",
"Bass_Monopoly_5_44.wav\n",
"Bass_Monopoly_2_59.wav\n",
"Bass_Monopoly_5_50.wav\n",
"Pad_Monopoly_5_36.wav\n",
"Bass_Monopoly_5_78.wav\n",
"Lead_Monopoly_0_56.wav\n",
"Bass_Monopoly_2_71.wav\n",
"Bass_Monopoly_6_107.wav\n",
"Lead_Monopoly_0_42.wav\n",
"Bass_Monopoly_2_65.wav\n",
"Lead_Monopoly_6_101.wav\n",
"Lead_Monopoly_2_90.wav\n",
"Lead_Monopoly_5_99.wav\n",
"Pad_Monopoly_4_101.wav\n",
"Lead_Monopoly_2_84.wav\n",
"Bass_Monopoly_0_48.wav\n",
"Lead_Monopoly_5_66.wav\n",
"Lead_Monopoly_5_72.wav\n",
"Bass_Monopoly_0_74.wav\n",
"Lead_Monopoly_2_53.wav\n",
"Bass_Monopoly_0_60.wav\n",
"Lead_Monopoly_2_47.wav\n",
"Pad_Monopoly_3_80.wav\n",
"Pad_Monopoly_4_89.wav\n",
"Pad_Monopoly_3_94.wav\n",
"Pad_Monopoly_5_104.wav\n",
"Pad_Monopoly_3_43.wav\n",
"Bass_Monopoly_3_25.wav\n",
"Bass_Monopoly_4_38.wav\n",
"Pad_Monopoly_3_57.wav\n",
"Bass_Monopoly_3_31.wav\n",
"Pad_Monopoly_4_76.wav\n",
"Lead_Monopoly_6_37.wav\n",
"Pad_Monopoly_4_62.wav\n"
]
}
],
"source": [
"## ======== mfcc and information extraction ======== ##\n",
"\n",
"\n",
"load_path = \"/Users/angelorussell/Desktop/monopoly_renders_normalised\"\n",
"\n",
"# these are the labels of each class of patch and will be used to generate indices for each\n",
"labels = [\"Lead\", \"Bass\", \"Pad\"]\n",
"\n",
"# number of mfccs to be extracted from audio\n",
"n_mfcc = 20\n",
"\n",
"mfccs, info = generate_dataset(load_path, n_mfcc, labels)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Writing Data to CSV\n",
"\n",
"The final stage of this notebook is to save our data in a format that we can import when we are ready to train our model. CSV is an apporpriate and simple file type for the storage of two dimensional lists. This works with our info list as is but our mfccs list must have each sublist flattened so that it can be saved in this format."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mfccs.csv written to csv\n",
"info.csv written to csv\n"
]
}
],
"source": [
"## ======== writing data to csv ======== ##\n",
"\n",
"write_path = \"/Users/angelorussell/Desktop/monopoly_data\"\n",
"\n",
"# each sublist of mfccs is a 20 x 173 2d array. we must flatten it to a 1d list of length 20 x 173.\n",
"flattened_mfccs = flatten_sublists(mfccs)\n",
"\n",
"write_csv(flattened_mfccs, write_path, \"mfccs.csv\")\n",
"\n",
"write_csv(info, write_path, \"info.csv\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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