{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Deep-TICA: Neural network basis functions for TICA" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Reference paper: _Bonati, Piccini and Parrinello, [PNAS](https://www.pnas.org/doi/10.1073/pnas.2113533118) (2020)_ [[arXiv]](https://arxiv.org/abs/2107.03943).\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/luigibonati/mlcolvar/blob/main/docs/notebooks/tutorials/cvs_DeepTICA.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Variational Approach to Conformation Dynamics (VAC)**\n", "\n", "In the framework of the Variational Approach to Conformation Dynamics (VAC), we can relate the eigenfunctions of the transfer operator (which evolves the probability density towards Boltzmann distribution) to the modes that relax more slowly towards the equilibrium. In a rare event scenario, these eigenfunctions are thus connected to the rare transitions between long-lived metastable states. To search for them, we can resort to a variational principle which tells us that these functions are characterized by the highest autocorrelation. Thus, they can be found with a statistical method:\n", "\n", "**Time-lagged indipendent component analysis (TICA)**.\n", "\n", "TICA is a dimensionality reduction method that projects input features into orthogonal linear combinations that are maximally autocorrelated. Consequently, it can be used to find the directions along which the system relaxes most slowly. In a rare event scenario, these slow modes are related to the rare transitions between long-lived metastable states. It has also been shown that the independent components approximate the eigenfunctions of the transfer operator. This operator is responsible for the evolution of the probability density toward the Boltzmann distribution, and its eigenfunctions represent the slow modes that must be accelerated to speed up the convergence.\n", "\n", "For a given lag time $\\tau$, we can construct the time-lagged covariance matrix from the mean-free features $\\mathbf{\\delta x}$ as:\n", "$$ \\mathbf{C}_\\tau = \\mathbb{E}[(\\mathbf{\\delta x}_t)\\ (\\mathbf{\\delta x}_{t+\\tau})^T]$$\n", " as well as the covariance matrix $\\mathbf{C}_0=\\mathbf{C}$ from Eq.~\\ref{eq:covariance}. Here we denote the data also with the time information: $\\mathbf{x}_t = \\mathbf{x}(\\mathbf{R}(t))$. Then the independent components are obtained from the solution of the following generalized eigenvalue problem: \n", "$$\\mathbf{C}_\\tau\\mathbf{v}_i = \\mathbf{C}_0\\lambda_i^{(tica)} \\mathbf{v}_i$$\n", "where the eigenvalues $\\lambda_i^{(tica)}$ measure the autocorrelation of the $\\mathbf{v}_i$ component which can be also related to an implied time scale $t_i = -\\tau / \\ln{\\lambda_i^{(tica)}}$.\n", "\n", "**Neural network basis functions for TICA**\n", "\n", "Similarly to Deep-LDA, we can consider a nonlinear generalization by first applying a neural network to the inputs and then projecting along the TICA components. This corresponds to using NNs as basis functions for the variational principle of the transfer operator. In fact, the longer the autocorrelation of the variables, the more accurately they represent its eigenfunctions. For this purpose, similar architectures have been proposed. In the Variational Approach for Markov processes (VAMP) framework this was used as input for building Markov State Models, whereas in the state-free reversible VAMPnets (SRV) it was used for CVs discovery. Finally, the Deep-TICA method has extended it also to extract CVs from biased simulations.\n", "\n", "In all these methods, the dataset is composed of pairs of time-lagged configurations $\\{\\mathbf{ x}_{t},\\mathbf{ x}_{t+\\tau}\\}$ which are transformed by a NN into a space of nonlinear basis functions $\\{\\mathbf{f}(\\mathbf{ x}_{t}),\\mathbf{f}(\\mathbf{ x}_{t+\\tau})\\}$. The parameters of the network are then optimized to maximize the TICA eigenvalues. Typically the sum of squares (which correspond also to the so-called VAMP-2 score) is used in place of eq.~\\ref{eq:loss-autocorr}, but any monotonic function could be in principle used (e.g. the sum of implied timescales).\n", "$$\\mathcal{L}_{DeepTICA}=- \\sum_{i} (\\lambda_i^{(tica)})^2$$" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Extract the CVs from biased simulations**\n", "\n", "
\n", "\n", "These methods have been widely exploited to analyze long trajectories of biomolecular systems, made available for example by ad-hoc built computers. However, the main problem in the use of these methods is the need for data on the long-time dynamics of the system, which are rarely available. To overcome this obstacle, we can follow a two-step approach. A first exploratory enhanced sampling simulation is performed. This step does not necessarily require the use of a CV-based method and does not even need to be fully converged. It only needs to report on the transition pathways. Then, these enhanced sampling simulations are analyzed and their slow modes are extracted. \n", "\n", "To apply these methods not only to unbiased simulations but also to enhanced sampling we need to reweight the trajectory to account for the presence of the bias potential. This leads to considering an instantaneous acceleration of the timescales due to the bias potential. Note however that this requires some care from a numerical perspective, as we need to compute the correlation functions of an *exponentially* unevenly spaced time series.\n", "\n", "An important point to note is the following: even when performing such reweighting, what we will learn are the slow modes of the biased dynamics towards the Boltzmann distribution. These might differ from the one of an unbiased simulation. For instance, if a variable has been accelerated by the addition of bias potential, the signal of such variable in the slow modes might be weaker. For these reasons, we recommend biasing these slow modes in addition to the previous bias potential. This can be also achieved by using a static bias obtained at the end of the first simulation, without the need of optimizing a multi-dimensional bias." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Colab setup\n", "import os\n", "\n", "if os.getenv(\"COLAB_RELEASE_TAG\"):\n", " import subprocess\n", " subprocess.run('wget https://raw.githubusercontent.com/luigibonati/mlcolvar/main/colab_setup.sh', shell=True)\n", " cmd = subprocess.run('bash colab_setup.sh TUTORIAL', shell=True, stdout=subprocess.PIPE)\n", " print(cmd.stdout.decode('utf-8'))\n", " \n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# IMPORT HELPER FUNCTIONS\n", "from mlcolvar.utils.plot import muller_brown_potential, plot_isolines_2D, plot_metrics\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In the first example we cover the unbiased case on Muller-Brown potential simulated at high temperature, while in the second we will examine a biased case in which the transitions are powered by an OPES ,multithermal simulation with alanine dipeptide. " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Muller-Brown potential (high-T)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lbonati@iit.local/work/code/mlcolvar120/mlcolvar/utils/timelagged.py:140: UserWarning: Monitoring the progress for the search of time-lagged configurations with a progress_bar requires `tqdm`.\n", " warnings.warn(\n", "/home/lbonati@iit.local/work/code/mlcolvar120/mlcolvar/utils/timelagged.py:186: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at ../torch/csrc/utils/tensor_new.cpp:275.)\n", " x_t = torch.stack(x_t) if type(x) == torch.Tensor else torch.Tensor(x_t)\n" ] } ], "source": [ "from mlcolvar.utils.io import load_dataframe\n", "from mlcolvar.utils.timelagged import create_timelagged_dataset\n", "from mlcolvar.data import DictModule\n", "\n", "filenames = [ \"data/muller-brown/unbiased/high-temp/COLVAR\" ]\n", "\n", "# load file\n", "df = load_dataframe(filenames)\n", "\n", "# get descriptors\n", "X = df.filter(regex='p.x|p.y').values\n", "\n", "# build time-lagged dataset (composed by pairs of configs at time t, t+lag)\n", "dataset = create_timelagged_dataset(X,lag_time=1)\n", "\n", "# create datamodule\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2])#,random_split=False,shuffle=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### TICA" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As first thing, we train a TICA variable on x,y variables, and visualize it." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lbonati@iit.local/work/code/mlcolvar120/mlcolvar/core/stats/utils.py:224: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3637.)\n", " ave = torch.mean(x.T, 1, keepdim=False).T\n" ] } ], "source": [ "from mlcolvar.core.stats import TICA\n", "# define TICA object \n", "n_components=1\n", "tica = TICA(in_features=X.shape[1], out_features=n_components)\n", "\n", "# compute vectors that most discriminate the states\n", "eigvals, eigvecs = tica.compute(data=[dataset['data'],dataset['data_lag']],\n", " save_params = True, remove_average = True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Inspect linear combination vs potential\n", "fig,axs = plt.subplots( 1, n_components, figsize=(5*n_components,4) )\n", "if n_components == 1:\n", " axs = [axs]\n", "for i in range(n_components):\n", " ax = axs[i]\n", " plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", " plot_isolines_2D(tica, component=i, levels=15, ax=ax)\n", " ax.scatter(X[:,0],X[:,1],s=1, alpha=0.5,c='w')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### DeepTICA CV" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To train a DeepTICA CV we need to define the model and create a trainer object which will optimize the parameters." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Define model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeepTICA(\n", " (loss_fn): ReduceEigenvaluesLoss()\n", " (norm_in): Normalization(in_features=2, out_features=2, mode=mean_std)\n", " (nn): FeedForward(\n", " (nn): Sequential(\n", " (0): Linear(in_features=2, out_features=15, bias=True)\n", " (1): Shifted_Softplus(beta=1, threshold=20)\n", " (2): Linear(in_features=15, out_features=15, bias=True)\n", " (3): Shifted_Softplus(beta=1, threshold=20)\n", " (4): Linear(in_features=15, out_features=5, bias=True)\n", " )\n", " )\n", " (tica): TICA(in_features=5, out_features=1)\n", ")" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mlcolvar.cvs import DeepTICA\n", "\n", "n_components = 1\n", "nn_layers = [2, 15, 15, 5]\n", "options= {'nn': {'activation': 'shifted_softplus'} }\n", "\n", "model = DeepTICA(nn_layers, n_cvs=n_components, options=options)\n", "#model.loss_fn.n_eig = n_components\n", "\n", "model" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Define Trainer & Fit" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/home/lbonati@iit.local/software/mambaforge/envs/mlcolvar111/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:75: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", "/home/lbonati@iit.local/software/mambaforge/envs/mlcolvar111/lib/python3.10/site-packages/lightning/pytorch/loops/utilities.py:73: `max_epochs` was not set. Setting it to 1000 epochs. To train without an epoch limit, set `max_epochs=-1`.\n", "You are using a CUDA device ('NVIDIA GeForce RTX 3090') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "-------------------------------------------------------------------------\n", "0 | loss_fn | ReduceEigenvaluesLoss | 0 | ? | ? \n", "1 | norm_in | Normalization | 0 | [1, 2] | [1, 2] \n", "2 | nn | FeedForward | 365 | [1, 2] | [1, 5] \n", "3 | tica | TICA | 0 | [1, 5] | [1, 1] \n", "-------------------------------------------------------------------------\n", "365 Trainable params\n", "0 Non-trainable params\n", "365 Total params\n", "0.001 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/lbonati@iit.local/software/mambaforge/envs/mlcolvar111/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 148: 100%|██████████| 1/1 [00:00<00:00, 39.83it/s, v_num=19] \n" ] } ], "source": [ "from lightning.pytorch.callbacks.early_stopping import EarlyStopping\n", "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "early_stopping = EarlyStopping(monitor=\"valid_loss\", min_delta=1e-5, patience=20)\n", "\n", "# define trainer\n", "trainer = lightning.Trainer(callbacks=[metrics, early_stopping],\n", " max_epochs=None, logger=None, enable_checkpointing=False)\n", "\n", "# fit\n", "trainer.fit( model, datamodule )" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_metrics(metrics.metrics, \n", " keys=[x for x in metrics.metrics.keys() if 'valid_eigval' in x],#['train_loss_epoch','valid_loss'],\n", " #linestyles=['-.','-'], colors=['fessa1','fessa5'],\n", " yscale='linear')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalize output" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We also standardize the outputs by constraing them to be beteween -1 and 1" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.core.transform import Normalization\n", "from mlcolvar.core.transform.utils import Statistics\n", "\n", "X = dataset[:]['data']\n", "with torch.no_grad():\n", " model.postprocessing = None # reset \n", " s = model(torch.Tensor(X))\n", "\n", "norm = Normalization(n_components, mode='min_max', stats = Statistics(s) ) \n", "model.postprocessing = norm\n", "#print(Statistics(s))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot FES" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.fes import compute_fes\n", "\n", "fig,axs = plt.subplots(1,n_components,figsize=(6*n_components,5),dpi=100)\n", "if n_components == 1:\n", " axs = [axs]\n", "\n", "for i in range(n_components):\n", " # restrict the second CV to the points in which the first is < 0\n", " mask = np.ones(len(s), dtype=bool) if i==0 else s[:, 0] < 0\n", "\n", " fes,grid,bounds,error = compute_fes(s[mask,i],\n", " blocks=2,\n", " bandwidth=0.02,scale_by='range',\n", " plot=True, \n", " plot_max_fes=100,\n", " backend='sklearn', # the default=KDEpy is faster but may be unstable for latest python/numpy builds\n", " ax = axs[i], \n", " kbt=2.5)\n", " axs[i].set_xlabel('Deep-TICA '+str(i+1))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot CVs isolines" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To understand the CVs we can visualize their isolines in the 2D space" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots( 1, n_components, figsize=(5*n_components,4) )\n", "if n_components == 1:\n", " axs = [axs]\n", "for i in range(n_components):\n", " ax = axs[i]\n", "\n", " plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", " plot_isolines_2D(model, component=i, levels=np.linspace(-1.,1.,21), ax=ax)\n", " #ax.scatter(X[:,0],X[:,1],s=1, alpha=0.2,c='w')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "An example of dealing with biased simulation is reported in the examples!" ] } ], "metadata": { "kernelspec": { "display_name": "pytorch", "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": "3.10.14" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "1cbeac1d7079eaeba64f3210ccac5ee24400128e300a45ae35eee837885b08b3" } } }, "nbformat": 4, "nbformat_minor": 2 }