Mercurial > repos > galaxy-australia > alphafold2

annotate docker/alphafold/notebooks/AlphaFold.ipynb @ 1:6c92e000d684 draft

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"planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
author galaxy-australia
date Tue, 01 Mar 2022 02:53:05 +0000
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children
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6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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1 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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2 "cells": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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3 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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4 "cell_type": "markdown",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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5 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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6 "id": "pc5-mbsX9PZC"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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7 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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8 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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9 "# AlphaFold Colab\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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10 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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11 "This Colab notebook allows you to easily predict the structure of a protein using a slightly simplified version of [AlphaFold v2.1.0](https://doi.org/10.1038/s41586-021-03819-2). \n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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12 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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13 "**Differences to AlphaFold v2.1.0**\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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14 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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15 "In comparison to AlphaFold v2.1.0, this Colab notebook uses **no templates (homologous structures)** and a selected portion of the [BFD database](https://bfd.mmseqs.com/). We have validated these changes on several thousand recent PDB structures. While accuracy will be near-identical to the full AlphaFold system on many targets, a small fraction have a large drop in accuracy due to the smaller MSA and lack of templates. For best reliability, we recommend instead using the [full open source AlphaFold](https://github.com/deepmind/alphafold/), or the [AlphaFold Protein Structure Database](https://alphafold.ebi.ac.uk/).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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16 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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17 "**This Colab has an small drop in average accuracy for multimers compared to local AlphaFold installation, for full multimer accuracy it is highly recommended to run [AlphaFold locally](https://github.com/deepmind/alphafold#running-alphafold).** Moreover, the AlphaFold-Multimer requires searching for MSA for every unique sequence in the complex, hence it is substantially slower. If your notebook times-out due to slow multimer MSA search, we recommend either using Colab Pro or running AlphaFold locally.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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18 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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19 "Please note that this Colab notebook is provided as an early-access prototype and is not a finished product. It is provided for theoretical modelling only and caution should be exercised in its use. \n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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20 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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21 "**Citing this work**\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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22 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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23 "Any publication that discloses findings arising from using this notebook should [cite](https://github.com/deepmind/alphafold/#citing-this-work) the [AlphaFold paper](https://doi.org/10.1038/s41586-021-03819-2).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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24 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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25 "**Licenses**\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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26 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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27 "This Colab uses the [AlphaFold model parameters](https://github.com/deepmind/alphafold/#model-parameters-license) and its outputs are thus for non-commercial use only, under the Creative Commons Attribution-NonCommercial 4.0 International ([CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/legalcode)) license. The Colab itself is provided under the [Apache 2.0 license](https://www.apache.org/licenses/LICENSE-2.0). See the full license statement below.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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28 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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29 "**More information**\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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30 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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31 "You can find more information about how AlphaFold works in the following papers:\n",
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32 "\n",
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33 "* [AlphaFold methods paper](https://www.nature.com/articles/s41586-021-03819-2)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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34 "* [AlphaFold predictions of the human proteome paper](https://www.nature.com/articles/s41586-021-03828-1)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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35 "* [AlphaFold-Multimer paper](https://www.biorxiv.org/content/10.1101/2021.10.04.463034v1)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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36 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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37 "FAQ on how to interpret AlphaFold predictions are [here](https://alphafold.ebi.ac.uk/faq)."
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38 ]
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39 },
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40 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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41 "cell_type": "code",
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42 "execution_count": null,
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43 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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44 "cellView": "form",
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45 "id": "woIxeCPygt7K"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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46 },
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47 "outputs": [],
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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48 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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49 "#@title Install third-party software\n",
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50 "\n",
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51 "#@markdown Please execute this cell by pressing the _Play_ button \n",
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52 "#@markdown on the left to download and import third-party software \n",
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53 "#@markdown in this Colab notebook. (See the [acknowledgements](https://github.com/deepmind/alphafold/#acknowledgements) in our readme.)\n",
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54 "\n",
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55 "#@markdown **Note**: This installs the software on the Colab \n",
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56 "#@markdown notebook in the cloud and not on your computer.\n",
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57 "\n",
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58 "from IPython.utils import io\n",
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59 "import os\n",
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60 "import subprocess\n",
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61 "import tqdm.notebook\n",
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62 "\n",
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63 "TQDM_BAR_FORMAT = '{l_bar}{bar}| {n_fmt}/{total_fmt} [elapsed: {elapsed} remaining: {remaining}]'\n",
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64 "\n",
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65 "try:\n",
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66 " with tqdm.notebook.tqdm(total=100, bar_format=TQDM_BAR_FORMAT) as pbar:\n",
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67 " with io.capture_output() as captured:\n",
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68 " # Uninstall default Colab version of TF.\n",
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69 " %shell pip uninstall -y tensorflow\n",
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70 "\n",
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71 " %shell sudo apt install --quiet --yes hmmer\n",
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72 " pbar.update(6)\n",
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73 "\n",
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74 " # Install py3dmol.\n",
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75 " %shell pip install py3dmol\n",
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76 " pbar.update(2)\n",
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77 "\n",
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78 " # Install OpenMM and pdbfixer.\n",
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79 " %shell rm -rf /opt/conda\n",
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80 " %shell wget -q -P /tmp \\\n",
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81 " https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh \\\n",
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82 " \u0026\u0026 bash /tmp/Miniconda3-latest-Linux-x86_64.sh -b -p /opt/conda \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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83 " \u0026\u0026 rm /tmp/Miniconda3-latest-Linux-x86_64.sh\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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84 " pbar.update(9)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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diff changeset
85 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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diff changeset
86 " PATH=%env PATH\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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diff changeset
87 " %env PATH=/opt/conda/bin:{PATH}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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88 " %shell conda update -qy conda \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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89 " \u0026\u0026 conda install -qy -c conda-forge \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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diff changeset
90 " python=3.7 \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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diff changeset
91 " openmm=7.5.1 \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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92 " pdbfixer\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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93 " pbar.update(80)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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94 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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95 " # Create a ramdisk to store a database chunk to make Jackhmmer run fast.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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96 " %shell sudo mkdir -m 777 --parents /tmp/ramdisk\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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97 " %shell sudo mount -t tmpfs -o size=9G ramdisk /tmp/ramdisk\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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diff changeset
98 " pbar.update(2)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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99 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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100 " %shell wget -q -P /content \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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101 " https://git.scicore.unibas.ch/schwede/openstructure/-/raw/7102c63615b64735c4941278d92b554ec94415f8/modules/mol/alg/src/stereo_chemical_props.txt\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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diff changeset
102 " pbar.update(1)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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103 "except subprocess.CalledProcessError:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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104 " print(captured)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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105 " raise"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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106 ]
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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107 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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108 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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109 "cell_type": "code",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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110 "execution_count": null,
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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111 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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112 "cellView": "form",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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113 "id": "VzJ5iMjTtoZw"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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114 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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115 "outputs": [],
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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116 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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117 "#@title Download AlphaFold\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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118 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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119 "#@markdown Please execute this cell by pressing the *Play* button on \n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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120 "#@markdown the left.\n",
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121 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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122 "GIT_REPO = 'https://github.com/deepmind/alphafold'\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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123 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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124 "SOURCE_URL = 'https://storage.googleapis.com/alphafold/alphafold_params_colab_2021-10-27.tar'\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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125 "PARAMS_DIR = './alphafold/data/params'\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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126 "PARAMS_PATH = os.path.join(PARAMS_DIR, os.path.basename(SOURCE_URL))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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127 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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128 "try:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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129 " with tqdm.notebook.tqdm(total=100, bar_format=TQDM_BAR_FORMAT) as pbar:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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130 " with io.capture_output() as captured:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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131 " %shell rm -rf alphafold\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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132 " %shell git clone --branch main {GIT_REPO} alphafold\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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133 " pbar.update(8)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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134 " # Install the required versions of all dependencies.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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135 " %shell pip3 install -r ./alphafold/requirements.txt\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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136 " # Run setup.py to install only AlphaFold.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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137 " %shell pip3 install --no-dependencies ./alphafold\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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138 " pbar.update(10)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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139 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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140 " # Apply OpenMM patch.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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141 " %shell pushd /opt/conda/lib/python3.7/site-packages/ \u0026\u0026 \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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142 " patch -p0 \u003c /content/alphafold/docker/openmm.patch \u0026\u0026 \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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143 " popd\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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144 "\n",
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145 " # Make sure stereo_chemical_props.txt is in all locations where it could be searched for.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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146 " %shell mkdir -p /content/alphafold/alphafold/common\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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147 " %shell cp -f /content/stereo_chemical_props.txt /content/alphafold/alphafold/common\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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148 " %shell mkdir -p /opt/conda/lib/python3.7/site-packages/alphafold/common/\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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149 " %shell cp -f /content/stereo_chemical_props.txt /opt/conda/lib/python3.7/site-packages/alphafold/common/\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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150 "\n",
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galaxy-australia
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151 " %shell mkdir --parents \"{PARAMS_DIR}\"\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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152 " %shell wget -O \"{PARAMS_PATH}\" \"{SOURCE_URL}\"\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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153 " pbar.update(27)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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154 "\n",
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galaxy-australia
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155 " %shell tar --extract --verbose --file=\"{PARAMS_PATH}\" \\\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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156 " --directory=\"{PARAMS_DIR}\" --preserve-permissions\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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157 " %shell rm \"{PARAMS_PATH}\"\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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158 " pbar.update(55)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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159 "except subprocess.CalledProcessError:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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160 " print(captured)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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161 " raise\n",
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galaxy-australia
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162 "\n",
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163 "import jax\n",
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galaxy-australia
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164 "if jax.local_devices()[0].platform == 'tpu':\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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165 " raise RuntimeError('Colab TPU runtime not supported. Change it to GPU via Runtime -\u003e Change Runtime Type -\u003e Hardware accelerator -\u003e GPU.')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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166 "elif jax.local_devices()[0].platform == 'cpu':\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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167 " raise RuntimeError('Colab CPU runtime not supported. Change it to GPU via Runtime -\u003e Change Runtime Type -\u003e Hardware accelerator -\u003e GPU.')\n",
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168 "else:\n",
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169 " print(f'Running with {jax.local_devices()[0].device_kind} GPU')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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170 "\n",
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171 "# Make sure everything we need is on the path.\n",
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172 "import sys\n",
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173 "sys.path.append('/opt/conda/lib/python3.7/site-packages')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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174 "sys.path.append('/content/alphafold')\n",
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175 "\n",
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176 "# Make sure all necessary environment variables are set.\n",
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177 "import os\n",
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178 "os.environ['TF_FORCE_UNIFIED_MEMORY'] = '1'\n",
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179 "os.environ['XLA_PYTHON_CLIENT_MEM_FRACTION'] = '2.0'"
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180 ]
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181 },
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182 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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183 "cell_type": "markdown",
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184 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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185 "id": "W4JpOs6oA-QS"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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186 },
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187 "source": [
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188 "## Making a prediction\n",
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189 "\n",
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190 "Please paste the sequence of your protein in the text box below, then run the remaining cells via _Runtime_ \u003e _Run after_. You can also run the cells individually by pressing the _Play_ button on the left.\n",
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191 "\n",
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192 "Note that the search against databases and the actual prediction can take some time, from minutes to hours, depending on the length of the protein and what type of GPU you are allocated by Colab (see FAQ below)."
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193 ]
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194 },
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195 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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196 "cell_type": "code",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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197 "execution_count": null,
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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198 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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199 "cellView": "form",
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200 "id": "rowN0bVYLe9n"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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201 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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202 "outputs": [],
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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203 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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204 "#@title Enter the amino acid sequence(s) to fold ⬇️\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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205 "#@markdown Enter the amino acid sequence(s) to fold:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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206 "#@markdown * If you enter only a single sequence, the monomer model will be used.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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207 "#@markdown * If you enter multiple sequences, the multimer model will be used.\n",
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208 "\n",
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209 "from alphafold.notebooks import notebook_utils\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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210 "\n",
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211 "sequence_1 = 'MAAHKGAEHHHKAAEHHEQAAKHHHAAAEHHEKGEHEQAAHHADTAYAHHKHAEEHAAQAAKHDAEHHAPKPH' #@param {type:\"string\"}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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212 "sequence_2 = '' #@param {type:\"string\"}\n",
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213 "sequence_3 = '' #@param {type:\"string\"}\n",
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214 "sequence_4 = '' #@param {type:\"string\"}\n",
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215 "sequence_5 = '' #@param {type:\"string\"}\n",
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216 "sequence_6 = '' #@param {type:\"string\"}\n",
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217 "sequence_7 = '' #@param {type:\"string\"}\n",
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218 "sequence_8 = '' #@param {type:\"string\"}\n",
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219 "\n",
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220 "input_sequences = (sequence_1, sequence_2, sequence_3, sequence_4,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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221 " sequence_5, sequence_6, sequence_7, sequence_8)\n",
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222 "\n",
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223 "#@markdown If folding a complex target and all the input sequences are\n",
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224 "#@markdown prokaryotic then set `is_prokaryotic` to `True`. Set to `False`\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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225 "#@markdown otherwise or if the origin is unknown.\n",
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226 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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227 "is_prokaryote = False #@param {type:\"boolean\"}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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228 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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229 "MIN_SINGLE_SEQUENCE_LENGTH = 16\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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230 "MAX_SINGLE_SEQUENCE_LENGTH = 2500\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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231 "MAX_MULTIMER_LENGTH = 2500\n",
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232 "\n",
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233 "# Validate the input.\n",
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234 "sequences, model_type_to_use = notebook_utils.validate_input(\n",
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235 " input_sequences=input_sequences,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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236 " min_length=MIN_SINGLE_SEQUENCE_LENGTH,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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237 " max_length=MAX_SINGLE_SEQUENCE_LENGTH,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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238 " max_multimer_length=MAX_MULTIMER_LENGTH)"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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239 ]
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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240 },
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241 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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242 "cell_type": "code",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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243 "execution_count": null,
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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244 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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245 "cellView": "form",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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246 "id": "2tTeTTsLKPjB"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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247 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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248 "outputs": [],
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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249 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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250 "#@title Search against genetic databases\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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251 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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252 "#@markdown Once this cell has been executed, you will see\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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253 "#@markdown statistics about the multiple sequence alignment \n",
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254 "#@markdown (MSA) that will be used by AlphaFold. In particular, \n",
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255 "#@markdown you’ll see how well each residue is covered by similar \n",
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256 "#@markdown sequences in the MSA.\n",
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257 "\n",
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258 "# --- Python imports ---\n",
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259 "import collections\n",
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260 "import copy\n",
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261 "from concurrent import futures\n",
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262 "import json\n",
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263 "import random\n",
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264 "\n",
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265 "from urllib import request\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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266 "from google.colab import files\n",
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267 "from matplotlib import gridspec\n",
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268 "import matplotlib.pyplot as plt\n",
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269 "import numpy as np\n",
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270 "import py3Dmol\n",
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271 "\n",
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272 "from alphafold.model import model\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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273 "from alphafold.model import config\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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274 "from alphafold.model import data\n",
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275 "\n",
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276 "from alphafold.data import feature_processing\n",
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277 "from alphafold.data import msa_pairing\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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278 "from alphafold.data import parsers\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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279 "from alphafold.data import pipeline\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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280 "from alphafold.data import pipeline_multimer\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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281 "from alphafold.data.tools import jackhmmer\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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282 "\n",
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galaxy-australia
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283 "from alphafold.common import protein\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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284 "\n",
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285 "from alphafold.relax import relax\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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286 "from alphafold.relax import utils\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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287 "\n",
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288 "from IPython import display\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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289 "from ipywidgets import GridspecLayout\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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290 "from ipywidgets import Output\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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291 "\n",
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292 "# Color bands for visualizing plddt\n",
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293 "PLDDT_BANDS = [(0, 50, '#FF7D45'),\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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294 " (50, 70, '#FFDB13'),\n",
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295 " (70, 90, '#65CBF3'),\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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296 " (90, 100, '#0053D6')]\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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297 "\n",
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298 "# --- Find the closest source ---\n",
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299 "test_url_pattern = 'https://storage.googleapis.com/alphafold-colab{:s}/latest/uniref90_2021_03.fasta.1'\n",
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300 "ex = futures.ThreadPoolExecutor(3)\n",
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301 "def fetch(source):\n",
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302 " request.urlretrieve(test_url_pattern.format(source))\n",
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303 " return source\n",
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304 "fs = [ex.submit(fetch, source) for source in ['', '-europe', '-asia']]\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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305 "source = None\n",
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306 "for f in futures.as_completed(fs):\n",
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307 " source = f.result()\n",
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308 " ex.shutdown()\n",
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309 " break\n",
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310 "\n",
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311 "JACKHMMER_BINARY_PATH = '/usr/bin/jackhmmer'\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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312 "DB_ROOT_PATH = f'https://storage.googleapis.com/alphafold-colab{source}/latest/'\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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313 "# The z_value is the number of sequences in a database.\n",
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314 "MSA_DATABASES = [\n",
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315 " {'db_name': 'uniref90',\n",
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316 " 'db_path': f'{DB_ROOT_PATH}uniref90_2021_03.fasta',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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317 " 'num_streamed_chunks': 59,\n",
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318 " 'z_value': 135_301_051},\n",
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319 " {'db_name': 'smallbfd',\n",
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320 " 'db_path': f'{DB_ROOT_PATH}bfd-first_non_consensus_sequences.fasta',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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321 " 'num_streamed_chunks': 17,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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322 " 'z_value': 65_984_053},\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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323 " {'db_name': 'mgnify',\n",
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324 " 'db_path': f'{DB_ROOT_PATH}mgy_clusters_2019_05.fasta',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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325 " 'num_streamed_chunks': 71,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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326 " 'z_value': 304_820_129},\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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327 "]\n",
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328 "\n",
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galaxy-australia
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329 "# Search UniProt and construct the all_seq features only for heteromers, not homomers.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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330 "if model_type_to_use == notebook_utils.ModelType.MULTIMER and len(set(sequences)) \u003e 1:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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331 " MSA_DATABASES.extend([\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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332 " # Swiss-Prot and TrEMBL are concatenated together as UniProt.\n",
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333 " {'db_name': 'uniprot',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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334 " 'db_path': f'{DB_ROOT_PATH}uniprot_2021_03.fasta',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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335 " 'num_streamed_chunks': 98,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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336 " 'z_value': 219_174_961 + 565_254},\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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337 " ])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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338 "\n",
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339 "TOTAL_JACKHMMER_CHUNKS = sum([cfg['num_streamed_chunks'] for cfg in MSA_DATABASES])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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340 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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diff changeset
341 "MAX_HITS = {\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
342 " 'uniref90': 10_000,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
343 " 'smallbfd': 5_000,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
344 " 'mgnify': 501,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
345 " 'uniprot': 50_000,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
346 "}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
347 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
348 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
349 "def get_msa(fasta_path):\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
350 " \"\"\"Searches for MSA for the given sequence using chunked Jackhmmer search.\"\"\"\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
351 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
352 " # Run the search against chunks of genetic databases (since the genetic\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
353 " # databases don't fit in Colab disk).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
354 " raw_msa_results = collections.defaultdict(list)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
355 " with tqdm.notebook.tqdm(total=TOTAL_JACKHMMER_CHUNKS, bar_format=TQDM_BAR_FORMAT) as pbar:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
356 " def jackhmmer_chunk_callback(i):\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
357 " pbar.update(n=1)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
358 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
359 " for db_config in MSA_DATABASES:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
360 " db_name = db_config['db_name']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
361 " pbar.set_description(f'Searching {db_name}')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
362 " jackhmmer_runner = jackhmmer.Jackhmmer(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
363 " binary_path=JACKHMMER_BINARY_PATH,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
364 " database_path=db_config['db_path'],\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
365 " get_tblout=True,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
366 " num_streamed_chunks=db_config['num_streamed_chunks'],\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
367 " streaming_callback=jackhmmer_chunk_callback,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
368 " z_value=db_config['z_value'])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
369 " # Group the results by database name.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
370 " raw_msa_results[db_name].extend(jackhmmer_runner.query(fasta_path))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
371 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
372 " return raw_msa_results\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
373 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
374 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
375 "features_for_chain = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
376 "raw_msa_results_for_sequence = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
377 "for sequence_index, sequence in enumerate(sequences, start=1):\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
378 " print(f'\\nGetting MSA for sequence {sequence_index}')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
379 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
380 " fasta_path = f'target_{sequence_index}.fasta'\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
381 " with open(fasta_path, 'wt') as f:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
382 " f.write(f'\u003equery\\n{sequence}')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
383 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
384 " # Don't do redundant work for multiple copies of the same chain in the multimer.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
385 " if sequence not in raw_msa_results_for_sequence:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
386 " raw_msa_results = get_msa(fasta_path=fasta_path)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
387 " raw_msa_results_for_sequence[sequence] = raw_msa_results\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
388 " else:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
389 " raw_msa_results = copy.deepcopy(raw_msa_results_for_sequence[sequence])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
390 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
391 " # Extract the MSAs from the Stockholm files.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
392 " # NB: deduplication happens later in pipeline.make_msa_features.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
393 " single_chain_msas = []\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
394 " uniprot_msa = None\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
395 " for db_name, db_results in raw_msa_results.items():\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
396 " merged_msa = notebook_utils.merge_chunked_msa(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
397 " results=db_results, max_hits=MAX_HITS.get(db_name))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
398 " if merged_msa.sequences and db_name != 'uniprot':\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
399 " single_chain_msas.append(merged_msa)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
400 " msa_size = len(set(merged_msa.sequences))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
401 " print(f'{msa_size} unique sequences found in {db_name} for sequence {sequence_index}')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
402 " elif merged_msa.sequences and db_name == 'uniprot':\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
403 " uniprot_msa = merged_msa\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
404 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
405 " notebook_utils.show_msa_info(single_chain_msas=single_chain_msas, sequence_index=sequence_index)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
406 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
407 " # Turn the raw data into model features.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
408 " feature_dict = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
409 " feature_dict.update(pipeline.make_sequence_features(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
410 " sequence=sequence, description='query', num_res=len(sequence)))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
411 " feature_dict.update(pipeline.make_msa_features(msas=single_chain_msas))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
412 " # We don't use templates in AlphaFold Colab notebook, add only empty placeholder features.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
413 " feature_dict.update(notebook_utils.empty_placeholder_template_features(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
414 " num_templates=0, num_res=len(sequence)))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
415 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
416 " # Construct the all_seq features only for heteromers, not homomers.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
417 " if model_type_to_use == notebook_utils.ModelType.MULTIMER and len(set(sequences)) \u003e 1:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
418 " valid_feats = msa_pairing.MSA_FEATURES + (\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
419 " 'msa_uniprot_accession_identifiers',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
420 " 'msa_species_identifiers',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
421 " )\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
422 " all_seq_features = {\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
423 " f'{k}_all_seq': v for k, v in pipeline.make_msa_features([uniprot_msa]).items()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
424 " if k in valid_feats}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
425 " feature_dict.update(all_seq_features)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
426 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
427 " features_for_chain[protein.PDB_CHAIN_IDS[sequence_index - 1]] = feature_dict\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
428 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
429 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
430 "# Do further feature post-processing depending on the model type.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
431 "if model_type_to_use == notebook_utils.ModelType.MONOMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
432 " np_example = features_for_chain[protein.PDB_CHAIN_IDS[0]]\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
433 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
434 "elif model_type_to_use == notebook_utils.ModelType.MULTIMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
435 " all_chain_features = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
436 " for chain_id, chain_features in features_for_chain.items():\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
437 " all_chain_features[chain_id] = pipeline_multimer.convert_monomer_features(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
438 " chain_features, chain_id)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
439 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
440 " all_chain_features = pipeline_multimer.add_assembly_features(all_chain_features)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
441 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
442 " np_example = feature_processing.pair_and_merge(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
443 " all_chain_features=all_chain_features, is_prokaryote=is_prokaryote)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
444 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
445 " # Pad MSA to avoid zero-sized extra_msa.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
446 " np_example = pipeline_multimer.pad_msa(np_example, min_num_seq=512)"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
447 ]
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
448 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
449 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
450 "cell_type": "code",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
451 "execution_count": null,
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
452 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
453 "cellView": "form",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
454 "id": "XUo6foMQxwS2"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
455 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
456 "outputs": [],
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
457 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
458 "#@title Run AlphaFold and download prediction\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
459 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
460 "#@markdown Once this cell has been executed, a zip-archive with\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
461 "#@markdown the obtained prediction will be automatically downloaded\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
462 "#@markdown to your computer.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
463 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
464 "#@markdown In case you are having issues with the relaxation stage, you can disable it below.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
465 "#@markdown Warning: This means that the prediction might have distracting\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
466 "#@markdown small stereochemical violations.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
467 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
468 "run_relax = True #@param {type:\"boolean\"}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
469 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
470 "# --- Run the model ---\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
471 "if model_type_to_use == notebook_utils.ModelType.MONOMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
472 " model_names = config.MODEL_PRESETS['monomer'] + ('model_2_ptm',)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
473 "elif model_type_to_use == notebook_utils.ModelType.MULTIMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
474 " model_names = config.MODEL_PRESETS['multimer']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
475 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
476 "output_dir = 'prediction'\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
477 "os.makedirs(output_dir, exist_ok=True)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
478 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
479 "plddts = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
480 "ranking_confidences = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
481 "pae_outputs = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
482 "unrelaxed_proteins = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
483 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
484 "with tqdm.notebook.tqdm(total=len(model_names) + 1, bar_format=TQDM_BAR_FORMAT) as pbar:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
485 " for model_name in model_names:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
486 " pbar.set_description(f'Running {model_name}')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
487 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
488 " cfg = config.model_config(model_name)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
489 " if model_type_to_use == notebook_utils.ModelType.MONOMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
490 " cfg.data.eval.num_ensemble = 1\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
491 " elif model_type_to_use == notebook_utils.ModelType.MULTIMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
492 " cfg.model.num_ensemble_eval = 1\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
493 " params = data.get_model_haiku_params(model_name, './alphafold/data')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
494 " model_runner = model.RunModel(cfg, params)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
495 " processed_feature_dict = model_runner.process_features(np_example, random_seed=0)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
496 " prediction = model_runner.predict(processed_feature_dict, random_seed=random.randrange(sys.maxsize))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
497 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
498 " mean_plddt = prediction['plddt'].mean()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
499 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
500 " if model_type_to_use == notebook_utils.ModelType.MONOMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
501 " if 'predicted_aligned_error' in prediction:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
502 " pae_outputs[model_name] = (prediction['predicted_aligned_error'],\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
503 " prediction['max_predicted_aligned_error'])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
504 " else:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
505 " # Monomer models are sorted by mean pLDDT. Do not put monomer pTM models here as they\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
506 " # should never get selected.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
507 " ranking_confidences[model_name] = prediction['ranking_confidence']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
508 " plddts[model_name] = prediction['plddt']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
509 " elif model_type_to_use == notebook_utils.ModelType.MULTIMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
510 " # Multimer models are sorted by pTM+ipTM.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
511 " ranking_confidences[model_name] = prediction['ranking_confidence']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
512 " plddts[model_name] = prediction['plddt']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
513 " pae_outputs[model_name] = (prediction['predicted_aligned_error'],\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
514 " prediction['max_predicted_aligned_error'])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
515 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
516 " # Set the b-factors to the per-residue plddt.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
517 " final_atom_mask = prediction['structure_module']['final_atom_mask']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
518 " b_factors = prediction['plddt'][:, None] * final_atom_mask\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
519 " unrelaxed_protein = protein.from_prediction(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
520 " processed_feature_dict,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
521 " prediction,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
522 " b_factors=b_factors,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
523 " remove_leading_feature_dimension=(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
524 " model_type_to_use == notebook_utils.ModelType.MONOMER))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
525 " unrelaxed_proteins[model_name] = unrelaxed_protein\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
526 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
527 " # Delete unused outputs to save memory.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
528 " del model_runner\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
529 " del params\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
530 " del prediction\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
531 " pbar.update(n=1)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
532 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
533 " # --- AMBER relax the best model ---\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
534 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
535 " # Find the best model according to the mean pLDDT.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
536 " best_model_name = max(ranking_confidences.keys(), key=lambda x: ranking_confidences[x])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
537 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
538 " if run_relax:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
539 " pbar.set_description(f'AMBER relaxation')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
540 " amber_relaxer = relax.AmberRelaxation(\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
541 " max_iterations=0,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
542 " tolerance=2.39,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
543 " stiffness=10.0,\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
544 " exclude_residues=[],\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
545 " max_outer_iterations=3)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
546 " relaxed_pdb, _, _ = amber_relaxer.process(prot=unrelaxed_proteins[best_model_name])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
547 " else:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
548 " print('Warning: Running without the relaxation stage.')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
549 " relaxed_pdb = protein.to_pdb(unrelaxed_proteins[best_model_name])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
550 " pbar.update(n=1) # Finished AMBER relax.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
551 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
552 "# Construct multiclass b-factors to indicate confidence bands\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
553 "# 0=very low, 1=low, 2=confident, 3=very high\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
554 "banded_b_factors = []\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
555 "for plddt in plddts[best_model_name]:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
556 " for idx, (min_val, max_val, _) in enumerate(PLDDT_BANDS):\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
557 " if plddt \u003e= min_val and plddt \u003c= max_val:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
558 " banded_b_factors.append(idx)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
559 " break\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
560 "banded_b_factors = np.array(banded_b_factors)[:, None] * final_atom_mask\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
561 "to_visualize_pdb = utils.overwrite_b_factors(relaxed_pdb, banded_b_factors)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
562 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
563 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
564 "# Write out the prediction\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
565 "pred_output_path = os.path.join(output_dir, 'selected_prediction.pdb')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
566 "with open(pred_output_path, 'w') as f:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
567 " f.write(relaxed_pdb)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
568 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
569 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
570 "# --- Visualise the prediction \u0026 confidence ---\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
571 "show_sidechains = True\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
572 "def plot_plddt_legend():\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
573 " \"\"\"Plots the legend for pLDDT.\"\"\"\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
574 " thresh = ['Very low (pLDDT \u003c 50)',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
575 " 'Low (70 \u003e pLDDT \u003e 50)',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
576 " 'Confident (90 \u003e pLDDT \u003e 70)',\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
577 " 'Very high (pLDDT \u003e 90)']\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
578 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
579 " colors = [x[2] for x in PLDDT_BANDS]\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
580 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
581 " plt.figure(figsize=(2, 2))\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
582 " for c in colors:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
583 " plt.bar(0, 0, color=c)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
584 " plt.legend(thresh, frameon=False, loc='center', fontsize=20)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
585 " plt.xticks([])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
586 " plt.yticks([])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
587 " ax = plt.gca()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
588 " ax.spines['right'].set_visible(False)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
589 " ax.spines['top'].set_visible(False)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
590 " ax.spines['left'].set_visible(False)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
591 " ax.spines['bottom'].set_visible(False)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
592 " plt.title('Model Confidence', fontsize=20, pad=20)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
593 " return plt\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
594 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
595 "# Show the structure coloured by chain if the multimer model has been used.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
596 "if model_type_to_use == notebook_utils.ModelType.MULTIMER:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
597 " multichain_view = py3Dmol.view(width=800, height=600)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
598 " multichain_view.addModelsAsFrames(to_visualize_pdb)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
599 " multichain_style = {'cartoon': {'colorscheme': 'chain'}}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
600 " multichain_view.setStyle({'model': -1}, multichain_style)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
601 " multichain_view.zoomTo()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
602 " multichain_view.show()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
603 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
604 "# Color the structure by per-residue pLDDT\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
605 "color_map = {i: bands[2] for i, bands in enumerate(PLDDT_BANDS)}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
606 "view = py3Dmol.view(width=800, height=600)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
607 "view.addModelsAsFrames(to_visualize_pdb)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
608 "style = {'cartoon': {'colorscheme': {'prop': 'b', 'map': color_map}}}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
609 "if show_sidechains:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
610 " style['stick'] = {}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
611 "view.setStyle({'model': -1}, style)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
612 "view.zoomTo()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
613 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
614 "grid = GridspecLayout(1, 2)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
615 "out = Output()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
616 "with out:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
617 " view.show()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
618 "grid[0, 0] = out\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
619 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
620 "out = Output()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
621 "with out:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
622 " plot_plddt_legend().show()\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
623 "grid[0, 1] = out\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
624 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
625 "display.display(grid)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
626 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
627 "# Display pLDDT and predicted aligned error (if output by the model).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
628 "if pae_outputs:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
629 " num_plots = 2\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
630 "else:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
631 " num_plots = 1\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
632 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
633 "plt.figure(figsize=[8 * num_plots, 6])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
634 "plt.subplot(1, num_plots, 1)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
635 "plt.plot(plddts[best_model_name])\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
636 "plt.title('Predicted LDDT')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
637 "plt.xlabel('Residue')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
638 "plt.ylabel('pLDDT')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
639 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
640 "if num_plots == 2:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
641 " plt.subplot(1, 2, 2)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
642 " pae, max_pae = list(pae_outputs.values())[0]\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
643 " plt.imshow(pae, vmin=0., vmax=max_pae, cmap='Greens_r')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
644 " plt.colorbar(fraction=0.046, pad=0.04)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
645 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
646 " # Display lines at chain boundaries.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
647 " best_unrelaxed_prot = unrelaxed_proteins[best_model_name]\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
648 " total_num_res = best_unrelaxed_prot.residue_index.shape[-1]\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
649 " chain_ids = best_unrelaxed_prot.chain_index\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
650 " for chain_boundary in np.nonzero(chain_ids[:-1] - chain_ids[1:]):\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
651 " if chain_boundary.size:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
652 " plt.plot([0, total_num_res], [chain_boundary, chain_boundary], color='red')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
653 " plt.plot([chain_boundary, chain_boundary], [0, total_num_res], color='red')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
654 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
655 " plt.title('Predicted Aligned Error')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
656 " plt.xlabel('Scored residue')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
657 " plt.ylabel('Aligned residue')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
658 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
659 "# Save the predicted aligned error (if it exists).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
660 "pae_output_path = os.path.join(output_dir, 'predicted_aligned_error.json')\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
661 "if pae_outputs:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
662 " # Save predicted aligned error in the same format as the AF EMBL DB.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
663 " pae_data = notebook_utils.get_pae_json(pae=pae, max_pae=max_pae.item())\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
664 " with open(pae_output_path, 'w') as f:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
665 " f.write(pae_data)\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
666 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
667 "# --- Download the predictions ---\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
668 "!zip -q -r {output_dir}.zip {output_dir}\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
669 "files.download(f'{output_dir}.zip')"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
670 ]
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
671 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
672 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
673 "cell_type": "markdown",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
674 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
675 "id": "lUQAn5LYC5n4"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
676 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
677 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
678 "### Interpreting the prediction\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
679 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
680 "In general predicted LDDT (pLDDT) is best used for intra-domain confidence, whereas Predicted Aligned Error (PAE) is best used for determining between domain or between chain confidence.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
681 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
682 "Please see the [AlphaFold methods paper](https://www.nature.com/articles/s41586-021-03819-2), the [AlphaFold predictions of the human proteome paper](https://www.nature.com/articles/s41586-021-03828-1), and the [AlphaFold-Multimer paper](https://www.biorxiv.org/content/10.1101/2021.10.04.463034v1) as well as [our FAQ](https://alphafold.ebi.ac.uk/faq) on how to interpret AlphaFold predictions."
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
683 ]
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
684 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
685 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
686 "cell_type": "markdown",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
687 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
688 "id": "jeb2z8DIA4om"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
689 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
690 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
691 "## FAQ \u0026 Troubleshooting\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
692 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
693 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
694 "* How do I get a predicted protein structure for my protein?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
695 " * Click on the _Connect_ button on the top right to get started.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
696 " * Paste the amino acid sequence of your protein (without any headers) into the “Enter the amino acid sequence to fold”.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
697 " * Run all cells in the Colab, either by running them individually (with the play button on the left side) or via _Runtime_ \u003e _Run all._\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
698 " * The predicted protein structure will be downloaded once all cells have been executed. Note: This can take minutes to hours - see below.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
699 "* How long will this take?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
700 " * Downloading the AlphaFold source code can take up to a few minutes.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
701 " * Downloading and installing the third-party software can take up to a few minutes.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
702 " * The search against genetic databases can take minutes to hours.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
703 " * Running AlphaFold and generating the prediction can take minutes to hours, depending on the length of your protein and on which GPU-type Colab has assigned you.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
704 "* My Colab no longer seems to be doing anything, what should I do?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
705 " * Some steps may take minutes to hours to complete.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
706 " * If nothing happens or if you receive an error message, try restarting your Colab runtime via _Runtime_ \u003e _Restart runtime_.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
707 " * If this doesn’t help, try resetting your Colab runtime via _Runtime_ \u003e _Factory reset runtime_.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
708 "* How does this compare to the open-source version of AlphaFold?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
709 " * This Colab version of AlphaFold searches a selected portion of the BFD dataset and currently doesn’t use templates, so its accuracy is reduced in comparison to the full version of AlphaFold that is described in the [AlphaFold paper](https://doi.org/10.1038/s41586-021-03819-2) and [Github repo](https://github.com/deepmind/alphafold/) (the full version is available via the inference script).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
710 "* What is a Colab?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
711 " * See the [Colab FAQ](https://research.google.com/colaboratory/faq.html).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
712 "* I received a warning “Notebook requires high RAM”, what do I do?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
713 " * The resources allocated to your Colab vary. See the [Colab FAQ](https://research.google.com/colaboratory/faq.html) for more details.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
714 " * You can execute the Colab nonetheless.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
715 "* I received an error “Colab CPU runtime not supported” or “No GPU/TPU found”, what do I do?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
716 " * Colab CPU runtime is not supported. Try changing your runtime via _Runtime_ \u003e _Change runtime type_ \u003e _Hardware accelerator_ \u003e _GPU_.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
717 " * The type of GPU allocated to your Colab varies. See the [Colab FAQ](https://research.google.com/colaboratory/faq.html) for more details.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
718 " * If you receive “Cannot connect to GPU backend”, you can try again later to see if Colab allocates you a GPU.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
719 " * [Colab Pro](https://colab.research.google.com/signup) offers priority access to GPUs.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
720 "* I received an error “ModuleNotFoundError: No module named ...”, even though I ran the cell that imports it, what do I do?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
721 " * Colab notebooks on the free tier time out after a certain amount of time. See the [Colab FAQ](https://research.google.com/colaboratory/faq.html#idle-timeouts). Try rerunning the whole notebook from the beginning.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
722 "* Does this tool install anything on my computer?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
723 " * No, everything happens in the cloud on Google Colab.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
724 " * At the end of the Colab execution a zip-archive with the obtained prediction will be automatically downloaded to your computer.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
725 "* How should I share feedback and bug reports?\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
726 " * Please share any feedback and bug reports as an [issue](https://github.com/deepmind/alphafold/issues) on Github.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
727 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
728 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
729 "## Related work\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
730 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
731 "Take a look at these Colab notebooks provided by the community (please note that these notebooks may vary from our validated AlphaFold system and we cannot guarantee their accuracy):\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
732 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
733 "* The [ColabFold AlphaFold2 notebook](https://colab.research.google.com/github/sokrypton/ColabFold/blob/main/AlphaFold2.ipynb) by Sergey Ovchinnikov, Milot Mirdita and Martin Steinegger, which uses an API hosted at the Södinglab based on the MMseqs2 server ([Mirdita et al. 2019, Bioinformatics](https://academic.oup.com/bioinformatics/article/35/16/2856/5280135)) for the multiple sequence alignment creation.\n"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
734 ]
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
735 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
736 {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
737 "cell_type": "markdown",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
738 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
739 "id": "YfPhvYgKC81B"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
740 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
741 "source": [
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
742 "# License and Disclaimer\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
743 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
744 "This is not an officially-supported Google product.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
745 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
746 "This Colab notebook and other information provided is for theoretical modelling only, caution should be exercised in its use. It is provided ‘as-is’ without any warranty of any kind, whether expressed or implied. Information is not intended to be a substitute for professional medical advice, diagnosis, or treatment, and does not constitute medical or other professional advice.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
747 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
748 "Copyright 2021 DeepMind Technologies Limited.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
749 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
750 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
751 "## AlphaFold Code License\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
752 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
753 "Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at https://www.apache.org/licenses/LICENSE-2.0.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
754 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
755 "Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
756 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
757 "## Model Parameters License\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
758 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
759 "The AlphaFold parameters are made available for non-commercial use only, under the terms of the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) license. You can find details at: https://creativecommons.org/licenses/by-nc/4.0/legalcode\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
parents:
diff changeset
760 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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761 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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762 "## Third-party software\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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763 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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764 "Use of the third-party software, libraries or code referred to in the [Acknowledgements section](https://github.com/deepmind/alphafold/#acknowledgements) in the AlphaFold README may be governed by separate terms and conditions or license provisions. Your use of the third-party software, libraries or code is subject to any such terms and you should check that you can comply with any applicable restrictions or terms and conditions before use.\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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765 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
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766 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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767 "## Mirrored Databases\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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768 "\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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769 "The following databases have been mirrored by DeepMind, and are available with reference to the following:\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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770 "* UniProt: v2021\\_03 (unmodified), by The UniProt Consortium, available under a [Creative Commons Attribution-NoDerivatives 4.0 International License](http://creativecommons.org/licenses/by-nd/4.0/).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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771 "* UniRef90: v2021\\_03 (unmodified), by The UniProt Consortium, available under a [Creative Commons Attribution-NoDerivatives 4.0 International License](http://creativecommons.org/licenses/by-nd/4.0/).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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772 "* MGnify: v2019\\_05 (unmodified), by Mitchell AL et al., available free of all copyright restrictions and made fully and freely available for both non-commercial and commercial use under [CC0 1.0 Universal (CC0 1.0) Public Domain Dedication](https://creativecommons.org/publicdomain/zero/1.0/).\n",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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773 "* BFD: (modified), by Steinegger M. and Söding J., modified by DeepMind, available under a [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by/4.0/). See the Methods section of the [AlphaFold proteome paper](https://www.nature.com/articles/s41586-021-03828-1) for details."
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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774 ]
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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775 }
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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776 ],
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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777 "metadata": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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778 "accelerator": "GPU",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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779 "colab": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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780 "collapsed_sections": [],
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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781 "name": "AlphaFold.ipynb",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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782 "private_outputs": true,
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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783 "provenance": []
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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784 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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785 "kernelspec": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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786 "display_name": "Python 3",
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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787 "name": "python3"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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788 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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789 "language_info": {
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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790 "name": "python"
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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791 }
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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792 },
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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793 "nbformat": 4,
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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794 "nbformat_minor": 0
6c92e000d684 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
galaxy-australia
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795 }