{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spoken Digit Experiment\n", "
\n", "\n", "---\n", "\n", "This experiment will use an audio dataset named **spoken_digit** to test the performance of synergistic learning on audio classification tasks. The dataset consists of 3,000 recordings of digit (from 0 to 9) pronounced in English, by 6 speakers: \n", "\n", "*6 (speakers) x 10 (digits) x 50 (repetitions) = 3,000 (audio files)*\n", "\n", "Think MNIST for audio.\n", "\n", "\n", "### Import necessary packages and modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import IPython.display as ipd\n", "from joblib import Parallel, delayed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load spoken_digit data and extract features\n", "To try on the up-to-date version of spoken_digit, we download the dataset from github repo (https://github.com/Jakobovski/free-spoken-digit-dataset) to our local disk. Find and copy the path of recordings. Here, the path is `D:/Python Exploration/free-spoken-digit-dataset/recordings/`.\n", "\n", "Then we use **librosa** to load audio file, and extract the **STFT** (Short-time Fourier transform) feature. Since each audio has different durations, the STFT spectrograms vary in width. For convenience, we regularize the STFT spectrograms all to 28 by 28 images, using function provided by **opencv**. \n", "\n", "*Please ensure that you have **librosa** and **opencv** installed to run this experiment.*\n", "\n", "---\n", "After running the block below, you will get:\n", "\n", "`audio_data`: List of audio data, each item contains audio samples of a single digit. length = 3000\n", "\n", "`x_spec_mini`: Numpy array of STFT spectrograms that have been resized to 28 by 28 image. shape = (3000, 28, 28)\n", "\n", "`y_number`: Numpy array of labels indicating which digit is spoken. shape = (3000,)\n", "\n", "`y_speaker`: Numpy array of first letter of the speaker. shape = (3000,)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from functions.spoken_digit_functions import load_spoken_digit\n", "\n", "path_recordings = \"./recordings/\"\n", "\n", "audio_data, x_spec_mini, y_number, y_speaker = load_spoken_digit(path_recordings)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect data\n", "\n", "Before running synergistic learning, let's take a look at our audio data and spectrograms.\n", "\n", "First, let's play some audio of the digits!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is number 4 spoken by speaker Y \n", "Duration: 3857 samples in 0.482125 seconds\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num = 2999 # choose from 0 to 2999\n", "\n", "print(\n", " \"This is number\",\n", " y_number[num],\n", " \"spoken by speaker\",\n", " y_speaker[num].upper(),\n", " \"\\nDuration:\",\n", " audio_data[num].shape[0],\n", " \"samples in\",\n", " audio_data[num].shape[0] / 8000,\n", " \"seconds\",\n", ")\n", "ipd.Audio(audio_data[num], rate=8000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's display STFT spectrograms of a same digit spoken by different speakers, and see if there is any distinguishable differences." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from functions.spoken_digit_functions import display_spectrogram\n", "\n", "num = 9 # choose from 0 to 9\n", "display_spectrogram(x_spec_mini, y_number, y_speaker, num)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run Synergistic Learning\n", "\n", "
\n", "\n", "The Synergistic Learning project aims to improve program performance on sequentially learned tasks, proposing a lifelong learning approach.\n", "\n", "It contains two different algorithms: **Synergistic Forests** (**SynF**) and **Synergistic Network** (**SynN**). **SynF** uses Uncertainy Forest as transformers, while **SynN** uses deep networks. These two algorithms achieve both forward knowledge transfer and backward knowledge transfer. \n", "\n", "You can set `model` as 'synf' or 'synn' to choose which algorithm to use.\n", "\n", "---\n", "\n", "We divide tasks by speaker. As there are 6 speakers in total, we have 6 tasks. \n", "\n", "For each task at hand, we check whether the former tasks would forward-transfer knowledge to it, as well as whether the later tasks would backward-transfer knowledge to it, so that it has increased accuracy with more tasks seen. \n", "\n", "Normally, we repeat the experiment for several times and average the results to get the expectation of generalization error. Choose `num_repetition` according to your computing power and time.\n", "\n", "##### Prepare input data and start synergistic learning!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "x = x_spec_mini.reshape(3000, 28, 28, 1) # (3000,28,28,1)\n", "y = y_number # (3000,)\n", "y_speaker = y_speaker # (3000,), dtype: string" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from functions.spoken_digit_functions import single_experiment\n", "\n", "# Odin Model\n", "model = \"odin\"\n", "ntrees = 10 # number of trees, used when model is SynF\n", "shuffle = False\n", "num_repetition = 4 # fewer than actual figure to reduce running time\n", "\n", "accuracy_list = Parallel(n_jobs=1)(\n", " delayed(single_experiment)(x, y, y_speaker, ntrees, model, shuffle)\n", " for _ in range(num_repetition)\n", ")\n", "\n", "accuracy_all_avg = np.average(accuracy_list, axis=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate and plot transfer efficiency\n", "\n", "
\n", "\n", "- The **transfer efficiency** of algorithm $f$ for given task $t$ with sample size $n$ is $$TE_n^t(f):=\\mathbb{E}[R^t(f(D_n^{t}))]/\\mathbb{E}[R^t(f(D_n))].$$\n", "\n", " We say that algorithm $f$ has transfer learned for task $t$ with data $D_n$ if and only if $TE_n^t(f)>1$.\n", "
\n", "- The **forward transfer efficiency** of $f$ for task $t$ given $n$ samples is\n", "$$FTE_n^t(f):=\\mathbb{E}[R^t(f(D_n^{t}))]/\\mathbb{E}[R^t(f(D_n^{1$.\n", "
\n", "- The **backward transfer efficiency** of $f$ for task $t$ given $n$ samples is\n", "$$BTE_n^t(f):=\\mathbb{E}[R^t(f(D_n^{1$.\n", "\n", "\n", "
\n", "\n", "*For more details about FTE,BTE,TE and so on, please refer to the paper by [Vogelstein, et al. (2020)](https://arxiv.org/abs/2004.12908)*" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from functions.spoken_digit_functions import calculate_results, plot_results\n", "\n", "acc, bte, fte, te = calculate_results(accuracy_all_avg)\n", "plot_results(acc, bte, fte, te, model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shuffled speaker\n", "
\n", "\n", "The default order of speakers is George followed by Jackson, Lucas, Nicolas, Theo, Yweweler. But we offer a variable `shuffle`. If we set `shuffle = True`, the order of speakers will be shuffled before each repetition starts.\n", "\n", "By shuffling the speakers and averaging the results, we can see the intrinsic trend of Synergistic Learning, i.e. the transfer efficiency increases monotonously with the 'noises' canceled out.\n", "\n", "---\n", "Here we use **SynF** for less computation cost, and set a reasonable number of repetitions." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [], "source": [ "model = \"synf\"\n", "ntrees = 10 # number of trees\n", "shuffle = True\n", "num_repetition = 4 # fewer than actual figure to reduce running time\n", "\n", "accuracy_list = Parallel(n_jobs=4)(\n", " delayed(single_experiment)(x, y, y_speaker, ntrees, model, shuffle)\n", " for _ in range(num_repetition)\n", ")\n", "\n", "accuracy_all_shuffle_avg = np.average(accuracy_list, axis=0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "acc, bte, fte, te = calculate_results(accuracy_all_shuffle_avg)\n", "plot_results(acc, bte, fte, te, model)" ] } ], "metadata": { "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }