{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "VH0OxdClRUeD"
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"source": [
"# TS-DAR Tutorial for Alanine Dipeptide\n",
"**Reference**: Liu, B., Boysen, J.G., Unarta, I.C. et al. Exploring transition states of protein conformational changes via out-of-distribution detection in the hyperspherical latent space. Nat Commun 16, 349 (2025). https://doi.org/10.1038/s41467-024-55228-4\n",
"\n",
"\n",
"## TS-DAR Framework: An Overview\n",
"\n",
"In this notebook, we introduce **Transition State identification via Dispersion and vAriational principle Regularized neural networks (TS-DAR)**, a computational framework that utilizes out-of-distribution (OOD) detection to accurately and simultaneously identify transition states involved in specific biomolecular conformational changes. TS-DAR leverages a deep learning model to map protein conformations from molecular dynamics (MD) simulations into a hyperspherical latent space. This low-dimensional representation preserves the essential kinetic information while still capturing the protein's dynamic behavior. To distinguish metastable states from transition states, TS-DAR employs a VAMP-2 loss and dispersion loss function:\n",
"\n",
"1. **VAMP-2 Loss:** Encourages the latent representation to capture the slow dynamics of the system by maximizing correlations between time-lagged data.\n",
"2. **Dispersion Loss:** Ensures that the latent space does not collapse by promoting a well-dispersed representation of the macrostates.\n",
"\n",
"\n",
"\n",
"### VAMP-2 Loss\n",
"\n",
"The VAMP-2 loss is derived from the Variational Approach for Markov Processes, which aims to extract the slow collective variables from the data. Given an MD trajectory of length $T$, a batch of transition pairs $\\{(x_t, x_{t+\\tau})\\}_{t=1}^b$ with lag time, $\\tau$, is sampled. This produces two batches of data: $\\mathbf{B} = [x_1, x_2, \\dots, x_b]^T$ and $\\mathbf{\\hat{B}} = [x_{1+\\tau}, x_{2+\\tau}, \\dots, x_{b+\\tau}]^T$, which are fed into two parallel network lobes with shared parameters. Each lobe outputs SoftMax-transformed basis functions ($\\chi$) applied to the input features, yielding: $\\mathbf{X} = [\\chi(x_1), \\dots, \\chi(x_b)]^T$ and $\\mathbf{Y} = [\\chi(x_{1+\\tau}), \\dots, \\chi(x_{b+\\tau})]^T$. The remove-mean time-instantaneous ($\\bar{\\mathbf{C}}_{00}$ and $\\bar{\\mathbf{C}}_{11}$) and time-lagged ($\\bar{\\mathbf{C}}_{01}$) correlation matrices can then be calculated as follows:\n",
"\n",
"$$\n",
"\\bar{\\mathbf{C}}_{00} = \\frac{1}{T - \\tau} \\mathbf{X}^T \\mathbf{X} - \\boldsymbol{\\pi}_0 \\boldsymbol{\\pi}_0^T\n",
"$$\n",
"\n",
"$$\n",
"\\bar{\\mathbf{C}}_{11} = \\frac{1}{T - \\tau} \\mathbf{Y}^T \\mathbf{Y} - \\boldsymbol{\\pi}_1 \\boldsymbol{\\pi}_1^T\n",
"$$\n",
"\n",
"$$\n",
"\\bar{\\mathbf{C}}_{01} = \\frac{1}{T - \\tau} \\mathbf{X}^T \\mathbf{Y} - \\boldsymbol{\\pi}_0 \\boldsymbol{\\pi}_1^T\n",
"$$\n",
"\n",
"where $\\boldsymbol{\\pi}_0$ and $\\boldsymbol{\\pi}_1$ are mean vectors of $\\mathbf{X}$ and $\\mathbf{Y}$, respectively, given by: $\\boldsymbol{\\pi}_0$ = $\\frac{1}{T - \\tau} \\mathbf{X}^T \\mathbf{1}$ and $\\boldsymbol{\\pi}_1$ = $\\frac{1}{T - \\tau} \\mathbf{Y}^T \\mathbf{1}$. These correlation matrices are then used to calculate the VAMP-2 loss, which is defined as:\n",
"\n",
"$$\n",
"\\mathcal{L}_{\\text{vamp2}} = - \\left\\| \\bar{\\mathbf{C}}_{00}^{-\\frac{1}{2}} \\bar{\\mathbf{C}}_{01} \\bar{\\mathbf{C}}_{11}^{-\\frac{1}{2}} \\right\\|_{\\mathcal{F}}^2 - 1\n",
"$$\n",
"\n",
"Minimizing this loss drives the model to learn latent features that capture the slow dynamical modes in the molecular system.\n",
"\n",
"\n",
"\n",
"### Dispersion Loss\n",
"\n",
"While the VAMP-2 loss focuses on capturing the slow dynamics, it can sometimes result in a latent space where the features collapse to similar values. To counteract this, TS-DAR incorporates a **dispersion loss** that encourages diversity in the latent space. One way to formulate the dispersion loss is by ensuring that the pairwise distances between latent representations are close to a target mean distance. The dispersion loss is defined as:\n",
"\n",
"$$\\mathcal{L}_{dis} = \\frac{1}{C} \\sum_{i=1}^{C} \\log \\frac{1}{C-1} \\sum_{j=1}^{C} \\mathbf{1}_{\\{j \\neq i\\}} e^{\\frac{\\mu_i^T \\mu_j}{\\sigma}}$$\n",
"where:\n",
"- $C$ corresponds to the number of states.\n",
"- $\\mu_i$ is a unit vector representing the mean direction of all conformations (i.e., the state center) in state $i$.\n",
"- $\\sigma$ is a scaling hyperparameter, which is specifically defined as 0.1.\n",
"- $\\mathbf{1}_{\\{j \\neq i\\}}$ is an indicator function that equals 1 when $j \\neq i$ (i.e., excluding self-similarity) and 0 when $j = i$.\n",
"\n",
"This loss penalizes deviations from the target dispersion, ensuring that the latent features remain well-separated and informative.\n",
"\n",
"\n",
"\n",
"### Combined Loss Function\n",
"\n",
"The overall training objective of the TS-DAR framework is a weighted combination of the VAMP-2 loss and the dispersion loss:\n",
"\n",
"$$\n",
"\\mathcal{L}_{\\text{total}} = \\mathcal{L}_{\\text{VAMP-2}} + β\\mathcal{L}_{\\text{disp}}\n",
"$$\n",
"\n",
"Here, (`β`) is a hyperparameter that balances the contribution of the dispersion term relative to the VAMP-2 loss.\n",
"\n",
"\n",
"\n",
"### Summary\n",
"\n",
"The TS-DAR framework leverages: (1) **VAMP-2 Loss** to extract the slow, metastable dynamics inherent in molecular systems, and (2) **Dispersion Loss** to maintain a well-structured, diverse latent space. This approach contains an end-to-end pipeline that enhances the detection of transition states, providing deeper insights into molecular conformational changes. In the sections that follow, we will demonstrate the implementation of these loss functions and apply the TS-DAR framework to analyze alanine dipeptide MD data.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "l49bTHwHRUeE"
},
"source": [
"## Before starting, make sure you have done the following:\n",
"\n",
"#### 1. Download and install Anaconda:\n",
"wget https://repo.anaconda.com/archive/Anaconda3-2024.06-1-Linux-x86_64.sh
\n",
"./Anaconda3-2024.06-1-Linux-x86_64.sh\n",
"#### 2. Create a new conda environment and install the ts-dar source code locally:\n",
"conda create -n ts-dar python=3.9
\n",
"conda activate ts-dar
\n",
"#### 3. Install dependencies\n",
"!pip install matplotlib numpy==1.26.1 scipy==1.11.4 torch==1.13.1 tqdm==4.66.1\n",
"#### 4. Clone the repository\n",
"!git clone https://github.com/xuhuihuang/ts-dar.git\n",
"#### 5. Install the package\n",
"!python -m pip install ./ts-dar"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {
"id": "qQbcIfDSRUeF"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from torch.utils.data.dataloader import DataLoader\n",
"from torch.utils.data import random_split\n",
"\n",
"from tsdar.utils import set_random_seed\n",
"from tsdar.loss import Prototypes\n",
"from tsdar.model import TSDAR, TSDARLayer, TSDAREstimator\n",
"from tsdar.dataprocessing import Preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {
"id": "wJaXcKbORUeF",
"outputId": "7ae897b1-0999-4fd8-fd15-eb2b1f705950"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cpu\n"
]
}
],
"source": [
"if torch.cuda.is_available():\n",
" device = torch.device('cuda')\n",
" print('cuda is available')\n",
"else:\n",
" device = torch.device('cpu')\n",
" print('cpu')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nCQetXuFRUeF"
},
"source": [
"## Contour Plot of 2D Probability Densities:\n",
"This notebook implements a `ContourPlot2D` class for visualizing the free energy landscape using the **bivariate kernel density estimation (KDE)**.\n",
"\n",
"### Features:\n",
"- **KDE Estimation**: Uses `scipy.stats.gaussian_kde` to compute probability densities.\n",
"- **Thermodynamic Transformation**: Converts KDE values using a logarithmic transformation."
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {
"id": "9eAWOZqfRUeF"
},
"outputs": [],
"source": [
"class ContourPlot2D:\n",
"\n",
" def __init__(self, bw_method='scotts', num_grids=120, cut=3, clip=None,\n",
" temperature=310., shade=True, alpha=1, vmin=0, vmax=7, n_levels=15):\n",
"\n",
" self._bw_method = bw_method\n",
" self._num_grids = num_grids\n",
" self._cut = cut\n",
" if clip is None:\n",
" self._clip = [(-np.inf, np.inf), (-np.inf, np.inf)]\n",
" self._temperature = temperature\n",
" self._shade = shade\n",
" self._alpha = alpha\n",
" self._vmin = vmin\n",
" self._vmax = vmax\n",
" self._n_levels = n_levels\n",
"\n",
" def _kde_support(self, data, bw, num_grids, cut, clip):\n",
"\n",
" support_min = max(data.min() - bw * cut, clip[0])\n",
" support_max = min(data.max() + bw * cut, clip[1])\n",
"\n",
" return np.linspace(support_min, support_max, num_grids)\n",
"\n",
" def _scipy_bivariate_kde(self, data, bw_method, num_grids, cut, clip):\n",
"\n",
" from scipy import stats\n",
" kde = stats.gaussian_kde(data.T)\n",
" std = data.std(axis=0, ddof=1)\n",
"\n",
" from six import string_types\n",
" if isinstance(bw_method, string_types):\n",
" bw_x = getattr(kde, \"%s_factor\" % bw_method)() * std[0]\n",
" bw_y = getattr(kde, \"%s_factor\" % bw_method)() * std[1]\n",
" else:\n",
" raise ValueError('Please input the string of a valid bandwidth method.')\n",
"\n",
" x_support = self._kde_support(data[:, 0], bw_x, num_grids, cut, clip[0])\n",
" y_support = self._kde_support(data[:, 1], bw_y, num_grids, cut, clip[1])\n",
"\n",
" xx, yy = np.meshgrid(x_support, y_support)\n",
" z = kde([xx.ravel(), yy.ravel()]).reshape(xx.shape)\n",
"\n",
" return xx, yy, z\n",
"\n",
" def _thermo_transform(self, z, temperature):\n",
"\n",
" import scipy\n",
" from scipy.constants import Avogadro, Boltzmann, calorie_th\n",
" THERMO_CONSTANT = 10**-3 * Boltzmann * Avogadro / calorie_th\n",
"\n",
" #return - THERMO_CONSTANT * temperature * np.log(z)\n",
" return - np.log(z)\n",
"\n",
" def plot(self, data, ax=None, cbar=True, cbar_kwargs={},\n",
" xlabel=None, ylabel=None, labelsize=10):\n",
"\n",
" from matplotlib import pyplot as plt\n",
"\n",
" if ax is None:\n",
" fig, ax = plt.subplots()\n",
" else:\n",
" fig = None\n",
"\n",
" X, Y, Z = self._scipy_bivariate_kde(data, self._bw_method, self._num_grids, self._cut, self._clip)\n",
" Z = self._thermo_transform(Z, self._temperature)\n",
"\n",
" if self._vmin is None:\n",
" self._vmin = -1E-12\n",
" if self._vmax is None:\n",
" self._vmax = np.percentile(Z, 50)\n",
"\n",
" if self._shade:\n",
" cf = ax.contourf(X, Y, Z - Z.min(), levels=np.linspace(self._vmin, self._vmax, self._n_levels),\n",
" alpha=self._alpha, zorder=1, vmin=self._vmin, vmax=self._vmax, cmap='rainbow')\n",
"\n",
" cs = ax.contour(X, Y, Z - Z.min(),\n",
" #cmap=plt.get_cmap('bone_r'),\n",
" colors='black',\n",
" linewidths=1,\n",
" levels=np.linspace(self._vmin, self._vmax, self._n_levels), alpha=0.2,\n",
" zorder=1, vmin=self._vmin, vmax=self._vmax)\n",
"\n",
" if cbar:\n",
" if self._shade:\n",
" cbar = plt.colorbar(cf, **cbar_kwargs)\n",
" else:\n",
" cbar = plt.colorbar(cs, **cbar_kwargs)\n",
"\n",
" cbar.ax.tick_params(labelsize=15,length=5,width=1.5)\n",
" #cbar.set_label('Free energy (kcal/mol)', fontsize=labelsize)\n",
"\n",
" #ax.grid(zorder=0)\n",
"\n",
" if xlabel:\n",
" ax.set_xlabel(xlabel, size=labelsize)\n",
" if ylabel:\n",
" ax.set_ylabel(ylabel, size=labelsize)\n",
"\n",
" return ax,X,Y,Z - Z.min()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5c0MTTg1RUeF"
},
"source": [
"## Download and Load Alanine Dipeptide Simulation Data:\n",
"This section loads molecular dynamics (MD) simulation data for alanine dipeptide. We have:\n",
"- **Atomic coordinates (`xyz_traj`)**: 3D positions of atoms from the simulation.\n",
"- **Dihedral angles (`dihedral_traj`)**: Backbone torsion angles (ϕ, ψ) that define molecular conformation.\n",
"\n",
"Each dataset contains **three independent trajectories**.\n",
"\n",
"Please download the dataset from the link below, and place it under the base directory, unzip the file:\n",
"\n",
"https://zenodo.org/records/16922765/files/Alanine_dipeptide.zip?download=1\n",
"\n",
"Change the directrory to \"./Alanine_dipeptide/\".\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"id": "YF85p5diRUeG",
"outputId": "5ac7d72a-ae84-478e-f08f-4aaf90242ceb"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded 3 XYZ trajectories with shapes: [(250000, 30), (250000, 30), (250000, 30)]\n",
"Loaded 3 dihedral trajectories with shapes: [(250000, 2), (250000, 2), (250000, 2)]\n"
]
}
],
"source": [
"# Initialize lists to store trajectory data\n",
"data = []\n",
"dihedral = []\n",
"\n",
"# Define base directory path (modify as needed)\n",
"base_dir = './Alanine_dipeptide_data/'\n",
"\n",
"# Load 3D atomic coordinates (trajectories)\n",
"for i in range(3):\n",
" data_file_path = f'{base_dir}xyz_traj{i}.npy' # Construct file path\n",
" data.append(np.load(data_file_path)) # Load and append trajectory\n",
"\n",
"# Load dihedral angles (Backbone torsion angles)\n",
"for i in range(3):\n",
" d_file_path = f'{base_dir}dihedral_traj{i}.npy' # Construct file path\n",
" dihedral.append(np.load(d_file_path)) # Load and append trajectory\n",
"\n",
"# Print dataset shapes to confirm loading\n",
"print(f\"Loaded {len(data)} XYZ trajectories with shapes: {[d.shape for d in data]}\")\n",
"print(f\"Loaded {len(dihedral)} dihedral trajectories with shapes: {[d.shape for d in dihedral]}\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VTj7K7iBRUeG"
},
"source": [
"## Data Interpretation:\n",
"- **XYZ Trajectories**: \n",
" - **Shape**: `(250000, 30)` \n",
" - **Meaning**: 250K simulation frames, storing the **xyz positions of 10 atoms**.\n",
"- **Dihedral Trajectories**: \n",
" - **Shape**: `(250000, 2)` \n",
" - **Meaning**: 250K frames, each containing **two backbone torsion angles (ϕ, ψ)**. \n",
" \n",
"## Next Steps:\n",
"### Projecting the Free Energy Landscape:\n",
"We will now **compute and visualize the free energy landscape** of alanine dipeptide by projecting it onto the two backbone torsion angles, **ϕ (phi) and ψ (psi)**.\n",
"\n",
"### Key Features:\n",
"- **Contour Plot**: Uses kernel density estimation to compute free energy.\n",
"- **Color Mapping**: Indicates stable and unstable molecular conformations.\n",
"- **Axes**: \n",
" - **X-axis (ϕ angle)** → Ranges from `-180°` to `180°` \n",
" - **Y-axis (ψ angle)** → Ranges from `-180°` to `180°` "
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {
"id": "3RzTST-vRUeG",
"outputId": "1c706edb-3af0-4802-db14-972b03514c65"
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"outputs": [
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a figure and axis for the plot\n",
"fig, ax = plt.subplots(figsize=(6, 4))\n",
"\n",
"# Customize axis borders (thicker for better visibility)\n",
"for axis in ['top', 'bottom', 'left', 'right']:\n",
" ax.spines[axis].set_linewidth(2)\n",
"\n",
"# Set aspect ratio to 1 (square plot)\n",
"ax.set_aspect(1)\n",
"\n",
"# Initialize the ContourPlot2D class and plot free energy landscape\n",
"c = ContourPlot2D(shade=True, n_levels=20, vmax=12)\n",
"ax, X, Y, Z = c.plot(data=np.concatenate(dihedral), ax=ax, cbar=True)\n",
"\n",
"# Set axis limits to cover the full range of torsion angles (-π to π)\n",
"ax.set_xlim(-np.pi, np.pi)\n",
"ax.set_ylim(-np.pi, np.pi)\n",
"\n",
"# Convert tick labels from radians to degrees for better readability\n",
"ax.set_xticks([-np.pi, 0, np.pi], labels=[-180, 0, 180])\n",
"ax.set_yticks([-np.pi, 0, np.pi], labels=[-180, 0, 180])\n",
"\n",
"# Set a background color\n",
"r, g, b = 0.1, 0.1, 0.2 # Dark blue shade\n",
"ax.patch.set_facecolor((r, g, b, 0.15)) # Semi-transparent background\n",
"\n",
"# Customize tick labels: increase font size and adjust tick properties\n",
"ax.tick_params(axis=\"both\", labelsize=17.5, direction='out', length=7.5, width=2.5)\n",
"\n",
"# Set axis labels with phi (ϕ) and psi (ψ) symbols\n",
"ax.set_xlabel(r'$\\phi$', fontsize=20)\n",
"ax.set_ylabel(r'$\\psi$', fontsize=20)\n",
"\n",
"cbar_ax = fig.axes[-1]\n",
"cbar_ax.set_ylabel('Free Energy / kT', fontsize=17.5)\n",
"cbar_ax.set_yticks([0, 2, 4, 6, 8, 10, 12]) # Adjust the list to your desired ticks"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VAYOtZkdRUeG"
},
"source": [
"## Preprocessing Molecular Dynamics Data:\n",
"Preprocess the original trajectories to create datasets for training. "
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {
"id": "cIfnlvpGRUeG"
},
"outputs": [],
"source": [
"pre = Preprocessing(dtype=np.float32)\n",
"dataset = pre.create_dataset(lag_time=1,data=data) #The lag_time used to create the dataset consisting of time-instant and time-lagged data"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "U07uUiVURUeG"
},
"source": [
"## Training the TS-DAR Model:\n",
"We now train a TS-DAR Model to learn a **latent space representation of the protein structures**. This consists of **(a) feature extraction**: protein structures are transformed into a suitable representation (e.g., coordinates, distances, or angles between atoms); **(b) encoder training**: The encoder learns to compress the input conformations (high-dimensional protein structures) into a lower-dimensional latent space.\n",
"\n",
"### Key Steps:\n",
"1. **Data Splitting**: 90% training data & 10% validation data (for model evaluation)\n",
"2. **Batch Loading**: \n",
" - Training batch size = `1000` (shuffled)\n",
" - Validation batch = `entire validation set` (not shuffled)\n",
"3. **TS-DAR Model Setup**: \n",
" - **Latent space**: (`d-1`)-dimensional hypersphere\n",
" - **n_states**: number of metastable states\n",
" - **Learning rate**: `1e-3` \n",
" - **Weight of dispersion loss (`β`)**: `0.01` (has been optimized - this can stay at 0.01 for most systems). The determination of the magnitude of β is guided by the following two criteria: (1) The dispersion loss can converge to the minimum boundary; (2) There is no significant deviation in VAMP-2 loss before and after integrating the dispersion loss optimization.\n",
"4. **Training the Model**: Pretrain for 10 epochs, then train for another 10 epochs"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {
"id": "M5tb6YNZRUeG",
"outputId": "f682896e-8427-4313-9841-0aa2e4412ac2"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" "
]
}
],
"source": [
"# Ensure reproducibility by setting a fixed random seed\n",
"set_random_seed(33)\n",
"\n",
"# Split dataset: 90% training, 10% validation\n",
"val = int(len(dataset)*0.10)\n",
"train_data, val_data = torch.utils.data.random_split(dataset, [len(dataset)-val, val]) # randomly split the data\n",
"\n",
"loader_train = DataLoader(train_data, batch_size=1000, shuffle=True) # load data in batches and shuffle data\n",
"loader_val = DataLoader(val_data, batch_size=len(val_data), shuffle=False)\n",
"\n",
"# Initialize the TS-DAR model with specific network architecture\n",
"lobe = TSDARLayer([30,30,30,30,10,2],n_states=2)\n",
"\n",
"# Move model to appropriate device (CPU/GPU)\n",
"lobe = lobe.to(device=device)\n",
"\n",
"# Initialize TS-DAR model for training\n",
"tsdar = TSDAR(lobe = lobe, learning_rate = 1e-3, device = device, mode = 'regularize', beta=0.01, feat_dim=2, n_states=2, pretrain=10)\n",
"tsdar_model = tsdar.fit(loader_train, n_epochs=20, validation_loader=loader_val).fetch_model()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9Gnp3mPbRUeG"
},
"source": [
"## TS-DAR Model Validation Curve:\n",
"To evaluate the TS-DAR model, we plot the **VAMP-2 loss** over training epochs. You should train the model until this plot converges. During training, the model adjusts its parameters to minizmize the loss function. Convergence means that the model's loss function is optimized, indicating that it has effectively learned patterns from the data. If stopped before convergence, the model might fail to learn the meaningful patterns.\n",
"\n",
"**Training too little** → Model is underfit, leading to high error on both training & validation sets. \\\n",
"**Training too much** → Model overfits, meaning it memorizes the training data but performs poorly on new data.\n",
"\n",
"### What is VAMP-2 Loss? \n",
"- **VAMP-2 (Variational Approach for Markov Processes)** measures how well the model captures slow dynamical processes.\n",
"\n",
"$$ \\mathcal{L}_{\\text{vamp2}} = - \\left\\| \\bar{\\mathbf{C}}_{00}^{-\\frac{1}{2}} \\bar{\\mathbf{C}}_{01} \\bar{\\mathbf{C}}_{11}^{-\\frac{1}{2}} \\right\\|_{\\mathcal{F}}^2 - 1 \\tag{2} $$\n",
"### Interpretation:\n",
"- **Higher VAMP-2 score** (i.e., **lower loss**) → better approximation of **kinetic variance**, meaning:\n",
" - Improved separation of **metastable states**\n",
" - Latent space captures **meaningful dynamical structure**\n",
"- **Plateauing loss** → indicates **training convergence**"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {
"id": "-kHxGA1fRUeG",
"outputId": "3fd8bcbd-19e4-42d7-e7d9-f1f5dcb440e4"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Create a figure with a specific size\n",
"fig = plt.figure(figsize=(6, 4))\n",
"\n",
"# Define custom colors for the line and markers\n",
"line_color = 'royalblue'\n",
"marker_face = 'white'\n",
"marker_edge = 'royalblue'\n",
"\n",
"# Plot with custom colors, line width, and markers\n",
"plt.plot(tsdar.validation_vamp, color=line_color, linewidth=2, marker='o',\n",
" markersize=6, markerfacecolor=marker_face, markeredgecolor=marker_edge)\n",
"\n",
"# Set the axis labels\n",
"plt.xlabel('Training Epochs', fontsize=20)\n",
"plt.ylabel('VAMP-2 Loss', fontsize=20)\n",
"plt.ylim(0, 2.25)\n",
"plt.yticks(np.arange(0, 2.1, 0.5))\n",
"plt.xticks(np.arange(0, 25, 5))\n",
"\n",
"# Customize tick parameters for readability\n",
"plt.xticks(fontsize=17.5)\n",
"plt.yticks(fontsize=17.5)\n",
"plt.gca().set_box_aspect(0.85)\n",
"\n",
"# Add a dashed grid to improve the readability of the plot\n",
"plt.grid(alpha=0.3, linestyle='--')\n",
"\n",
"# Adjust the layout to ensure everything fits well\n",
"plt.tight_layout()\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dO2_ng8fRUeG"
},
"source": [
"## What is Dispersion Loss?\n",
"\n",
"While the VAMP-2 loss enhances intrastate compactness, it can result in a latent space where different metastable states are unevenly distributed. To address this, TS-DAR incorporates a dispersion loss that regularizes the hyperspherical latent space, ensuring the metastable state centers (or free energy minima) are uniformly distributed across the hypersphere. As a result, all transition state conformations, located between free energy basins, can be simultaneously and automatically identified based on their cosine similarities to the state centers. The dispersion loss is defined as:\n",
"\n",
"$$\\mathcal{L}_{dis} = \\frac{1}{C} \\sum_{i=1}^{C} \\log \\frac{1}{C-1} \\sum_{j=1}^{C} \\mathbf{1}_{\\{j \\neq i\\}} e^{\\frac{\\mu_i^T \\mu_j}{\\sigma}}$$\n"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"id": "KAdBxCT3RUeG",
"outputId": "cfaef8de-159e-4795-c4c3-4f21bc1b2943"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Create a figure with a specific size for publication\n",
"fig = plt.figure(figsize=(6, 4))\n",
"\n",
"# Define custom colors for the line and markers\n",
"line_color = 'royalblue'\n",
"marker_face = 'white'\n",
"marker_edge = 'royalblue'\n",
"\n",
"# Plot with custom colors, line width, and markers\n",
"plt.plot(tsdar.validation_dis, color=line_color, linewidth=2, marker='o',\n",
" markersize=6, markerfacecolor=marker_face, markeredgecolor=marker_edge)\n",
"\n",
"# Set the axis labels\n",
"plt.xlabel('Training Epochs', fontsize=20)\n",
"plt.ylabel('Dispersion Loss', fontsize=20)\n",
"#plt.ylim(0, 2.25)\n",
"#plt.yticks(np.arange(0, 2.1, 0.5))\n",
"plt.xticks(np.arange(0, 25, 5))\n",
"\n",
"# Customize tick parameters for readability\n",
"plt.xticks(fontsize=17.5)\n",
"plt.yticks(fontsize=17.5)\n",
"plt.gca().set_box_aspect(0.85)\n",
"\n",
"# Add a dashed grid to improve the readability of the plot\n",
"plt.grid(alpha=0.3, linestyle='--')\n",
"\n",
"# Adjust the layout to ensure everything fits well\n",
"plt.tight_layout()\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pPN01PnjRUeH"
},
"source": [
"## Estimate Metastable State Center Vectors & Compute Out-of-Distribution (OOD) Scores:\n",
"After training the **TS-DAR model**, we now: \n",
"\n",
"1. **Estimate metastable state center vectors** on the hypersphere. \n",
"2. **Compute OOD scores** → Identifies rare conformations. \n",
"3. **Extract hyperspherical embeddings** → Low-dimensional representation of data. \n",
"4. **Compute OOD threshold** for detecting **transition state (TS).** structures.\n",
"\n",
"### Key Concepts:\n",
"- **State Center Vectors**:\n",
" - Represent metastable states in the learned hyperspherical latent space.\n",
" - Are optimized via dispersion loss to be evenly spread out (maximally separated). \n",
"- **OOD Scores**:\n",
" - Measure of how \"rare\" a molecular conformation is relative to known metastable states.\n",
"- **OOD Threshold (`thres`)**: Helps detect transition states.\n",
" - Two approaches:\n",
" - **Theoretical** → Based on angular distances between state centers. \n",
" - **Empirical** → Based on the maximum OOD score in the dataset.\n",
" - **Use the approach that gives you a smaller value**"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"id": "QiZyMsH-RUeH"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/9g/tn_8xgqj79527t9txzwlnh9c0000gn/T/ipykernel_73911/807288760.py:14: RuntimeWarning: invalid value encountered in arccos\n",
" sim_mat = np.arccos(state_centers.dot(state_centers.T))\n"
]
}
],
"source": [
"# Initialize the TS-DAR Estimator to compute metastable state centers\n",
"tsdar_estimator = TSDAREstimator(tsdar_model)\n",
"\n",
"# Compute the Out-of-Distribution (OOD) scores\n",
"ood_scores = tsdar_estimator.fit(data).ood_scores\n",
"\n",
"# Extract the hyperspherical embeddings (transformed feature representation)\n",
"features = tsdar_model.transform(data,return_type='hypersphere_embs')\n",
"\n",
"# Compute the state center vectors for metastable states on the hypersphere\n",
"state_centers = tsdar_estimator.fit(data).state_centers\n",
"\n",
"# Compute the pairwise anglular distances between metastable state centers\n",
"sim_mat = np.arccos(state_centers.dot(state_centers.T))\n",
"np.fill_diagonal(sim_mat,val=np.pi)\n",
"\n",
"# OOD Threshold Computation:\n",
"\n",
"# Theoretical threshold (based on the angle between state centers)\n",
"# thres = -np.cos(sim_mat.min()/2)+1\n",
"\n",
"# Empirical threshold (based on the maximum OOD score)\n",
"thres = np.max(np.concatenate(ood_scores))\n",
"\n",
"# NOTE: use the smaller value for thres"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rX-vdxLKRUeH"
},
"source": [
"## Free Energy Landscape Colored by OOD Score:\n",
"This plot projects the **free energy landscape** of alanine dipeptide onto the two backbone torsion angles, **ϕ (phi) and ψ (psi)**. The dots represent sampled molecular conformations.\n",
"\n",
"- **Color mapping**:\n",
" - **Low OOD scores** (blue) → Metastable state conformations.\n",
" - **High OOD scores** (red) → Rare or transition state conformations."
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"id": "j6448aMTRUeH",
"outputId": "8bce6f89-41b4-45a0-ce8d-63e586373ba7"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Create figure and axis\n",
"fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n",
"\n",
"# Customize axis\n",
"for axis in ['top', 'bottom', 'left', 'right']:\n",
" ax.spines[axis].set_linewidth(2)\n",
"\n",
"# Ensure equal aspect ratio (important for angles)\n",
"ax.set_aspect('equal')\n",
"\n",
"# Concatenate dihedral angles and OOD scores for easier handling\n",
"all_dihedral = np.concatenate(dihedral)\n",
"all_ood = np.concatenate(ood_scores)\n",
"\n",
"# Main scatter plot (background) – small points colored by OOD scores\n",
"cb = ax.scatter(all_dihedral[:, 0], all_dihedral[:, 1],\n",
" c=all_ood, cmap='coolwarm', s=5, alpha=1)\n",
"\n",
"# Set colorbar range (thres is the OOD score cutoff)\n",
"cb.set_clim(0.0, thres)\n",
"\n",
"# Add a colorbar with formatted ticks\n",
"ccc = fig.colorbar(cb)\n",
"ccc.ax.tick_params(labelsize=15, length=5, width=1.5)\n",
"ccc.set_label('OOD score',fontsize=18)\n",
"\n",
"# Set axis limits (full range of dihedral angles)\n",
"ax.set_xlim(-np.pi, np.pi)\n",
"ax.set_ylim(-np.pi, np.pi)\n",
"\n",
"# Set axis labels with phi (ϕ) and psi (ψ) symbols\n",
"ax.set_xlabel(r'$\\phi$', fontsize=20)\n",
"ax.set_ylabel(r'$\\psi$', fontsize=20)\n",
"\n",
"# Convert tick labels from radians to degrees\n",
"ax.set_xticks([-np.pi, 0, np.pi])\n",
"ax.set_xticklabels([-180, 0, 180])\n",
"ax.set_yticks([-np.pi, 0, np.pi])\n",
"ax.set_yticklabels([-180, 0, 180])\n",
"\n",
"# Add contour lines for free energy landscape\n",
"cs = ax.contour(X, Y, Z,\n",
" colors='black',\n",
" linewidths=1,\n",
" levels=np.linspace(0, 12, 20),\n",
" alpha=0.6,\n",
" zorder=1, vmin=0, vmax=12)\n",
"\n",
"# Customize tick labels and styling\n",
"ax.tick_params(axis=\"both\", labelsize=17.5, direction='out', length=7.5, width=2.5)\n",
"\n",
"# Set a background color for the axis\n",
"r, g, b = 0.1, 0.1, 0.2\n",
"ax.patch.set_facecolor((r, g, b, 0.15))\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LsY7B4yQRUeH"
},
"source": [
"## Visualization of Hyperspherical Embeddings and Metastable State Centers:\n",
"This plot shows the **hyperspherical embeddings** (`features`) learned by the TS-DAR model, along with the **metastable state centers** (`state_centers`). Each dot represents a molecular conformation in the learned feature space.\n",
"\n",
"### Key Features:\n",
"- **Color Mapping**: OOD scores differentiate between rare and metastable state conformations.\n",
" - **Low OOD scores** (blue) → Metastable state conformations.\n",
" - **High OOD scores** (red) → Rare or transition state conformations.\n",
"- **Dashed Black Line**: Shows **metastable state centers**."
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {
"id": "zL54C89tRUeH",
"outputId": "fca9f65a-070c-4590-9c91-e808d2914223"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(1,1,figsize=(6,4))\n",
"for axis in ['top','bottom','left','right']:\n",
" ax.spines[axis].set_linewidth(2)\n",
"ax.set_aspect('equal')\n",
"\n",
"cb=ax.scatter(np.concatenate(features)[:,0],np.concatenate(features)[:,1],c=np.concatenate(ood_scores),cmap='coolwarm',s=1,alpha=1)\n",
"cb.set_clim(0.0,thres)\n",
"\n",
"ccc = fig.colorbar(cb)\n",
"ccc.ax.tick_params(labelsize=15,length=5,width=1.5)\n",
"ccc.set_label('OOD score',fontsize=18)\n",
"\n",
"ax.plot([0,state_centers[0,0]],[0,state_centers[0,1]],linewidth=2,color='black',linestyle='--')\n",
"ax.plot([0,state_centers[1,0]],[0,state_centers[1,1]],linewidth=2,color='black',linestyle='--')\n",
"\n",
"ax.set_xlim(-1.1,1.1)\n",
"ax.set_ylim(-1.1,1.1)\n",
"\n",
"ax.set_xticks([-1,0,1])\n",
"ax.set_yticks([-1,0,1])\n",
"\n",
"# Set axis labels with phi (ϕ) and psi (ψ) symbols\n",
"ax.set_xlabel(r'$z_1$', fontsize=20)\n",
"ax.set_ylabel(r'$z_2$', fontsize=20)\n",
"\n",
"ax.tick_params(axis=\"both\",labelsize=17.5,direction='out',length=7.5,width=2.5)\n",
"\n",
"r=0.1\n",
"g=0.1\n",
"b=0.2\n",
"ax.patch.set_facecolor((r,g,b,.15))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Y_3G5sa5RUeH"
},
"source": [
"## Example: Training TS-DAR with 3 and 4 States\n",
"In the following section, we repeat the **same training procedure** but modify the number of **metastable states**. We provide **example training runs** for the **3-state and 4-state models** to illustrate how the TS-DAR framework can be adapted for different metastable state counts. \n",
"\n",
"### Important Note:\n",
"- The number of metastable states for your system should **not** be chosen arbitrarily. The correct approach is to **build a microstate Markov State Model (MSM)** and analyze the **Implied Timescales (ITS) plot**. The ITS plot shows the dominant relaxation timescales as a function of lag time, helping to confirm that the dynamics are Markovian and that the model is robust. The optimal number of metastable states can then be determined based on the system’s kinetics.\n",
"- For more detail, see: Wu, Y.; Cao, S.; Qiu, Y.; Huang, X. The Journal of Chemical Physics 2024, 160 (12). DOI: 10.1063/5.0189429\n",
"\n",
"## 3-State Model:"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {
"id": "--xZmgkmRUeH",
"outputId": "c25fd0d3-333f-417c-f9c6-1b1fbfafeb25"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" "
]
}
],
"source": [
"set_random_seed(0)\n",
"\n",
"val = int(len(dataset)*0.10)\n",
"train_data, val_data = torch.utils.data.random_split(dataset, [len(dataset)-val, val]) # the way the dataset is split depends on the underlying pseudo-random number generator\n",
"\n",
"loader_train = DataLoader(train_data, batch_size=1000, shuffle=True)\n",
"loader_val = DataLoader(val_data, batch_size=len(val_data), shuffle=False)\n",
"\n",
"lobe = TSDARLayer([30,30,30,30,10,2],n_states=3)\n",
"lobe = lobe.to(device=device)\n",
"\n",
"tsdar = TSDAR(lobe = lobe, learning_rate = 1e-3, device = device, mode = 'regularize', beta=0.01 , feat_dim=2, n_states=3, pretrain=50)\n",
"tsdar_model = tsdar.fit(loader_train, n_epochs=60, validation_loader=loader_val).fetch_model()"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {
"id": "ooZUi4YiRUeH",
"outputId": "bf98dcb6-d77c-493b-a07b-f04c97db127f"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/9g/tn_8xgqj79527t9txzwlnh9c0000gn/T/ipykernel_73911/1772777546.py:10: RuntimeWarning: invalid value encountered in arccos\n",
" sim_mat = np.arccos(state_centers.dot(state_centers.T))\n"
]
}
],
"source": [
"# Initialize the TS-DAR Estimator to compute metastable state centers\n",
"tsdar_estimator = TSDAREstimator(tsdar_model)\n",
"# Compute Out-of-Distribution (OOD) scores\n",
"ood_scores = tsdar_estimator.fit(data).ood_scores\n",
"# Extract the hyperspherical embeddings (transformed feature representation)\n",
"features = tsdar_model.transform(data,return_type='hypersphere_embs')\n",
"# Compute the state center vectors for metastable states on the hypersphere\n",
"state_centers = tsdar_estimator.fit(data).state_centers\n",
"# Compute pairwise anglular distances between metastable state centers\n",
"sim_mat = np.arccos(state_centers.dot(state_centers.T))\n",
"np.fill_diagonal(sim_mat,val=np.pi)\n",
"# Theoretical threshold (based on minimum angle between state centers)\n",
"#thres = -np.cos(sim_mat.min()/2)+1\n",
"thres = np.max(np.concatenate(ood_scores))"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"id": "ba6V1czzRUeH",
"outputId": "5938a3ab-56b9-4bf0-da18-204853473528"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TS-DAR model with 3 states successfully identified transition states (points with large OOD scores, shown in red)\n",
"\n",
"fig,ax = plt.subplots(1,1,figsize=(6,4))\n",
"for axis in ['top','bottom','left','right']:\n",
" ax.spines[axis].set_linewidth(2)\n",
"ax.set_aspect('equal')\n",
"\n",
"cb=ax.scatter(np.concatenate(dihedral)[:,0],np.concatenate(dihedral)[:,1],c=np.concatenate(ood_scores),cmap='coolwarm',s=5,alpha=1)\n",
"cb.set_clim(0.0,thres)\n",
"\n",
"ccc = fig.colorbar(cb)\n",
"ccc.ax.tick_params(labelsize=15,length=5,width=1.5)\n",
"ccc.set_label('OOD score',fontsize=18)\n",
"\n",
"ax.set_xlim(-np.pi,np.pi)\n",
"ax.set_ylim(-np.pi,np.pi)\n",
"\n",
"ax.set_xticks([-np.pi,0,np.pi],[-180,0,180])\n",
"ax.set_yticks([-np.pi,0,np.pi],[-180,0,180])\n",
"\n",
"# Set axis labels with phi (ϕ) and psi (ψ) symbols\n",
"ax.set_xlabel(r'$\\phi$', fontsize=20)\n",
"ax.set_ylabel(r'$\\psi$', fontsize=20)\n",
"\n",
"cs = ax.contour(X, Y, Z,\n",
" colors='black',\n",
" linewidths=1,\n",
" levels=np.linspace(0, 12, 20), alpha=0.6,\n",
" zorder=1, vmin=0, vmax=12)\n",
"ax.tick_params(axis=\"both\",labelsize=17.5,direction='out',length=7.5,width=2.5)\n",
"\n",
"r=0.1\n",
"g=0.1\n",
"b=0.2\n",
"ax.patch.set_facecolor((r,g,b,.15))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {
"id": "fIA-pfSORUeH",
"outputId": "465f6420-9e19-46bf-8c68-f58b12f0b75a"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '$z_2$')"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Hyperspherical latent representations with OOD scores obtained from TS-DAR are shown. Dashed lines point to the centers of metastable states\n",
"\n",
"fig,ax = plt.subplots(1,1,figsize=(6,4))\n",
"for axis in ['top','bottom','left','right']:\n",
" ax.spines[axis].set_linewidth(2)\n",
"ax.set_aspect('equal')\n",
"\n",
"cb=ax.scatter(np.concatenate(features)[:,0],np.concatenate(features)[:,1],c=np.concatenate(ood_scores),cmap='coolwarm',s=1,alpha=1)\n",
"cb.set_clim(0.0,thres)\n",
"\n",
"ccc = fig.colorbar(cb)\n",
"ccc.ax.tick_params(labelsize=15,length=5,width=1.5)\n",
"ccc.set_label('OOD score',fontsize=18)\n",
"\n",
"ax.plot([0,state_centers[0,0]],[0,state_centers[0,1]],linewidth=2,color='black',linestyle='--')\n",
"ax.plot([0,state_centers[1,0]],[0,state_centers[1,1]],linewidth=2,color='black',linestyle='--')\n",
"ax.plot([0,state_centers[2,0]],[0,state_centers[2,1]],linewidth=2,color='black',linestyle='--')\n",
"\n",
"ax.set_xlim(-1.1,1.1)\n",
"ax.set_ylim(-1.1,1.1)\n",
"\n",
"ax.set_xticks([-1,0,1])\n",
"ax.set_yticks([-1,0,1])\n",
"\n",
"ax.tick_params(axis=\"both\",labelsize=17.5,direction='out',length=7.5,width=2.5)\n",
"\n",
"r=0.1\n",
"g=0.1\n",
"b=0.2\n",
"ax.patch.set_facecolor((r,g,b,.15))\n",
"\n",
"# Set axis labels with phi (ϕ) and psi (ψ) symbols\n",
"ax.set_xlabel(r'$z_1$', fontsize=20)\n",
"ax.set_ylabel(r'$z_2$', fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r5VpfxTDRUeI"
},
"source": [
"## 4-State Model:"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {
"id": "rY9wBjCkRUeI",
"outputId": "500a90a2-d991-4884-e36d-318efbdd3f7c"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" "
]
}
],
"source": [
"set_random_seed(0)\n",
"\n",
"val = int(len(dataset)*0.10)\n",
"train_data, val_data = torch.utils.data.random_split(dataset, [len(dataset)-val, val])\n",
"\n",
"loader_train = DataLoader(train_data, batch_size=1000, shuffle=True)\n",
"loader_val = DataLoader(val_data, batch_size=len(val_data), shuffle=False)\n",
"\n",
"lobe = TSDARLayer([30,30,30,30,10,3],n_states=4)\n",
"lobe = lobe.to(device=device)\n",
"\n",
"tsdar = TSDAR(lobe = lobe, learning_rate = 1e-3, device = device, mode = 'regularize', beta=0.01, feat_dim=3, n_states=4, pretrain=50)\n",
"tsdar_model = tsdar.fit(loader_train, n_epochs=60, validation_loader=loader_val).fetch_model()"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {
"id": "imN-j8thRUeI",
"outputId": "bafd59ae-65ce-4f8e-ebfa-9bd30d0890f2"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/9g/tn_8xgqj79527t9txzwlnh9c0000gn/T/ipykernel_73911/1772777546.py:10: RuntimeWarning: invalid value encountered in arccos\n",
" sim_mat = np.arccos(state_centers.dot(state_centers.T))\n"
]
}
],
"source": [
"# Initialize the TS-DAR Estimator to compute metastable state centers\n",
"tsdar_estimator = TSDAREstimator(tsdar_model)\n",
"# Compute Out-of-Distribution (OOD) scores\n",
"ood_scores = tsdar_estimator.fit(data).ood_scores\n",
"# Extract the hyperspherical embeddings (transformed feature representation)\n",
"features = tsdar_model.transform(data,return_type='hypersphere_embs')\n",
"# Compute the state center vectors for metastable states on the hypersphere\n",
"state_centers = tsdar_estimator.fit(data).state_centers\n",
"# Compute pairwise anglular distances between metastable state centers\n",
"sim_mat = np.arccos(state_centers.dot(state_centers.T))\n",
"np.fill_diagonal(sim_mat,val=np.pi)\n",
"# Theoretical threshold (based on minimum angle between state centers)\n",
"#thres = -np.cos(sim_mat.min()/2)+1\n",
"thres = np.max(np.concatenate(ood_scores))"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {
"id": "Nx48v6HpRUeI",
"outputId": "9b1f06db-a820-4ed8-94aa-6c819db1b0dc"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(1,1,figsize=(6,4))\n",
"for axis in ['top','bottom','left','right']:\n",
" ax.spines[axis].set_linewidth(2)\n",
"ax.set_aspect('equal')\n",
"\n",
"cb=ax.scatter(np.concatenate(dihedral)[:,0],np.concatenate(dihedral)[:,1],c=np.concatenate(ood_scores),cmap='coolwarm',s=5,alpha=1)\n",
"cb.set_clim(0.0,thres)\n",
"\n",
"ccc = fig.colorbar(cb)\n",
"ccc.ax.tick_params(labelsize=15,length=5,width=1.5)\n",
"ccc.set_label('OOD score',fontsize=18)\n",
"\n",
"ax.set_xlim(-np.pi,np.pi)\n",
"ax.set_ylim(-np.pi,np.pi)\n",
"\n",
"# Set axis labels with phi (ϕ) and psi (ψ) symbols\n",
"ax.set_xlabel(r'$\\phi$', fontsize=20)\n",
"ax.set_ylabel(r'$\\psi$', fontsize=20)\n",
"\n",
"ax.set_xticks([-np.pi,0,np.pi],[-180,0,180])\n",
"ax.set_yticks([-np.pi,0,np.pi],[-180,0,180])\n",
"\n",
"cs = ax.contour(X, Y, Z,\n",
" colors='black',\n",
" linewidths=1,\n",
" levels=np.linspace(0, 12, 20), alpha=0.6,\n",
" zorder=1, vmin=0, vmax=12)\n",
"ax.tick_params(axis=\"both\",labelsize=17.5,direction='out',length=7.5,width=2.5)\n",
"\n",
"r=0.1\n",
"g=0.1\n",
"b=0.2\n",
"ax.patch.set_facecolor((r,g,b,.15))"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {
"id": "7qfq8QxmRUeI",
"outputId": "f0278087-512c-49b1-f480-258dc8248b44"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"r = 1\n",
"pi = np.pi\n",
"cos = np.cos\n",
"sin = np.sin\n",
"phi, theta = np.mgrid[0.0:pi:100j, 0.0:2.0*pi:100j]\n",
"x = r*sin(phi)*cos(theta)\n",
"y = r*sin(phi)*sin(theta)\n",
"z = r*cos(phi)\n",
"\n",
"\n",
"plt.rcParams['figure.figsize'] = (6,4)\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"\n",
"ax.plot_surface(\n",
" x, y, z, rstride=2, cstride=2, color='c', alpha=0.1, linewidth=100,antialiased=False)\n",
"\n",
"ax.plot([0,state_centers[0,0]],[0,state_centers[0,1]],[0,state_centers[0,2]],linewidth=2,color='black',linestyle='--')\n",
"ax.plot([0,state_centers[1,0]],[0,state_centers[1,1]],[0,state_centers[1,2]],linewidth=2,color='black',linestyle='--')\n",
"ax.plot([0,state_centers[2,0]],[0,state_centers[2,1]],[0,state_centers[2,2]],linewidth=2,color='black',linestyle='--')\n",
"ax.plot([0,state_centers[3,0]],[0,state_centers[3,1]],[0,state_centers[3,2]],linewidth=2,color='black',linestyle='--')\n",
"\n",
"cb = ax.scatter(np.concatenate(features)[:,0],np.concatenate(features)[:,1],np.concatenate(features)[:,2],c=ood_scores[:],s=1,alpha=1,cmap='coolwarm')\n",
"cb.set_clim(0.0,thres)\n",
"\n",
"ccc = fig.colorbar(cb)\n",
"ccc.ax.tick_params(labelsize=10,length=3,width=1.5)\n",
"ccc.set_label('OOD score',fontsize=18)\n",
"\n",
"ax.set_xlim([-1,1])\n",
"ax.set_ylim([-1,1])\n",
"ax.set_zlim([-1,1])\n",
"ax.set_xticks([-1,-0.5,0,0.5,1])\n",
"ax.set_yticks([-1,-0.5,0,0.5,1])\n",
"ax.set_zticks([-1,-0.5,0,0.5,1],[-1,-0.5,0,0.5,1])\n",
"ax.set_aspect(\"equal\")\n",
"ax.tick_params(axis=\"both\",labelsize=10,direction='out',length=7.5,width=2.5)\n",
"\n",
"ax.set_xlabel('z1',fontsize=15)\n",
"ax.set_ylabel('z2',fontsize=15)\n",
"ax.set_zlabel('z3',fontsize=15)\n",
"\n",
"ax.view_init(elev=20, azim=50)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "X8MY1ncvRUeI"
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
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