From 3d8d72c58e397c8a2a65797373afc9a72cf939f9 Mon Sep 17 00:00:00 2001 From: "David W.H. Swenson" Date: Tue, 2 May 2023 19:09:21 -0500 Subject: [PATCH 1/3] Add RHFE Python tutorial This is the Python version of what we do in the CLI tutorial --- easyCampaign/rhfe-python-tutorial.ipynb | 439 ++++++++++++++++++++++++ 1 file changed, 439 insertions(+) create mode 100644 easyCampaign/rhfe-python-tutorial.ipynb diff --git a/easyCampaign/rhfe-python-tutorial.ipynb b/easyCampaign/rhfe-python-tutorial.ipynb new file mode 100644 index 0000000..dcd6ee0 --- /dev/null +++ b/easyCampaign/rhfe-python-tutorial.ipynb @@ -0,0 +1,439 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "35354229", + "metadata": {}, + "source": [ + "# Setting up a relative hydration free energy network\n", + "\n", + "This tutorial gives a step-by-step process to set up a relative hydration free energy (RHFE) simulation campaign. This will create the same network as created in the accompanying CLI tutorial. It assumes that \n", + "\n", + "With the CLI, all the steps here were performed by the `openfe plan-rhfe-network` command. However, that command offers little room for customization. Using the Python interface gives us the ability to customize all aspects of how our simulation runs." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fc97de03", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import openfe" + ] + }, + { + "cell_type": "markdown", + "id": "2fea29c3", + "metadata": {}, + "source": [ + "## Loading the molecules" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "41cf8be7", + "metadata": {}, + "outputs": [], + "source": [ + "# TODO: simplify ligand loading\n", + "from rdkit import Chem\n", + "supp = Chem.SDMolSupplier(\"./molecules/rhfe/benzenes_RHFE.sdf\", removeHs=False)\n", + "ligands = [openfe.SmallMoleculeComponent.from_rdkit(mol) for mol in supp]\n", + "\n", + "name_to_ligand = {ligand.name: ligand for ligand in ligands}" + ] + }, + { + "cell_type": "markdown", + "id": "6963be83", + "metadata": {}, + "source": [ + "## Creating the `LigandNetwork`\n", + "\n", + "The first steps is to create a `LigandNetwork`, which describes the ???\n", + "\n", + "The pipeline for creating a `LigandNetwork` can involve three components:\n", + "\n", + "* **Atom Mapper**: Proposes potential atom mappings (descriptions of the alchemical change) for pairs of ligands. We will use the `LomapAtomMapper`.\n", + "* **Scorer**: Given an atom mapping, provides an estimate of the quality of that mapping (lower scores are better). We will use ???\n", + "* **Network Planner**: Creates the actual `LigandNetwork`; different network planners provide different strategies. We will use ???\n", + "\n", + "Each of these components could be replaced by other options." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "5a3cf244", + "metadata": {}, + "outputs": [], + "source": [ + "mapper = openfe.LomapAtomMapper()\n", + "scorer = openfe.lomap_scorers.default_lomap_score\n", + "network_planner = openfe.ligand_network_planning.generate_minimal_spanning_network" + ] + }, + { + "cell_type": "markdown", + "id": "acc13581", + "metadata": {}, + "source": [ + "The exact call signature depends on the network planner: a minimal spanning network requires a score, whereas that is optional for a radial network (but a radial network needs the central ligand to be provided)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f6e7bce5", + "metadata": {}, + "outputs": [], + "source": [ + "ligand_network = network_planner(\n", + " ligands=ligands,\n", + " mappers=[mapper],\n", + " scorer=scorer\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "b7492637", + "metadata": {}, + "source": [ + "Now we can look at the overall structure of the `LigandNetwork`:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e6ca6131", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from openfe.utils.atommapping_network_plotting import plot_atommapping_network\n", + "plot_atommapping_network(ligand_network)" + ] + }, + { + "cell_type": "markdown", + "id": "5f99678c", + "metadata": {}, + "source": [ + "We can also inspect the individual atom mappings:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c55cbcac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get the first edge; it automatically displays in a Jupyter notebook\n", + "next(iter(ligand_network.edges))" + ] + }, + { + "cell_type": "markdown", + "id": "056924a3", + "metadata": {}, + "source": [ + "## Creating a single `Transformation`\n", + "\n", + "The `LigandNetwork` only knows about the small molecules and the alchemical connections between them. It doesn't know anything about environment (e.g., solvent) or about the `Protocol` that will be used during the simulation.\n", + "\n", + "That information in included in a `Transformation`. Each transformation corresponds to a single leg of the simulation campaign, so for each edge in the `LigandNetwork`, we will create two `Transformation`s: one for vacuum and one for solvent.\n", + "\n", + "In practice, this will be done for each edge of the `LigandNetwork` in a loop, but for illustrative purposes we'll dive into the details of creating a single transformation. In particular, we'll create the solvent leg for the first " + ] + }, + { + "cell_type": "markdown", + "id": "d0cb1329", + "metadata": {}, + "source": [ + "### Creating `ChemicalSystem`s\n", + "\n", + "OpenFE describes complex molecular systems as being composed of `Component`s. For example, we have `SmallMoleculeComponent` for each small molecule in the `LigandNetwork`. We'll create a `SolventComponent` to describe the solvent, and binding free energy calculations involve a `ProteinComponent`.\n", + "\n", + "The `Component`s are joined in a `ChemicalSystem`. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "19bd8eb2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lig_7 => lig_13\n" + ] + } + ], + "source": [ + "# get the first mapping from the network\n", + "mapping = next(iter(ligand_network.edges))\n", + "print(f\"{mapping.componentA.name} => {mapping.componentB.name}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9d2fbc22", + "metadata": {}, + "outputs": [], + "source": [ + "# defaults are water with NaCl at 0.15 M\n", + "solvent = openfe.SolventComponent()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "710285ca", + "metadata": {}, + "outputs": [], + "source": [ + "systemA = openfe.ChemicalSystem({\n", + " 'ligand': mapping.componentA,\n", + " 'solvent': solvent\n", + "})\n", + "systemB = openfe.ChemicalSystem({\n", + " 'ligand': mapping.componentB,\n", + " 'solvent': solvent\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "340d1a6e", + "metadata": {}, + "source": [ + "### Creating a `Protocol`\n", + "\n", + "The actual simulation is performed by a `Protocol`. We'll use an OpenMM-based hybrid topology relative free energy `Protocol`.\n", + "\n", + "You can get the default" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3f394a0d", + "metadata": {}, + "outputs": [], + "source": [ + "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", + "from openff.units import unit" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fb839094", + "metadata": {}, + "outputs": [], + "source": [ + "settings = RelativeHybridTopologyProtocol.default_settings()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3ab37e2a", + "metadata": {}, + "outputs": [], + "source": [ + "settings.thermo_settings.temperature = 310 * unit.kelvin" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7adf42d6", + "metadata": {}, + "outputs": [], + "source": [ + "default_settings = RelativeHybridTopologyProtocol.default_settings()\n", + "protocol = RelativeHybridTopologyProtocol(default_settings)" + ] + }, + { + "cell_type": "markdown", + "id": "318ff872", + "metadata": {}, + "source": [ + "### Creating the `Transformation`\n", + "\n", + "Once we have the mapping, the two `ChemicalSystem`s, and the `Protocol`, creating the `Transformation` is easy:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "44ba94ca", + "metadata": {}, + "outputs": [], + "source": [ + "transformation = openfe.Transformation(\n", + " systemA,\n", + " systemB,\n", + " protocol,\n", + " mapping={'ligand': mapping},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "1e29d1c8", + "metadata": {}, + "source": [ + "## Creating the `AlchemicalNetwork`\n", + "\n", + "The `AlchemicalNetwork` contains all the information needed to run the entire campaign. It consists of a `Transformation` for each leg of the campaign. We'll loop ove" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "66666a80", + "metadata": {}, + "outputs": [], + "source": [ + "transformations = []\n", + "for mapping in ligand_network.edges:\n", + " for leg in ['solvent', 'vacuum']:\n", + " sysA_dict = {'ligand': mapping.componentA}\n", + " sysB_dict = {'ligand': mapping.componentB}\n", + " if leg == 'solvent':\n", + " # use the solvent created above\n", + " sysA_dict['solvent'] = solvent\n", + " sysB_dict['solvent'] = solvent\n", + " \n", + " # we don't have to name objects, but it can make things more convenient\n", + " sysA = openfe.ChemicalSystem(sysA_dict, name=f\"{mapping.componentA.name}_{leg}\")\n", + " sysB = openfe.ChemicalSystem(sysB_dict, name=f\"{mapping.componentB.name}_{leg}\")\n", + " \n", + " transformation = openfe.Transformation(\n", + " stateA=sysA,\n", + " stateB=sysB,\n", + " mapping={'ligand': mapping},\n", + " protocol=protocol, # use protocol created above\n", + " name=f\"{sysA.name}_{sysB.name}\"\n", + " )\n", + " transformations.append(transformation)\n", + "\n", + "network = openfe.AlchemicalNetwork(transformations)" + ] + }, + { + "cell_type": "markdown", + "id": "6c61fe36", + "metadata": {}, + "source": [ + "## Writing the `AlchemicalNetwork` to disk\n", + "\n", + "We'll write out each transformation to disk, so that they can be run independently using the `openfe quickrun` command:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d6cebd9a", + "metadata": {}, + "outputs": [], + "source": [ + "import pathlib\n", + "# first we create the directory\n", + "transformation_dir = pathlib.Path(\"transformations\")\n", + "transformation_dir.mkdir(exist_ok=True)\n", + "\n", + "# then we write out each transformation\n", + "for transformation in network.edges:\n", + " transformation.dump(transformation_dir / f\"{transformation.name}.json\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b96b57a9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lig_11_solvent_lig_16_solvent.json lig_3_vacuum_lig_13_vacuum.json\r\n", + "lig_11_vacuum_lig_16_vacuum.json lig_4_solvent_lig_7_solvent.json\r\n", + "lig_12_solvent_lig_15_solvent.json lig_4_vacuum_lig_7_vacuum.json\r\n", + "lig_12_vacuum_lig_15_vacuum.json lig_5_solvent_lig_10_solvent.json\r\n", + "lig_13_solvent_lig_14_solvent.json lig_5_vacuum_lig_10_vacuum.json\r\n", + "lig_13_vacuum_lig_14_vacuum.json lig_6_solvent_lig_14_solvent.json\r\n", + "lig_14_solvent_lig_15_solvent.json lig_6_vacuum_lig_14_vacuum.json\r\n", + "lig_14_vacuum_lig_15_vacuum.json lig_7_solvent_lig_13_solvent.json\r\n", + "lig_15_solvent_lig_16_solvent.json lig_7_vacuum_lig_13_vacuum.json\r\n", + "lig_15_vacuum_lig_16_vacuum.json lig_8_solvent_lig_14_solvent.json\r\n", + "lig_1_solvent_lig_14_solvent.json lig_8_vacuum_lig_14_vacuum.json\r\n", + "lig_1_vacuum_lig_14_vacuum.json lig_9_solvent_lig_10_solvent.json\r\n", + "lig_2_solvent_lig_3_solvent.json lig_9_solvent_lig_14_solvent.json\r\n", + "lig_2_vacuum_lig_3_vacuum.json lig_9_vacuum_lig_10_vacuum.json\r\n", + "lig_3_solvent_lig_13_solvent.json lig_9_vacuum_lig_14_vacuum.json\r\n" + ] + } + ], + "source": [ + "!ls transformations/" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 3f3b86603862ddb558b3295baf58fa83b9033ff4 Mon Sep 17 00:00:00 2001 From: "David W.H. Swenson" Date: Fri, 5 May 2023 12:46:24 -0500 Subject: [PATCH 2/3] more writing --- easy_campaign/rhfe-python-tutorial.ipynb | 115 +++++++++++++---------- 1 file changed, 66 insertions(+), 49 deletions(-) diff --git a/easy_campaign/rhfe-python-tutorial.ipynb b/easy_campaign/rhfe-python-tutorial.ipynb index dcd6ee0..f52a9c3 100644 --- a/easy_campaign/rhfe-python-tutorial.ipynb +++ b/easy_campaign/rhfe-python-tutorial.ipynb @@ -7,7 +7,7 @@ "source": [ "# Setting up a relative hydration free energy network\n", "\n", - "This tutorial gives a step-by-step process to set up a relative hydration free energy (RHFE) simulation campaign. This will create the same network as created in the accompanying CLI tutorial. It assumes that \n", + "This tutorial gives a step-by-step process to set up a relative hydration free energy (RHFE) simulation campaign. This will create the same network as created in the accompanying CLI tutorial. It assumes that you have already done the CLI tutorial.\n", "\n", "With the CLI, all the steps here were performed by the `openfe plan-rhfe-network` command. However, that command offers little room for customization. Using the Python interface gives us the ability to customize all aspects of how our simulation runs." ] @@ -53,13 +53,13 @@ "source": [ "## Creating the `LigandNetwork`\n", "\n", - "The first steps is to create a `LigandNetwork`, which describes the ???\n", + "The first step is to create a `LigandNetwork`, which is a network with small molecules as nodes, and atom mappings, the description of how to alchemically mutate between the molecules, as its edges.\n", "\n", "The pipeline for creating a `LigandNetwork` can involve three components:\n", "\n", "* **Atom Mapper**: Proposes potential atom mappings (descriptions of the alchemical change) for pairs of ligands. We will use the `LomapAtomMapper`.\n", - "* **Scorer**: Given an atom mapping, provides an estimate of the quality of that mapping (lower scores are better). We will use ???\n", - "* **Network Planner**: Creates the actual `LigandNetwork`; different network planners provide different strategies. We will use ???\n", + "* **Scorer**: Given an atom mapping, provides an estimate of the quality of that mapping (lower scores are better). We will use `default_lomap_scorer`.\n", + "* **Network Planner**: Creates the actual `LigandNetwork`; different network planners provide different strategies. We will create a minimal spanning network with the `generate_minimal_spanning_network` method.\n", "\n", "Each of these components could be replaced by other options." ] @@ -114,7 +114,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -145,7 +145,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] @@ -156,7 +156,8 @@ ], "source": [ "# get the first edge; it automatically displays in a Jupyter notebook\n", - "next(iter(ligand_network.edges))" + "mapping = next(iter(ligand_network.edges))\n", + "mapping" ] }, { @@ -170,7 +171,7 @@ "\n", "That information in included in a `Transformation`. Each transformation corresponds to a single leg of the simulation campaign, so for each edge in the `LigandNetwork`, we will create two `Transformation`s: one for vacuum and one for solvent.\n", "\n", - "In practice, this will be done for each edge of the `LigandNetwork` in a loop, but for illustrative purposes we'll dive into the details of creating a single transformation. In particular, we'll create the solvent leg for the first " + "In practice, this will be done for each edge of the `LigandNetwork` in a loop, but for illustrative purposes we'll dive into the details of creating a single transformation. In particular, we'll create the solvent leg for the pair of molecules we selecting for the mapping above." ] }, { @@ -182,32 +183,12 @@ "\n", "OpenFE describes complex molecular systems as being composed of `Component`s. For example, we have `SmallMoleculeComponent` for each small molecule in the `LigandNetwork`. We'll create a `SolventComponent` to describe the solvent, and binding free energy calculations involve a `ProteinComponent`.\n", "\n", - "The `Component`s are joined in a `ChemicalSystem`. " + "The `Component`s are joined in a `ChemicalSystem`, which describes all the particles in the simulation." ] }, { "cell_type": "code", "execution_count": 7, - "id": "19bd8eb2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "lig_7 => lig_13\n" - ] - } - ], - "source": [ - "# get the first mapping from the network\n", - "mapping = next(iter(ligand_network.edges))\n", - "print(f\"{mapping.componentA.name} => {mapping.componentB.name}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, "id": "9d2fbc22", "metadata": {}, "outputs": [], @@ -218,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "710285ca", "metadata": {}, "outputs": [], @@ -240,45 +221,81 @@ "source": [ "### Creating a `Protocol`\n", "\n", - "The actual simulation is performed by a `Protocol`. We'll use an OpenMM-based hybrid topology relative free energy `Protocol`.\n", - "\n", - "You can get the default" + "The actual simulation is performed by a `Protocol`. We'll use an OpenMM-based hybrid topology relative free energy `Protocol`." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "3f394a0d", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [], "source": [ - "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", - "from openff.units import unit" + "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n" + ] + }, + { + "cell_type": "markdown", + "id": "3bddfa3c", + "metadata": {}, + "source": [ + "The easiest way to customize protocol settings is to start with the default settings, and modify them. Many settings carry units with them." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "fb839094", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "298.15 kelvin" + ], + "text/latex": [ + "$298.15\\ \\mathrm{kelvin}$" + ], + "text/plain": [ + "298.15 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "settings = RelativeHybridTopologyProtocol.default_settings()" + "settings = RelativeHybridTopologyProtocol.default_settings()\n", + "settings.thermo_settings.temperature # display default value" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "3ab37e2a", + "execution_count": 11, + "id": "e83630f0", "metadata": {}, "outputs": [], "source": [ + "from openff.units import unit\n", + "\n", + "# change the value\n", "settings.thermo_settings.temperature = 310 * unit.kelvin" ] }, + { + "cell_type": "markdown", + "id": "56658a3a", + "metadata": {}, + "source": [ + "We'll use the default settings for the protocol we'll use later, to match the behavior of the CLI." + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "7adf42d6", "metadata": {}, "outputs": [], @@ -299,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "44ba94ca", "metadata": {}, "outputs": [], @@ -319,12 +336,12 @@ "source": [ "## Creating the `AlchemicalNetwork`\n", "\n", - "The `AlchemicalNetwork` contains all the information needed to run the entire campaign. It consists of a `Transformation` for each leg of the campaign. We'll loop ove" + "The `AlchemicalNetwork` contains all the information needed to run the entire campaign. It consists of a `Transformation` for each leg of the campaign. We'll loop over all the mappings, and them loop over the legs. In that inner loop, we'll make each transformation." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "66666a80", "metadata": {}, "outputs": [], @@ -339,7 +356,7 @@ " sysA_dict['solvent'] = solvent\n", " sysB_dict['solvent'] = solvent\n", " \n", - " # we don't have to name objects, but it can make things more convenient\n", + " # we don't have to name objects, but it can make things (like filenames) more convenient\n", " sysA = openfe.ChemicalSystem(sysA_dict, name=f\"{mapping.componentA.name}_{leg}\")\n", " sysB = openfe.ChemicalSystem(sysB_dict, name=f\"{mapping.componentB.name}_{leg}\")\n", " \n", @@ -367,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "d6cebd9a", "metadata": {}, "outputs": [], @@ -384,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "b96b57a9", "metadata": {}, "outputs": [ From 84aba5d56b56d4e1a8869c915564849ccc86063d Mon Sep 17 00:00:00 2001 From: richard gowers Date: Sat, 6 May 2023 19:21:06 +0100 Subject: [PATCH 3/3] tweaks to rhfe tutorial --- easy_campaign/rhfe-python-tutorial.ipynb | 81 ++++++++++++++++-------- 1 file changed, 56 insertions(+), 25 deletions(-) diff --git a/easy_campaign/rhfe-python-tutorial.ipynb b/easy_campaign/rhfe-python-tutorial.ipynb index f52a9c3..3c29ac5 100644 --- a/easy_campaign/rhfe-python-tutorial.ipynb +++ b/easy_campaign/rhfe-python-tutorial.ipynb @@ -7,7 +7,7 @@ "source": [ "# Setting up a relative hydration free energy network\n", "\n", - "This tutorial gives a step-by-step process to set up a relative hydration free energy (RHFE) simulation campaign. This will create the same network as created in the accompanying CLI tutorial. It assumes that you have already done the CLI tutorial.\n", + "This tutorial gives a step-by-step process to set up a relative hydration free energy (RHFE) simulation campaign using OpenFE. This tutorial is designed as an accompaniment to the CLI tutorial found in the same directory as this notebook.\n", "\n", "With the CLI, all the steps here were performed by the `openfe plan-rhfe-network` command. However, that command offers little room for customization. Using the Python interface gives us the ability to customize all aspects of how our simulation runs." ] @@ -28,7 +28,11 @@ "id": "2fea29c3", "metadata": {}, "source": [ - "## Loading the molecules" + "## Loading the molecules\n", + "\n", + "First we must load the chemical models between which we wish to calculate free energies.\n", + "In this example these are initially stored in a molfile (`.sdf`) containing multiple molecules.\n", + "This can be loaded using the `SDMolSupplier` class from rdkit and passed to openfe." ] }, { @@ -38,7 +42,6 @@ "metadata": {}, "outputs": [], "source": [ - "# TODO: simplify ligand loading\n", "from rdkit import Chem\n", "supp = Chem.SDMolSupplier(\"./molecules/rhfe/benzenes_RHFE.sdf\", removeHs=False)\n", "ligands = [openfe.SmallMoleculeComponent.from_rdkit(mol) for mol in supp]\n", @@ -71,7 +74,7 @@ "metadata": {}, "outputs": [], "source": [ - "mapper = openfe.LomapAtomMapper()\n", + "mapper = openfe.LomapAtomMapper(element_change=False)\n", "scorer = openfe.lomap_scorers.default_lomap_score\n", "network_planner = openfe.ligand_network_planning.generate_minimal_spanning_network" ] @@ -114,7 +117,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -145,7 +148,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "" ] @@ -169,7 +172,7 @@ "\n", "The `LigandNetwork` only knows about the small molecules and the alchemical connections between them. It doesn't know anything about environment (e.g., solvent) or about the `Protocol` that will be used during the simulation.\n", "\n", - "That information in included in a `Transformation`. Each transformation corresponds to a single leg of the simulation campaign, so for each edge in the `LigandNetwork`, we will create two `Transformation`s: one for vacuum and one for solvent.\n", + "That information in included in a `Transformation`. Each of these transformations corresponds to a single leg of the simulation campaign, so for each edge in the `LigandNetwork`, we will create two `Transformation`s: one for vacuum and one for solvent.\n", "\n", "In practice, this will be done for each edge of the `LigandNetwork` in a loop, but for illustrative purposes we'll dive into the details of creating a single transformation. In particular, we'll create the solvent leg for the pair of molecules we selecting for the mapping above." ] @@ -282,7 +285,7 @@ "from openff.units import unit\n", "\n", "# change the value\n", - "settings.thermo_settings.temperature = 310 * unit.kelvin" + "settings.thermo_settings.temperature = 310.0 * unit.kelvin" ] }, { @@ -329,6 +332,17 @@ ")" ] }, + { + "cell_type": "markdown", + "id": "4283dfe4", + "metadata": {}, + "source": [ + "To summarize, this `Transformation` contains:\n", + "- chemical models of both sides of the alchemical transformation in `systemA` and `systemB`\n", + "- the correspondence of items in these two sides in `mapping` \n", + "- a description of the exact computational algorithm to use to perform the estimate in `protocol`" + ] + }, { "cell_type": "markdown", "id": "1e29d1c8", @@ -336,7 +350,7 @@ "source": [ "## Creating the `AlchemicalNetwork`\n", "\n", - "The `AlchemicalNetwork` contains all the information needed to run the entire campaign. It consists of a `Transformation` for each leg of the campaign. We'll loop over all the mappings, and them loop over the legs. In that inner loop, we'll make each transformation." + "The `AlchemicalNetwork` contains all the information needed to run the entire campaign. It consists of a `Transformation` for each leg of the campaign. We'll loop over all the mappings, and then loop over the legs. In that inner loop, we'll make each transformation." ] }, { @@ -409,27 +423,44 @@ "name": "stdout", "output_type": "stream", "text": [ - "lig_11_solvent_lig_16_solvent.json lig_3_vacuum_lig_13_vacuum.json\r\n", - "lig_11_vacuum_lig_16_vacuum.json lig_4_solvent_lig_7_solvent.json\r\n", - "lig_12_solvent_lig_15_solvent.json lig_4_vacuum_lig_7_vacuum.json\r\n", - "lig_12_vacuum_lig_15_vacuum.json lig_5_solvent_lig_10_solvent.json\r\n", - "lig_13_solvent_lig_14_solvent.json lig_5_vacuum_lig_10_vacuum.json\r\n", - "lig_13_vacuum_lig_14_vacuum.json lig_6_solvent_lig_14_solvent.json\r\n", - "lig_14_solvent_lig_15_solvent.json lig_6_vacuum_lig_14_vacuum.json\r\n", - "lig_14_vacuum_lig_15_vacuum.json lig_7_solvent_lig_13_solvent.json\r\n", - "lig_15_solvent_lig_16_solvent.json lig_7_vacuum_lig_13_vacuum.json\r\n", - "lig_15_vacuum_lig_16_vacuum.json lig_8_solvent_lig_14_solvent.json\r\n", - "lig_1_solvent_lig_14_solvent.json lig_8_vacuum_lig_14_vacuum.json\r\n", - "lig_1_vacuum_lig_14_vacuum.json lig_9_solvent_lig_10_solvent.json\r\n", - "lig_2_solvent_lig_3_solvent.json lig_9_solvent_lig_14_solvent.json\r\n", - "lig_2_vacuum_lig_3_vacuum.json lig_9_vacuum_lig_10_vacuum.json\r\n", - "lig_3_solvent_lig_13_solvent.json lig_9_vacuum_lig_14_vacuum.json\r\n" + "lig_10_solvent_lig_15_solvent.json lig_3_vacuum_lig_7_vacuum.json\r\n", + "lig_10_vacuum_lig_15_vacuum.json lig_3_vacuum_lig_9_vacuum.json\r\n", + "lig_11_solvent_lig_14_solvent.json lig_4_solvent_lig_16_solvent.json\r\n", + "lig_11_solvent_lig_16_solvent.json lig_4_solvent_lig_7_solvent.json\r\n", + "lig_11_vacuum_lig_14_vacuum.json lig_4_vacuum_lig_16_vacuum.json\r\n", + "lig_11_vacuum_lig_16_vacuum.json lig_4_vacuum_lig_7_vacuum.json\r\n", + "lig_12_solvent_lig_15_solvent.json lig_5_solvent_lig_10_solvent.json\r\n", + "lig_12_vacuum_lig_15_vacuum.json lig_5_solvent_lig_11_solvent.json\r\n", + "lig_13_solvent_lig_14_solvent.json lig_5_vacuum_lig_10_vacuum.json\r\n", + "lig_13_vacuum_lig_14_vacuum.json lig_5_vacuum_lig_11_vacuum.json\r\n", + "lig_14_solvent_lig_15_solvent.json lig_6_solvent_lig_14_solvent.json\r\n", + "lig_14_vacuum_lig_15_vacuum.json lig_6_solvent_lig_9_solvent.json\r\n", + "lig_15_solvent_lig_16_solvent.json lig_6_vacuum_lig_14_vacuum.json\r\n", + "lig_15_vacuum_lig_16_vacuum.json lig_6_vacuum_lig_9_vacuum.json\r\n", + "lig_1_solvent_lig_14_solvent.json lig_7_solvent_lig_13_solvent.json\r\n", + "lig_1_solvent_lig_9_solvent.json lig_7_vacuum_lig_13_vacuum.json\r\n", + "lig_1_vacuum_lig_14_vacuum.json lig_8_solvent_lig_14_solvent.json\r\n", + "lig_1_vacuum_lig_9_vacuum.json\t lig_8_solvent_lig_9_solvent.json\r\n", + "lig_2_solvent_lig_3_solvent.json lig_8_vacuum_lig_14_vacuum.json\r\n", + "lig_2_vacuum_lig_3_vacuum.json\t lig_8_vacuum_lig_9_vacuum.json\r\n", + "lig_3_solvent_lig_13_solvent.json lig_9_solvent_lig_10_solvent.json\r\n", + "lig_3_solvent_lig_7_solvent.json lig_9_solvent_lig_14_solvent.json\r\n", + "lig_3_solvent_lig_9_solvent.json lig_9_vacuum_lig_10_vacuum.json\r\n", + "lig_3_vacuum_lig_13_vacuum.json lig_9_vacuum_lig_14_vacuum.json\r\n" ] } ], "source": [ "!ls transformations/" ] + }, + { + "cell_type": "markdown", + "id": "c30e8ae2", + "metadata": {}, + "source": [ + "Each of these individual `.json` files contains a `Transformation`, which contains all the information to run the calculation. These could be farmed out as individual jobs on a HPC cluster." + ] } ], "metadata": { @@ -448,7 +479,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.10.10" } }, "nbformat": 4,