diff --git a/contact_map/contact_map.py b/contact_map/contact_map.py index ea069c6..428b87e 100644 --- a/contact_map/contact_map.py +++ b/contact_map/contact_map.py @@ -7,6 +7,9 @@ import itertools import pickle import json + +import warnings + import numpy as np import pandas as pd import mdtraj as md @@ -675,13 +678,25 @@ def residue_contacts(self): class ContactMap(ContactObject): """ Contact map (atomic and residue) for a single frame. + + .. deprecated:: 0.6.0 + ``ContactMap`` will be removed in Contact Map Explorer 0.7.0 because + it is redundant with ``ContactFrequency``. For more, see + https://github.com/dwhswenson/contact_map/issues/82. + """ # Default for use_atom_slice, None tries to be smart _class_use_atom_slice = None + _deprecation_message=( + "The ContactMap class will be removed in Contact Map Explorer 0.7. " + + "Use ContactFrequency instead. For more, see: " + + "https://github.com/dwhswenson/contact_map/issues/82." + ) + def __init__(self, frame, query=None, haystack=None, cutoff=0.45, n_neighbors_ignored=2): - + warnings.warn(self._deprecation_message, FutureWarning) self._frame = frame # TODO: remove this? super(ContactMap, self).__init__(frame.topology, query, haystack, cutoff, n_neighbors_ignored) @@ -692,6 +707,19 @@ def __init__(self, frame, query=None, haystack=None, cutoff=0.45, (atom_contacts, self._residue_contacts) = contact_maps self._atom_contacts = self.convert_atom_contacts(atom_contacts) + @classmethod + def from_dict(cls, dct): + warnings.warn(cls._deprecation_message, FutureWarning) + return super(ContactMap, cls).from_dict(dct) + + # don't need to add deprecation in from_json because it uses from_dict + + @classmethod + def from_file(cls, filename): + warnings.warn(cls._deprecation_message, FutureWarning) + return super(ContactMap, cls).from_file(filename) + + def __hash__(self): return hash((super(ContactMap, self).__hash__(), tuple(self._atom_contacts.items()), diff --git a/examples/concurrences.ipynb b/examples/concurrences.ipynb index 895da5d..b3aab4f 100644 --- a/examples/concurrences.ipynb +++ b/examples/concurrences.ipynb @@ -225,6 +225,48 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false } }, "nbformat": 4, diff --git a/examples/contact_map.ipynb b/examples/contact_map.ipynb index c2c2c45..4774c0a 100644 --- a/examples/contact_map.ipynb +++ b/examples/contact_map.ipynb @@ -30,14 +30,14 @@ "metadata": {}, "outputs": [], "source": [ - "from contact_map import ContactMap, ContactFrequency, ContactDifference" + "from contact_map import ContactFrequency, ContactDifference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Look at a single frame: `ContactMap`\n", + "## Look at a single frame\n", "\n", "First we make the contact map for the 0th frame. For default parameters (and how to change them) see section \"Changing the defaults\" below." ] @@ -53,14 +53,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 525 ms, sys: 38.1 ms, total: 563 ms\n", - "Wall time: 118 ms\n" + "CPU times: user 148 ms, sys: 9.23 ms, total: 157 ms\n", + "Wall time: 156 ms\n" ] } ], "source": [ "%%time\n", - "frame_contacts = ContactMap(traj[0])" + "frame_contacts = ContactFrequency(traj[0])" ] }, { @@ -81,8 +81,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.86 s, sys: 42.3 ms, total: 1.91 s\n", - "Wall time: 664 ms\n" + "CPU times: user 569 ms, sys: 14 ms, total: 583 ms\n", + "Wall time: 583 ms\n" ] }, { @@ -97,7 +97,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -112,7 +112,7 @@ "%%time\n", "(fig, ax) = frame_contacts.residue_contacts.plot(cmap='seismic', vmin=-1, vmax=1)\n", "plt.xlabel(\"Residue\")\n", - "plt.ylabel(\"Residue\")" + "plt.ylabel(\"Residue\");" ] }, { @@ -133,7 +133,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/sander/github_files/contact_map/contact_map/contact_count.py:175: RuntimeWarning: The number of pixels in the figure is insufficient to show all the contacts.\n", + "/Users/dwhs/Dropbox/pysrc/contact_map/contact_map/contact_count.py:175: RuntimeWarning: The number of pixels in the figure is insufficient to show all the contacts.\n", " Please save this as a vector image (such as a PDF) to view the correct result.\n", " Another option is to increase the 'dpi' (currently: 72.0), or the 'figsize' (currently: (6.0, 4.0)).\n", " Recommended minimum amount of pixels = (2722, 2722) (width, height).\n", @@ -144,15 +144,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 3.1 s, sys: 56.2 ms, total: 3.16 s\n", - "Wall time: 3.16 s\n" + "CPU times: user 4 s, sys: 88.3 ms, total: 4.09 s\n", + "Wall time: 4.6 s\n" ] }, { "data": { "text/plain": [ "(
,\n", - " )" + " )" ] }, "execution_count": 5, @@ -161,7 +161,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -203,14 +203,15 @@ "# frame_contacts.atom_contacts.plot(cmap='seismic', vmin=-1, vmax=1, figsize=(38, 38));\n", "\n", "# If you want to increase the dpi (and make the image square):\n", - "# frame_contacts.atom_contacts.plot(cmap='seismic', vmin=-1, vmax=1, figsize=(6, 6), dpi=454);" + "# frame_contacts.atom_contacts.plot(cmap='seismic', vmin=-1, vmax=1, figsize=(6, 6), \n", + "# dpi=454);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Look at a trajectory: `ContactFrequency`\n", + "## Look at a trajectory\n", "\n", "`ContactFrequency` finds the fraction of frames where each contact exists." ] @@ -224,8 +225,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 45.8 s, sys: 1.02 s, total: 46.8 s\n", - "Wall time: 4.47 s\n" + "CPU times: user 4.79 s, sys: 69.2 ms, total: 4.86 s\n", + "Wall time: 6.68 s\n" ] } ], @@ -254,13 +255,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.29 s, sys: 8.13 ms, total: 2.3 s\n", - "Wall time: 2.3 s\n" + "CPU times: user 2.6 s, sys: 47 ms, total: 2.65 s\n", + "Wall time: 3.04 s\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -296,8 +297,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 21.4 ms, sys: 29 µs, total: 21.4 ms\n", - "Wall time: 21.2 ms\n" + "CPU times: user 32 ms, sys: 1.5 ms, total: 33.5 ms\n", + "Wall time: 32.9 ms\n" ] } ], @@ -322,15 +323,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.02 s, sys: 24 ms, total: 2.04 s\n", - "Wall time: 2.04 s\n" + "CPU times: user 2.17 s, sys: 37.6 ms, total: 2.21 s\n", + "Wall time: 2.23 s\n" ] }, { "data": { "text/plain": [ "(
,\n", - " )" + " )" ] }, "execution_count": 11, @@ -339,7 +340,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -402,7 +403,8 @@ "# Flatten the axis to a list\n", "axs = axs.flatten()\n", "\n", - "# Make a list of the contact objects we want to plot in this case: frame, trajectory, difference\n", + "# Make a list of the contact objects we want to plot in this case: frame, trajectory, \n", + "# difference\n", "contacts = [frame_contacts, trajectory_contacts, diff]\n", "\n", "# Now loop and make the plot\n", @@ -420,7 +422,7 @@ "\n", "The `.most_common()` method gives a list of the contact pairs and the frequency, sorted by frequency. See also `collections.Counter.most_common()` in the standard Python `collections` module.\n", "\n", - "Here we do this with the `ContactDifference` we created, although it works the same for `ContactFrequency` and `ContactMap` (with the single-frame contact map, the ordering is a bit nonsensical, since every entry is either 0 or 1)." + "Here we do this with the `ContactDifference` we created, although it works the same for `ContactFrequency` (with the single-frame contact map, the ordering is a bit nonsensical, since every entry is either 0 or 1)." ] }, { @@ -432,8 +434,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.07 ms, sys: 0 ns, total: 2.07 ms\n", - "Wall time: 2.07 ms\n" + "CPU times: user 5.52 ms, sys: 265 µs, total: 5.78 ms\n", + "Wall time: 6.06 ms\n" ] }, { @@ -712,8 +714,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 8.63 s, sys: 180 ms, total: 8.81 s\n", - "Wall time: 788 ms\n" + "CPU times: user 1.1 s, sys: 17.5 ms, total: 1.12 s\n", + "Wall time: 1.19 s\n" ] } ], @@ -733,7 +735,7 @@ "data": { "text/plain": [ "(
,\n", - " )" + " )" ] }, "execution_count": 22, @@ -742,7 +744,7 @@ }, { "data": { - "image/png": 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" ] @@ -773,8 +775,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 890 ms, sys: 24.1 ms, total: 914 ms\n", - "Wall time: 95.8 ms\n" + "CPU times: user 99.3 ms, sys: 2.58 ms, total: 102 ms\n", + "Wall time: 101 ms\n" ] } ], @@ -790,7 +792,7 @@ "outputs": [ { "data": { - "image/png": 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SMDOrWnfuk9gJrEiDq75I9pTQj+dXiIjl9XlJtwLfapYgwEnCzKxaXbq6KSJqkjaRXbW0ANiaBl3dmJZvmc12nSTMzKrWpTuuI2IHsKOhrDA5RMSftrNNJwkzs6p5WA4zMyvU58Ny9G9kZmbzwbCOAivp3cCduaJzgS8CpwJ/AUyn8s+ndjIzMysyjEkiIg4AK+EXY4G8CNwLXAl8NSL+visRmpkNu2FMEg0uAZ6OiB+1exefmZnR981N3YpsLXBH7v0mSXskbZV0WtEHJG2QNC5pfHp6umgVM7P5oUtDhfcktE43IOkk4MPAP6Wim4HzyJqipoAbij4XEWMRMRoRoyMjI52GYWY2mOpXN7UzVaAbe70MeDQiDgHUXwEkfR34Vhf2YWY2nPq8uakbSWIduaYmSUsiYiq9vQLY24V9mJkNr2FNEpLeRvYUpE/niv9O0kqyIWqfa1hmZmaNhjVJRMTrwDsayj7ZUURmZvPJPGhuMjOz2fKwHGZm1pRrEmZmVspJwszMCrlPwszMmnKSMDOzQq5JmJlZU766yczMCrkmYWZmTTlJmJlZIdckzMysKScJMzMr5SRhZmaFPHaTmZmVcp+EmZk15SRhZmalpKojKNXpk+meA34CHANqETEq6XTgTmAZ2ZPpPhYR/95ZmGZmQ6rPm5u6EdnvRcTKiBhN7zcDD0bECuDB9N7MzMosXNjeVIFepK81wG1p/jbgIz3Yh5nZcKjXJNqZKtDpXgP4jqRdkjaksjMjYgogvZ5R9EFJGySNSxqfnp7uMAwzswHWx0mi0/rL+yPioKQzgAckPdnuByNiDBgDGB0djQ7jMDMbTH3eJ9FRkoiIg+n1sKR7gVXAIUlLImJK0hLgcBfiNDMbXn2cJGYdmaRflvT2+jzwIWAvsB1Yn1ZbD9zXaZBmZkOtS81NklZLOiBpQtKbLhqS9AlJe9L0b5J+s9U2O6lJnAncq+z63oXANyPiXyTtBO6SdBXwPPDRDvZhZjbcujQsh6QFwI3AB4FJYKek7RHxRG61Z4HfjYh/l3QZWZP/e5ttd9aRRcQzwJuyUES8DFwy2+2amc0r3euTWAVMpHMzkraRXW36iyQREf+WW/9h4OxWG/Ud12ZmVWs/SSyWNJ57P5YuAgI4C3ght2yS5rWEq4Bvt9qhk4SZWdXaTxJHcjcuNyoa26PwylFJv0eWJH6n1Q6dJMzMqtS95qZJYGnu/dnAwTfvTr8B/CNwWeoeaMpJwsysat1JEjuBFZKWAy8Ca4GP51eQdA5wD/DJiPhhOxt1kjAzq1KXrm6KiJqkTcD9wAJga0Tsk7QxLd8CfBF4B3BTujK11qT5CnCSMDOrVhfvuI6IHcCOhrItufk/B/58Jtt0kjCz2Tt6NHs95ZQTy2u14/8d1+dfe6143cb/omu1E8sb3+f33bitQTWMd1yb2TxzyinHT9j5sqLy/Am9Pp8f7vqll7IJsuRRq2XT+Pibh8Wuv6/VssRQT0z5dY4ePb6NejIaJEM8wJ+ZzRdFJ9+y//KL5P/rf+c7j38unxSWLWt/G/l95hPVokWtY+knfT7AX/9GZmb95aWXimsM9aakxmWNXnut9X/5k5PH55vVThq12nc/q3dc9+lDh1yTMLP21JuWypa1Oonl/8NvrAXUrVxZvE5dvuaS7/fIr5svHxR9XJMYsCNpZpVZvDh7nUkT02w0236rTu56mZNE1wzYkTSzyrVz8i7Si+RStK1Bu+Kpz/sknCTMbG60mxy6vd4gcJIwM7NCrkmYmVlTfVwr6uTxpUslfVfSfkn7JH0mlV8n6UVJu9N0effCNTMbMvWaxBDeTFcD/joiHk3Put4l6YG07KsR8fedh2dmNg8MY3NTREwBU2n+J5L2kz0ZyczM2tXnfRJdiUzSMuAC4PupaJOkPZK2Sjqt5DMbJI1LGp+enu5GGGZmg6mPm5s63qukRcDdwGcj4lXgZuA8YCVZTeOGos9FxFhEjEbE6MjISKdhmJkNrj5OEh11qUt6K1mCuD0i7gGIiEO55V8HvtVRhGZmw6xLDx3qlVlHpuyxRrcA+yPiK7nyJam/AuAKYG9nIZqZDbE+75PoJH29H/gk8Lik3ans88A6SSuBAJ4DPt1RhGZmw24Yk0RE/CuggkU7CsrMzKzMMCYJMzPrgiFubjIzs04Na8e1mZl1iWsSZmZWyknCzMwKuU/CzMyacpIwM7NCrkmYmVlTvrrJzMwKuSZhZmZNOUmYmVkh1yTMzKwpJwkzMyvlJGFmZoU8dpOZmZVyn4SZmTXVx0miZ5FJWi3pgKQJSZt7tR8zs4FWr0m0M7XcVPPzrjL/kJbvkXRhq232JElIWgDcCFwGnE/2SNPze7EvM7OB14Uk0eZ59zJgRZo2ADe3DG02P08bVgETEfFMRPwM2Aas6dG+zMwGV73jup2puXbOu2uAb0TmYeBUSUuabbRXfRJnAS/k3k8C782vIGkDWSYDeEMLFuztUSwztRg4UnUQiWMp5liKOZZicxXLf5rNh3bt2nW/FixY3Obqp0gaz70fi4ixNN/yvFuyzlnAVNkOe5UkVFAWJ7zJfrAxAEnjETHao1hmxLEUcyzFHEsxx9K+iFjdpU21PO+2uc4JetXcNAkszb0/GzjYo32ZmVl7590Zn5t7lSR2AiskLZd0ErAW2N6jfZmZWXvn3e3Ap9JVTu8DfhwRpU1N0KPmpoioSdoE3A8sALZGxL4mHxlrsmyuOZZijqWYYynmWOZY2XlX0sa0fAuwA7gcmABeB65stV1FNG2OMjOzeax/b/MzM7PKOUmYmVmpypNElcN3SFoq6buS9kvaJ+kzqfw6SS9K2p2my+conuckPZ72OZ7KTpf0gKSn0utpcxDHu3M/+25Jr0r67FwdF0lbJR2WtDdXVnocJF2Tvj8HJF06B7F8WdKTaViDeyWdmsqXSfpp7vhs6XEcpb+PCo7Jnbk4npO0O5X37Jik7Zf9DVfyfRlKEVHZRNa58jRwLnAS8Bhw/hzufwlwYZp/O/BDstvZrwP+WwXH4zlgcUPZ3wGb0/xm4EsV/I5eIrtRaE6OC/AB4EJgb6vjkH5fjwEnA8vT92lBj2P5ELAwzX8pF8uy/HpzcEwKfx9VHJOG5TcAX+z1MUnbL/sbruT7MoxT1TWJSofviIipiHg0zf8E2E9292E/WQPcluZvAz4yx/u/BHg6In40VzuMiIeAVxqKy47DGmBbRLwREc+SXbWxqpexRMR3IqKW3j5Mdq15T5UckzJzfkzqJAn4GHBHt/bXIpayv+FKvi/DqOokUXaL+JyTtAy4APh+KtqUmhO2zkUTTxLAdyTtUjZsCcCZka5jTq9nzFEsdWs58Q++iuMC5ceh6u/QnwHfzr1fLukHkr4n6aI52H/R76PKY3IRcCginsqVzckxafgb7tfvy8CpOknM+BbxngQhLQLuBj4bEa+SjYx4HrCSbEyTG+YolPdHxIVkIzVeLekDc7TfQspuyPkw8E+pqKrj0kxl3yFJXwBqwO2paAo4JyIuAP4K+KakX+lhCGW/jyr/rtZx4j8Vc3JMCv6GS1ctKPN9AE1UnSQqH75D0lvJvly3R8Q9ABFxKCKORcTPga8zR9XRiDiYXg8D96b9HlIapTG9Hp6LWJLLgEcj4lCKq5LjkpQdh0q+Q5LWA38IfCJSY3dqwng5ze8ia+9+V69iaPL7qOqYLAT+GLgzF2PPj0nR3zB99n0ZZFUniUqH70jtp7cA+yPiK7ny/NC5VwA9H6FW0i9Lent9nqxzdC/Z8VifVlsP3NfrWHJO+K+wiuOSU3YctgNrJZ0saTnZOPmP9DIQSauBzwEfjojXc+Ujysb0R9K5KZZnehhH2e9jzo9J8gfAkxExmYuxp8ek7G+YPvq+DLyqe87JbhH/Idl/GF+Y433/DllVcw+wO02XA/8TeDyVbweWzEEs55JddfEYsK9+LIB3AA8CT6XX0+fo2LwNeBn41VzZnBwXssQ0Bfw/sv/8rmp2HIAvpO/PAeCyOYhlgqxdu/6d2ZLW/S/pd/cY8CjwRz2Oo/T3MdfHJJXfCmxsWLdnxyRtv+xvuJLvyzBOHpbDzMxKVd3cZGZmfcxJwszMSjlJmJlZKScJMzMr5SRhZmalnCTMzKyUk4SZmZX6/yunRG2fbejQAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -819,7 +821,7 @@ "outputs": [ { "data": { - "image/png": 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M6qp6S0LSSuCdwP6IeG2y7TbgtOSQk4DfR8Q8SbOA+4E9yb7NEbGs3aHNzDpKlYsEsAq4Ebh1ZENEvG9kWdL1wDOp4x+KiHntCmhm1vGqXCQiYlPSQjiKJAGXAue1N5aZWZfo8LmbzgaejIgHU9tmS7oHeBa4OiLuqvdESUuBpQB9fX3jjGFmHanEvzzbpup9Eg0sAVan1p8A+iLiKUnzgTsknRERz45+YkQMAAMA/f39Mc4cZmbV1YlFQtJk4N3A/JFtEXEIOJQsb5f0EDAX2DbOnGZmnUsqOkGm8bQkzgceiIihkQ2SeoGnI+KwpFcDc4C948xoZta5qn65SdJq4FxgmqQh4NqI+BawmJdeagJ4C/AlScPAYWBZRDzd3shmZh2mxH0vzYxuWpKx/UN1tq0F1o4/lplZl6h6S8LMzCaYi4RZk6o262eJLxNYRbglYWZmuUpcJMqbzMysW0ya1NyjAUkLJe2RNCjpyjr7PyDpvuTxS0lnNjqnWxJmZkVq07QcknqAm4ALgCFgq6T1EbE7ddjDwDkR8b+SLqL2heaz8s7rImFmVqT29UksAAYjYm/ttFoDLAL+WCQi4pep4zcDMxqd1EXCzKxozReJaZLSM1gMJFMcAUwHHkvtGyK/lfAR4MeNXtBFwsysaM0XiQMR0Z+xr97cHnXnxZP0VmpF4m8avaCLRCuqNkyzSg4eLDrB2EydWnSCsanaZ7cbhhi373LTEDAztT4D2Hf0y+n1wC3ARRHxVKOTdsH/ATOzkmtPkdgKzJE0G3ic2tRJ708fIKkPWAf8fUT8ppmTukiYmRWpTaObImJY0hXARqAHWBkRuyQtS/avAK4B/gy4uXbPOIZzLl8BLhJmZsVq4zeuI2IDsGHUthWp5Y8CHx3LOV0kzMyKVuJvXLtImJkVzUXCzMzq8gR/HagbhuUVxUNKJ1bVPrtVGxLdijZ1XE+U8iYzM+sWbkmYmVkmFwkzM6vLfRJmZpbLRcLMzOpyS8LMzHJ5dJNZhyrxD3dHmDKl6AQTzy0JMzPL5SJhZmZ1uSVhZma5SlwkGiaTtFLSfkk7U9tuk7QjeTwiaUdq31WSBiXtkXThRAU3M+sYkyY19yhAMy2JVcCNwK0jGyLifSPLkq4HnkmWT6d2N6QzgFcBP5M0NyIOtzGzmVnnKPncTQ1LU0RsAp6ut0+1WxtdCqxONi0C1kTEoYh4GBgEFrQpq5lZ5xnpk6hwSyLP2cCTEfFgsj4d2JzaP5RsO4qkpcBSgL6+vnHGOMY886eZtVOV+yQaWMKLrQgA1Tkm6j0xIgYioj8i+nt7e8cZw8yswjqxJSFpMvBuYH5q8xAwM7U+A9jX6muYmXW8kg+BHU+y84EHImIotW09sFjS8ZJmA3OALeMJaGbW0UY6rpt5FKCZIbCrgbuB0yQNSfpIsmsxL73URETsAm4HdgM/AZZ7ZJOZWQNVvtwUEUsytn8oY/t1wHXji2Vm1kVKfLnJw17MzIpU8j4JF4lWeEjpxKnaje/9WZhY3fL+ukiYmVldbkmYmVmuEreYypvMzKwbuCVhZma5XCTMzKwutyTMzCyXi4QV6sCBohM0r2pDYE85pegEYzN1atEJxqZqn4dWuUiYmVldJb/pUHmTmZl1A/dJmJlZrhIXifImMzPrBm28famkhZL2SBqUdGWd/ZL0jWT/fZLe0OicbkmYmRWtDS0JST3ATcAF1G4At1XS+ojYnTrsImr3+ZkDnAV8M/k3k4uEmVmR2tdxvQAYjIi9tdNqDbCI2v19RiwCbo2IADZLOknSqRHxRNZJS1Ektm/f/px6evYUnWMMpgEVGldaqbxVygrOO7F6eqqU97RWnrR9+/aNqv13NmOKpG2p9YGIGEiWpwOPpfYNcXQrod4x04FyFwlgT0T0Fx2iWZK2Oe/EqFJWcN6JVqW8o355Ny0iFrYrQr3Tt3DMS7jj2sysMwwBM1PrM4B9LRzzEi4SZmadYSswR9JsSccBi4H1o45ZD3wwGeX0JuCZvP4IKM/lpoHGh5SK806cKmUF551oVcpbaNaIGJZ0BbAR6AFWRsQuScuS/SuADcDFwCDwPHB5o/Oq1sltZmZ2NF9uMjOzTC4SZmaW6ZgXCUlTJG2RdK+kXZK+mGx/b7J+RFIphrzlZP2apAeSr7V/X9JJRWeF3LxfTrLukPRTSa8qOitk503t/4ykkNTsGPIJlfP+fkHS48n7u0PSxWXNmuz7ZDJ1wy5JXy0y54ic9/a21Pv6iKQdRWeF3LzzJG1O8m6TtKDorOMWEcf0QW2c7tRk+WXAr4A3AX9F7csoPwf6j3WuMWZ9OzA52f4V4CtFZ22Q94TUMf8IrCg6a17eZH0mtQ64R4FpRWdt8P5+AfhM0fmazPpW4GfA8cm+k4vO2uizkDrmeuCaorM2eH9/ClyUbL8Y+HnRWcf7OOYtiah5Lll9WfKIiLg/Ikr1reucrD+NiOFk+2ZqY40Ll5P32dRhf0qDL88cK1l5k/V/Bf6ZkmSFhnlLJSfrJ4B/iYhDyXH7C4r4Eo3eW0kCLgVWFxDvKDl5Azgh2X4iDb6DUAWF9ElI6kmajfuBOyPiV0XkaEYTWT8M/PjYJ6svK6+k6yQ9BnwAuKbIjGn18kq6BHg8Iu4tON5Rcj4PVySX9FZKemWBEf8oI+tc4GxJv5L0C0lvLDblixr8rJ0NPBkRDxaT7mgZeT8FfC35Wfs6cFWRGduhkCIREYcjYh61v8AXSHptETmakZdV0ueBYeA7ReUbLStvRHw+ImZSy3pFkRnT6uR9PfB5SlTI0jLe328CrwHmUZsD5/oCI/5RRtbJwCupXRr5LHB78ld64Rr8XlhCSVoRIzLyfgL4dPKz9mngW0VmbIdCRzdFxO+p9UG0a+6SCTM6q6TLgHcCH4iI0l1yyHlvvwu855gHaiCVdxEwG7hX0iPUfgD/R1Kpbiadfn8j4snkF8YR4D+ozcZZGqM+C0PAuuRyyRbgCLVJ/0qjzs/aZODdwG0Fxso0Ku9lwLpk1/co2WehFUWMbuodGQ0k6eXA+cADxzpHM7KySloIfA64JCKeLzJjWk7eOanDLqEk73dG3nsi4uSImBURs6j9UntDRPyuwKhA7vt7auqwdwE7i8iXlvNzdgdwXrJ9LnAcJZhltcHvhfOBByJiqKh8o+Xk3Qeckxx2HlCay2OtKmJajlOB/1TtBhmTgNsj4keS3gX8O9AL/LekHRFxYQH50rKyDgLHA3cmLfXNEbGswJwjsvKulXQatb8aHwXKkBUy8hacKU/W+/tfkuZR67R8BPh4gRlHZGU9DlgpaSfwAnBZSVrCeZ+FxZTsUhPZ7+/vgRuS1s9BYGmRIdvB03KYmVkmf+PazMwyuUiYmVkmFwkzM8vkImFmZplcJMzMLJOLhJmZZXKRMDOzTP8PIS/MUFv12LoAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -913,8 +915,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1min 11s, sys: 1.55 s, total: 1min 13s\n", - "Wall time: 7.4 s\n" + "CPU times: user 6.76 s, sys: 50.5 ms, total: 6.81 s\n", + "Wall time: 6.88 s\n" ] } ], @@ -930,7 +932,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -963,8 +965,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 5min 31s, sys: 4.69 s, total: 5min 36s\n", - "Wall time: 2min 6s\n" + "CPU times: user 2min 54s, sys: 1.47 s, total: 2min 55s\n", + "Wall time: 3min 4s\n" ] } ], @@ -989,15 +991,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 18.5 s, sys: 112 ms, total: 18.6 s\n", - "Wall time: 18.6 s\n" + "CPU times: user 30 s, sys: 675 ms, total: 30.7 s\n", + "Wall time: 41.6 s\n" ] }, { "data": { "text/plain": [ "(
,\n", - " )" + " )" ] }, "execution_count": 31, @@ -1006,7 +1008,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1031,13 +1033,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.24 s, sys: 0 ns, total: 2.24 s\n", - "Wall time: 2.24 s\n" + "CPU times: user 3.33 s, sys: 56.7 ms, total: 3.39 s\n", + "Wall time: 3.52 s\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1054,7 +1056,8 @@ "cmap = matplotlib.pyplot.get_cmap('seismic')\n", "norm = matplotlib.colors.Normalize(vmin=-1, vmax=1)\n", "\n", - "plot = matplotlib.pyplot.pcolor(large_cutoff.residue_contacts.df, cmap='seismic', vmin=-1, vmax=1)\n", + "plot = matplotlib.pyplot.pcolor(large_cutoff.residue_contacts.df, cmap='seismic',\n", + " vmin=-1, vmax=1)\n", "plot.cmap.set_under(cmap(norm(0)));" ] }, @@ -1084,7 +1087,49 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.3" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false } }, "nbformat": 4, diff --git a/examples/contact_map_without_atom_slice.ipynb b/examples/contact_map_without_atom_slice.ipynb index 59cef36..ac03faf 100644 --- a/examples/contact_map_without_atom_slice.ipynb +++ b/examples/contact_map_without_atom_slice.ipynb @@ -17,7 +17,7 @@ "metadata": {}, "source": [ "## The worst case example\n", - "This is only adding a noticeable overhead for `ContactMap` in this case, but this could be worse for other systems" + "This is only adding a noticeable overhead for a single frame trajectory in this case, but this could be worse for other systems" ] }, { @@ -39,7 +39,7 @@ "metadata": {}, "outputs": [], "source": [ - "from contact_map import ContactMap, ContactFrequency, ContactDifference" + "from contact_map import ContactFrequency, ContactDifference" ] }, { @@ -58,22 +58,20 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 824 ms, sys: 48 ms, total: 872 ms\n", - "Wall time: 291 ms\n" + "CPU times: user 251 ms, sys: 14.7 ms, total: 266 ms\n", + "Wall time: 293 ms\n" ] } ], "source": [ "%%time\n", - "frame_contacts = ContactMap(traj[0], query=used_atoms, haystack=used_atoms)" + "frame_contacts = ContactFrequency(traj[0], query=used_atoms, haystack=used_atoms)" ] }, { @@ -85,8 +83,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1min 12s, sys: 3.28 s, total: 1min 16s\n", - "Wall time: 20.6 s\n" + "CPU times: user 12.9 s, sys: 76.4 ms, total: 13 s\n", + "Wall time: 13.3 s\n" ] } ], @@ -132,7 +130,6 @@ "metadata": {}, "outputs": [], "source": [ - "ContactMap._class_use_atom_slice = False\n", "ContactFrequency._class_use_atom_slice = False\n", "ContactDifference._class_use_atom_slice = False" ] @@ -140,22 +137,20 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 668 ms, sys: 20 ms, total: 688 ms\n", - "Wall time: 204 ms\n" + "CPU times: user 150 ms, sys: 4.99 ms, total: 155 ms\n", + "Wall time: 171 ms\n" ] } ], "source": [ "%%time\n", - "frame_contacts = ContactMap(traj[0], query=used_atoms, haystack=used_atoms)" + "frame_contacts = ContactFrequency(traj[0], query=used_atoms, haystack=used_atoms)" ] }, { @@ -167,8 +162,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1min 12s, sys: 3.42 s, total: 1min 15s\n", - "Wall time: 21.1 s\n" + "CPU times: user 13.2 s, sys: 76 ms, total: 13.3 s\n", + "Wall time: 13.4 s\n" ] } ], @@ -209,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -219,27 +214,26 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Set class_atom_slice to True\n", - "ContactMap._class_use_atom_slice = True\n", "ContactFrequency._class_use_atom_slice = True\n", "ContactDifference._class_use_atom_slice = True" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 536 ms, sys: 32 ms, total: 568 ms\n", - "Wall time: 167 ms\n" + "CPU times: user 112 ms, sys: 3.98 ms, total: 116 ms\n", + "Wall time: 124 ms\n" ] } ], @@ -250,27 +244,26 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Set class_atom_slice to False\n", - "ContactMap._class_use_atom_slice = False\n", "ContactFrequency._class_use_atom_slice = False\n", "ContactDifference._class_use_atom_slice = False" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 7.35 s, sys: 316 ms, total: 7.66 s\n", - "Wall time: 1.99 s\n" + "CPU times: user 1.89 s, sys: 15.1 ms, total: 1.9 s\n", + "Wall time: 1.93 s\n" ] } ], @@ -297,6 +290,48 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false } }, "nbformat": 4,