{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import random\n", "random.seed(1337)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Documentation for `pyannote.core`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Install" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`pyannote.core` package can be installed the easy way:\n", "```bash\n", "$ pip install pyannote.core\n", "```\n", "\n", "Adding support for Jupyter/IPython Notebook graphical representations is as easy as:\n", "```bash\n", "$ pip install pyannote.core[notebook]\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Available data structures" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from pyannote.core import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Segment ([pyannote.core.segment](pyannote.core.segment.ipynb))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "segment = Segment(start=0, end=10)\n", "segment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Timeline ([pyannote.core.timeline](pyannote.core.timeline.ipynb))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABHQAAABnCAYAAABhARWQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMBiFDgAAAMBg/gtDeo9owLlLVgAAAABJRU5ErkJggg==\n", "text/plain": [ ", , , ])>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timeline = Timeline([Segment(1, 5), Segment(6, 8), Segment(12, 18), Segment(7, 20)])\n", "timeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Annotation ([pyannote.core.annotation](pyannote.core.annotation.ipynb))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABHQAAACsCAYAAAAaLvvnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfwHFsX66kKOOPQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "annotation = Annotation()\n", "annotation[Segment(1, 5)] = 'John'\n", "annotation[Segment(6, 8)] = 'Jack'\n", "annotation[Segment(12, 18)] = 'John'\n", "annotation[Segment(7, 20)] = 'Alice'\n", "annotation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature ([pyannote.core.feature](pyannote.core.feature.ipynb))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# one 4-dimensional feature vector extracted every 100ms from a 200ms window\n", "frame = SlidingWindow(start=0.0, step=0.100, duration=0.200)\n", "data = np.random.randn(100, 4)\n", "features = SlidingWindowFeature(data, frame)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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vtnoBhUUUu0IvE3C95lcRSFYl897J93C3due7vt/d7Ht0uz5OfbA1sWV/7IOX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"text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.4421429 , -1.44502143, -0.43282043, -0.01994535],\n", " [ 0.95060543, -0.74292602, 1.22086979, 1.95070816],\n", " [ 1.19066555, 1.29371768, 0.11550674, -3.74567368],\n", " [ 1.17795762, -0.39977873, -1.27290048, 1.13461351],\n", " [-0.86933379, -0.69830552, -0.37775889, -0.32930616],\n", " [-0.20408787, -0.24439993, -0.07213635, -1.17373151],\n", " [-0.25488363, 0.13070289, 0.56219605, 0.36592598],\n", " [ 0.82328558, 0.80167407, -1.61040618, -0.18284535],\n", " [ 1.02423512, 0.78117785, -0.57796508, -0.24171816],\n", " [ 0.41506776, -1.05395226, -1.32510005, 0.0041201 ],\n", " [ 0.39898321, -0.4456852 , 0.50380856, -0.64459603],\n", " [ 1.08797586, 0.48974714, 0.50622516, -0.05644439],\n", " [-0.30759844, 0.05496161, -0.79779151, -1.32959826]])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features.crop(Segment(2, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scores ([pyannote.core.scores](pyannote.core.scores.ipynb))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores = Scores()\n", "scores[Segment(3, 5), '_', 'Penny'] = 0.8\n", "scores[Segment(3, 5), '_', 'Leonard'] = 0.15\n", "scores[Segment(3, 5), '_', 'Sheldon'] = 0.05\n", "scores[Segment(5.5, 7), '_', 'Penny'] = 0.4\n", "scores[Segment(5.5, 7), '_', 'Leonard'] = 0.5\n", "scores[Segment(5.5, 7), '_', 'Sheldon'] = 0.1\n", "scores[Segment(8, 10), '_', 'Penny'] = 0.4\n", "scores[Segment(8, 10), '_', 'Leonard'] = 0.25\n", "scores[Segment(8, 10), '_', 'Sheldon'] = 0.35\n", "scores" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contribute" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`pyannote.core` is on [Github](https://github.com/pyannote/pyannote-core). \n", " \n", " \n", " Fork and pull requests are very welcome!" ] } ], "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": "3.5.3" } }, "nbformat": 4, "nbformat_minor": 1 }