diff --git a/examples/sample_simulation_onesided.ipynb b/examples/sample_simulation_onesided.ipynb new file mode 100644 index 0000000..92b9f43 --- /dev/null +++ b/examples/sample_simulation_onesided.ipynb @@ -0,0 +1,599 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "toc": "true" + }, + "source": [ + "# Table of Contents\n", + "

1  Single loop
2  Many LEFs
3  Statistics of loop arrays.
4  Visualize loops
" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:52:48.190265Z", + "start_time": "2018-02-12T22:52:48.180428Z" + }, + "init_cell": true, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "import numpy as np\n", + "\n", + "import pyximport; pyximport.install(\n", + " setup_args={\"include_dirs\":np.get_include()},\n", + " reload_support=True)\n", + "from looplib import loopviz, looptools, simlef_onesided, simlef\n", + "import os, sys, glob, shelve, time\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:52:50.160493Z", + "start_time": "2018-02-12T22:52:50.148936Z" + }, + "collapsed": true, + "init_cell": true, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "from importlib import reload\n", + "reload(loopviz)\n", + "\n", + "import seaborn as sns\n", + "sns.set_style('white')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Single loop" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:46:15.259908Z", + "start_time": "2018-02-12T22:46:15.183650Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b'proc' 10 14.42531723487518 300.0\n", + "b'proc' 20 29.17314452271834 300.0\n", + "b'proc' 30 42.35714889983879 300.0\n", + "b'proc' 40 58.698682882642885 300.0\n", + "b'proc' 50 83.69413743473946 300.0\n", + "b'proc' 60 98.5425529576151 300.0\n", + "b'proc' 70 110.9386937914856 300.0\n", + "b'proc' 80 125.38561281927699 300.0\n", + "b'proc' 90 142.39904709021866 300.0\n", + "b'proc' 100 160.15653925400454 300.0\n", + "b'proc' 110 174.81909704289907 300.0\n", + "b'proc' 120 187.57329988734992 300.0\n", + "b'proc' 130 204.1817992906797 300.0\n", + "b'proc' 140 220.48335416667496 300.0\n", + "b'proc' 150 241.45508377532553 300.0\n", + "b'proc' 160 257.5729812563208 300.0\n", + "b'proc' 170 280.5868988495545 300.0\n", + "b'proc' 180 300.13706833845833 300.0\n", + "b'proc' 190 316.43943597346436 300.0\n", + "b'proc' 200 335.44325649027036 300.0\n", + "b'proc' 210 357.6266668753823 300.0\n", + "b'proc' 220 377.33141785532865 300.0\n", + "b'proc' 230 393.7953217776738 300.0\n", + "b'proc' 240 413.2838234704751 300.0\n", + "b'proc' 250 504.64991628473337 300.0\n", + "b'proc' 260 519.5394595126398 300.0\n", + "b'proc' 270 536.3830424677202 300.0\n", + "b'proc' 280 559.8394817237349 300.0\n", + "b'proc' 290 579.5379699680042 300.0\n", + "b'proc' 300 604.8271515720439 300.0\n" + ] + } + ], + "source": [ + "p = {}\n", + "p['L'] = 100\n", + "p['N'] = 1\n", + "p['R_OFF'] = 1.0 / 100\n", + "p['R_EXTEND'] = float(1.0)\n", + "p['R_SHRINK'] = 0#float(.4)\n", + "p['R_SWITCH'] = 0.03\n", + "\n", + "p['T_MAX_LIFETIMES'] = 3.0\n", + "p['T_MAX'] = p['T_MAX_LIFETIMES'] / p['R_OFF']\n", + "p['N_SNAPSHOTS'] = 300\n", + "p['PROCESS_NAME'] = b'proc'\n", + "\n", + "l_sites, r_sites, leading_legs, ts = simlef_onesided.simulate(p)\n", + "#l_sites, r_sites, ts = simlef.simulate(p)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:46:16.026154Z", + "start_time": "2018-02-12T22:46:15.793953Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n=0\n", + "plt.plot(\n", + " l_sites[:,n], c='g')\n", + "plt.plot(\n", + " r_sites[:,n], c='g')\n", + "\n", + "plt.xlim(0,100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Many LEFs" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:48:57.788181Z", + "start_time": "2018-02-12T22:46:24.366535Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b'proc' 10 5000.0212514844625 100000.0\n", + "b'proc' 20 10000.050258547872 100000.0\n", + "b'proc' 30 15000.060838716505 100000.0\n", + "b'proc' 40 20000.08074047528 100000.0\n", + "b'proc' 50 25000.107374737676 100000.0\n", + "b'proc' 60 30000.122262251287 100000.0\n", + "b'proc' 70 35000.14092002662 100000.0\n", + "b'proc' 80 40000.181729687625 100000.0\n", + "b'proc' 90 45000.19981032568 100000.0\n", + "b'proc' 100 50000.22609411316 100000.0\n", + "b'proc' 110 55000.24605452963 100000.0\n", + "b'proc' 120 60000.27228848147 100000.0\n", + "b'proc' 130 65000.28625077285 100000.0\n", + "b'proc' 140 70000.30272383412 100000.0\n", + "b'proc' 150 75000.33363914826 100000.0\n", + "b'proc' 160 80000.35715998871 100000.0\n", + "b'proc' 170 85000.37371779648 100000.0\n", + "b'proc' 180 90000.39489208965 100000.0\n", + "b'proc' 190 95000.41183865975 100000.0\n", + "b'proc' 200 100000.4319739285 100000.0\n" + ] + } + ], + "source": [ + "p = {}\n", + "p['L'] = 20000\n", + "p['N'] = 300\n", + "p['R_OFF'] = 1.0 / 1000.0\n", + "p['R_EXTEND'] = float(2.0)\n", + "p['R_SHRINK'] = float(0.1)\n", + "\n", + "p['R_SWITCH'] = p['R_OFF'] * 10\n", + "\n", + "p['T_MAX_LIFETIMES'] = 100.0\n", + "p['T_MAX'] = p['T_MAX_LIFETIMES'] / p['R_OFF']\n", + "p['N_SNAPSHOTS'] = 200\n", + "p['PROCESS_NAME'] = b'proc'\n", + "\n", + "l_sites, r_sites, leading_legs, ts = simlef_onesided.simulate(p)\n", + "#l_sites, r_sites, ts = simlef.simulate(p)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:49:10.301686Z", + "start_time": "2018-02-12T22:49:09.992291Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "n=0\n", + "plt.step(\n", + " ts,\n", + " l_sites[:,n], c='g',where='post',)\n", + "plt.step(\n", + " ts,\n", + " r_sites[:,n], c='g',where='post',)\n", + "\n", + "\n", + "n=1\n", + "plt.step(\n", + " ts,\n", + " l_sites[:,n], c='b',\n", + " where='post',)\n", + "plt.step(\n", + " ts,\n", + " r_sites[:,n], c='b',\n", + " where='post',)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Statistics of loop arrays." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:49:12.887419Z", + "start_time": "2018-02-12T22:49:12.876095Z" + }, + "collapsed": true, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [], + "source": [ + "import collections\n", + "\n", + "def get_n_leafs(idx, children):\n", + " if isinstance(idx, collections.Iterable):\n", + " return np.array([get_n_leafs(i, children) for i in idx])\n", + " else:\n", + " if len(children[idx])==0:\n", + " return 1\n", + " else:\n", + " return sum([get_n_leafs(child, children) \n", + " for child in children[idx]])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:51:06.395682Z", + "start_time": "2018-02-12T22:51:06.383342Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/SLURM_16711662/ipykernel_52607/756258097.py:2: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " parents = looptools.get_parent_loops(\n" + ] + } + ], + "source": [ + "t=-1\n", + "parents = looptools.get_parent_loops(\n", + " l_sites[t], \n", + " r_sites[t])\n", + "root_loops_idxs = np.where(parents == -1)[0]\n", + "children = looptools.get_loop_branches(parents)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:51:26.041396Z", + "start_time": "2018-02-12T22:51:25.690974Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([20., 6., 4., 12., 11., 8., 11., 5., 6., 4., 3., 5., 1.,\n", + " 1., 3., 0., 1., 1., 1., 1.]),\n", + " array([ 1. , 33.8, 66.6, 99.4, 132.2, 165. , 197.8, 230.6, 263.4,\n", + " 296.2, 329. , 361.8, 394.6, 427.4, 460.2, 493. , 525.8, 558.6,\n", + " 591.4, 624.2, 657. ]),\n", + " )" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(\n", + " r_sites[t][root_loops_idxs] - l_sites[t][root_loops_idxs],\n", + " bins=20)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:52:27.426917Z", + "start_time": "2018-02-12T22:52:27.422813Z" + } + }, + "source": [ + "# Visualize loops" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:51:57.030339Z", + "start_time": "2018-02-12T22:51:54.010385Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ts4plot = [0, 5, -20, -1]\n", + "for t in ts4plot: \n", + " loopviz.prepare_canvas(p['L'])\n", + " loopviz.plot_lefs(\n", + " l_sites=l_sites[t], \n", + " r_sites=r_sites[t], \n", + " colors=[(223.0/255.0,90/255.0,73/255.0)] *500,\n", + " max_height=200,\n", + " plot_text=False,\n", + " height_factor=2.0)\n", + " plt.xlim(0,p['L']//10)\n", + " plt.xticks([])\n", + " plt.xlabel('chromosomal position')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2018-02-12T22:52:04.211635Z", + "start_time": "2018-02-12T22:52:03.388492Z" + }, + "run_control": { + "frozen": false, + "read_only": false + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'chromosomal position')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "loopviz.prepare_canvas(p['L'])\n", + "\n", + "loopviz.plot_lefs(\n", + " l_sites=l_sites[-1,:], \n", + " r_sites=r_sites[-1,:], \n", + " colors=[(223.0/255.0,90/255.0,73/255.0)] *500,\n", + " max_height=200,\n", + " plot_text=False,\n", + " height_factor=0.5)\n", + "plt.xlim(10000,15000)\n", + "plt.xlabel('chromosomal position')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "celltoolbar": "Initialisation Cell", + "kernelspec": { + "display_name": "polychrom-hoomd", + "language": "python", + "name": "polychrom-hoomd" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "nav_menu": {}, + "toc": { + "navigate_menu": true, + "number_sections": true, + "sideBar": false, + "threshold": 6, + "toc_cell": true, + "toc_section_display": "block", + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/looplib/sample_simulation_onesided.ipynb b/looplib/sample_simulation_onesided.ipynb deleted file mode 100644 index 8696b78..0000000 --- a/looplib/sample_simulation_onesided.ipynb +++ /dev/null @@ -1,591 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": "true" - }, - "source": [ - "# Table of Contents\n", - "

" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:52:48.190265Z", - "start_time": "2018-02-12T22:52:48.180428Z" - }, - "init_cell": true, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "import numpy as np\n", - "\n", - "from mirnylib import h5dict\n", - "import pyximport; pyximport.install(\n", - " setup_args={\"include_dirs\":np.get_include()},\n", - " reload_support=True)\n", - "from looplib import loopviz, looptools, simlef_onesided, simlef\n", - "import os, sys, glob, shelve, time\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:52:50.160493Z", - "start_time": "2018-02-12T22:52:50.148936Z" - }, - "collapsed": true, - "init_cell": true, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "from importlib import reload\n", - "reload(loopviz)\n", - "\n", - "import seaborn as sns\n", - "sns.set_style('white')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Single loop" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:46:15.259908Z", - "start_time": "2018-02-12T22:46:15.183650Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "b'proc' 10 14.642739604885374 300.0\n", - "b'proc' 20 27.56276291057275 300.0\n", - "b'proc' 30 43.293576817551916 300.0\n", - "b'proc' 40 66.33360746945688 300.0\n", - "b'proc' 50 84.01199324090437 300.0\n", - "b'proc' 60 103.0867276359569 300.0\n", - "b'proc' 70 152.99498912476645 300.0\n", - "b'proc' 80 167.6544351943419 300.0\n", - "b'proc' 90 185.7397027571857 300.0\n", - "b'proc' 100 206.83986877815926 300.0\n", - "b'proc' 110 226.58930081632883 300.0\n", - "b'proc' 120 250.56096352538094 300.0\n", - "b'proc' 130 271.293318181751 300.0\n", - "b'proc' 140 294.230035615398 300.0\n", - "b'proc' 150 312.5642071629657 300.0\n", - "b'proc' 160 328.35183201952566 300.0\n", - "b'proc' 170 346.4154271612119 300.0\n", - "b'proc' 180 363.10884920151824 300.0\n", - "b'proc' 190 381.1303423266504 300.0\n", - "b'proc' 200 398.9508251783611 300.0\n", - "b'proc' 210 414.03115531969263 300.0\n", - "b'proc' 220 437.29556031267106 300.0\n", - "b'proc' 230 500.26784306497115 300.0\n", - "b'proc' 240 748.6898663723435 300.0\n", - "b'proc' 250 771.0091829183411 300.0\n", - "b'proc' 260 789.1420068929662 300.0\n", - "b'proc' 270 806.5105410897884 300.0\n", - "b'proc' 280 824.087732897865 300.0\n", - "b'proc' 290 840.1425608971729 300.0\n", - "b'proc' 300 862.427837094658 300.0\n" - ] - } - ], - "source": [ - "p = {}\n", - "p['L'] = 100\n", - "p['N'] = 1\n", - "p['R_OFF'] = 1.0 / 100\n", - "p['R_EXTEND'] = float(1.0)\n", - "p['R_SHRINK'] = 0#float(.4)\n", - "p['R_SWITCH'] = 0.03\n", - "\n", - "p['T_MAX_LIFETIMES'] = 3.0\n", - "p['T_MAX'] = p['T_MAX_LIFETIMES'] / p['R_OFF']\n", - "p['N_SNAPSHOTS'] = 300\n", - "p['PROCESS_NAME'] = b'proc'\n", - "\n", - "l_sites, r_sites, leading_legs, ts = simlef_onesided.simulate(p)\n", - "#l_sites, r_sites, ts = simlef.simulate(p)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:46:16.026154Z", - "start_time": "2018-02-12T22:46:15.793953Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0, 100)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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WZteg7mrqnqmYsmcKvAxe+R5Z97jv45jVeRYPUCFyMtEnoq04tgITdk5Abf/aeLvZ24ja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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n=0\n", - "plt.plot(\n", - " l_sites[:,n], c='g')\n", - "plt.plot(\n", - " r_sites[:,n], c='g')\n", - "\n", - "plt.xlim(0,100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Many LEFs" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:48:57.788181Z", - "start_time": "2018-02-12T22:46:24.366535Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "b'proc' 10 5000.02039556522 100000.0\n", - "b'proc' 20 10000.045713543162 100000.0\n", - "b'proc' 30 15000.05436592403 100000.0\n", - "b'proc' 40 20000.074574626113 100000.0\n", - "b'proc' 50 25000.088048352496 100000.0\n", - "b'proc' 60 30000.098901768775 100000.0\n", - "b'proc' 70 35000.12759556367 100000.0\n", - "b'proc' 80 40000.13682525989 100000.0\n", - "b'proc' 90 45000.15822979453 100000.0\n", - "b'proc' 100 50000.17638494497 100000.0\n", - "b'proc' 110 55000.19249545357 100000.0\n", - "b'proc' 120 60000.20953944753 100000.0\n", - "b'proc' 130 65000.234448201205 100000.0\n", - "b'proc' 140 70000.25813769284 100000.0\n", - "b'proc' 150 75000.2737971825 100000.0\n", - "b'proc' 160 80000.28702594686 100000.0\n", - "b'proc' 170 85000.30065401133 100000.0\n", - "b'proc' 180 90000.32027761583 100000.0\n", - "b'proc' 190 95000.33528547676 100000.0\n", - "b'proc' 200 100000.34334901722 100000.0\n" - ] - } - ], - "source": [ - "p = {}\n", - "p['L'] = 20000\n", - "p['N'] = 300\n", - "p['R_OFF'] = 1.0 / 1000.0\n", - "p['R_EXTEND'] = float(2.0)\n", - "p['R_SHRINK'] = float(0.1)\n", - "\n", - "p['R_SWITCH'] = p['R_OFF'] * 10\n", - "\n", - "p['T_MAX_LIFETIMES'] = 100.0\n", - "p['T_MAX'] = p['T_MAX_LIFETIMES'] / p['R_OFF']\n", - "p['N_SNAPSHOTS'] = 200\n", - "p['PROCESS_NAME'] = b'proc'\n", - "\n", - "l_sites, r_sites, leading_legs, ts = simlef_onesided.simulate(p)\n", - "#l_sites, r_sites, ts = simlef.simulate(p)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:49:10.301686Z", - "start_time": "2018-02-12T22:49:09.992291Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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tW7bo05/+tFasWCFJuv766/XYY4/pzjvv1OLFi1VWVqY777xT11xzjVwul9as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\nAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15,5))\n", - "n=0\n", - "plt.step(\n", - " ts,\n", - " l_sites[:,n], c='g',where='post',)\n", - "plt.step(\n", - " ts,\n", - " r_sites[:,n], c='g',where='post',)\n", - "\n", - "\n", - "n=1\n", - "plt.step(\n", - " ts,\n", - " l_sites[:,n], c='b',\n", - " where='post',)\n", - "plt.step(\n", - " ts,\n", - " r_sites[:,n], c='b',\n", - " where='post',)\n", - "\n", - "\n", - "#plt.figure()\n", - "#plt.plot(leading_legs)\n", - "\n", - "#plt.xlim(0,5000000)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Statistics of loop arrays." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:49:12.887419Z", - "start_time": "2018-02-12T22:49:12.876095Z" - }, - "collapsed": true, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [], - "source": [ - "import collections\n", - "\n", - "def get_n_leafs(idx, children):\n", - " if isinstance(idx, collections.Iterable):\n", - " return np.array([get_n_leafs(i, children) for i in idx])\n", - " else:\n", - " if len(children[idx])==0:\n", - " return 1\n", - " else:\n", - " return sum([get_n_leafs(child, children) \n", - " for child in children[idx]])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:51:06.395682Z", - "start_time": "2018-02-12T22:51:06.383342Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [], - "source": [ - "t=-1\n", - "parents = looptools.get_parent_loops(\n", - " l_sites[t], \n", - " r_sites[t])\n", - "root_loops_idxs = np.where(parents == -1)[0]\n", - "children = looptools.get_loop_branches(parents)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:51:26.041396Z", - "start_time": "2018-02-12T22:51:25.690974Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 16., 8., 15., 6., 10., 10., 12., 4., 6., 5., 4.,\n", - " 4., 1., 2., 2., 0., 0., 0., 0., 2.]),\n", - " array([ 1. , 33.5, 66. , 98.5, 131. , 163.5, 196. , 228.5,\n", - " 261. , 293.5, 326. , 358.5, 391. , 423.5, 456. , 488.5,\n", - " 521. , 553.5, 586. , 618.5, 651. ]),\n", - " )" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(\n", - " r_sites[t][root_loops_idxs] - l_sites[t][root_loops_idxs],\n", - " bins=20)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:52:27.426917Z", - "start_time": "2018-02-12T22:52:27.422813Z" - } - }, - "source": [ - "# Visualize loops" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:51:57.030339Z", - "start_time": "2018-02-12T22:51:54.010385Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [ - { - "data": { - "image/png": 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hoKuUv/Wr2JbX3r0HA1/9G7KffYWBr/6CzKdfivUT4eIC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\nkuz7MQJe5xjXoPe7ZDDVfmm6+TVUxIIpmFJkl/tZQApIWdO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0v428a62tE0psf049l5aF4sO7yH93FW76+UM4d+Jm0jDHnwKODbWx6ZUCYSKq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\nrl2Nu+++2yguLvbWq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CqEIO/tgI/LnZ6G8yTBiVVboaXjwBYUiYDc2w2zpg1jdBWDsXPK0mcAp6/1f/Ozh9b/Xy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eHb8z6OVzyNz8PrRGSk5U+IHUKkGj8Dz/xDDkBEnftx+RQ0c/eg1uJoXc43sw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qg8NiikktYI0f2Sy030/dIMZlpqwD05k+H5itKQ6GwnjUwF4bdBqZNNCpLy6FJI1RlJUP2YaQyU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\nJeTgEEfmz2aFITwSI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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ts4plot = [0, 5, -20, -1]\n", - "for t in ts4plot: \n", - " loopviz.plot_lefs(\n", - " l_sites=l_sites[t], \n", - " r_sites=r_sites[t], \n", - " L=p['L'],\n", - " colors=[(223.0/255.0,90/255.0,73/255.0)] *500,\n", - " site_width_bp = 600,\n", - " max_height=200,\n", - " plot_text=False,\n", - " height_factor=2.0)\n", - " plt.xlim(0,p['L']//10)\n", - " plt.xticks([])\n", - " plt.xlabel('chromosomal position')" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "ExecuteTime": { - "end_time": "2018-02-12T22:52:04.211635Z", - "start_time": "2018-02-12T22:52:03.388492Z" - }, - "run_control": { - "frozen": false, - "read_only": false - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Lb2xC5pMfIXHyDBCXLRiGMtAbH93y1ybay9bupgCAVlfPndoNUk0TRsz5MnewP7ZvF9FW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\nL5Navhr20CUUhi5B712B+NpNyNzxATj5LPIHngvPW8xmYVMVSkuLX37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89JywTMspFlF4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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "loopviz.plot_lefs(\n", - " l_sites=l_sites[-1,:], \n", - " r_sites=r_sites[-1,:], \n", - " L=50000,\n", - " colors=[(223.0/255.0,90/255.0,73/255.0)] *500,\n", - " site_width_bp = 600,\n", - " max_height=200,\n", - " plot_text=False,\n", - " height_factor=0.5)\n", - "plt.xlim(10000,15000)\n", - "plt.xticks([])\n", - "plt.xlabel('chromosomal position')" - ] - } - ], - "metadata": { - "celltoolbar": "Initialisation Cell", - "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": "3.6.1" - }, - "nav_menu": {}, - "toc": { - "navigate_menu": true, - "number_sections": true, - "sideBar": false, - "threshold": 6, - "toc_cell": true, - "toc_section_display": "block", - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/looplib/test.py b/looplib/test.py deleted file mode 100644 index 8fcefcc..0000000 --- a/looplib/test.py +++ /dev/null @@ -1,14 +0,0 @@ -from looplib.looptools import * - -# Tests for FRiP -lattice_length = 5 -boundary_list = [1, 4] - -lef_A = [1, 1, 4, 1] -assert FRiP(lattice_length, lef_A, boundary_list) == 1 - -lef_B = [3, 0, 2, 3] -assert FRiP(lattice_length, lef_B, boundary_list) == 0 - -lef_C = [1, 1, 3, 3] -assert FRiP(lattice_length, lef_C, boundary_list) == 0.5 diff --git a/setup.py b/setup.py index 07cccd0..e09ecac 100644 --- a/setup.py +++ b/setup.py @@ -14,6 +14,7 @@ install_requires=['numpy', 'matplotlib'], ext_modules = cythonize(['looplib/simlef.pyx', 'looplib/simlef_twosided.pyx', + 'looplib/simlef_onesided.pyx', 'looplib/looptools_c.pyx']), include_dirs=[np.get_include()] ) diff --git a/tests/test_looptools.py b/tests/test_looptools.py new file mode 100644 index 0000000..afe275d --- /dev/null +++ b/tests/test_looptools.py @@ -0,0 +1,16 @@ +from looplib.looptools import * + + +def test_FRiP(): + # Tests for FRiP + lattice_length = 5 + boundary_list = [1, 4] + + lef_A = [1, 1, 4, 1] + assert FRiP(lattice_length, lef_A, boundary_list) == 1 + + lef_B = [3, 0, 2, 3] + assert FRiP(lattice_length, lef_B, boundary_list) == 0 + + lef_C = [1, 1, 3, 3] + assert FRiP(lattice_length, lef_C, boundary_list) == 0.5