diff --git a/numba_examples/rpde.ipynb b/numba_examples/rpde.ipynb index 9539681..762f2ee 100644 --- a/numba_examples/rpde.ipynb +++ b/numba_examples/rpde.ipynb @@ -2,9 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/hadware/Code/CoML/presentation-inge-7-mai/venv/lib/python3.6/site-packages/librosa/util/decorators.py:9: NumbaDeprecationWarning: An import was requested from a module that has moved location.\n", + "Import of 'jit' requested from: 'numba.decorators', please update to use 'numba.core.decorators' or pin to Numba version 0.48.0. This alias will not be present in Numba version 0.50.0.\n", + " from numba.decorators import jit as optional_jit\n" + ] + }, { "data": { "text/html": [ @@ -44,43 +53,89552 @@ }, { "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### First things first\n", "\n", "_Loading the audio data, and embedding the audio time series_\n", + "\n", " Our algorithm operates on time series\n", "(here, it's audio, what a coincidence!).\n", "\n", "Then, we'll create a special function that creates an embedding of several time\n", "series for our audio data.\n" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%% md\n" - } - } + ] }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 2, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "x=%{x}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "trace = go.Scatter3d(\n", " x=ts[:,0],\n", @@ -139,16 +96450,15 @@ " )\n", "fig = go.Figure(data=[trace], layout=layout)\n", "iplot(fig, filename=\"/tmp/pho_a_trajectory.png\")" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + ] }, { "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### This is where the fun begins\n", "\n", @@ -168,18 +96478,22 @@ "- the first point to exit a sphere of radius epsilon (index k_0)\n", "- the first point, after k_0, to re-enter the sphere (index k_1)\n", "\n", - "![RPDE algorithm's basic principle](principe_rpde.png)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%% md\n" - } - } + "![RPDE algorithm's basic principle](principe_rpde.png)\n", + "\n", + "What's costly in this algorithm is the norm computation.\n", + "We coud vectorize the algorithm with numpy, but it'd be very hard not to compute the norms for the red point... and thus the speed gains from numpy vectorization could be completely lost in these useless computations.\n", + "\n", + "We have to be smarter." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "def plain_python_recurrence_histogram(ts: np.ndarray, epsilon: float, t_max: int):\n", @@ -204,17 +96518,11 @@ " distances_histogram[j - i] += 1\n", " break\n", " return distances_histogram" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -223,7 +96531,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -254,7 +96562,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "# Here, we naively just switched out all \"np.arange\" occurences to numba.prange.\n", @@ -281,17 +96594,11 @@ " distances_histogram[j - i] += 1\n", " break\n", " return distances_histogram" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -328,6 +96635,11 @@ }, { "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### Running stuff\n", "\n", @@ -336,36 +96648,4840 @@ "\n", "Also, let's check that the various numba implementations's outputs match the plain\n", "python \"ground truth\"." - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%% md\n" - } - } + ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "CPU times: user 1min 30s, sys: 67.9 ms, total: 1min 30s\n", - "Wall time: 55.6 s\n" + "100%|██████████| 1956/1956 [00:07<00:00, 275.94it/s]\n" ] }, { "data": { - "text/plain": [ - "array([0, 0, 0, ..., 0, 0, 0], dtype=int32)" + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "x=%{x}
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" ] }, - "execution_count": 18, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ @@ -377,76 +101493,105 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "# checking that values match\n", - "numba_histogram = numba_recurrence_histogram(ts, 0.12, 10000)\n", - "np.isclose(distances_histogram, numba_histogram)" - ], + "execution_count": 18, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } - } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# checking that values match\n", + "numba_histogram = numba_recurrence_histogram(ts, 0.12, 10000)\n", + "np.isclose(distances_histogram, numba_histogram).all()" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "### The ~~hour~~ seconds of truth\n", "\n", "Let's now test the performance of each implementation." - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "%time plain_python_recurrence_histogram(ts, 0.12, 10000)" - ], + "execution_count": 20, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "%time numba_recurrence_histogram(ts, 0.12, 10000)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1956/1956 [00:06<00:00, 293.48it/s]\n", + "100%|██████████| 1956/1956 [00:06<00:00, 288.34it/s]\n", + "100%|██████████| 1956/1956 [00:06<00:00, 282.53it/s]\n", + "100%|██████████| 1956/1956 [00:07<00:00, 271.79it/s]\n", + "100%|██████████| 1956/1956 [00:06<00:00, 289.13it/s]\n", + "100%|██████████| 1956/1956 [00:06<00:00, 280.14it/s]\n", + "100%|██████████| 1956/1956 [00:06<00:00, 320.79it/s]\n", + "100%|██████████| 1956/1956 [00:06<00:00, 295.60it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6.77 s ± 321 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] } - } + ], + "source": [ + "%timeit plain_python_recurrence_histogram(ts, 0.12, 10000)" + ] }, { "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "%time parallel_recurrence_histogram(ts, 0.12, 10000)" - ], + "execution_count": 23, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } - } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "193 ms ± 12.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + ] + } + ], + "source": [ + "%timeit numba_recurrence_histogram(ts, 0.12, 10000)" + ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" @@ -457,22 +101602,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 16min 10s, sys: 3.01 s, total: 16min 13s\n", - "Wall time: 6min 59s\n" + "145 ms ± 13.3 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] - }, - { - "data": { - "text/plain": [ - "array([0, 0, 0, ..., 0, 0, 0], dtype=int32)" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" } ], - "source": [] + "source": [ + "%timeit parallel_recurrence_histogram(ts, 0.12, 10000)" + ] } ], "metadata": { @@ -491,9 +101627,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 4 -} \ No newline at end of file +} diff --git a/requirements.txt b/requirements.txt index 3d0cba1..970a0b8 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,4 +5,6 @@ numpy tqdm librosa jupyter -dataclasses >= 0.7; python_version <'3.7' \ No newline at end of file +dataclasses >= 0.7; python_version <'3.7' +plotly +pandas \ No newline at end of file