{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PyMol useable via Binder (no graphical user interface)\n", "\n", "My collection demonstrating using Pymol here.\n", "\n", "A very basic demo of running PyMol via this interface is included **on this page** [here](#Basic-example) just below the list of 'Available Notebooks'. \n", "For more practical uses of PyMol, select a notebook from this index of availabe demostration notebooks below. \n", "\n", "----\n", "\n", "## Available Notebooks\n", "\n", "- Index (this Jupyter notebook) has a basic script execution example below this list of notebooks. Scroll down to START THERE.\n", "- [Demo of Getting a Structure and Producing an Image](notebooks/demo_fetch.ipynb)\n", "- [Demo of Setting an Orientation](notebooks/demo_orient.ipynb)\n", "- [Demo of Dealing with PyMol colors](notebooks/demo_colors.ipynb)\n", "- [Demo of Sampling Various Combinations of Applying A Color Palette to a Complex](notebooks/demo_palette.ipynb)\n", "- [Demo of Applying a Color Combination Choice to a Complex](notebooks/demo_apply_combo.ipynb)\n", "- [Demo of Iterating over residue secondary structure](notebooks/demo_residue_secondary_structure.ipynb)\n", "- [Demo of Superimposing Two Structures via PyMOL Super Command](notebooks/demo_superimpose.ipynb)\n", "- [Demo of Unfolding Region of Protein Chain via PyMOL](notebooks/demo_unfold_segment.ipynb)\n", "- [Demo of Unfolding Region of Protein Chain via PyMOL - involving Pandas](notebooks/demo_unfold_segment_inv_Pandas.ipynb)\n", "- [TBD](TBD.ipynb)\n", "- [TBD](TBD.ipynb)\n", "- [TBD](TBD.ipynb)\n", "\n", "
\n", "

If you haven't used one of these notebooks before, they're basically web pages in which you can write, edit, and run live code. They're meant to encourage experimentation, so don't feel nervous. Just try running a few cells and see what happens!.

\n", "\n", "

\n", " Some tips:\n", "

\n", "

\n", "
\n", "\n", "## Basic example\n", "\n", "This 'basic' example outputs an image of an amino acid.\n", "\n", "The following cell generates a script based on Example #2 [here](https://pymolwiki.org/index.php/Launching_From_a_Script#Example_2), in addition to some features also on [that page](https://pymolwiki.org/index.php/Launching_From_a_Script)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing 'text_2_save' (str) to file 'script_a.py'.\n" ] } ], "source": [ "text_2_save = '''#!/usr/bin/python\n", "\n", "import sys, os\n", "\n", "# pymol environment\n", "moddir='/opt/pymol-svn/modules'\n", "sys.path.insert(0, moddir)\n", "os.environ['PYMOL_PATH'] = os.path.join(moddir, 'pymol/pymol_path')\n", "\n", "import pymol\n", "cmd = pymol.cmd\n", "# end of set-up\n", "\n", "# things to have PyMol do go below here\n", "cmd.fragment('ala')\n", "cmd.zoom()\n", "cmd.png('~/test_a.png', 800, 640, dpi=300, ray=1)\n", "'''\n", "%store text_2_save >script_a.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the first few lines of the script to verify it was made:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#!/usr/bin/python\r\n", "\r\n", "import sys, os\r\n", "\r\n", "# pymol environment\r\n", "moddir='/opt/pymol-svn/modules'\r\n", "sys.path.insert(0, moddir)\r\n", "os.environ['PYMOL_PATH'] = os.path.join(moddir, 'pymol/pymol_path')\r\n", "\r\n", "import pymol\r\n" ] } ], "source": [ "!head script_a.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With an example script, we are ready to run it. \n", "The following cell will specify to run that script using PyMol. We'll indicate two options with flags in this call. They are the `-cq` part in between the call to `pymol` and the script name to have PyMol run. The `-q` specifies to launch quiet (`-q`) without all the notes PyMol generates at launch, and the `-c` specifies to launch without the GUI (`-c`). The flags can be merged into one with no spaces and then you only need the first `-`. \n", "(Note that the exclamation point at the start is to tell the Jupyter environment to direct this to the shell. If you are running directly in a shell terminal, you'd leave off the exclamation point." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Ray: render time: 0.39 sec. = 9172.6 frames/hour (0.39 sec. accum.).\r\n" ] } ], "source": [ "!pymol -cq script_a.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That will say it rendered and image and we can prove that by displaying the result here by running the next cell. \n", "(Alternatively, the file browser here could be used to view the image." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(\"test_a.png\")" ] } ], "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 2 }