{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/kp9/anaconda3/envs/orig/lib/python3.5/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "import scanpy.api as sc\n", "import numpy as np\n", "import pandas as pd\n", "import bbknn\n", "import time\n", "\n", "sc.settings.verbosity = 3 # verbosity: errors (0), warnings (1), info (2), hints (3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform the actual BBKNN with faiss benchmark. Import the PCA, create a batch vector matching what was in R, run the same BBKNN function, except with faiss. When done, write the times out in the same manner as well." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing batch balanced neighbors\n", " finished (0:00:00.17) computing batch balanced neighbors\n", " finished (0:00:00.32) computing batch balanced neighbors\n", " finished (0:00:00.62) computing batch balanced neighbors\n", " finished (0:00:01.56) computing batch balanced neighbors\n", " finished (0:00:03.70) computing batch balanced neighbors\n", " finished (0:00:09.52) computing batch balanced neighbors\n", " finished (0:00:29.86) computing batch balanced neighbors\n", " finished (0:01:42.72) computing batch balanced neighbors\n", " finished (0:06:16.68) " ] } ], "source": [ "faiss_time = []\n", "\n", "for i in np.arange(10,19):\n", " pca = np.load('pca'+str(i)+'.npy')\n", " batch = ['a']*2**i + ['b']*2**i\n", " t1 = time.time()\n", " bbknn.bbknn_pca_matrix(pca=pca,batch_list=batch,approx=False)\n", " t2 = time.time()\n", " faiss_time.append(t2-t1)\n", "\n", "with open('benchmark-times/faiss.txt','w') as fid:\n", " fid.writelines([str(i)+'\\n' for i in faiss_time])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time for plotting. Use the scanpy plot configuration as it's nice." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "sc.settings.set_figure_params(dpi=80) # low dpi (dots per inch) yields small inline figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read in the run times from the files created along the way." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "times = {}\n", "for alg in ['annoy','bbknn','cca','faiss','harmony','mnn','scanorama']:\n", " times[alg] = pd.read_table('benchmark-times/'+alg+'.txt',header=None).values" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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ykLT2LEypuZaYsFPBY3hrOHbxVTCzhkWfnISt8z9E3NlTVvHQOwfg/inToXVw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Y/WlntOtpR0ECQsq5EJ6Cf55NVgsStLczxu+zelCQoBEFpwZj6umpWHBhgUaQoGNREXYmJOHb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\nEWUH64uIayPiBxHxxYgY3+GIs3O9KiLeGxHXR8S0lvtTSrtTSveQPYluHHu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" ] }, "metadata": { "image/png": { "height": 308, "width": 517 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6,4))\n", "ax = plt.subplot(111)\n", "\n", "plt.plot(2**np.arange(11,20),times['bbknn'])\n", "plt.plot(2**np.arange(11,20),times['annoy'])\n", "plt.plot(2**np.arange(11,20),times['faiss'])\n", "plt.plot(2**np.arange(11,20),times['harmony'])\n", "plt.plot(2**np.arange(11,16),times['scanorama'])\n", "plt.plot(2**np.arange(11,16),times['cca'])\n", "plt.plot(2**np.arange(11,16),times['mnn'])\n", "ax.set_xscale('log', basex=2)\n", "ax.set_yscale('log', basey=10)\n", "plt.xlabel('Total cells in dataset')\n", "plt.ylabel('Run time (seconds)')\n", "\n", "box = ax.get_position()\n", "ax.set_position([box.x0, box.y0, box.width * 0.8, box.height])\n", "ax.legend(['BBKNN (cKDTree)','BBKNN (annoy)','BBKNN (faiss)',\n", " 'Harmony','Scanorama','RunCCA','mnnCorrect'], loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "plt.show()" ] } ], "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": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 2 }