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@bmcfee
Last active May 27, 2016 15:45
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# mir_eval display prototyping\n",
"\n",
"This notebook is a work in progress, but will eventually implement the core visualization routines for mir_eval as disscussed in [this thread](https://github.com/craffel/mir_eval/issues/28)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import mir_eval"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.style\n",
"matplotlib.style.use('seaborn-ticks')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def hatch_cycler(n, cmap='Paired', nmax=16):\n",
" \n",
" #TODO: figure out the correct logic to make this work for arbitrary n\n",
" cm = plt.get_cmap(cmap, min(n, nmax))\n",
" \n",
" hcycle = plt.cycler(hatch=('', '/', '\\\\', '-', '|'))\n",
" ccycle = plt.cycler(facecolor=[cm(_) for _ in range(cm.N)])\n",
" return hcycle * ccycle"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def color_cycler(n, cmap='Paired'):\n",
" \n",
" #TODO: figure out the correct logic to make this work for arbitrary n\n",
" cm = plt.get_cmap(cmap, n)\n",
" return plt.cycler(facecolor=[cm(_) for _ in range(cm.N)])\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from matplotlib.patches import Rectangle\n",
"\n",
"def disjoint_intervals(intervals, labels, base=None, height=None, text=False, text_kw=None,\n",
" cmap='Paired', ax=None, **kwargs):\n",
" \n",
" if text_kw is None:\n",
" text_kw = dict(va='bottom',\n",
" clip_on=True,\n",
" bbox=dict(boxstyle='round', facecolor='white', alpha=0.75))\n",
" \n",
" if ax is None:\n",
" # Create a new axis\n",
" ax = plt.axes()\n",
" ax.set_ylim([0, 1])\n",
"\n",
" # Infer height\n",
" if base is None:\n",
" base = ax.get_ylim()[0]\n",
" if height is None:\n",
" height = ax.get_ylim()[1]\n",
" \n",
" cycler = hatch_cycler(len(np.unique(labels)), cmap=cmap).__iter__()\n",
" \n",
" seg_map = dict()\n",
" \n",
" for lab in labels:\n",
" if lab in seg_map:\n",
" continue\n",
" \n",
" style = next(cycler)\n",
" seg_map[lab] = style.copy()\n",
" seg_map[lab].update(kwargs)\n",
" \n",
" \n",
" seen = set()\n",
" for ival, lab in zip(intervals, labels):\n",
" rect_kwargs = seg_map[lab].copy()\n",
" \n",
" if lab not in seen:\n",
" rect_kwargs['label'] = lab\n",
" seen.add(lab)\n",
" \n",
" rect = Rectangle((ival[0], base), ival[1] - ival[0], height, **rect_kwargs)\n",
" ax.add_patch(rect)\n",
" \n",
" if text:\n",
" ann = ax.text(ival[0] + 1.0, base + 0.05, lab, **text_kw)\n",
" ann.set_clip_path(rect)\n",
" \n",
" ax.set_yticks([])\n",
" \n",
" ax.set_xlim([intervals.min(), intervals.max()])\n",
" \n",
" return ax"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def overlap_intervals(intervals, labels, reference_labels=None, ax=None, cmap='Paired', **kwargs):\n",
"\n",
" if ax is None:\n",
" # Create a new axis\n",
" ax = plt.axes()\n",
" \n",
" if reference_labels is None:\n",
" # If we have non-empty pre-existing tick labels, use them\n",
" reference_labels = [_.get_text() for _ in ax.get_yticklabels()]\n",
" if not any(reference_labels):\n",
" reference_labels = []\n",
" else:\n",
" reference_labels = list(reference_labels)\n",
" \n",
" # Put additional labels at the end, in order\n",
" ticks = reference_labels + sorted(set(labels) - set(reference_labels))\n",
" \n",
" cycler = color_cycler(len(ticks), cmap=cmap).__iter__()\n",
" \n",
" seg_map = dict()\n",
" seg_height = dict()\n",
" \n",
" for h, (lab, style) in enumerate(zip(ticks, cycler)): \n",
" seg_map[lab] = dict(label=lab)\n",
" seg_map[lab].update(style) \n",
" seg_map[lab].update(kwargs)\n",
" \n",
" seg_height[lab] = h\n",
" \n",
" seen = set()\n",
" for ival, lab in zip(intervals, labels):\n",
" over_lab = seg_map[lab].get('label', lab)\n",
" \n",
" # If we've already seen this label, pop it so we don't add it to the legend\n",
" if over_lab in seen:\n",
" seg_map[lab].pop('label', None)\n",
" \n",
" seen.add(over_lab) \n",
" ax.add_patch(Rectangle((ival[0], seg_height[lab]), ival[1] - ival[0], 1, **seg_map[lab]))\n",
" \n",
" # Draw a line separating the new labels from pre-existing labels\n",
" if reference_labels:\n",
" ax.axhline(len(reference_labels), color='k', alpha=0.5)\n",
"\n",
" ax.set_yticks([])\n",
" ax.grid('on', axis='y')\n",
" ax.set_xlim([intervals.min(), intervals.max()])\n",
" ax.set_ylim([0, len(ticks)])\n",
" ax.set_yticks(list(range(len(ticks))))\n",
" ax.set_yticklabels(ticks, va='bottom')\n",
" return ax"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"Test driving"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import glob"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"audfiles = sorted(glob.glob('/home/bmcfee/data/beatles_iso/audio/*/*/*.flac'))\n",
"segfiles = sorted(glob.glob('/home/bmcfee/data/beatles_iso/seglab/*/*/*.lab'))\n",
"chordfiles = sorted(glob.glob('/home/bmcfee/data/beatles_iso/chordlab/*/*/*.lab'))"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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S59VXX83Or2nTptnbxhcuXMjhhx/OnDlzOP/885kyZQq5ubkMHDiwzH3Gtttu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\nDrH4pwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faf73b08748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"k = 151\n",
"\n",
"fig = plt.figure(figsize=(12, 6))\n",
"ax = plt.subplot(2,1,1)\n",
"\n",
"disjoint_intervals(*mir_eval.io.load_labeled_intervals(segfiles[k]), ax=ax)\n",
"\n",
"ax.legend(frameon=True, ncol=3)\n",
"ax.set_xticks([])\n",
"\n",
"\n",
"ax = plt.subplot(2,1,2)\n",
"ints, labs = mir_eval.io.load_labeled_intervals(chordfiles[k])\n",
"overlap_intervals(ints, labs, ax=ax)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Try visualizing segments over a spectrogram\n",
"import librosa"
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"y, sr = librosa.load(audfiles[k])"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"M = librosa.logamplitude(librosa.feature.melspectrogram(y=y, sr=sr))\n",
"freqs = librosa.mel_frequencies(M.shape[0])\n",
"times = librosa.frames_to_time(np.arange(M.shape[1]))"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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IgvBMyAZLEARBEARBEAThmZANliAIgiAIgiAIwjMhGyxBEARBEARBEIRn4ufa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\nMckD+/2+tJm02i1YJkkbszzDbD5Dp01RApvNhtQA6n0Y/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KPZlAdOVVGxXK7kqJ8CmHWs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\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TYkNxeNxOjB7ZjqOPmINwKIhZM2fgH6+/iTtuvg4utxsPP/E01m/4msEKDTx07zJ09/Th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\n+MwKixLdyQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faf781119b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 4))\n",
"\n",
"# Using pcolormesh here instead of librosa's display because pcm uses natural coordinates for axes.\n",
"ax = plt.axes()\n",
"ax.pcolormesh(times, freqs, M, cmap='gray_r')\n",
"ax.axis('tight');\n",
"\n",
"disjoint_intervals(*mir_eval.io.load_labeled_intervals(segfiles[k]), ax=ax, alpha=0.5, linewidth=2, text=True)\n",
"#ax.legend(frameon=True, ncol=3)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"# Overlapping comparisons"
]
},
{
"cell_type": "code",
"execution_count": 254,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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JlixZwtlnn80pp5xCaWkpTz311MYufMOHD+eDDz4A4Mgjj+S+++5j9erVAMyZM4fp06cP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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faf73cd48d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure(figsize=(12, 4))\n",
"ints, labs = mir_eval.io.load_labeled_intervals(chordfiles[k])\n",
"ax = plt.axes()\n",
"\n",
"overlap_intervals(ints[::3], labs[::3], facecolor='g', label='reference', alpha=0.5,\n",
" ax=ax)\n",
"\n",
"overlap_intervals(ints[::4] + 0.5, labs[::4], label='estimate',\n",
" facecolor='r', alpha=0.5, ax=ax)\n",
"\n",
"ax.legend(frameon=True, framealpha=0.75,)\n",
"\n",
"plt.tight_layout()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.5",
"language": "python",
"name": "python3.5"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.0"
},
"widgets": {
"state": {},
"version": "1.1.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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