diff --git a/demo/aldp.ipynb b/demo/aldp.ipynb new file mode 100644 index 0000000..71aecb2 --- /dev/null +++ b/demo/aldp.ipynb @@ -0,0 +1,280 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Alanine dipeptide: Using the model trained with FAB including a replay buffer" + ], + "metadata": { + "collapsed": false + }, + "id": "f068efcce1dbaf59" + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a7b0c8ad", + "metadata": { + "ExecuteTime": { + "end_time": "2024-01-26T17:01:42.594011697Z", + "start_time": "2024-01-26T17:01:37.908308867Z" + } + }, + "outputs": [], + "source": [ + "# Import packages\n", + "import urllib\n", + "\n", + "import torch\n", + "import numpy as np\n", + "import mdtraj\n", + "\n", + "from tqdm import tqdm\n", + "from matplotlib import pyplot as plt\n", + "\n", + "from fab.utils.training import load_config\n", + "from experiments.make_flow.make_aldp_model import make_aldp_model\n", + "\n", + "from openmmtools.testsystems import AlanineDipeptideVacuum" + ] + }, + { + "cell_type": "code", + "outputs": [], + "source": [ + "# Set precision\n", + "torch.set_default_dtype(torch.float64)\n", + "\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:01:44.450207787Z", + "start_time": "2024-01-26T17:01:44.439786285Z" + } + }, + "id": "8b882b2b92a75899", + "execution_count": 2 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "('config.yaml', )" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Download config from Hugging Face\n", + "urllib.request.urlretrieve('https://huggingface.co/VincentStimper/fab/resolve/main/aldp/config.yaml', 'config.yaml')" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:01:44.632702250Z", + "start_time": "2024-01-26T17:01:44.441090404Z" + } + }, + "id": "c1e19aede303d50e", + "execution_count": 3 + }, + { + "cell_type": "code", + "outputs": [], + "source": [ + "# Load config and adapt path to \n", + "config = load_config('config.yaml')\n", + "\n", + "config['data']['transform'] = '../' + config['data']['transform']" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:01:44.636434508Z", + "start_time": "2024-01-26T17:01:44.628242436Z" + } + }, + "id": "3fc26b6acfdce425", + "execution_count": 4 + }, + { + "cell_type": "code", + "outputs": [], + "source": [ + "# Create model from config\n", + "model = make_aldp_model(config, device)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:01:44.883956731Z", + "start_time": "2024-01-26T17:01:44.636026351Z" + } + }, + "id": "aea4aba01583fd7b", + "execution_count": 5 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "('model.pt', )" + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Download model from Hugging Face\n", + "urllib.request.urlretrieve('https://huggingface.co/VincentStimper/fab/resolve/main/aldp/model.pt', 'model.pt')" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:01:45.529464199Z", + "start_time": "2024-01-26T17:01:44.893745450Z" + } + }, + "id": "f802aa89ef3a76ff", + "execution_count": 6 + }, + { + "cell_type": "code", + "outputs": [], + "source": [ + "# Load model weights\n", + "model.load('model.pt', map_location=device)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:01:45.564693805Z", + "start_time": "2024-01-26T17:01:45.526622626Z" + } + }, + "id": "ee8d147bd79deefb", + "execution_count": 7 + }, + { + "cell_type": "code", + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [01:58<00:00, 8.44it/s]\n" + ] + } + ], + "source": [ + "# Generate model samples\n", + "batch_size = 100\n", + "n_batches = 1000\n", + "\n", + "x_list = []\n", + "\n", + "with torch.no_grad():\n", + " for _ in tqdm(range(n_batches)):\n", + " # Generate samples in internal coordinates\n", + " z = model.flow.sample((batch_size,))\n", + " # Transform samples to Cartesian coordinates\n", + " x, _ = model.target_distribution.coordinate_transform(z)\n", + " x_list.append(x.cpu().numpy())\n", + "\n", + "x = np.concatenate(x_list)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:03:44.058286702Z", + "start_time": "2024-01-26T17:01:45.565284637Z" + } + }, + "id": "b6b09e8c4ec160ed", + "execution_count": 8 + }, + { + "cell_type": "code", + "outputs": [], + "source": [ + "# Get dihedral angles phi and psi for Ramachandran plot\n", + "aldp = AlanineDipeptideVacuum()\n", + "topology = mdtraj.Topology.from_openmm(aldp.topology)\n", + "traj = mdtraj.Trajectory(x.reshape(-1, 22, 3), topology)\n", + "\n", + "phi = mdtraj.compute_phi(traj)[1].reshape(-1)\n", + "psi = mdtraj.compute_psi(traj)[1].reshape(-1)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:03:44.106214544Z", + "start_time": "2024-01-26T17:03:44.058025851Z" + } + }, + "id": "234855e49ebb54ea", + "execution_count": 9 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Ramachandran plot\n", + "plt.figure(figsize=(8, 8))\n", + "plt.plot(phi, psi, '.', alpha=0.1)\n", + "plt.xlim([-np.pi, np.pi])\n", + "plt.ylim([-np.pi, np.pi])\n", + "plt.gca().set_box_aspect(1)\n", + "plt.show()" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-01-26T17:03:44.269311099Z", + "start_time": "2024-01-26T17:03:44.106050360Z" + } + }, + "id": "daa3c59a253da4db", + "execution_count": 10 + } + ], + "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": "3.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}