{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import division, print_function\n", "\n", "from collections import defaultdict\n", "import os\n", "import pickle\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = open('max_chro_pos.pickle')\n", "max_chro_pos = pickle.load(f)\n", "f.close()\n", "\n", "window_size = 2000000\n", "\n", "def get_blocks():\n", " for chro, max_pos in max_chro_pos.items():\n", " num_bin = (max_pos + 1) // window_size\n", " for my_bin in range(num_bin):\n", " start_pos = my_bin * window_size + 1\n", " end_pos = start_pos + window_size\n", " yield chro, start_pos, end_pos" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import multiprocessing\n", "import subprocess\n", "import time\n", "\n", "class Local:\n", " '''Local executor.\n", "\n", " :param limit: CPU load limit\n", "\n", " if limit is an int>0 then it is the expected load average NOT\n", " to be used, for instance if there are 32 cores and there\n", " is a limit of 6, the system will try to never ago above 26.\n", " A float between 0 and 1 will be interpreted as a the\n", " fraction of CPUs to be used, e.g., with 32 cores, 0.25\n", " will use at most 8\n", " A negative value will be interpreted as the maximum number\n", " of processes that can be executed in parallel.\n", "\n", " This executor will block if there are no more slots available!\n", " '''\n", "\n", " def __init__(self, limit):\n", " self.limit = limit\n", " self.cpus = multiprocessing.cpu_count()\n", " self.running = []\n", "\n", " def submit(self, command, parameters):\n", " '''Submits a job\n", " '''\n", " self.wait()\n", " if hasattr(self, 'out'):\n", " out = self.out\n", " else:\n", " out = '/dev/null'\n", " if hasattr(self, 'err'):\n", " err = self.err\n", " else:\n", " err = '/dev/null'\n", " if err == 'stderr':\n", " errSt = ''\n", " else:\n", " errSt = '2> ' + err\n", " p = subprocess.Popen('%s %s > %s %s' %\n", " (command, parameters, out, errSt),\n", " shell=True)\n", " self.running.append(p)\n", " if hasattr(self, 'out'):\n", " del self.out\n", " if hasattr(self, 'err'):\n", " del self.err\n", "\n", " def wait(self, for_all=False):\n", " '''Blocks if there are no slots available\n", "\n", " :param for_all: Also waits if there is *ANY* job running (i.e.\n", " block/barrier)\n", " '''\n", " self.clean_done()\n", " numWaits = 0\n", " if self.limit > 0 and type(self.limit) == int:\n", " cond = 'len(self.running) >= self.cpus - self.limit'\n", " elif self.limit < 0:\n", " cond = 'len(self.running) >= - self.limit'\n", " else:\n", " cond = 'len(self.running) >= self.cpus * self.limit'\n", " while eval(cond) or (for_all and len(self.running) > 0):\n", " time.sleep(1)\n", " self.clean_done()\n", " numWaits += 1\n", "\n", " def clean_done(self):\n", " '''Removes dead processes from the running list.\n", " '''\n", " dels = []\n", " for rIdx, p in enumerate(self.running):\n", " if p.poll() is not None:\n", " dels.append(rIdx)\n", " dels.reverse()\n", " for del_ in dels:\n", " del self.running[del_]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "executor = Local(limit=-4)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for chrom, start_pos, end_pos in get_blocks():\n", " executor.submit('plink',\n", " '--bfile tsi --freq --out tsi-%d-%d --chr %d --from-bp %d --to-bp %d' %\n", " (chrom, start_pos, chrom, start_pos, end_pos))\n", "executor.wait(for_all=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#SLURM of above on external file\n", "#talk about granularity (computation vs desired)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for chrom, start_pos, end_pos in get_blocks():\n", " os.remove('tsi-%d-%d.log' % (chrom, start_pos))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for chrom, start_pos, end_pos in get_blocks():\n", " executor.submit('python', 'get_maf.py %d %d' %\n", " (chrom, start_pos))\n", "executor.wait(for_all=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#mean and maf\n", "plot_chroms = [1, 13, 22]\n", "chrom_values = defaultdict(list)\n", "for chrom, start_pos, end_pos in get_blocks():\n", " if chrom not in plot_chroms:\n", " continue\n", " block_mafs = pickle.load(open('MAF-%d-%d' % (chrom, start_pos)))\n", " chrom_values[chrom].append(((start_pos + end_pos) / 2, len(block_mafs)))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WHSkKeoNxzvS26+nNK2/u94Hk+cCt8d93Aasxq/P3kQ1622V6NchKZMapzExU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\nzgfuyXxU+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/9PwAvL//4TRah5y/oPrVXr3KO3js23NxeOcHIbchuVXji5irxqazO0394M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\nP6cEkukw7LpmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 9))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Number of observations per 2Mbp window')\n", "ax.set_xlabel('Position')\n", "ax.set_ylabel('Observations')\n", "for chrom in plot_chroms:\n", " x, y = zip(*chrom_values[chrom])\n", " ax.plot(x, y, label=str(chrom))\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }