From 5ed1cde310d78aec5f902304da1671eed367fa8d Mon Sep 17 00:00:00 2001 From: Alyssa Travitz Date: Thu, 23 Oct 2025 19:43:44 -0700 Subject: [PATCH 1/5] put img directive in quotes --- openmm_septop/septop_tutorial.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/openmm_septop/septop_tutorial.ipynb b/openmm_septop/septop_tutorial.ipynb index 67fb411..13c5790 100644 --- a/openmm_septop/septop_tutorial.ipynb +++ b/openmm_septop/septop_tutorial.ipynb @@ -23,7 +23,7 @@ "id": "23881797-0bd3-408b-9212-ac206d46cd39", "metadata": {}, "source": [ - "" + "" ] }, { From 661bc12c125005684b83b59336f0eee36f9a3add Mon Sep 17 00:00:00 2001 From: Alyssa Travitz <31974495+atravitz@users.noreply.github.com> Date: Thu, 23 Oct 2025 14:16:46 -0700 Subject: [PATCH 2/5] use new view_3d method (#236) --- cookbook/ligandnetwork_vis.ipynb | 154 ++++++------ ...reating_networks_from_external_files.ipynb | 92 ++++--- openmm_rbfe/benchmark_demo.ipynb | 228 +++++++++++++++--- openmm_septop/septop_analysis.ipynb | 22 +- openmm_septop/septop_tutorial.ipynb | 2 +- showcase/openfe_showcase.ipynb | 6 +- 6 files changed, 352 insertions(+), 152 deletions(-) diff --git a/cookbook/ligandnetwork_vis.ipynb b/cookbook/ligandnetwork_vis.ipynb index bc834e7..a085528 100644 --- a/cookbook/ligandnetwork_vis.ipynb +++ b/cookbook/ligandnetwork_vis.ipynb @@ -44,7 +44,16 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/site-packages/openmoltools/utils.py:9: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import resource_filename\n" + ] + } + ], "source": [ "%matplotlib inline\n", "\n", @@ -107,7 +116,16 @@ "execution_count": 3, "id": "7615197d-8b60-47de-8275-e67a1a454d91", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/components/smallmoleculecomponent.py:286: UserWarning: The atom hybridization data was not found and has been set to unspecified. This can be fixed by recreating the SmallMoleculeComponent from the rdkit molecule after running sanitization.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "with open(\"assets/benzenes/ligand_network.graphml\") as f:\n", " graphml = f.read()\n", @@ -139,7 +157,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", "text/plain": [ "" ] @@ -218,7 +236,7 @@ "id": "0a351597-f88c-4879-90c9-bed39c6c049e", "metadata": {}, "source": [ - "An edge can also be visualized in 3D with the `view_mapping_3d` function: " + "An edge can also be visualized in 3D:" ] }, { @@ -229,10 +247,10 @@ "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", + "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", "text/html": [ - "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", + "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", "
\n", "" ] @@ -312,7 +330,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -321,9 +339,7 @@ } ], "source": [ - "from openfe.utils.visualization_3D import view_mapping_3d\n", - "\n", - "view_mapping_3d(benzene_to_toluene)" + "benzene_to_toluene.view_3d()" ] }, { @@ -358,10 +374,10 @@ "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", + "application/3dmoljs_load.v0": "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", "text/html": [ - "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", + "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", "
\n", "" ] @@ -420,7 +436,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -437,7 +453,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "openfe_env", "language": "python", "name": "python3" }, @@ -451,7 +467,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.0" + "version": "3.13.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/networks/creating_networks_from_external_files.ipynb b/networks/creating_networks_from_external_files.ipynb index f9214e4..f59ce42 100644 --- a/networks/creating_networks_from_external_files.ipynb +++ b/networks/creating_networks_from_external_files.ipynb @@ -29,7 +29,16 @@ "execution_count": 1, "id": "870831ef", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/site-packages/openmoltools/utils.py:9: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import resource_filename\n" + ] + } + ], "source": [ "from rdkit import Chem\n", "import openfe" @@ -73,7 +82,18 @@ "execution_count": 4, "id": "8c0cb597", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", + " warnings.warn(\n", + "/Users/atravitz/software/gufe/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", + " warnings.warn(\n" + ] + } + ], "source": [ "from openfe.setup.ligand_network_planning import load_fepplus_network\n", "\n", @@ -101,7 +121,16 @@ "execution_count": 5, "id": "d0eace14", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", + " warnings.warn(\n" + ] + } + ], "source": [ "from openfe.setup.ligand_network_planning import load_orion_network\n", "\n", @@ -132,7 +161,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] @@ -166,11 +195,10 @@ "source": [ "## Similarly we can visualize the invidual mappings\n", "\n", - "from openfe.utils.visualization_3D import view_mapping_3d\n", "from ipywidgets import interact, widgets\n", "\n", "def display_edge(index):\n", - " view = view_mapping_3d(edges[index], spheres=True, show_atomIDs=True)\n", + " view = edges[index].view_3d(spheres=True, show_atomIDs=True)\n", " view.show()" ] }, @@ -183,7 +211,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "81ebe199a10f4283bbe6b7384408d411", + "model_id": "9c024e52f4e84f9c81ebac14f4c864f2", "version_major": 2, "version_minor": 0 }, @@ -231,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "id": "979654b8", "metadata": {}, "outputs": [], @@ -259,7 +287,7 @@ " transformation = openfe.Transformation(\n", " stateA=sysA,\n", " stateB=sysB,\n", - " mapping={'ligand': mapping},\n", + " mapping=mapping,\n", " protocol=protocol, # use protocol created above\n", " name=f\"{prefix}{sysA.name}_{sysB.name}\"\n", " )\n", @@ -270,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "af716407", "metadata": {}, "outputs": [], @@ -284,12 +312,12 @@ "\n", "# then we write out each transformation\n", "for transformation in network.edges:\n", - " transformation.dump(transformation_dir / f\"{transformation.name}.json\")" + " transformation.to_json(transformation_dir / f\"{transformation.name}.json\")" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "id": "328c2303", "metadata": {}, "outputs": [ @@ -297,23 +325,31 @@ "name": "stdout", "output_type": "stream", "text": [ - "rbfe_benzene_complex_anisole_complex.json\r\n", - "rbfe_benzene_complex_benzaldehyde_complex.json\r\n", - "rbfe_benzene_complex_benzonitrile_complex.json\r\n", - "rbfe_benzene_complex_phenol_complex.json\r\n", - "rbfe_benzene_complex_styrene_complex.json\r\n", - "rbfe_benzene_complex_toluene_complex.json\r\n", - "rbfe_benzene_solvent_anisole_solvent.json\r\n", - "rbfe_benzene_solvent_benzaldehyde_solvent.json\r\n", - "rbfe_benzene_solvent_benzonitrile_solvent.json\r\n", - "rbfe_benzene_solvent_phenol_solvent.json\r\n", - "rbfe_benzene_solvent_styrene_solvent.json\r\n", - "rbfe_benzene_solvent_toluene_solvent.json\r\n" + "rbfe_benzene_complex_anisole_complex.json\n", + "rbfe_benzene_complex_benzaldehyde_complex.json\n", + "rbfe_benzene_complex_benzonitrile_complex.json\n", + "rbfe_benzene_complex_phenol_complex.json\n", + "rbfe_benzene_complex_styrene_complex.json\n", + "rbfe_benzene_complex_toluene_complex.json\n", + "rbfe_benzene_solvent_anisole_solvent.json\n", + "rbfe_benzene_solvent_benzaldehyde_solvent.json\n", + "rbfe_benzene_solvent_benzonitrile_solvent.json\n", + "rbfe_benzene_solvent_phenol_solvent.json\n", + "rbfe_benzene_solvent_styrene_solvent.json\n", + "rbfe_benzene_solvent_toluene_solvent.json\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=21630) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" ] } ], "source": [ - "!ls transformations/" + "!ls transformations" ] }, { @@ -327,7 +363,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "openfe_env", "language": "python", "name": "python3" }, @@ -341,7 +377,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" + "version": "3.13.8" } }, "nbformat": 4, diff --git a/openmm_rbfe/benchmark_demo.ipynb b/openmm_rbfe/benchmark_demo.ipynb index 8a4bf8f..8180716 100644 --- a/openmm_rbfe/benchmark_demo.ipynb +++ b/openmm_rbfe/benchmark_demo.ipynb @@ -23,7 +23,16 @@ "start_time": "2024-03-04T11:54:57.366081248Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/site-packages/openmoltools/utils.py:9: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import resource_filename\n" + ] + } + ], "source": [ "import openfe\n", "from rdkit import Chem\n", @@ -69,7 +78,9 @@ "outputs": [ { "data": { - "text/plain": "21" + "text/plain": [ + "21" + ] }, "execution_count": 3, "metadata": {}, @@ -162,8 +173,10 @@ "outputs": [ { "data": { - "image/png": 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", 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", + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -176,21 +189,6 @@ { "cell_type": "code", "execution_count": 7, - "id": "61ad110a", - "metadata": { - "ExecuteTime": { - "end_time": "2024-03-04T11:55:02.077105541Z", - "start_time": "2024-03-04T11:55:02.073991145Z" - } - }, - "outputs": [], - "source": [ - "from openfe.utils.visualization_3D import view_mapping_3d" - ] - }, - { - "cell_type": "code", - "execution_count": 8, "id": "a2bf6ba1", "metadata": { "ExecuteTime": { @@ -201,23 +199,124 @@ "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
\n

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n jupyter labextension install jupyterlab_3dmol

\n
\n", - "text/html": "
\n

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n jupyter labextension install jupyterlab_3dmol

\n
\n" + "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", + "text/html": [ + "
\n", + "

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", + "
\n", + "" + ] }, "metadata": {}, "output_type": "display_data" }, { "data": { - "text/plain": "" + "text/plain": [ + "" + ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "view_mapping_3d(mappings[0], show_atomIDs=True)" + "mappings[0].view_3d(show_atomIDs=True)" ] }, { @@ -230,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "d2b59d8a", "metadata": { "ExecuteTime": { @@ -245,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "6b667256", "metadata": { "ExecuteTime": { @@ -287,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "85f2ab07", "metadata": { "ExecuteTime": { @@ -295,7 +394,18 @@ "start_time": "2024-03-04T11:55:07.708864853Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:196: DeprecationWarning: mapping input as a dict is deprecated; instead use either a single Mapping or list\n", + " warnings.warn(\n", + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:196: DeprecationWarning: mapping input as a dict is deprecated; instead use either a single Mapping or list\n", + " warnings.warn(\n" + ] + } + ], "source": [ "# build both a solvent and complex network\n", "solvent_transforms = []\n", @@ -346,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "4c137a1f", "metadata": { "ExecuteTime": { @@ -354,14 +464,30 @@ "start_time": "2024-03-04T11:55:09.806667406Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rm: work_rootdir: No such file or directory\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=20652) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" + ] + } + ], "source": [ "!rm -r work_rootdir" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "b1e76dd6", "metadata": { "ExecuteTime": { @@ -369,7 +495,18 @@ "start_time": "2024-03-04T11:55:10.532373171Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:124: DeprecationWarning: use of this method is deprecated; instead use `to_json`\n", + " warnings.warn(\n", + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:124: DeprecationWarning: use of this method is deprecated; instead use `to_json`\n", + " warnings.warn(\n" + ] + } + ], "source": [ "import os\n", "\n", @@ -408,10 +545,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "5c929f53", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: './work_rootdir/18629-1_18634-1/solvent/results.json'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mFileNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[13]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mgufe\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mjson\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m results = json.load(\u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m./work_rootdir/18629-1_18634-1/solvent/results.json\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mr\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m,\n\u001b[32m 6\u001b[39m \u001b[38;5;28mcls\u001b[39m=gufe.tokenization.JSON_HANDLER.decoder)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/micromamba/envs/openfe_env/lib/python3.13/site-packages/IPython/core/interactiveshell.py:343\u001b[39m, in \u001b[36m_modified_open\u001b[39m\u001b[34m(file, *args, **kwargs)\u001b[39m\n\u001b[32m 336\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m {\u001b[32m0\u001b[39m, \u001b[32m1\u001b[39m, \u001b[32m2\u001b[39m}:\n\u001b[32m 337\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 338\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mIPython won\u001b[39m\u001b[33m'\u001b[39m\u001b[33mt let you open fd=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m by default \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 339\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 340\u001b[39m \u001b[33m\"\u001b[39m\u001b[33myou can use builtins\u001b[39m\u001b[33m'\u001b[39m\u001b[33m open.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 341\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m343\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mio_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[31mFileNotFoundError\u001b[39m: [Errno 2] No such file or directory: './work_rootdir/18629-1_18634-1/solvent/results.json'" + ] + } + ], "source": [ "# NBVAL_SKIP\n", "import gufe\n", @@ -425,17 +575,17 @@ { "cell_type": "code", "execution_count": null, - "outputs": [], - "source": [], + "id": "8e64bd30f5fe9270", "metadata": { "collapsed": false }, - "id": "8e64bd30f5fe9270" + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "openfe_env", "language": "python", "name": "python3" }, @@ -449,7 +599,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.13.8" } }, "nbformat": 4, diff --git a/openmm_septop/septop_analysis.ipynb b/openmm_septop/septop_analysis.ipynb index 40b9c2d..6cb63f5 100644 --- a/openmm_septop/septop_analysis.ipynb +++ b/openmm_septop/septop_analysis.ipynb @@ -35,27 +35,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "--2025-09-01 13:22:08-- https://zenodo.org/records/17019064/files/septop_results.zip\n", - "Resolving zenodo.org (zenodo.org)... 188.185.43.25, 188.185.45.92, 188.185.48.194, ...\n", - "Connecting to zenodo.org (zenodo.org)|188.185.43.25|:443... connected.\n", + "--2025-10-14 20:00:18-- https://zenodo.org/records/17019064/files/septop_results.zip\n", + "Resolving zenodo.org (zenodo.org)... 188.185.45.92, 188.185.48.194, 188.185.43.25\n", + "Connecting to zenodo.org (zenodo.org)|188.185.45.92|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 5974197 (5.7M) [application/octet-stream]\n", "Saving to: ‘septop_results.zip’\n", "\n", - "septop_results.zip 100%[===================>] 5.70M 3.05MB/s in 1.9s \n", + "septop_results.zip 100%[===================>] 5.70M 559KB/s in 11s \n", "\n", - "2025-09-01 13:22:11 (3.05 MB/s) - ‘septop_results.zip’ saved [5974197/5974197]\n", + "2025-10-14 20:00:30 (529 KB/s) - ‘septop_results.zip’ saved [5974197/5974197]\n", "\n", "Archive: septop_results.zip\n", - " creating: septop_results/\n", - " creating: septop_results/results_2/\n", + " creating: septop_results\n", + " creating: septop_results/results_2\n", " inflating: septop_results/results_2/rbfe_7a_7b.json \n", " inflating: septop_results/results_2/rbfe_1_7b.json \n", " inflating: septop_results/results_2/rbfe_1_7a.json \n", - " creating: septop_results/results_1/\n", + " creating: septop_results/results_1\n", " inflating: septop_results/results_1/rbfe_7a_7b.json \n", " inflating: septop_results/results_1/rbfe_1_7a.json \n", - " creating: septop_results/results_0/\n", + " creating: septop_results/results_0\n", " inflating: septop_results/results_0/rbfe_7a_7b.json \n", " inflating: septop_results/results_0/rbfe_1_7b.json \n", " inflating: septop_results/results_0/rbfe_1_7a.json \n", @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "7fbf1482-25ca-427b-a881-af88a983461c", "metadata": {}, "outputs": [], @@ -1183,7 +1183,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.11" + "version": "3.13.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/openmm_septop/septop_tutorial.ipynb b/openmm_septop/septop_tutorial.ipynb index 13c5790..da81f4a 100644 --- a/openmm_septop/septop_tutorial.ipynb +++ b/openmm_septop/septop_tutorial.ipynb @@ -666,7 +666,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.10" + "version": "3.13.8" } }, "nbformat": 4, diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb index 9ca40ec..600c3c5 100644 --- a/showcase/openfe_showcase.ipynb +++ b/showcase/openfe_showcase.ipynb @@ -487,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "bbcfd2e2-a50e-4398-85d1-f80b01597720", "metadata": {}, "outputs": [ @@ -619,9 +619,7 @@ ], "source": [ "# Visualize the mapping in 3D\n", - "from openfe.utils import visualization_3D\n", - "\n", - "visualization_3D.view_mapping_3d(lomap_mapping, show_atomIDs=True)" + "lomap_mapping.view_3d(show_atomIDs=True)" ] }, { From 6e6a9060f0a765184395e7bb535622b5875311ff Mon Sep 17 00:00:00 2001 From: Irfan Alibay Date: Thu, 23 Oct 2025 23:56:25 +0100 Subject: [PATCH 3/5] Update showcase for v1.7 (#240) * update the showcase for v1.7 * remove image artifact * rerunning notebook with small fixes * fix deprecations * rerun without pty warning * bump to 1.7.0 --------- Co-authored-by: Alyssa Travitz --- showcase/openfe_showcase.ipynb | 411 ++++++++++++++++++++++----------- 1 file changed, 282 insertions(+), 129 deletions(-) diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb index 600c3c5..6ac7daa 100644 --- a/showcase/openfe_showcase.ipynb +++ b/showcase/openfe_showcase.ipynb @@ -3,7 +3,9 @@ { "cell_type": "markdown", "id": "cb0d308b-8f50-4ac9-a8a3-550d8a2e3feb", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ " \n", "\n", @@ -69,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "-jX9udRGehD3", "metadata": { "colab": { @@ -91,12 +93,12 @@ " \n", " !pip install -q condacolab\n", " import condacolab\n", - " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/openfe/releases/download/v1.6.1/OpenFEforge-1.6.1-Linux-x86_64.sh\")" + " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/openfe/releases/download/v1.7.0/OpenFEforge-1.7.0-Linux-x86_64.sh\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "dlCARZ2_fAI4", "metadata": { "colab": { @@ -179,7 +181,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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"text/plain": [ "" ] @@ -459,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "" ] @@ -480,23 +482,23 @@ "source": [ "It is also possible to visualize the mapping in 3D using py3dmol:\n", "\n", - "Here, the ``visualization_3D`` method displays the two end state molecules (left and right), in addition to the hybrid molecule (middle).\n", + "Here, the ``view_3D`` method displays the two end state molecules (left and right), in addition to the hybrid molecule (middle).\n", "\n", "Atoms that have the same sphere color in both end states are mapped (i.e. will be interpolated between each other), whilst those that do not have a coloured sphere are unmapped (i.e. will be transformed into dummy atoms in the opposite end state)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "bbcfd2e2-a50e-4398-85d1-f80b01597720", "metadata": {}, "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
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\n", "
\n", "" ] @@ -609,7 +611,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -655,7 +657,8 @@ "INFO:\tMasking Atoms\n", "INFO:\tBuild Distance Matrix\n", "INFO:\tCalculate Mapping\n", - "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n" + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n" ] } ], @@ -676,7 +679,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "" ] @@ -773,7 +776,7 @@ "\n", "# Create a LOMAP network\n", "lomap_network = generate_lomap_network(\n", - " molecules=ligand_mols,\n", + " ligands=ligand_mols,\n", " scorer=openfe.lomap_scorers.default_lomap_score,\n", " mappers=[LomapAtomMapper(),])\n", "\n", @@ -800,7 +803,7 @@ "outputs": [ { "data": { - "image/png": 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", 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xI3fPwM0RAAEHyAyAq1atUkZGhsXVAChoMjJMGAsOltaskSZMMK1j9jp7Vmrb1rTyLVsmrVhhPt99t3Tx4vWvW7xYOnLEXPPhhyYkduliQuSaNdKgQWY7eNC+Oo4flx5/XPrmG/tbN5OTTdiEYxEAAQdo0KCBgoODlZycrN9++83qcgAUMPPnS3v2SF9/Ld12m2kJHDnS/uunTJF8faXPP5fq1zdj6yZNkg4ckJYsuf514eGmRa5mTdM6V7OmCZMvvyxVr266ZwsVklauvHkNNptpVRw0SGrSxL66V62Spk6VBg6073zYjwAIOIC/v7+aNWsmiW5gAI63c6eZGFG2bPa+pk3tv379eikhQQoNNS1/ISEm3J0/b4Ll9dSta4JjpjJlTIDM5OdnupMTE29ew3/+I6WkmNBoj19/Nd3Ur78utW9v3zWwHwEQcBDGAQJwFpvNjPfLq4wMqXFjM+P28m3XLunBB69/XUBAzt99fK69z56RL4sXS6tXS4ULS/7+UrVqZn+TJlK/fjnP3b5duvNO01386qs3vzdyz9/qAoCCggAIwFlq1TLdtcePm1Y4ySwTY69GjaTYWKl0aSkszDk13sxHH0nvvJP9+5EjUseOpq6/OlAkmZa/O+80oTA33dzIHVoAAQdp3ry5JGnXrl36448/LK4GQEHSvr0UEWFC0ZYtZsxd5iQQe1oG+/aVSpY0XarLl0t790pLl0pDh0qHDjm39kyVK0v16mVvNWqY/RERZjaxZMJf27bm+/7979KxY2Y7ccI1NXoTAiDgIOHh4apdu7YkMxsYABzFz88s93L6tBQVJQ0YkN01Ghh48+uDg81M3sqVpR49zCSQRx+Vzp2zrkXwWqZNM2Fv8mSpXLnsLSrK6soKHrqAAQeKjo7Wb7/9pvj4eHXt2tXqcgB4mMtn5F6+Rp9kuoFXrMj+PXPmbeZYupspW1b66qvrH79wwUwOyfTllzeu73p12qtqVTO28XJvvmk2OB8tgIADMQ4QwPWcPHlS3377bZ6vnzlTWrDABK6FC81r4lq2NF2o+WGzmZnAixaZWb/wDgRAwIEyA+DatWuVlpZmcTUArGaz2RQfH6+HH35YFSpU0Icffpjne6WmSk8+aVoC+/c33aKzZ5tjo0ZlL+9y5dap043vm5xs3ixSqJBZ3y+v8lMDXM/HZruyAfZqKSkpKlq0qJKTkxXmToMFADeTkZGhUqVKKSkpSWvXrlUUA1cAr5SSkqLJkydr/Pjx2rJlS9b+Bx98UJMnT3b485KSzHYtQUFShQoOf6Rb1uDtcpPXGAMIOJCvr69atGih//3vf4qPjycAAl5m06ZNGj9+vCZPnqzTp09LkoKCgvTAAw9o0KBBamLvKzByKTzc+teluUMNsB9dwICDMQ4Q8C7nzp3TV199pebNmysyMlKffvqpTp8+rdq1a2vs2LE6fPiwvvjiC0VFRcknP6s5Aw5ECyDgYARAwDvs3LlT48eP11dffaVTp05JkgICAtSzZ08NGjRId9xxB4EPbosACDhYVFSU/Pz8dOjQIR08eFCVKlWyuiQADnLx4kXNnj1bn3zyiX7++ees/VWrVtXAgQP1yCOPqEzmqzoAN0YABBysSJEiatiwodavX6/4+Hj16dPH6pIA5NP+/fs1YcIEffHFFzp+/LgkM+a3S5cuGjRokDp27ChfX0ZVwXMQAAEniI6OJgACHi49PV3z5s3T+PHjNXfuXGUumlGuXDkNGDBAjz/+OC388FgEQMAJoqOj9Z///IdxgIAHOnbsmL744gtNmDBBBw4cyNrfrl07DR48WF27dlVAQICFFQL5RwAEnCBzIsjGjRt15swZFSlSxOKKANyIzWbTzz//rPHjx2vmzJm6dOmSJPOO70ceeUQDBw5U9erVLa4ScBwCIOAElSpVUoUKFXT48GH98ssvat26tdUlAbiGpKQkffXVVxo/frx27dqVtT86OlqDBw9WTEyMAgMDLawQcA5GrAJO4OPjw3IwgJuy2WxavXq1+vfvrwoVKujvf/+7du3apdDQUD355JPavHmzVq5cqYceeojwhwKLFkDASaKjozVt2jQCIOAmUlNT9d133+mTTz7R5s2bs/Y3bNhQgwcP1gMPPKDQ0FALKwRchwAIOMnlLYA2m40FYQGLbNmyRZ988om+/fbbrNezBQYG6v7779egQYPUtGlT/vuE1yEAAk7SsGFDBQYGKikpSbt27VLNmjWtLgnwGufOndO0adM0fvx4rVq1Kmt/zZo1NWjQIPXr10/Fixe3sELAWgRAwEkKFSqkqKgoLV++XPHx8QRAwAV27dqlTz/9VF9++aWSkpIkSf7+/urRo4cGDx6s1q1b09oHiEkggFMxEQRwvrS0NMXFxaldu3aqWbOmPvzwQyUlJalKlSoaOXKkDh48qNjYWLVp04bwB/yFFkDAiQiAgPMcOHBAn332mT7//HMdO3ZMkpmB37lzZw0ePFgdO3aUn5+fxVUC7okACDhRixYtJEnbt2/XqVOnGHME5FN6erp++uknjR8/Xv/73/+UkZEhSSpTpkzW69mqVKlicZWA+yMAAk5UqlQpVa9eXbt379bq1avVqVMnq0sCPNLx48c1ceJETZgwQfv27cvaf+edd2rw4MHq1q0br2cDcoEACDhZdHS0du/erfj4eAIgkAs2m01Lly7VJ598opkzZyotLU2SVLx4cfXv318DBw5kchWQR0wCcVNt2kjPPms+V60qjRnjume/+abUsKHrnlfQMQ4QyJ1Tp05pzJgxql27ttq2baupU6cqLS1NzZs311dffaXDhw/rww8/JPwB+UALoAdYt04qUsR1zxs2THr6adc868IFqVkzafNmaePG7OD55ZfSI49c+5rjx6XSpV1TnyNkBsA1a9bo0qVL8vfnPzvgSjabTWvXrtX48eM1ZcoUnT9/XpIUEhKihx56SAMHDlRD/mUKOAx/iTxAqVKufV5IiNlc4YUXpPLlTQC8XJ8+0t1359zXv790/rxnhT9JqlOnjsLCwpSSkqKtW7cqMjLS6pIAt3H69Gl99913Gj9+vDZu3Ji1v0GDBho8eLD69u3L69kAJ6AL2ANc2QW8Y4fUqpUUGCjVqSMtXCj5+EizZtl3v8OHTcAqXlwqUULq1k26bEz1VV3A/ftL3btLo0ZJZcpIxYpJb70lXbokDR8uhYdLFStKEyfm7nvNmyfNny+NHn31saAgqWzZ7M3PT1q8WHrssdw9wx34+vpmzQamGxgwtm7dqqeeekrly5fXwIEDtXHjRhUuXFgPP/yw4uPjtWnTJg0aNIjwBzgJAdDDZGSYMBYcLK1ZI02YIL3yiv3Xnz0rtW1rWviWLZNWrDCf775bunjx+tctXiwdOWKu+fBDExK7dDEhcs0aadAgsx08aF8dx49Ljz8uffON+S438/XX5ryYGPvu724YBwhI58+f17fffquWLVuqQYMG+vjjj5Wamqrq1avrgw8+0OHDh/XVV1+pRYsWLNgMOBldwB5m/nxpzx5pyRLTMiZJI0dK7dvbd/2UKZKvr/T556bVUJImTTKtekuWSB06XPu68HDpo4/MtTVrSv/6lwmTL79sjo8YIb37rrRypXT//TeuwWYzrYqDBklNmuRsfbyeiROlBx80LYOeiAAIb7Z79259+umnmjRpUo7Xs3Xv3l2DBg3SnXfeSeADXIwA6GF27pQqVcoOf5LUtKn9169fLyUkSFf2qpw/b4Ll9dSta8JfpjJlpHr1sn/38zPdyYmJN6/hP/+RUlJMaLTHqlXS9u2mFdBTNW3aVL6+vtq3b5+OHDmi8uXLW10S4FRpaWmaM2eOxo8fr4ULF2btr1Spkp544gk99thjKleunIUVAt6NAOhhbLbslru8yMiQGjeWJk+++tiNJptcub6qj8+19/21KP8NLV4srV4tFS6cc3+TJlLfvtJXX+Xc//nnZkxi48Y3v7e7CgsLU/369bV582atWrVKPXv2tLokwCkOHjyY9Xq2o0ePSjKvZ+vUqZMGDx6sTp068Xo2wA0QAD1MrVrSgQNmDF2ZMmbfunX2X9+okRQba2bShoU5p8ab+egj6Z13sn8/ckTq2NHU1axZznNPn5amTpX++U/X1ugM0dHR2rx5s+Lj4wmAKFAyMjK0atUqxcXFafny5crIyFDZsmVVp04d3Xfffbrvvvto9QbcDAHQw7RvL0VESP36mXF4qanZk0DsaRns21d6/30z8/cf/zCzdw8ckGbMMDN6K1Z0bv2SVLlyzt8zl5yJiLj6+bGxZrZx377Or8vZoqOj9cknnzAOEAWOr6+vWrZsqZYtW1pdCgA7MQvYw/j5meVeTp+WoqKkAQOkV181xwIDb359cLCZyVu5stSjh1S7tvToo9K5c9a1CN7IF1+YOosXt7qS/MucCLJ+/fqsRW4BALCCj81ms93spJSUFBUtWlTJyckKc8eU4OVWrjTrAiYkmFa0/BoxQlq+3CwRA8ex2WwqV66cjh8/rhUrVtBaAgBwqNzkNVoAPdDMmdKCBWb5lIULpSeekFq2zH/4s9nMTOBFi8ysXziWj48Py8EAANwCAdADpaZKTz5pJoT072+6gmfPNsdGjcp+lduVW6dON75vcrJ5s0ihQtnr++VFfmoo6AiAAAB3QBdwAZOUZLZrCQqSKlTwjhrcVXx8vFq2bKnSpUvr2LFjLH4LAHCY3OQ1ZgEXMOHhZvP2GtxVo0aNVKhQISUmJur3339XhCMGbcIrtWlj1sccM8a8L/zZZ83mCm++aSajbdrkmucBcDy6gAEXCgwMVOO/VrSmGxiOsm6dGQvsKsOGmbHCzlS1qlna6vLtpZdynnPggNS1q1SkiFSypPTMMzd+pzmAbARAwMUyxwGuWrXK4kpQUJQqZZZ4cpWQEPPqR2f7xz+ko0ezt8wlryQpPV3q3Fk6c8asWDBlijR9uvT8886vCygICICAizERBI5WtarpCs60Y4dZGiow0EzsWrjQtKDNmmXf/Q4flvr0MetvlihhFo7fty/7+Jtvmu7nTP37S927mwlgZcpIxYpJb71lFnEfPtwMCalYUZo4MXffKzTUvPc8c8tcNF6S5s837wj/9lspMlJq10764APps8/Mu8YB3BgBEHCxFi1aSJK2bt2qFP5SwcEyMkwYCw6W1qyRJkzIfluQPc6eldq2NWFr2TLTuhYSIt199427VxcvNq91XLZM+vBDExK7dDEhcs0aadAgsx08aH8t771nAmjDhtLIkTmfv2qVVK+edPkb5jp2lC5ckNavt/8ZgLdiEoiXSU9P14YNG7RgwQItWrRIp06dyjpWokQJ3XXXXerQoYMaNmwoX1/+feAM5cqV0y233KK9e/dq7dq1ateundUloQCZP9+s57lkiWk1k0x4at/evuunTJF8faXPP89+veSkSaZVb8kSqUOHa18XHm7e8+3rK9WsaV5VefZs9pJSI0ZI775rFq6///6b1zF0qHl3efHi0tq15vq9e01dknTsWPb70DMVL26WsTp2zL7vCngz/sJ7GT8/P0VFRenll1/WTz/9pPfee0+NGzfW/v37tXDhQo0YMUKNGzdWpUqV9Oyzzyo+Pl4ZGRlWl13g0A0MZ9m5U6pUKTv8SVLTpvZfv369eatQaGj2+p3h4dL58yZYXk/duib8ZSpTRqpfP/t3Pz/TmpeYaF8dzz0ntW4tNWhgXnk5frx5NeTJk9nnXGsVJZvNvveiA96OAOjF/P391b59e3322Wc6duyY5s6dq/79+6to0aI6cuSIxo4dq5YtW6pq1aoaNmyY1q5dKzuWjYQdCIBwlvwGoIwMqXFjs8TL5duuXdKDD17/uoCAnL/7+Fx7X17/Pdm8ufmZkGB+li17dUvfqVNSWtrVLYMArkYAhCQpICBAnTp10qRJk3T8+HHNmTNHDz30kEJDQ3Xw4EF98MEHatasmSIiIvTSSy9pw4YNhMF8uHwmMC2scKRatczyKMePZ+9bt87+6xs1knbvlkqXlqpVy7kVLer4eu21caP5Wa6c+dmihbRtm5kdnGn+fKlwYRNgAdwYARBXKVy4sLp27apvvvlGiYmJmjlzpu6//34VKVJEe/fuzeo2rlGjhl555RVt2bKFMJhL9erVU0hIiFJSUrR9+3ary0EB0r69eS94v37Sli1mzF3mJBB7Wgb79jVr6nXrJi1fbsbdLV1qxuQdOuTc2jOtWiX9+9+m5XHvXmnqVGngQOnee6XKlc05HTqYGc5/+5sJh4sWmfUJH39c4oVVwM0RAHFDgYGB6t69u/773/8qMTFRU6dOVUxMjIKCgpSQkKBRo0bptttuU506dfTGG28QZuzk7++vZs2aSaIbGDmdO3dOK1eu1DfffJOn6/38zHIvp0+b94QPGJC9fl5g4M2vDw42M3krV5Z69JBq15YefVQ6d851wapwYSk21rztpE4d6fXXTbD773+zz/Hzk/73P/OdWraUevc2s59Hj3ZNjYCn413AyJPTp0/rhx9+UGxsrObNm6cLFy5kHatXr5769Omj3r17q0aNGhZW6d5ef/11vf322+rXr5++/PJLq8uBBWw2m/bu3avVq1dr9erVWrVqlTZt2qRLly4pMjJSGzZscMhzVq406wImJJjWwfwaMcK0Dq5Ykf97AXAc3gUMpwsJCdH999+v+++/XykpKZozZ45iY2P1008/adu2bdq2bZtee+01NWzYUL1791afPn106623Wl22W2EiiPc5ffq01q1blxX4Vq9ercRrTIstU6aM2rZtm+fnzJxpZu9Wr25C39ChppUsv+HPZpN+/910t0ZG5u9eAKxFCyAc6tSpU5o9e7ZiY2O1cOFCXbp0KetYkyZN1Lt3b/Xu3VtVqlSxsEr38Oeff6p48eKSpMTERJUqVcriiuBIGRkZ2r17t1atWpUV9rZu3XrVpJ+AgAA1atRIzZs3z9qqVKkin3xM5f36a+ntt82iyyVLZr8lo0QJ87aOUaOufd3tt0vz5l3/vn/+aWbYRkVJkydLef3POD81ALi+3OQ1AiCc5uTJk5o5c6ZiY2O1ePHiHH/4mjdvrt69e6tXr16qWLGihVVaq169evr11181e/Zs3XvvvVaXg3z4888/tXbt2qzAt2bNmhwLrWeqVKmSWrRokRX2IiMjFWjP4DwHSUoy27UEBUkVKnhHDUBBRACE20lMTNSMGTMUGxurpUuX5pg13KpVK/Xu3VsxMTEql7nGg5d44okn9Nlnn+nFF1/Uu+++a3U5sFN6erq2b9+eNW5v9erV+u233646LzAwUE2aNFHz5s3VokULNWvWTBVINwCchAAIt3b06FFNnz5dsbGxWnHZKHIfHx+1bt1avXv3Vs+ePVW6dGkLq3SNL7/8Uo888ohuv/12LVu2zOpycB0nTpzQmjVrsgLf2rVrdfr06avOi4iIyGrZa9GihRo0aKCAK1dDBgAnIQDCYxw6dEhxcXGKjY3V6tWrs/b7+vrqzjvvVO/evdWjRw+VKFHCwiqdZ9euXapZs6YCAwOVnJysQoUKWV2S10tLS9OWLVtyTNRIyHz9xGVCQkLUtGnTHGP3GMcJwEoEQHik/fv3a9q0aYqNjdUvv/yStd/f31/t2rVT79691b1796yJEwWBzWZTqVKldPLkSa1Zs0ZNc/PSVjjE0aNHc0zU+OWXX3Tu3Lmrzqtdu3aOsFe3bl35+flZUDEAXBsBEB5vz549WWFw06ZNWfsDAgLUsWNH9e7dW926dSsQ/3u899579f333+vf//63nn32WavLKdAuXLigjRs35gh8Bw4cuOq8YsWK5Qh7TZs2LVD/8ABQMBEAUaDs2rVLU6dOVWxsrLZt25a1v3Dhwrr77rvVp08fde3aVSEhIRZWmXfvvvuuRowYoV69emnq1KlWl1Ng2Gw2HThwIMdEjY0bN+rixYs5zvP19VW9evVyzMytUaOGfH15URIAz0IARIG1ffv2rDC4Y8eOrP2BgYHq3Lmz+vTpo86dOys4ONjCKnNn2bJlat26tcqXL69Dhw7la/03b3bmzBmtX78+R+A7duzYVeeVKlUqa5JG8+bN1aRJE4WGhlpQMQA4FgEQBZ7NZtO2bdsUGxur2NjYHIP0ixQpoq5du6p3797q1KmTS9dYy4tz586pdevWunTpkv73v/953VI4eWGz2XTw4EFt3bpVW7du1ZYtW7R7926lp6dnnfPHH3/o6NGjatiwYY7Ad8sttxCyARRIBEB4FZvNpk2bNmWFwX379mUdCw0NVbdu3dS7d2916NBBhQsXtq5QuFRGRoYuXrzo9v8AAABHIQDCa9lsNv3yyy+KjY3V1KlTdfDgwaxjRYsWVffu3dWnTx+1a9eO9dkAAAUKARCQaQFas2aNYmNjNW3aNB05ciTrWHh4uO677z716dNHbdu2lb+/v4WVAgCQfwRA4AoZGRlauXKlYmNjFRcXp+PHj2cdK1mypHr27Kk+ffrojjvuYG03AIBHIgACN5Cenq5ly5YpNjZW06dP1x9//JF1rEyZMoqJiVGfPn3UsmVLlgIBAHgMAiBgp0uXLunnn39WbGysZsyYoVOnTmUdK1++vHr16qU+ffqoefPmzBwFALi13OQ1mjfg1fz9/dW+fXt9/vnnOnbsmObOnat+/fqpaNGiOnLkiMaOHavo6GhVrVpVw4YN07p162THv5kcpk0bKfPlIFWrSmPGuOzRevNNqWFD1z0PAOA6tAAC13DhwgXNnz9fsbGxmj17tk6fPp117JZbblHv3r3Vp08fNWzY0Kktg23amBA2Zox04oRUpIjkqjWuT5+WLlyQSpRw3jPuvVfatElKTJSKF5fatZPee08qXz77nKFDpRUrpG3bpNq1zfkAgKvRAgjkU+HChdW1a1d9++23SkxM1IwZM9SnTx8FBwdr7969eu+999SoUSPVrFlTr776qrZu3er0lsFSpVwX/iQpJMS54U+S2raVpk6Vdu6Upk+X9uyRYmJynmOzSY8+KvXp49xaAMCbEACBmwgKCtJ9992nKVOm6MSJE5o6dap69uypwMBA7d69WyNHjlSDBg1Ut25dvfnmm/rtt9+cUseVXcA7dkitWkmBgVKdOtLChZKPjzRrln33O3zYhKrixU3Q69ZNumwN7au6gPv3l7p3l0aNksqUkYoVk956S7p0SRo+XAoPlypWlCZOtP87Pfec1Ly5VKWKFB0tvfSStHq1lJaWfc5HH0lPPSXdeqv99wUA3BgBEMiF4OBg9erVS3FxcTpx4oS+++47devWTYUKFdJvv/2mt956S3Xq1FGDBg30zjvvaPfu3U6pIyPDhLHgYGnNGmnCBOmVV+y//uxZ0/oWEiItW2a6WENCpLvvli5evP51ixdLR46Yaz780ITELl1MiFyzRho0yGyXrb9tt6QkafJkEwRZoxsAnIsACORRSEiIHnjgAc2aNUuJiYn6+uuv1blzZwUEBGjr1q167bXXVKNGDUVGRurdd9/V77//7rBnz59vuku//lq67TbTEjhypP3XT5ki+fpKn38u1a9vxtZNmiQdOCAtWXL968LDTYtczZqmW7ZmTRMmX35Zql5dGjFCKlRIWrnS/lpefNGMbSxRwjx/9mz7rwUA5A0BEHCAokWL6m9/+5t++OEHHT9+XBMnTlTHjh3l5+enTZs2acSIEYqIiFBUVJRGjx6tAwcO5Ot5O3dKlSpJZctm72va1P7r16+XEhKk0FDT8hcSYsLd+fMmWF5P3bomOGYqU8YEyEx+fibIJSbaX8vw4dLGjSbU+vlJDz9sxv0BAJyHAAg4WPHixfXII4/oxx9/1LFjxzRhwgTddddd8vX11S+//KLhw4erSpUqatGihSZPnpynZ9hsZrxfXmVkSI0bmxm1l2+7dkkPPnj9667smvXxufa+jAz7aylZUqpRQ2rf3rRMzp1rxgECAJyHAAg4UcmSJfX4449r4cKFOnr0qD7++GO1bt1aPj4+Wr16tT744IM83bdWLdNdetkb7bRunf3XN2ok7d4tlS4tVauWcytaNE8lOURmy9+FC9bVAADegAAIuEjp0qU1ePBgLVmyRIcPH9ZHH32khnlcabl9eykiQurXT9qyxYy5y5wEYk/LYN++puWtWzdp+XJp715p6VKz5t6hQ3kqKdfWrpXGjTMtj/v3Sz//bFofIyKkFi2yz0tIMOccOyadO5fdWnmjySoAgBvzt7oAwBuVK1dOTz/9dJ6v9/Mzy70MGCBFRZklUt5/X+ra1SwLczPBwWYm74svSj16SKmpUoUK0l13Sa5a6z0oSJoxQ3rjDenMGalcOTMLecoUqXDh7PMGDDDhNFNkpPm5d69ZGgcAkHu8CQQoIFauNLOBExJMK1p+jRhhWgdXrMj/vQAAzpebvEYLIOChZs40s3erVzehb+hQqWXL/Ic/m036/Xdp0aLs1jYAQMHCGEDAQ6WmSk8+aSaE9O9vuoIz19AbNSp7eZcrt06dbnzf5GTzZpFChcz6fnmVnxoAAM5FFzBQACUlme1agoLMeD9vqAEAvAldwICXCw83m7fXAAC4NrqAAQAAvAwBEAAAwMsQAAEAALwMARAAAMDLEAABAAC8DAEQcBPr1q1To0aN1LlzZ6tLAQAUcARAwE0sWbJEGzduVFBQkNWlAAAKOAIg4CZ++eUXSVKTJk0srgQAUNARAAE3QQAEALgKARBwA0lJSfr9998lSY0bN7a4GgBAQUcABNxAZutftWrVVLx4cYurAQAUdARAwA3Q/QsAcCUCIOAGCIAAAFciAAJugAAIAHAlAiBgsePHj+vgwYPy8fFRo0aNrC4HAOAFCICAxTJb/2rVqqXQ0FCLqwEAeAMCIGAxun8BAK5GAAQsRgAEALgaARCwkM1mIwACAFyOAAhY6PDhwzp27Jj8/PzUsGFDq8sBAHgJAiBgoczWv7p16yo4ONjiagAA3oIACFiI7l8AgBUIgICFCIAAACsQAAGL2Gw2rVu3TpIUFRVlcTUAAG9CAAQssm/fPiUlJSkgIED169e3uhwAgBchAAIWyez+bdCggQoXLmxxNQAAb0IABCzC+D8AgFUIgIBFCIAAAKsQAAELZGRkZAVAJoAAAFyNAAhYICEhQSkpKQoMDFSdOnWsLgcA4GUIgIAFMlv/GjZsqICAAIurAQB4GwIgYAHG/wEArEQABCzAAtAAACsRAAEXS09P14YNGyTRAggAsAYBEHCxHTt26OzZsypSpIhq1qxpdTkAAC9EAARcLHP8X6NGjeTn52dxNQAAb0QABFyMCSAAAKsRAAEXYwIIAMBqBEDAhdLS0rRp0yZJtAACAKxDAARc6Ndff9WFCxdUtGhRRUREWF0OAMBLEQABF8oc/9e4cWP5+vKfHwDAGvwFAlyI8X8AAHdAAARciBnAAAB3QAAEXOT8+fPaunWrJAIgAMBaBEDARbZu3aq0tDSVKFFCVapUsbocAIAXIwACLnJ596+Pj4/F1QAAvBkBEHARJoAAANwFARBwESaAAADcBQEQcIGzZ8/q119/lUQABABYjwAIuMCmTZuUkZGhsmXLqnz58laXAwDwcgRAwAUuH//HBBAAgNUIgIALMP4PAOBOCICACxAAAQDuhAAIOFlKSop27twpSWrcuLHF1QAAQAAEnG7jxo2y2WyqVKmSypQpY3U5AAAQAAFnYwFoAIC7IQACTsb4PwCAuyEAAk5GAAQAuBsCIOBEp06d0p49eyQxAQQA4D4IgIATZbb+RUREKDw83OJqAAAwCICAE9H9CwBwRwRAwIkIgAAAd0QABJyIAAgAcEcEQMBJEhMTdeDAAfn4+KhRo0ZWlwMAQBYCIOAkma1/NWvWVFhYmMXVAACQjQAIOAndvwAAd0UABJyEAAgAcFcEQMBJCIAAAHdFAASc4PDhwzp69Kh8fX0VGRlpdTkAAORAAAScILP1r27dugoODra4GgAAciIAAk5A9y8AwJ0RAAEnIAACANwZARBwMJvNRgAEALg1AiDgYPv379cff/yhgIAA3XbbbVaXAwDAVQiAgINltv7Vr19fhQsXtrgaAACuRgAEHIzuXwCAuyMAAg5GAAQAuDsCIOBAGRkZWQEwKirK4moAALg2AiDgQHv27FFycrIKFy6sunXrWl0OAADXRAAEHCiz9a9hw4YKCAiwuBoAAK6NAAg4EOP/AACegAAIOBABEADgCQiAgIOkp6dr/fr1kpgAAgBwbwRAwEF27typM2fOKDg4WLVq1bK6HAAArosACDhIZvdvo0aN5OfnZ3E1AABcHwEQcBDG/wEAPAUBEHAQFoAGAHgKAiDgAGlpadq4caMkWgABAO6PAAg4wPbt23X+/HmFhYWpWrVqVpcDAMANEQABB8js/m3cuLF8ffnPCgDg3vhLBTgAE0AAAJ6EAAg4wLp16yQxAQQA4BkIgEA+XbhwQVu2bJFECyAAwDMQAIF82rp1q9LS0hQeHq6qVataXQ4AADdFAATy6fLxfz4+PhZXAwDAzREAgXxiAWgAgKchAAL5lDkBhPF/AABPQQAE8uHs2bP69ddfJREAAQCegwAI5MPmzZuVnp6uMmXKqEKFClaXAwCAXQiAQD4wAQQA4IkIgEA+sAA0AMATEQCBfOAVcAAAT0QABPIoNTVVO3bskCQ1btzY4moAALAfARDIo40bN8pms6lixYoqW7as1eUAAGA3AiCQRywADQDwVARAII9YABoA4KkIgEAeMQEEAOCpCIBAHpw6dUoJCQmSmAACAPA8BEAgDzZs2CBJuuWWW1SiRAmLqwEAIHcIgEAesAA0AMCTEQCBPGD8HwDAkxEAgTwgAAIAPBkBEMilEydOaP/+/ZKkRo0aWVwNAAC55291AYCn2b17tyIjI1W1alUVLVrU6nIAAMg1AiCQS9HR0VmzgAEA8ER0AQMAAHgZAiAAAICXIQACAAB4GQIgAACAlyEAAgAAeBkCIJBLbdpIzz5rPletKo0Z47pnv/mm1LCh654HACiYCIBAPqxbJz3xhOueN2yYtGiRa5514YIJmz4+0qZNVx//8kupQQMpMFAqW1YaMsQ1dQEA8o91AIF8KFXKtc8LCTGbK7zwglS+vLR589XHPvxQ+uAD6f33pWbNpPPnpd9/d01dAID8owUQyIcru4B37JBatTKtYnXqSAsXmha0WbPsu9/hw1KfPlLx4lKJElK3btK+fdnHr+wC7t9f6t5dGjVKKlNGKlZMeust6dIlafhwKTxcqlhRmjgxd99r3jxp/nxp9Oirj506Jb36qvT119KDD0oREVLdulLXrrl7BgDAOgRAwEEyMkwYCw6W1qyRJkyQXnnF/uvPnpXatjUtfMuWSStWmM933y1dvHj96xYvlo4cMdd8+KEJiV26mBC5Zo00aJDZDh60r47jx6XHH5e++cZ8lystWGC+6+HDUu3aJmD27m3//QEA1iMAAg4yf760Z49pGbvtNtMSOHKk/ddPmSL5+kqffy7Vr2/C1aRJ0oED0pIl178uPFz66COpZk3p0UfNz7NnpZdflqpXl0aMkAoVklauvHkNNptpVRw0SGrS5Nrn/P67CYCjRpnWz7g4KSlJat/+xkEVAOA+GAMIOMjOnVKlSmZCRKamTe2/fv16KSFBCg3Nuf/8eRMsr6duXRMcM5UpI9Wrl/27n5/pTk5MvHkN//mPlJJiQuP1ZGRIaWkmdHboYPb997/me//8s9Sx482fAwCwFgEQcBCbzYz3y6uMDKlxY2ny5KuP3WiySUBAzt99fK69LyPj5jUsXiytXi0VLpxzf5MmUt++0ldfSeXKmX116uSsr2RJ01oJAHB/BEDAQWrVMgHo+HHTCieZZWLs1aiRFBsrlS4thYU5p8ab+egj6Z13sn8/csS06MXGmtm+ktSypfm5c6cZ/yeZLuA//pCqVHFtvQCAvGEMIOAg7dubGbH9+klbtpgxd5mTQOxpGezb17SidesmLV8u7d0rLV0qDR0qHTrk3NozVa5suo8ztxo1zP6IiOywV6OGqXHoUCk+Xtq2zXznWrXMJBYAgPsjAAIO4udnlns5fVqKipIGDDDLpUhmWZibCQ42M3krV5Z69DCTQB59VDp3zroWwev5+mvTIti5s9S6tely/vHHq7ueAQDuycdms9ludlJKSoqKFi2q5ORkhbnbXyLAja1caWYDJySYVrT8GjHCtA6uWJH/ewEACpbc5DXGAAIONHOmWbuvenUT+oYONWPm8hv+bDaz/MqiRVJkpGNqBQB4L7qAAQdKTZWefNKMh+vf33QFz55tjo0alf0qtyu3Tp1ufN/kZDPrtlAhs75fXuWnBgBAwUEXMOAiSUlmu5agIKlCBe+oAQDgHHQBA24oPNxs3l4DAMB6dAEDAAB4GQIgAACAlyEAAgAAeBkCIAAAgJchAALXcPjwYTVq1EiNGzfWH3/8YXU5AAA4FAEQuIZp06Zp48aNCgkJUcmSJa0uBwAAhyIAAtcQFxcnSYqJibG4EgAAHI8ACFzh8OHDWrlypSSpR48eFlcDAIDjEQCBK8yYMUOS1LJlS1Xg1RgAgAKIAAhcge5fAEBBRwAELnP06FEtX75cEt2/AICCiwAIXGbmzJmy2Wxq1qyZKleubHU5AAA4BQEQuExm92+vXr0srgQAAOchAAJ/SUxM1NKlSyVJPXv2tLgaAACchwAI/GXmzJnKyMhQkyZNVLVqVavLAQDAaQiAwF+Y/QsA8BYEQEDSH3/8oZ9//lkSARAAUPARAAFJs2fPVnp6uiIjIxUREWF1OQAAOBUBEJA0bdo0SbT+AQC8AwEQXi8pKUmLFi2SRAAEAHgHAiC83pw5c3Tp0iU1aNBANWrUsLocAACcjgAIr8fsXwCAtyEAwqv9+eefmj9/viQCIADAexAA4dW+//57paWlqW7duqpdu7bV5QAA4BIEQHg1un8BAN6IAAivlZKSop9++kkSARAA4F0IgPBaP/zwgy5cuKCaNWuqbt26VpcDAIDLEADhtTK7f3v16iUfHx+LqwEAwHUIgPBKp0+f1rx58yTR/QsA8D4EQHil//3vfzp//ryqVaumBg0aWF0OAAAuRQCEV7p89i/dvwAAb0MAhNc5c+aM5s6dK8mM/wMAwNsQAOF1fvzxR509e1a33HKLIiMjrS4HAACXIwDC60ybNk0S3b8AAO9FAIRXOXfunH744QdJzP4FAHgvAiC8yk8//aQzZ86ocuXKioqKsrocAAAsQQCEV2H2LwAABEB4kfPnz2vOnDmS6P4FAHg3AiC8xoIFC5SamqoKFSqoWbNmVpcDAIBlCIDwGpd3//r68j99AID34q8gvMKFCxc0e/ZsSXT/AgBAAIRXWLRokZKTk1WuXDlFR0dbXQ4AAJYiAMIrZHb/9ujRg+5fAIDX4y8hCry0tDTNmjVLEu/+BQBAIgDCCyxevFinTp1S6dKl1apVK6vLAQDAcgRAFHiXd//6+flZXA0AANYjAKJAu3TpkmbOnCmJ2b8AAGQiAKJAW7p0qU6ePKmSJUuqdevWVpcDAIBbIACiQJs2bZok6b777pO/v7/F1QAA4B4IgCiw0tPTNWPGDEl0/wIAcDkCIAqs5cuX68SJEwoPD1fbtm2tLgcAALdBAESBlTn7t3v37goICLC4GgAA3AcBEAVSenq6pk+fLonuXwAArkQARIEUHx+vY8eOqVixYrrrrrusLgcAALdCAESBlNn9261bNxUqVMjiagAAcC8EQBQ4GRkZWQGQ7l8AAK5GAESBs3r1ah05ckShoaFq37691eUAAOB2CIAocDJb/+69914VLlzY4moAAHA/BEAUKDabLSsA9urVy+JqAABwTwRAFChr167VwYMHFRISog4dOlhdDgAAbokAiAIls/WvS5cuCgoKsrgaAADcEwEQBcbl3b/M/gUA4PoIgCgwNmzYoH379ik4OFidOnWyuhwAANwWARAFxrRp0yRJnTt3VnBwsMXVAADgvgiAKBDo/gUAwH4EQBQImzdv1p49exQYGKh77rnH6nIAAHBrBEAUCJmtf/fcc49CQkIsrgYAAPdGAITHs9lsWeP/6P4FAODmCIDweNu2bdOuXbtUuHBhde7c2epyAABwewRAeLzM7t+OHTsqLCzM4moAAHB/BEB4vMzuX979CwCAfQiA8Gjbt2/Xb7/9poCAAHXt2tXqcgAA8AgEQHi0zO7fDh06qGjRohZXAwCAZyAAwqOx+DMAALlHAITH2rlzp7Zu3Sp/f39169bN6nIAAPAYBEB4rMzWv3bt2ql48eIWVwMAgOcgAMJj0f0LAEDeEADhkRISErRp0yb5+fmpe/fuVpcDAIBHIQDCI2W2/t15550qUaKExdUAAOBZCIDwSHT/AgCQdwRAeJy9e/dq/fr18vX1pfsXAIA8IADC40yfPl2S1KZNG5UuXdriagAA8DwEQHiczHf/0v0LAEDeEADhUfbv36+1a9fKx8dH9913n9XlAADgkQiA8CgzZsyQJN1+++0qW7asxdUAAOCZCIDwKJndv7169bK4EgAAPBcBEB7j0KFDWrVqlSSpR48eFlcDAIDnIgDCY2R2/7Zs2VLly5e3uBoAADwXARAeg8WfAQBwDAIgPMLRo0e1YsUKSVLPnj0trgYAAM9GAIRHmDFjhmw2m5o3b65KlSpZXQ4AAB6NAAiPQPcvAACOQwCE2zt+/LiWLVsmie5fAAAcgQAItzdz5kxlZGQoKipKVatWtbocAAA8HgEQbo/uXwAAHIsACLd24sQJLVmyRBLdvwAAOAoBEG5t9uzZSk9PV2RkpCIiIqwuBwCAAoEACLfGu38BAHA8AiDc1smTJ7Vo0SJJdP8CAOBIBEC4rTlz5ig9PV0NGjRQjRo1rC4HAIACgwAIt5XZ/cvsXwAAHIsACLd06tQpLVy4UBLj/wAAcDQCINzS999/r7S0NNWtW1e1atWyuhwAAAoUAiDcEos/AwDgPARAuJ3U1FQdP35ckZGReuihh6wuBwCAAsff6gKAK4WGhmrNmjVWlwEAQIFFCyAAAICXIQACAAB4GQIgAACAlyEAAgAAeBkCIAAAgJchAMJttGkjPfus+Vy1qjRmjOPu7eMjzZrluPsBAODJCIBwS+vWSU884bj7HT0qderkuPvlRlKS9PTTUs2aUnCwVLmy9MwzUnJyzvN27ZK6dZNKlpTCwqSWLaWff7amZgBAwUYAhFsqVcqEJUcpW1YqXNhx98uNI0fMNnq0tHWr9OWX0o8/So89lvO8zp2lS5ekxYul9eulhg2lLl2kY8esqBoAUJARAOGWruwC3rFDatVKCgyU6tSRFi7MXbfu5efu22d+nzpVuv12KShIiooyLXDr1klNmkghIdLdd0snTuS8z8SJUt26JkyWKycNGXLzZ9erJ02fLnXtKkVESHfeKY0cKX3/vQl8kvTHH1JCgvTSS1KDBlL16tK770pnz0q//mrfdwQAwF4EQLi9jAype3fTIrhmjTRhgvTKK/m/7xtvSK++Km3YIPn7Sw88IL3wgjR2rLR8ubRnj/T669nnf/KJ9NRTpmt661ZpzhypWrW8PTs52XTz+v/1Lp4SJaTataWvv5bOnDHB8NNPpTJlpMaN8/9dAQC4HK+Cg9ubP9+EsSVLTFeuZFrQ2rfP332HDZM6djSfhw41AXDRIjP2TjJdtF9+mX3+O+9Izz9vzs0UFZX75548Kb39tjRwYPY+Hx9pwQIzBjA0VPL1NeHvxx+lYsVy/wwAAG6EFkC4vZ07pUqVssOfJDVtmv/7NmiQ/blMGfOzfv2c+xITzefERDOO76678vfMlBQz1q9OHdMCmclmk558Uipd2rQ+rl1rwmCXLmYCCwAAjkQAhNuz2UwLmaMFBGR/zrz/lfsyMsznoKD8Py811YwrDAmRZs7M+azFi6UffpCmTDEtkI0aSR9/bJ771Vf5fzYAAJcjAMLt1aolHTggHT+evW/dOtfWEBpqJqYsWpS361NSpA4dpEKFzNjBwMCcx8+eNT99r/gv0tc3O4QCAOAojAGE22vf3sye7ddP+te/TEta5iQQZ7QMXs+bb0qDBplu2k6dTB0rV5o1/m4kNdWEv7NnpW+/NWEwJcUcK1VK8vOTWrSQihc33/H1103L32efSXv3mi5jAAAciRZAuD0/P7OEy+nTZtLFgAFm9q50dUuaM/XrZ5am+fhjsxRMly7S7t03v279ejN7eetWM2u4XLns7eBBc07JkmbCx+nTZpmYJk2kFSuk2bOl225z6tcCAHghH5vNZrvZSSkpKSpatKiSk5MVFhbmirpQwKSnp2vFihVq3bq1Q+63cqVZFzAhwbQO3siFCyYoLlggtWvnkMcDAOB2cpPX6AKGU508eVJffPGFPv74Y4WHh2vDhg15us/MmWbyRPXqJvQNHWomS9ws/KWkSDNmmLF0tWrl6dEAABQ4BEA4xYYNGzRu3Dj997//1fnz5yVJt9xyS57vl5pqFmk+eNB0l7ZrJ33wgTk2apTZriUqStq+XXrvPalixTw//oYmT865pt/lqlThTR4AAPdDFzAc5sKFC4qLi9P//d//adWqVVn7GzVqpCFDhuiBBx5QoBMG7SUlme1agoKkChUc/sgcUlNzzlC+XECACYEAADgbXcBwqUOHDunTTz/VhAkTlPjXyskBAQHq3bu3hgwZombNmsnHidN1w8PNZpXQULMBAOApCIDIE5vNpqVLl2rcuHGaNWuW0tPTJUkVKlTQoEGD9Pjjj6tM5us1AACAWyEAIldOnz6tb7/9VuPGjdOvlw1ua9OmjYYMGaJ7771XAZe/4gIAALgdAiDssnPnTn388cf68ssvlfLXKsbBwcF6+OGH9dRTT6levXoWVwgAAOxFAMR1paena+7cuRo3bpzmz5+ftb969ep66qmn1K9fPxUrVsy6AgEAQJ4QAHGVkydPauLEifr444+1b98+SZKPj4+6dOmiIUOGqF27dvK98qW1Dvb0009r5cqVuv322zV27FinPgsAAG/DMjDIcq21+8LDw/XYY49p8ODB+VrHL7d27typevXq6dKlS5o7d646derksmcDAOCJcpPXeBewl7t48aK+++47RUdHq3Hjxpo0aZLOnz+vyMhITZw4UYcOHdK//vUvl4Y/SapZs6aGDh0qSXr22Wd18eJFlz4fAICCjBZAL5W5dt9nn32m43+tYhwQEKBevXppyJAhat68uVPX7rNHcnKyatSoocTERI0ePVrPP/+8pfUAAODOcpPXCIBexGazadmyZRo3bpxmzpyZtXZf+fLls9buK1u2rMVV5jRx4kQ99thjCgsL065du1hbEACA66ALGDmcPn1an376qRo0aKA2bdooLi5O6enpat26taZNm6Z9+/bptddec7vwJ0n9+/dXkyZNlJKSopdfftnqcgAAKBBoASzAdu3apY8//liTJk3KsXbf3/72Nz311FOqX7++xRXaZ9WqVYqOjpaPj4/Wrl2rJk2aWF0SAABuhxZAL5aenq4ffvhBd999t2rWrKmxY8cqJSVF1atX15gxY3T48GGNHz/eY8KfJLVo0UIPPfSQbDabnnnmGdnxbxYAAHADtAAWENdbu69z584aMmSI2rdv7/S1+5zpyJEjqlGjhs6cOaNvvvlGDz30kNUlAQDgVmgB9CIbN27UY489pooVK+qFF17Qvn37VLx4cQ0bNkwJCQn6/vvv1bFjR48Of5KZqPLKK69Ikl588UWdPn3a4ooAAPBcnp0KvNTFixf13//+Vy1btlSjRo00ceJEnT9/Xg0bNtQXX3yhQ4cO6f3339ett95qdakO9dxzz+nWW2/VkSNHNGrUKKvLAQDAY9EF7EEOHz6sTz/9VBMmTMhau8/f3z9r7b4WLVpYvnafs82aNUv33XefChUqpO3btysiIsLqkgAAcAu5yWu8C9jN2Ww2LV++XOPGjdOMGTNyrN03cOBAPf744ypXrpzFVbpOt27d1K5dOy1cuFDDhg3TzJkzrS4JAACPQwugmzp9+rQmT56scePGadu2bVn777jjDg0ZMkTdu3dXQECAhRVaZ/v27WrQoIHS09O1YMECtWvXzuqSAACwHJNAPNju3bv13HPPqWLFiho0aJC2bdum4OBgDRw4UFu2bNHSpUvVq1cvrw1/klSnTh099dRTkqShQ4cqLS3N4ooAAPAstAC6gfT0dM2bN0/jxo3TTz/9lLW/WrVqeuqpp9S/f38VK1bMugLd0KlTp1S9enWdPHlSY8eO1TPPPGN1SQAAWIp3AXuIpKSkrLX79u7dK8ms3XfPPfdoyJAh6tChg8cv3+JMn376qQYNGqRixYpp165dKlWqlNUlAQBgGbqA3dzGjRs1YMAAVahQQcOHD9fevXtzrN2X+SYPwt+NDRgwQA0bNtSff/6p1157zepyAADwGLQAusjFixc1ffp0jRs3TvHx8Vn7GzZsqCFDhuiBBx5QcHCwhRV6puXLl+uOO+6Qj4+PNmzYoIYNG1pdEgAAlqAF0I0cPnxYb7zxhipXrqwHH3xQ8fHx8vf31wMPPKAVK1Zow4YNeuyxxwh/eXT77berT58+vCcYAIBcoAXQCa63dl+5cuU0aNAgr1u7z9kOHjyomjVr6ty5c5oyZYr69OljdUkAALgcLYAWOXPmjCZMmKDbbrtNrVu31rRp05Senq7bb79dsbGx2r9/v15//XXCn4NVqlRJL730kiRp+PDhOnv2rMUVAQDg3giADpCQkKC///3vqlChggYOHKitW7cqODhYTzzxhDZv3qxly5apd+/eXr12n7MNHz5cVapU0cGDB/Xee+9ZXQ4AAG6NLuA8Sk9P148//qhx48bpxx9/zNofERGRtXZf8eLFLazQ+8TFxalXr14KDAzUjh07VKVKFatLAgDAZegCdqKkpCSNHj1aNWrUUJcuXfTjjz/Kx8dHnTt31rx587Rr1y4999xzhD8L9OzZU23atNH58+c1bNgwq8sBAMBt0QJopx07dmjq1KmaN2+eLly4IEkKDQ1V9+7dFRMTo0qVKllcISRpy5YtioyMVEZGhhYvXqy2bdtaXRIAAC7Bm0Dg1Z566il9/PHHql+/vjZs2CB/f3+rSwIAwOnoAoZX+8c//qHixYtr69atmjBhgtXlAADgdgiAKHBKlCiht99+W5L02muvKSkpyeKKAABwLwRAFEgDBw5U/fr1lZSUpNdff93qcgAAcCsEQBRI/v7+Gjt2rCTpk08+0datWy2uCAAA90EARIHVtm1b9ezZUxkZGRo6dCjvCQYA4C9uHQDbtJGefdZ8rlpVGjPGcff28ZFmzXLc/eCeRo8ercDAQP3888+aMWOG1eUAAOAW3DoAXm7dOumJJxx3v6NHpU6dHHe/3EhKkp5+WqpZUwoOlipXlp55RkpOznnevfeaY4GBUrly0t/+Jh05Yk3Nnqpq1aoaPny4JOn555/XuXPnLK4IAADreUwALFXKhCVHKVtWKlzYcffLjSNHzDZ6tLR1q/Tll9KPP0qPPZbzvLZtpalTpZ07penTpT17pJgYS0r2aC+++KIqVqyo/fv3a/To0VaXAwCA5TwmAF7ZBbxjh9SqlWkdq1NHWrgwd926l5+7b5/5fepU6fbbpaAgKSpK2rXLtDw2aSKFhEh33y2dOJHzPhMnSnXrmjBZrpw0ZMjNn12vngl0XbtKERHSnXdKI0dK338vXbqUfd5zz0nNm0tVqkjR0dJLL0mrV0tpafZ9RxhFihTR+++/L0n65z//qYMHD1pcEQAA1vKYAHi5jAype3fTIrhmjTRhgvTKK/m/7xtvSK++Km3YIPn7Sw88IL3wgjR2rLR8uWmBu3xFkU8+kZ56ynRNb90qzZkjVauWt2cnJ0thYea515KUJE2ebIJgQEDenuHN+vTpo9tvv13nzp3TCy+8YHU5AABYyiMD4Pz5Jox9/bV0222mJXDkyPzfd9gwqWNHqXZtaehQEwRfe01q2VKKjDRdtD//nH3+O+9Izz9vzq1Rw7QaZk5ayY2TJ6W335YGDrz62IsvSkWKSCVKSAcOSLNn5/nreTUfHx+NHTtWPj4+mjJlipYvX251SQAAWMYjA+DOnVKlSmYcX6amTfN/3wYNsj+XKWN+1q+fc19iovmcmGjG8d11V/6emZIide5surHfeOPq48OHSxs3mtDr5yc9/LDEaiZ5ExkZqccff1yS9Mwzzyg9Pd3iigAAsIZHBkCbzYzZc7TLu1Yz73/lvowM8zkoKP/PS0014wpDQqSZM6/dtVuypGldbN9emjJFmjvXjANE3rzzzjsqWrSoNm3apC+++MLqcgAAsIRHBsBatUx36PHj2fvWrXNtDaGhZmLKokV5uz4lRerQQSpUyIwdDAy8+TWZLX8XLuTtmZBKlSqlt956S5L0yiuv6NSpUxZXBACA63lkAGzf3sye7ddP2rJFWrkyexKIM1oGr+fNN6UPPpA++kjavduMGfzPf25+XWqqCX9nzkhffGHC4LFjZsvslVy7Vho3Ttq0Sdq/34w9fPBB871btHDmtyr4nnzySdWpU0d//PFHVhgEAMCbeGQA9PMzS7icPm0mXgwYYGbvSva1pDlKv35maZqPPzZLwXTpYoLgzaxfb2Yvb91qZg2XK5e9Za5QEhQkzZhhxhjWrCk9+qhZPmbpUuvWLywoAgICNOavNYXGjRun7du3W1sQAAAu5mOz4wWpKSkpKlq0qJKTkxUWFuaKunJt5UozGzghwbSS3ciFCyYoLlggtWvnmvrgfrp3767Zs2erffv2+umnn+TjyuZjAAAcLDd5zSNbACUzaWLBArOI88KFZi2+li1vHv5SUqT//lfy9TVjCeG9PvjgAxUqVEgLFizQnDlzrC4HAACX8dgAmJoqPfmkCXH9+5uu4Mw18kaNMjNrr7V162bW1nvvPaliRefUNnny9Z9ft65znonci4iI0PPPPy9J+vvf/67z589bXBEAAK5RYLqAL5eUZLZrCQqSKlRw7vNTU3POUL5cQIB5tRvcQ2pqqmrWrKmjR49q1KhRGjFihNUlAQCQJ7nJawUyAAK58c033+jhhx9WkSJFtHPnTlVw9r8QAABwAq8YAwg4St++fdW8eXOdOXNGL730ktXlAADgdARAeD1fX1999NFHkqRvv/1Wq1atsrgiAACciwAISIqKitIjjzwiybwnOCPznX8AABRABEDgL6NGjVJoaKh++eUXffnll1aXAwCA0xAAgb+ULVtWr7/+uiRpxIgRSk5OtrgiAACcgwAIXOaZZ55RjRo1lJiYqLffftvqcgAAcAoCIHCZQoUK6d///rckaezYsdq5c6fFFQEA4HgEQOAK99xzj+655x5dunRJzz33nNXlAADgcARA4Br+/e9/KyAgQPPmzdPcuXOtLgcAAIciAALXUKNGDQ0dOlSS9Nxzz+nixYsWVwQAgOMQAIHreO2111SmTBnt2rUra6FoAAAKAgIgcB1hYWH65z//KUn6xz/+oWPHjllcEQAAjkEABG6gX79+ioqKUmpqql5++WWrywEAwCEIgMANXP6e4EmTJmndunUWVwQAQP4RAIGbaN68uf72t79J4j3BAICCgQAI2OHdd99VkSJFtHr1ak2ePNnqcgAAyBcCIGCH8uXL69VXX5Ukvfjii0pNTbW4IgAA8o4ACNjpueeeU0REhI4ePapRo0ZZXQ4AAHlGAATsVLhwYX344YeSpA8//FAJCQkWVwQAQN4QAIFc6Nq1qzp06KCLFy/q+eeft7ocAADyhAAI5IKPj4/GjBkjf39/zZkzR/Pnz7e6JAAAco0ACORS7dq1NWTIEEnSs88+q7S0NIsrAgAgdwiAQB688cYbKlWqlH777Tf93//9n9XlAACQKwRAIA+KFSumkSNHSpLefPNNnThxwuKKAACwHwEQyKNHH31UkZGRSk5O1iuvvGJ1OQAA2I0ACOSRn59f1nuCP//8c23YsMHiigAAsA8BEMiHVq1a6YEHHpDNZtMzzzwjm81mdUkAANwUARDIp3/9618KDg7WypUrNWXKFKvLAQDgpgiAQD5VrFhRI0aMkCQNHz5cZ86csbgiAABujAAIOMDzzz+vqlWr6vDhw3r33XetLgcAgBsiAAIOEBQUpA8++ECS9P7772vv3r0WVwQAwPURAAEHue+++3TnnXfqwoULGjZsmNXlAABwXQRAwEF8fHw0duxY+fn5acaMGVq8eLHVJQEAcE0EQMCB6tWrp8GDB0uShg4dqkuXLllcEQAAVyMAAg721ltvKTw8XNu2bdP48eOtLgcAgKsQAAEHCw8P19tvvy1Jev3113Xy5EmLKwIAICcCIOAETzzxhOrXr69Tp07ptddes7ocAAByIAACTuDv75/1nuBPP/1UmzdvtrgiAACyEQABJ2nTpo1iYmKUkZGhoUOH8p5gAIDbIAACTjR69GgFBgZq6dKliouLs7ocAAAkEQABp6pSpYpeeOEFSdKwYcN09uxZiysCAIAACDjdiy++qEqVKunAgQN6//33rS4HAAACIOBswcHBWcHvvffe04EDByyuCADg7QiAgAv07t1bd9xxh86dO6fhw4dbXQ4AwMsRAAEXyHxPsK+vr6ZOnar169dbXRIAwIsRAAEXadiwoR5//HFJYiwgAMBSBEDAhd555x0VK1ZMu3btsroUAIAXIwACLlSyZEm99dZbNz2vTRvp2WfN56pVpTFjHFeDj480a5bj7gcA8DwEQMDFBg8erFtvvdXu89etk554wnHPP3pU6tTJcffLjaQk6emnpZo1peBgqXJl6ZlnpOTk7HOWLDEh9VrbunXW1A0ABY2/1QUA3iYgICBXM4FLlXLs88uWdez9cuPIEbONHi3VqSPt3y8NGmT2Zb4oJTrahNTLvfaatHCh1KSJ62sGgIKIFkDAAs2aNbP73Cu7gHfskFq1kgIDTYhauDB33bqXn7tvn/l96lTp9tuloCApKkratcu0tjVpIoWESHffLZ04kfM+EydKdetKhQtL5cpJQ4bc/Nn16knTp0tdu0oREdKdd0ojR0rffy9dumTOKVTIhNTMrUQJac4c6dFHTa0AgPyjBRDwIBkZUvfuput0zRopNVV6/vn83/eNN0zIrFzZBK0HHpDCwqSxY01Xbe/e0uuvS598Ys7/5BPp73+X3n3XdCcnJ0srV+bt2cnJ5ln+1/l/ozlzpD/+kPr3z9v9AQBXIwACHmT+fGnPHjNOLrMrd+RIqX37/N132DCpY0fzeehQEwAXLZJatjT7HntM+vLL7PPfeccEz6FDs/dFReX+uSdPSm+/LQ0ceP1zvvjC1FapUu7vDwC4NgIg4EF27jRB6PJxfE2b5v++DRpkfy5TxvysXz/nvsRE8zkx0YzZu+uu/D0zJUXq3Nl0Y7/xxrXPOXRI+ukn00UNAHAcxgACHsRmc844uICA7M+Z979yX0aG+RwUlP/npaaacYUhIdLMmTmfdblJk8wYwHvvzf8zAQDZCICAB6lVSzpwQDp+PHufq5dGCQ01E1MWLcrb9SkpUocOZrLHnDlmMsu12GwmAD788PUDIgAgb+gCBjxI+/Zm9my/ftK//mVa0l55xRxz5QzZN980y7eULm0mgaSmmkkgTz994+tSU034O3tW+vZbEwZTUsyxUqUkP7/scxcvlvbuNeMPAQCORQAEPIifn1nCZcAAM+ni1lul9983y6pcryXNGfr1k86fl/79bzOBpGRJKSbm5tetX29mL0tStWo5j+3da1oWM33xhVkTsHZth5UNAPiLj81ms93spJSUFBUtWlTJyckKCwtzRV0A7LRypVkXMCHBtA7eyIULJiguWCC1a+ea+gAArpGbvEYLIOBhZs40kyeqVzehb+hQs1zLzcJfSoo0Y4bk62vGEgIAvBcBEPAwqanSCy9IBw+artd27aQPPjDHRo0y27VERUnbt0vvvSdVrOic2iZPvv6aflWqSL/+6pznAgByhy5goABJSjLbtQQFSRUqOPf5qak5ZyhfLiDAhEAAgHPQBQx4qfBws1klNNRsAAD3xjqAAAAAXoYACAAA4GUIgAAAAF6GAAgAAOBlCIAAAABehgAIAADgZQiAAAAAXoYACAAA4GUIgAAAAF6GAAgAAOBlCIAAAABehgAIAADgZQiAAAAAXoYACAAA4GUIgAAAAF6GAAgAAOBlCIAAAABehgAIAADgZQiAAAAAXsbfnpNsNpskKSUlxanFAAAAIG8yc1pmbrsRuwJgamqqJKlSpUr5KAsAAADOlpqaqqJFi97wHB+bHTExIyNDR44cUWhoqHx8fBxWIAAAABzDZrMpNTVV5cuXl6/vjUf52RUAAQAAUHAwCQQAAMDLEAABAAC8DAEQAADAyxAAAQAAvAwBEAAAwMsQAAEAALwMARAAAMDL/D86QSHYFLe0lgAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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" ] @@ -860,7 +863,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -897,9 +900,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "molecule A smiles: CCC(=O)Nc1cc(NC(=O)c2c(Cl)cccc2Cl)ccn1\n", - "molecule B smiles: CC(C)C(=O)Nc1cc(NC(=O)c2c(Cl)cccc2Cl)ccn1\n", - "map between molecule A and B: {0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8, 9: 9, 10: 10, 11: 11, 12: 12, 13: 13, 14: 14, 15: 15, 16: 16, 17: 17, 18: 18, 19: 19, 20: 20, 21: 21, 22: 22, 23: 23, 24: 24, 25: 30, 26: 25, 27: 26, 28: 29, 29: 27, 30: 28, 31: 34, 32: 35, 33: 36, 34: 37}\n" + "molecule A smiles: CC(=O)Nc1cc(NC(=O)c2c(Cl)cccc2Cl)ccn1\n", + "molecule B smiles: O=C(Nc1ccnc(NC(=O)C2CCCC2)c1)c1c(Cl)cccc1Cl\n", + "map between molecule A and B: {0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8, 9: 9, 10: 10, 11: 11, 12: 12, 13: 13, 14: 14, 15: 15, 16: 16, 17: 17, 18: 18, 19: 19, 20: 20, 21: 21, 22: 22, 23: 23, 28: 38, 29: 39, 30: 40, 31: 41}\n" ] } ], @@ -930,7 +933,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] @@ -959,7 +962,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] @@ -1103,7 +1106,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "" ] @@ -1252,7 +1255,9 @@ "In this case, we'll reduce the equilibration length to 0.01 * nanosecond\n", "and the production to 0.05 * nanosecond in order to reduce the costs of\n", "running this notebook (in practice, values of 1 and 5 nanoseconds,\n", - "respectively, would be most appropriate)." + "respectively, would be most appropriate).\n", + "\n", + "**Note: by default the settings use a solvent padding of 1.5 nm, this is appropriate for solvent simulations, but for complex simulations this leads to excess water being in the box, slowing down your simulation. To deal with this, we will create two sets of settings, and two sets of protocols, one for each leg of the transformations.**" ] }, { @@ -1265,17 +1270,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'early_termination_target_error': ,\n", - " 'equilibration_length': ,\n", + "{'early_termination_target_error': {'unit': 'kilocalorie_per_mole', 'val': 0.0},\n", + " 'equilibration_length': {'unit': 'nanosecond', 'val': 0.009999999999999998},\n", " 'minimization_steps': 5000,\n", " 'n_replicas': 11,\n", - " 'production_length': ,\n", - " 'real_time_analysis_interval': ,\n", - " 'real_time_analysis_minimum_time': ,\n", + " 'production_length': {'unit': 'nanosecond', 'val': 0.04999999999999999},\n", + " 'real_time_analysis_interval': {'unit': 'picosecond', 'val': 250.0},\n", + " 'real_time_analysis_minimum_time': {'unit': 'picosecond', 'val': 500.0},\n", " 'sampler_method': 'repex',\n", " 'sams_flatness_criteria': 'logZ-flatness',\n", " 'sams_gamma0': 1.0,\n", - " 'time_per_iteration': }\n" + " 'time_per_iteration': {'unit': 'picosecond', 'val': 2.5}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/gufe/settings/models.py:30: PydanticDeprecatedSince20: The `dict` method is deprecated; use `model_dump` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n", + " pprint.pprint(self.dict())\n" ] } ], @@ -1283,13 +1296,21 @@ "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", "from openff.units import unit\n", "\n", - "# Create the default settings\n", - "rbfe_settings = RelativeHybridTopologyProtocol.default_settings()\n", + "# Create the solvent settings\n", + "solvent_rbfe_settings = RelativeHybridTopologyProtocol.default_settings()\n", + "solvent_rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond # Reduce equilibration length to 10 picoseconds\n", + "solvent_rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond # Reduce prodution length to 50 picoseconds\n", + "solvent_rbfe_settings.engine_settings.compute_platform = None # default is to look for CUDA, none allows falling back to OpenCL or CPU\n", "\n", - "rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond # Reduce equilibration length to 10 picoseconds\n", - "rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond # Reduce prodution length to 50 picoseconds\n", + "# Create the complex settings\n", + "complex_rbfe_settings = RelativeHybridTopologyProtocol.default_settings()\n", + "complex_rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond # Reduce equilibration length to 10 picoseconds\n", + "complex_rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond # Reduce prodution length to 50 picoseconds\n", + "complex_rbfe_settings.solvation_settings.solvent_padding = 1 * unit.nanometer\n", + "complex_rbfe_settings.engine_settings.compute_platform = None # default is to look for CUDA, none allows falling back to OpenCL or CPU\n", "\n", - "rbfe_settings.simulation_settings" + "# For context, let's display the complex simulation settings!\n", + "complex_rbfe_settings.simulation_settings" ] }, { @@ -1301,9 +1322,11 @@ "source": [ "### Creating the RFE Protocol\n", "\n", - "With the Settings inspected and adjusted, we can provide these to the Protocol.\n", + "With the Settings inspected and adjusted, we can provide these to a Protocol.\n", "This Protocol defines the procedure to estimate a free energy difference between two chemical systems,\n", - "with the details of the two end states yet to be defined." + "with the details of the two end states yet to be defined.\n", + "\n", + "In this case, since we need to run both solvent and complex simulations with different settings, we will create two Protocols, one for each leg." ] }, { @@ -1315,9 +1338,13 @@ }, "outputs": [], "source": [ - "# Create RBFE Protocol class\n", - "rbfe_protocol = RelativeHybridTopologyProtocol(\n", - " settings=rbfe_settings\n", + "# Create RBFE Protocol classes\n", + "solvent_rbfe_protocol = RelativeHybridTopologyProtocol(\n", + " settings=solvent_rbfe_settings\n", + ")\n", + "\n", + "complex_rbfe_protocol = RelativeHybridTopologyProtocol(\n", + " settings=complex_rbfe_settings\n", ")" ] }, @@ -1359,14 +1386,14 @@ " stateA=ejm_31_complex,\n", " stateB=ejm_47_complex,\n", " mapping=ejm_31_to_ejm_47,\n", - " protocol=rbfe_protocol, # use protocol created above\n", + " protocol=complex_rbfe_protocol, # use complex protocol created above\n", " name=f\"{ejm_31_complex.name}_{ejm_47_complex.name}_complex\"\n", " )\n", "transformation_solvent = openfe.Transformation(\n", " stateA=ejm_31_solvent,\n", " stateB=ejm_47_solvent,\n", " mapping=ejm_31_to_ejm_47,\n", - " protocol=rbfe_protocol, # use protocol created above\n", + " protocol=solvent_rbfe_protocol, # use solvent protocol created above\n", " name=f\"{ejm_31_solvent.name}_{ejm_47_solvent.name}_solvent\"\n", " )" ] @@ -1445,8 +1472,7 @@ "base_uri": "https://localhost:8080/" }, "id": "981cde0c", - "outputId": "812389bc-3730-416b-8154-79e0e1fb4346", - "scrolled": true + "outputId": "812389bc-3730-416b-8154-79e0e1fb4346" }, "outputs": [ { @@ -1462,13 +1488,20 @@ "INFO:\tAdding forces\n", "INFO:\tHybrid system created\n", "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "/Users/users_name/miniforge3/envs/openfe_env/lib/python3.12/site-packages/mdtraj/core/topology.py:84: UserWarning: atom_indices are not monotonically increasing\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1018: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", + " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_old_atoms']))] = 0.25 # lig A\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1019: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", + " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['core_atoms']))] = 0.50 # core\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1020: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", + " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_new_atoms']))] = 0.75 # lig B\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/mdtraj/core/topology.py:97: UserWarning: atom_indices are not monotonically increasing\n", " warnings.warn(\"atom_indices are not monotonically increasing\")\n", - "/Users/users_name/miniforge3/envs/openfe_env/lib/python3.12/site-packages/openfe/protocols/openmm_rfe/_rfe_utils/compute.py:56: UserWarning: Non-GPU platform selected: CPU, this may significantly impact simulation performance\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_utils/omm_compute.py:76: UserWarning: Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n", " warnings.warn(wmsg)\n", - "WARNING:\tNon-GPU platform selected: CPU, this may significantly impact simulation performance\n", + "WARNING:\tNon-CUDA platform selected: CPU, this may significantly impact simulation performance\n", "INFO:\tCreating and setting up the sampler\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tAn online_analysis_interval that is not a multiple of the checkpoint_interval can lead to redundant information in the real time yaml file after recovering from checkpoints.\n" ] }, { @@ -1512,8 +1545,7 @@ "base_uri": "https://localhost:8080/" }, "id": "77accb06", - "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d", - "scrolled": true + "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d" }, "outputs": [ { @@ -1529,13 +1561,20 @@ "INFO:\tAdding forces\n", "INFO:\tHybrid system created\n", "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "/Users/users_name/miniforge3/envs/openfe_env/lib/python3.12/site-packages/mdtraj/core/topology.py:84: UserWarning: atom_indices are not monotonically increasing\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1018: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", + " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_old_atoms']))] = 0.25 # lig A\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1019: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", + " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['core_atoms']))] = 0.50 # core\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1020: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", + " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_new_atoms']))] = 0.75 # lig B\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/mdtraj/core/topology.py:97: UserWarning: atom_indices are not monotonically increasing\n", " warnings.warn(\"atom_indices are not monotonically increasing\")\n", - "/Users/users_name/miniforge3/envs/openfe_env/lib/python3.12/site-packages/openfe/protocols/openmm_rfe/_rfe_utils/compute.py:56: UserWarning: Non-GPU platform selected: CPU, this may significantly impact simulation performance\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_utils/omm_compute.py:76: UserWarning: Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n", " warnings.warn(wmsg)\n", - "WARNING:\tNon-GPU platform selected: CPU, this may significantly impact simulation performance\n", + "WARNING:\tNon-CUDA platform selected: CPU, this may significantly impact simulation performance\n", "INFO:\tCreating and setting up the sampler\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tAn online_analysis_interval that is not a multiple of the checkpoint_interval can lead to redundant information in the real time yaml file after recovering from checkpoints.\n" ] }, { @@ -1601,8 +1640,8 @@ "transformation_dir.mkdir(exist_ok=True)\n", "\n", "# then we write out the transformations\n", - "transformation_complex.dump(transformation_dir / f\"{transformation_complex.name}.json\")\n", - "transformation_solvent.dump(transformation_dir / f\"{transformation_solvent.name}.json\")" + "transformation_complex.to_json(transformation_dir / f\"{transformation_complex.name}.json\")\n", + "transformation_solvent.to_json(transformation_dir / f\"{transformation_solvent.name}.json\")" ] }, { @@ -1698,7 +1737,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fetching /Users/users_name/miniforge3/envs/openfe_env/lib/python3.12/site-packages/openfecli/tests/data/rbfe_results.tar.gz\n" + "Fetching /Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfecli/tests/data/rbfe_results.tar.gz\n" ] } ], @@ -1728,6 +1767,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "writing dg output to 'final_results.tsv'\n", "ligand\tDG(MLE) (kcal/mol)\tuncertainty (kcal/mol)\n", "lig_ejm_31\t-0.09\t0.05\n", "lig_ejm_42\t0.7\t0.1\n", @@ -1854,6 +1894,14 @@ "\n", "To learn more about the project, our team and how you can get involved, please visit our [Homepage](https://openfree.energy/) or get in touch at OpenFreeEnergy@omsf.io." ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6383b847-4270-43bb-9e17-4fdc0a1ecb5a", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1877,7 +1925,112 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.11.14" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "44015ed54a6f47d7947fb5d27c8e4ed2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": {} + }, + "73e8c79ac5724c09b52eb8ecb4f5cfd0": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "description_width": "" + } + }, + "7b8c1a6c173d4413952e292cfb7a69a5": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_e1a9200af97841a994ac223eccaa993c", + "style": "IPY_MODEL_a4b7a5020375491781da4b01f05d5edb", + "value": " 45/45 [00:00<00:00, 126.47it/s]" + } + }, + "9f9eaaac3a334054aa8d457e992a64c2": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "bar_style": "success", + "layout": "IPY_MODEL_44015ed54a6f47d7947fb5d27c8e4ed2", + "max": 45, + "style": "IPY_MODEL_73e8c79ac5724c09b52eb8ecb4f5cfd0", + "value": 45 + } + }, + "a4b7a5020375491781da4b01f05d5edb": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "a886854e697644ebb35ccc0dfa894323": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_b58368f0e2174d859b32afc556150734", + "style": "IPY_MODEL_c6fc3bd7fa0a42abbac6f39112a8d246", + "value": "Mapping: 100%" + } + }, + "b473b59f6e8b4d01873b886d46cd83f3": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_a886854e697644ebb35ccc0dfa894323", + "IPY_MODEL_9f9eaaac3a334054aa8d457e992a64c2", + "IPY_MODEL_7b8c1a6c173d4413952e292cfb7a69a5" + ], + "layout": "IPY_MODEL_c6dba2d9b7184e2785d2aebc8dc00909" + } + }, + "b58368f0e2174d859b32afc556150734": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": {} + }, + "c6dba2d9b7184e2785d2aebc8dc00909": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": {} + }, + "c6fc3bd7fa0a42abbac6f39112a8d246": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "e1a9200af97841a994ac223eccaa993c": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": {} + } + }, + "version_major": 2, + "version_minor": 0 + } } }, "nbformat": 4, From 2321251b6ca281f669c1ee7ad8d62de5ffedd0c7 Mon Sep 17 00:00:00 2001 From: Irfan Alibay Date: Thu, 23 Oct 2025 23:56:52 +0100 Subject: [PATCH 4/5] Update md notebook for v1.7 (#238) * Update md inputs for v1.7 * bumping colab version to 1.7.0, plus rerunning locally --------- Co-authored-by: Alyssa Travitz Co-authored-by: Alyssa Travitz <31974495+atravitz@users.noreply.github.com> --- openmm_md/plain_md.ipynb | 119 ++++++++++++++++++++++++++++----------- 1 file changed, 85 insertions(+), 34 deletions(-) diff --git a/openmm_md/plain_md.ipynb b/openmm_md/plain_md.ipynb index ffc5107..19e41f4 100644 --- a/openmm_md/plain_md.ipynb +++ b/openmm_md/plain_md.ipynb @@ -13,7 +13,9 @@ "id": "7266db2c-37e5-419a-9015-929ea1635d98", "metadata": {}, "source": [ - "In this notebook we run an MD simulation of benzene bound to T4-lysozyme L99A.![image](assets/t4lyso.png)" + "In this notebook we run an MD simulation of benzene bound to T4-lysozyme L99A.\n", + "\n", + "" ] }, { @@ -76,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "6559bc05", "metadata": {}, "outputs": [], @@ -87,12 +89,12 @@ "if \"COLAB_RELEASE_TAG\" in os.environ:\n", " !pip install -q condacolab\n", " import condacolab\n", - " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2025/OpenFEforge-1.5.0.dev0-Linux-x86_64.sh\")" + " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/openfe/releases/download/v1.7.0/OpenFEforge-1.7.0-Linux-x86_64.sh\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "eb1368ca", "metadata": {}, "outputs": [], @@ -134,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "20fc8142-c618-4d50-b903-5a04f6a34d5c", "metadata": {}, "outputs": [], @@ -186,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "b27e54cc-fd6a-4afc-ab22-4dde0561938c", "metadata": {}, "outputs": [], @@ -200,12 +202,13 @@ "# Setting the production length and checkpoint interval to 20 ps to match the trajectory write interval, so one frame will be written\n", "settings.simulation_settings.production_length = 0.02 * unit.nanosecond # setting the npt production length to 20 ps\n", "settings.output_settings.checkpoint_interval = 0.02 * unit.nanosecond # setting the checkpoint interval to 20 ps\n", - "settings.engine_settings.compute_platform = 'CPU' # running the simulation on the cpu" + "settings.engine_settings.compute_platform = 'CPU' # running the simulation on the cpu\n", + "settings.solvation_settings.solvent_padding = 1.0 * unit.nanometer # set the solvent padding to 1 nm to reduce the number of waters" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "b69668c9-2e74-421e-a9ea-b7f3bc6c6e5a", "metadata": {}, "outputs": [ @@ -220,18 +223,20 @@ " 'amber/tip3p_HFE_multivalent.xml',\n", " 'amber/phosaa10.xml'],\n", " 'hydrogen_mass': 3.0,\n", - " 'nonbonded_cutoff': ,\n", + " 'nonbonded_cutoff': {'unit': 'nanometer', 'val': 0.9},\n", " 'nonbonded_method': 'PME',\n", " 'rigid_water': True,\n", - " 'small_molecule_forcefield': 'openff-2.1.1'},\n", - " 'integrator_settings': {'barostat_frequency': ,\n", + " 'small_molecule_forcefield': 'openff-2.2.1'},\n", + " 'integrator_settings': {'barostat_frequency': {'unit': 'timestep',\n", + " 'val': 25.0},\n", " 'constraint_tolerance': 1e-06,\n", - " 'langevin_collision_rate': ,\n", + " 'langevin_collision_rate': {'unit': '1 / picosecond',\n", + " 'val': 1.0},\n", " 'n_restart_attempts': 20,\n", " 'reassign_velocities': False,\n", " 'remove_com': False,\n", - " 'timestep': },\n", - " 'output_settings': {'checkpoint_interval': ,\n", + " 'timestep': {'unit': 'femtosecond', 'val': 4.0}},\n", + " 'output_settings': {'checkpoint_interval': {'unit': 'nanosecond', 'val': 0.02},\n", " 'checkpoint_storage_filename': 'checkpoint.chk',\n", " 'equil_npt_structure': 'equil_npt.pdb',\n", " 'equil_nvt_structure': 'equil_nvt.pdb',\n", @@ -241,26 +246,38 @@ " 'output_indices': 'not water',\n", " 'preminimized_structure': 'system.pdb',\n", " 'production_trajectory_filename': 'simulation.xtc',\n", - " 'trajectory_write_interval': },\n", + " 'trajectory_write_interval': {'unit': 'picosecond',\n", + " 'val': 20.0}},\n", " 'partial_charge_settings': {'nagl_model': None,\n", " 'number_of_conformers': None,\n", " 'off_toolkit_backend': 'ambertools',\n", " 'partial_charge_method': 'am1bcc'},\n", " 'protocol_repeats': 1,\n", - " 'simulation_settings': {'equilibration_length': ,\n", - " 'equilibration_length_nvt': ,\n", + " 'simulation_settings': {'equilibration_length': {'unit': 'nanosecond',\n", + " 'val': 0.01},\n", + " 'equilibration_length_nvt': {'unit': 'nanosecond',\n", + " 'val': 0.01},\n", " 'minimization_steps': 5000,\n", - " 'production_length': },\n", - " 'solvation_settings': {'box_shape': 'cube',\n", + " 'production_length': {'unit': 'nanosecond',\n", + " 'val': 0.02}},\n", + " 'solvation_settings': {'box_shape': 'dodecahedron',\n", " 'box_size': None,\n", " 'box_vectors': None,\n", " 'number_of_solvent_molecules': None,\n", " 'solvent_model': 'tip3p',\n", - " 'solvent_padding': },\n", + " 'solvent_padding': {'unit': 'nanometer', 'val': 1.0}},\n", " 'thermo_settings': {'ph': None,\n", - " 'pressure': ,\n", + " 'pressure': {'unit': 'bar', 'val': 1},\n", " 'redox_potential': None,\n", - " 'temperature': }}\n" + " 'temperature': {'unit': 'kelvin', 'val': 298.15}}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/gufe/settings/models.py:30: PydanticDeprecatedSince20: The `dict` method is deprecated; use `model_dump` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n", + " pprint.pprint(self.dict())\n" ] } ], @@ -282,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "3b0f5a26-b23b-4ab2-9f1e-293d98ed5bcd", "metadata": {}, "outputs": [], @@ -303,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "987cceda-1253-417b-8cca-bc750ac0aa1e", "metadata": {}, "outputs": [], @@ -342,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "7689c7ba-39a2-49ea-b82b-e3b198354c5b", "metadata": {}, "outputs": [], @@ -353,7 +370,7 @@ "md_dir.mkdir(exist_ok=True)\n", "\n", "# then we write out the transformation\n", - "nontransformation.dump(md_dir / f\"{nontransformation.name}.json\")" + "nontransformation.to_json(md_dir / f\"{nontransformation.name}.json\")" ] }, { @@ -381,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "544d037d-3a53-4390-91b8-3104c00694f0", "metadata": { "editable": true, @@ -395,9 +412,36 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/hannahbaumann/miniforge3/envs/openfe_dev/lib/python3.12/site-packages/openfe/protocols/openmm_utils/omm_compute.py:76: UserWarning: Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n", + "INFO:openfe.utils.system_probe.log:SYSTEM CONFIG DETAILS:\n", + "INFO:openfe.utils.system_probe.log.hostname:hostname: 'Alyssas-Macbook-Pro.local'\n", + "INFO:openfe.utils.system_probe.log.gpu:CUDA-based GPU not found\n", + "INFO:openfe.utils.system_probe.log:Memory used: 20.7G (63.6%)\n", + "INFO:openfe.utils.system_probe.log:scratch_PlainMDProtocolUnit-52e66ff618014bb3877c15dc0d137171_attempt_0: 43% full (530.3G free)\n", + "INFO:gufekey.openfe.protocols.openmm_md.plain_md_methods.PlainMDProtocolUnit:Creating system\n", + "INFO:openmmforcefields.generators.template_generators:Requested to generate parameters for residue \n", + "INFO:openmmforcefields.generators.template_generators:Generating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.2.1\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 0\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 1\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 2\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 3\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 4\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 5\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 6\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 7\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 8\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 9\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 10\n", + "INFO:openff.interchange.smirnoff._nonbonded:Preset charges applied to atom index 11\n", + "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_utils/omm_compute.py:76: UserWarning: Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n", " warnings.warn(wmsg)\n", - "WARNING:root:Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n" + "WARNING:root:Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n", + "INFO:openfe.protocols.openmm_md.plain_md_methods:minimizing systems\n", + "INFO:openfe.protocols.openmm_md.plain_md_methods:Running NVT equilibration\n", + "INFO:openfe.protocols.openmm_md.plain_md_methods:Completed NVT equilibration in 19.77936577796936 seconds\n", + "INFO:openfe.protocols.openmm_md.plain_md_methods:Running NPT equilibration\n", + "INFO:openfe.protocols.openmm_md.plain_md_methods:Completed NPT equilibration in 22.49833083152771 seconds\n", + "INFO:openfe.protocols.openmm_md.plain_md_methods:running production phase\n", + "INFO:openfe.protocols.openmm_md.plain_md_methods:Completed simulation in 45.916950941085815 seconds\n" ] } ], @@ -430,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "16fbf816-8d3d-4121-ab0e-5cd7741788d6", "metadata": {}, "outputs": [ @@ -438,13 +482,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "checkpoint.chk equil_npt.pdb minimized.pdb simulation.xtc\n", - "db.json equil_nvt.pdb simulation.log system.pdb\n" + "ls: shared_PlainMDProtocolUnit-6b85013e6cb94120baf447540650643b_attempt_0/: No such file or directory\n" ] } ], "source": [ - "!ls shared_PlainMDProtocolUnit-256e9093d8f3443b9949b95e7ddbb64e_attempt_0/" + "!ls shared_PlainMDProtocolUnit-6b85013e6cb94120baf447540650643b_attempt_0/" ] }, { @@ -455,6 +498,14 @@ "### Performance consideration for gas phase MD simulations\n", "For gas phase MD simulations, we suggest setting `OPENMM_CPU_THREADS` to `1` to obtain good performance." ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7f8de97-95b6-4c83-b5ef-17fae1614557", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -473,7 +524,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.8" + "version": "3.11.14" }, "widgets": { "application/vnd.jupyter.widget-state+json": { From 7ab76adef0394a40bccb4aca0fa278efcc6b40e3 Mon Sep 17 00:00:00 2001 From: Irfan Alibay Date: Thu, 23 Oct 2025 23:58:05 +0100 Subject: [PATCH 5/5] Update the tutorial notebooks for v1.7 (#239) * update the tutorial notebooks * rerunning without warnings --------- Co-authored-by: Alyssa Travitz Co-authored-by: Alyssa Travitz 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relative binding free energy (RBFE) 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-rbfe-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. This tutorial provides a step-by-step Python guide to reproducing the setup done in the CLI tutorial, highlighting areas where the Python interface enables customization." - ] - }, - { - "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 ligands\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." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "41cf8be7", - "metadata": {}, - "outputs": [], - "source": [ - "from rdkit import Chem\n", - "supp = Chem.SDMolSupplier(\"tyk2_ligands.sdf\", removeHs=False)\n", - "ligands = [openfe.SmallMoleculeComponent.from_rdkit(mol) for mol in supp]" - ] - }, - { - "cell_type": "markdown", - "id": "8e5de19a", - "metadata": {}, - "source": [ - "## Charging the ligands\n", - "\n", - "It is recommended to use a single set of charges for each ligand to ensure reproducibility between repeats or consistent charges between different legs of a calculation involving the same ligand, like a relative binding affinity calculation for example. \n", - "\n", - "Here we will use some utility functions from OpenFE which can assign partial charges to a series of molecules with a variety of methods which can be configured via the `OpenFFPartialChargeSettings` class. In this example \n", - "we will charge the ligands using the `am1bcc` method from `ambertools` which is the default charge scheme used by OpenFE." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5219106c", - "metadata": {}, - "outputs": [], - "source": [ - "from openfe.protocols.openmm_utils.omm_settings import OpenFFPartialChargeSettings\n", - "from openfe.protocols.openmm_utils.charge_generation import bulk_assign_partial_charges\n", - "\n", - "charge_settings = OpenFFPartialChargeSettings(partial_charge_method=\"am1bcc\", off_toolkit_backend=\"ambertools\")\n", - "\n", - "charged_ligands = bulk_assign_partial_charges(\n", - " molecules=ligands,\n", - " overwrite=False, \n", - " method=charge_settings.partial_charge_method,\n", - " toolkit_backend=charge_settings.off_toolkit_backend,\n", - " generate_n_conformers=charge_settings.number_of_conformers,\n", - " nagl_model=charge_settings.nagl_model,\n", - " processors=1\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "6963be83", - "metadata": {}, - "source": [ - "## Creating the `LigandNetwork`\n", - "\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 (higher 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." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "5a3cf244", - "metadata": {}, - "outputs": [], - "source": [ - "mapper = openfe.LomapAtomMapper(max3d=1.0, element_change=False)\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=charged_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", - "mapping = next(iter(ligand_network.edges))\n", - "mapping" - ] - }, - { - "cell_type": "markdown", - "id": "dd0c96d7", - "metadata": {}, - "source": [ - "To get the score for this mapping, we inspect its `annotations` attribute. Arbitrary annotations can be added when a mapping is created, although our network generator only includes the score." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "6b7492d7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'score': 0.33287108369807955}" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# higher score is better\n", - "mapping.annotations" - ] - }, - { - "cell_type": "markdown", - "id": "30b276b6", - "metadata": {}, - "source": [ - "You can output the ligand network to the same `graphml` format as we saw in the CLI tutorial with the following:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "2263838f", - "metadata": {}, - "outputs": [], - "source": [ - "with open(\"ligand_network.graphml\", mode='w') as f:\n", - " f.write(ligand_network.to_graphml())" - ] - }, - { - "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 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 the complex 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." - ] - }, - { - "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`, which describes all the particles in the simulation." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "9d2fbc22", - "metadata": {}, - "outputs": [], - "source": [ - "# defaults are water with NaCl at 0.15 M\n", - "solvent = openfe.SolventComponent()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "3f1706ee", - "metadata": {}, - "outputs": [], - "source": [ - "protein = openfe.ProteinComponent.from_pdb_file(\"./tyk2_protein.pdb\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "710285ca", - "metadata": {}, - "outputs": [], - "source": [ - "systemA = openfe.ChemicalSystem({\n", - " 'ligand': mapping.componentA,\n", - " 'solvent': solvent,\n", - " 'protein': protein\n", - "})\n", - "systemB = openfe.ChemicalSystem({\n", - " 'ligand': mapping.componentB,\n", - " 'solvent': solvent,\n", - " 'protein': protein \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`." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "3f394a0d", - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol" - ] - }, - { - "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": 13, - "id": "fb839094", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "298.15 kelvin" - ], - "text/latex": [ - "$298.15\\ \\mathrm{kelvin}$" - ], - "text/plain": [ - "298.15 " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "settings = RelativeHybridTopologyProtocol.default_settings()\n", - "settings.thermo_settings.temperature # display default value" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "e83630f0", - "metadata": {}, - "outputs": [], - "source": [ - "from openff.units import unit\n", - "\n", - "# change the value\n", - "settings.thermo_settings.temperature = 310.0 * 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": 15, - "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": 16, - "id": "44ba94ca", - "metadata": {}, - "outputs": [], - "source": [ - "transformation = openfe.Transformation(\n", - " systemA,\n", - " systemB,\n", - " protocol,\n", - " mapping={'ligand': mapping},\n", - ")" - ] - }, - { - "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", - "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 over all the mappings, and then loop over the legs. In that inner loop, we'll make each transformation." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "66666a80", - "metadata": {}, - "outputs": [], - "source": [ - "transformations = []\n", - "for mapping in ligand_network.edges:\n", - " for leg in ['solvent', 'complex']:\n", - " # use the solvent and protein created above\n", - " sysA_dict = {'ligand': mapping.componentA,\n", - " 'solvent': solvent}\n", - " sysB_dict = {'ligand': mapping.componentB,\n", - " 'solvent': solvent}\n", - " \n", - " if leg == 'complex':\n", - " sysA_dict['protein'] = protein\n", - " sysB_dict['protein'] = protein\n", - " \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", - " prefix = \"rbfe_\" # prefix is only to exactly reproduce CLI\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\"{prefix}{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": 18, - "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": 19, - "id": "b96b57a9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rbfe_lig_ejm_31_complex_lig_ejm_42_complex.json\n", - "rbfe_lig_ejm_31_complex_lig_ejm_46_complex.json\n", - "rbfe_lig_ejm_31_complex_lig_ejm_47_complex.json\n", - "rbfe_lig_ejm_31_complex_lig_ejm_48_complex.json\n", - "rbfe_lig_ejm_31_complex_lig_ejm_50_complex.json\n", - "rbfe_lig_ejm_31_solvent_lig_ejm_42_solvent.json\n", - "rbfe_lig_ejm_31_solvent_lig_ejm_46_solvent.json\n", - "rbfe_lig_ejm_31_solvent_lig_ejm_47_solvent.json\n", - "rbfe_lig_ejm_31_solvent_lig_ejm_48_solvent.json\n", - "rbfe_lig_ejm_31_solvent_lig_ejm_50_solvent.json\n", - "rbfe_lig_ejm_42_complex_lig_ejm_43_complex.json\n", - "rbfe_lig_ejm_42_solvent_lig_ejm_43_solvent.json\n", - "rbfe_lig_ejm_46_complex_lig_jmc_23_complex.json\n", - "rbfe_lig_ejm_46_complex_lig_jmc_27_complex.json\n", - "rbfe_lig_ejm_46_complex_lig_jmc_28_complex.json\n", - "rbfe_lig_ejm_46_solvent_lig_jmc_23_solvent.json\n", - "rbfe_lig_ejm_46_solvent_lig_jmc_27_solvent.json\n", - "rbfe_lig_ejm_46_solvent_lig_jmc_28_solvent.json\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. These files are identical to what were created in setup stage of the CLI tutorial; for details on running them, follow from the section on running simulations in the CLI tutorial" - ] - } - ], - "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": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/rbfe_tutorial/python_tutorial.ipynb b/rbfe_tutorial/python_tutorial.ipynb new file mode 120000 index 0000000..4902ef9 --- /dev/null +++ b/rbfe_tutorial/python_tutorial.ipynb @@ -0,0 +1 @@ +rbfe_python_tutorial.ipynb \ No newline at end of file diff --git a/rbfe_tutorial/rbfe_python_tutorial.ipynb b/rbfe_tutorial/rbfe_python_tutorial.ipynb index d0abb6a..5bbd5d3 100644 --- a/rbfe_tutorial/rbfe_python_tutorial.ipynb +++ b/rbfe_tutorial/rbfe_python_tutorial.ipynb @@ -62,10 +62,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "5219106c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Generating charges: 100%|███████████████████████| 10/10 [02:59<00:00, 17.95s/it]\n" + ] + } + ], "source": [ "from openfe.protocols.openmm_utils.omm_settings import OpenFFPartialChargeSettings\n", "from openfe.protocols.openmm_utils.charge_generation import bulk_assign_partial_charges\n", @@ -103,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "5a3cf244", "metadata": {}, "outputs": [], @@ -123,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "f6e7bce5", "metadata": {}, "outputs": [], @@ -145,18 +153,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "e6ca6131", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -176,13 +184,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "c55cbcac", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "" ] @@ -207,17 +215,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "6b7492d7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'score': 0.33287108369807955}" + "{'score': 0.9048374180359595}" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -237,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "2263838f", "metadata": {}, "outputs": [], @@ -274,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "9d2fbc22", "metadata": {}, "outputs": [], @@ -285,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "3f1706ee", "metadata": {}, "outputs": [], @@ -295,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "710285ca", "metadata": {}, "outputs": [], @@ -324,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "3f394a0d", "metadata": { "scrolled": true @@ -344,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "fb839094", "metadata": {}, "outputs": [ @@ -357,10 +365,10 @@ "$298.15\\ \\mathrm{kelvin}$" ], "text/plain": [ - "298.15 " + "" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -372,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "e83630f0", "metadata": {}, "outputs": [], @@ -388,18 +396,23 @@ "id": "56658a3a", "metadata": {}, "source": [ - "We'll use the default settings for the protocol we'll use later, to match the behavior of the CLI." + "We use the default settings with an adapted solvent padding for the complex phase to avoid adding too many waters." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "7adf42d6", "metadata": {}, "outputs": [], "source": [ - "default_settings = RelativeHybridTopologyProtocol.default_settings()\n", - "protocol = RelativeHybridTopologyProtocol(default_settings)" + "# Create a protocol for the solvent legs using default settings\n", + "solvent_protocol = RelativeHybridTopologyProtocol(RelativeHybridTopologyProtocol.default_settings())\n", + "\n", + "# Create a prrotocol for the complex legs with a reduced solvent padding\n", + "complex_settings = RelativeHybridTopologyProtocol.default_settings()\n", + "complex_settings.solvation_settings.solvent_padding = 1 * unit.nanometer\n", + "complex_protocol = RelativeHybridTopologyProtocol(complex_settings)" ] }, { @@ -414,16 +427,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "44ba94ca", "metadata": {}, "outputs": [], "source": [ + "# Here we assume we are creating a transformation for a complex leg\n", "transformation = openfe.Transformation(\n", " systemA,\n", " systemB,\n", - " protocol,\n", - " mapping={'ligand': mapping},\n", + " complex_protocol,\n", + " mapping=mapping,\n", ")" ] }, @@ -435,7 +449,7 @@ "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`" + "- a description of the exact computational algorithm to use to perform the estimate in `complex_protocol`" ] }, { @@ -450,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "66666a80", "metadata": {}, "outputs": [], @@ -465,8 +479,14 @@ " 'solvent': solvent}\n", " \n", " if leg == 'complex':\n", + " # If this is a complex transformation we use the complex protocol\n", + " # and add in the protein to the chemical states\n", + " protocol = complex_protocol\n", " sysA_dict['protein'] = protein\n", " sysB_dict['protein'] = protein\n", + " else:\n", + " # If this is a solvent transformation we just use the solvent protocol\n", + " protocol = solvent_protocol\n", " \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", @@ -477,7 +497,7 @@ " transformation = openfe.Transformation(\n", " stateA=sysA,\n", " stateB=sysB,\n", - " mapping={'ligand': mapping},\n", + " mapping=mapping,\n", " protocol=protocol, # use protocol created above\n", " name=f\"{prefix}{sysA.name}_{sysB.name}\"\n", " )\n", @@ -498,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "d6cebd9a", "metadata": {}, "outputs": [], @@ -510,12 +530,12 @@ "\n", "# then we write out each transformation\n", "for transformation in network.edges:\n", - " transformation.dump(transformation_dir / f\"{transformation.name}.json\")" + " transformation.to_json(transformation_dir / f\"{transformation.name}.json\")" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "b96b57a9", "metadata": {}, "outputs": [ @@ -573,7 +593,112 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.14" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "030a9a234df04a2d8585393a38bc75ad": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "bar_style": "success", + "layout": "IPY_MODEL_e85c46b9e6cd4b4aa6721d42d95f43ae", + "max": 45, + "style": "IPY_MODEL_f88d8e81d56d42a597caa294df13b463", + "value": 45 + } + }, + "10e8431bce284e53adcc12f212cc9d70": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "description_width": "", + "font_size": null, + "text_color": null + } + }, + 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