{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Learning the committor for Alanine with distances as inputs\n", "Reference papers: \n", "- _Kang, Trizio and Parrinello, [Nat Comput Sci](https://doi.org/10.1038/s43588-024-00645-0) (2024), [ArXiv](https://arxiv.org/abs/2401.05279)_\n", "- _Trizio, Kang and Parrinello, [Nat Comput Sci](https://doi.org/10.1038/s43588-025-00799-5) (2025), [ArXiv](https://arxiv.org/abs/2410.17029)_\n", "\n", "Prerequisites: committor and transforms tutorials in the tutorial notebooks.\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/examples/ex_committor.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "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", "def convert_model(model_name, n_input):\n", " loaded_model = torch.jit.load(model_name).to(torch.device('cpu')).to(torch.float32)\n", " fake_input = torch.rand(n_input).to(torch.float32)\n", " loaded_model(fake_input)\n", " frozen_model = torch.jit.trace(loaded_model, fake_input)\n", " torch.jit.save(frozen_model, model_name)\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)\n", "torch.set_default_dtype(torch.float64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initialize common objects for all iterations\n", "Here we initialize some system-dependent objects that will be used through all the iterations without changes.\n", "\n", "**Variables**\n", "- masses vector, can be done using the `initialize_committor_masses` helper function\n", "- number of atoms\n", "- cell size\n", "- temperature of the system\n", "- Boltzmann constant in the right energy units\n", "\n", "**Functions**\n", "- Descriptors computation\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Variables" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cell: tensor([3.0233, 3.0233, 3.0233])\n", "Beta: 0.4009078751268027 \n", "1/beta: 2.4943386299999997\n" ] } ], "source": [ "from mlcolvar.cvs.committor.utils import initialize_committor_masses \n", "\n", "# initialize the masses vector for the calculation\n", "atomic_masses = initialize_committor_masses(atom_types=[0, 0, 1, 2, 0, 0, 0, 1, 2, 0], \n", " masses=[12.011, 15.999, 14.007])\n", "\n", "# number of atoms\n", "n_atoms=10\n", "\n", "# temperature in Kelvin\n", "T = 300 \n", "\n", "# simulation cell \n", "cell = torch.Tensor([3.0233, 3.0233, 3.0233])\n", "print('Cell: ', cell)\n", "\n", "# Boltzmann factor in the RIGHT ENERGY UNITS!\n", "kb = 0.0083144621 # kJ/mol\n", "beta = 1/(kb*T)\n", "print(f'Beta: {beta} \\n1/beta: {1/beta}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Descriptors calculations\n", "Many common descriptors are already implemented in `mlcolvar.core.transform.descriptors`, a quick general tutorial for computing and combining descriptors with `mlcolvar` can be found [HERE](https://github.com/luigibonati/mlcolvar/blob/main/docs/notebooks/tutorials/adv_transforms.ipynb).\n", "\n", "Here we use all the pairwise distances between the heavy atoms of the molecule with the command `PairwiseDistances`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.core.transform import PairwiseDistances\n", "\n", "# initialize object to compute distances\n", "ComputeDistances = PairwiseDistances(n_atoms=10, \n", " PBC=True, \n", " cell=cell, \n", " scaled_coords=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Iter 0: Unbiased data only \n", "In general, we start from unbaised data from the metastable states only.\n", "This allows imposing the correct boundary conditions but is not optimal for applying the variational loss.\n", "As a consequence, our first guess will only be little more than a classifier but it will allow us collecting more configurations that will lead to a much better model in the following iterations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load data\n", "Here we:\n", "1. load the data, should be done using the `create_from_dataset_from_files` function\n", "2. assign the correct weights and labels, should be done using the `compute_committor_weights` function\n", "3. compute the descriptors from the positions and the corresponding derivatives only once to save time and resources.\n", "\n", "The `compute_committor_weights` expect a `bias` input, which is used to compute the correct weights from reweighting of the different trajectories/iterations, as indicated by the `data_groups` key. \n", "**Indeces 0 and 1 ALWAYS indicate the data that should be used for state A and B in the boundary conditions loss.**\n", "\n", "Here, as the simulations are unbiased we initalize `bias` as a bunch of zeros." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (2000, 91)\n", "Class 1 dataframe shape: (2000, 91)\n", "\n", " - Loaded dataframe (4000, 91): ['time', 'phi', 'psi', 'theta', 'ene', 'x1', 'x2', 'x3', 'x4', 'x5', 'x6', 'x7', 'x8', 'x9', 'x10', 'x11', 'x12', 'x13', 'x14', 'x15', 'x16', 'x17', 'x18', 'x19', 'x20', 'x21', 'x22', 'x23', 'x24', 'x25', 'x26', 'x27', 'x28', 'x29', 'x30', 'x31', 'x32', 'x33', 'x34', 'x35', 'x36', 'x37', 'x38', 'x39', 'x40', 'x41', 'x42', 'x43', 'x44', 'x45', 'p1.a', 'p1.b', 'p1.c', 'p2.a', 'p2.b', 'p2.c', 'p3.a', 'p3.b', 'p3.c', 'p4.a', 'p4.b', 'p4.c', 'p5.a', 'p5.b', 'p5.c', 'p6.a', 'p6.b', 'p6.c', 'p7.a', 'p7.b', 'p7.c', 'p8.a', 'p8.b', 'p8.c', 'p9.a', 'p9.b', 'p9.c', 'p10.a', 'p10.b', 'p10.c', 'cell.ax', 'cell.ay', 'cell.az', 'cell.bx', 'cell.by', 'cell.bz', 'cell.cx', 'cell.cy', 'cell.cz', 'walker', 'labels']\n", " - Descriptors (4000, 30): ['p1.a', 'p1.b', 'p1.c', 'p2.a', 'p2.b', 'p2.c', 'p3.a', 'p3.b', 'p3.c', 'p4.a', 'p4.b', 'p4.c', 'p5.a', 'p5.b', 'p5.c', 'p6.a', 'p6.b', 'p6.c', 'p7.a', 'p7.b', 'p7.c', 'p8.a', 'p8.b', 'p8.c', 'p9.a', 'p9.b', 'p9.c', 'p10.a', 'p10.b', 'p10.c']\n", "Processed all data in 1 batches!\n" ] } ], "source": [ "from mlcolvar.data import DictModule, DictDataset\n", "from mlcolvar.utils.io import create_dataset_from_files\n", "from mlcolvar.cvs.committor.utils import compute_committor_weights\n", "from mlcolvar.core.loss.utils.smart_derivatives import SmartDerivatives\n", " \n", "filenames = ['https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/unbiased_sims/COLVAR_A',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/unbiased_sims/COLVAR_B',\n", " ]\n", "\n", "load_args = [{'start' : 0, 'stop': 10000, 'stride': 5},\n", " {'start' : 0, 'stop': 10000, 'stride': 5},\n", " ] \n", "\n", "# load data\n", "dataset, dataframe = create_dataset_from_files(file_names = filenames,\n", " create_labels = True,\n", " filter_args={'regex' : 'p[1-9]\\.[abc]|p[1-2][0-9]\\.[abc]'},\n", " return_dataframe = True,\n", " load_args=load_args,\n", " verbose = True)\n", "\n", "# zeroth iteration should be unbiased, we thus initialize the bias as zero\n", "bias = torch.zeros(len(dataset))\n", "\n", "# compute weights\n", "dataset = compute_committor_weights(dataset=dataset, \n", " bias=bias, \n", " data_groups=[0, 1], \n", " beta=beta)\n", "\n", "# This makes the computation much faster and less memory consuming.\n", "# 1. We compute the input descriptors and update the dataset --> smart_dataset\n", "# 2. we precompute their derivatives wrt positions --> smart_derivatives\n", "smart_derivatives = SmartDerivatives()\n", "smart_dataset = smart_derivatives.setup(dataset=dataset,\n", " descriptor_function=ComputeDistances,\n", " n_atoms=n_atoms,\n", " separate_boundary_dataset=False, # here we keep it as false as we only have boundary data\n", " descriptors_batch_size=None # the computation of descriptors and derivatives can also be done in batches\n", " )\n", "\n", "# initialize datamodule\n", "datamodule = DictModule(smart_dataset, lengths=[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize training set\n", "It is useful to visualize the training set in a space defined by some physical descriptors that can be accessed using the indexing of the `dataframe` we just loaded.\n", "Two useful things to check are the labels of the points and their weights.\n", "\n", "Here, for example, we can use the plane defined by the torsional angles $\\phi\\psi$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.plot import paletteFessa\n", "\n", "fig, axs = plt.subplots(1,2,figsize=(8,3))\n", "\n", "# plot labels\n", "ax = axs[0]\n", "ax.set_title('Labels')\n", "ax.set_xlabel('$\\phi$')\n", "ax.set_ylabel('$\\psi$')\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'], c=dataset['labels'], cmap='fessa', s=2, alpha=0.6)\n", "cb = plt.colorbar(cp, ax=ax)\n", "cb.solids.set(alpha=1)\n", "\n", "# plot weights\n", "ax = axs[1]\n", "ax.set_xlabel('$\\phi$')\n", "ax.set_ylabel('$\\psi$')\n", "ax.set_title('Log(Weights)')\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'], c=torch.log(dataset['weights']), cmap='fessa', s=2, alpha=0.6)\n", "cb = plt.colorbar(cp, ax=ax)\n", "cb.solids.set(alpha=1)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Initialize model\n", "Here we initialize the model using the `Committor` class and we save the `Sigmoid` activation function that transforms $z \\rightarrow q$ as $$ q = \\sigma(z)$$ this way, we can easily turn it on and off to access the two quantities.\n", "\n", "NB. It is much better to set a learning rate scheduler for the training, `gamma` of 0.99999 (slower decay) or 0.9999 (faster decay) are fine most of the cases, to have a more stable training or a little speedier one, respectively. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/graph_mlcolvar_test_2.5/lib/python3.9/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'descriptors_derivatives' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['descriptors_derivatives'])`.\n" ] } ], "source": [ "from mlcolvar.cvs import Committor\n", "import copy\n", "\n", "# initialize lr scheduler\n", "lr_scheduler = torch.optim.lr_scheduler.ExponentialLR\n", "\n", "# create options dictionary\n", "options = {'optimizer' : {'lr': 1e-3, 'weight_decay': 1e-5}, \n", " 'lr_scheduler' : { 'scheduler' : lr_scheduler, 'gamma' : 0.9999 },\n", " 'nn' : {'activation' : 'tanh'}}\n", "\n", "# initialize model\n", "model = Committor(layers=[45, 32, 32, 1],\n", " atomic_masses=atomic_masses,\n", " alpha=1e1,\n", " options=options, \n", " separate_boundary_dataset=False, # this to separate dataset, by default True, here false as we only have unbiased data\n", " descriptors_derivatives=smart_derivatives # this to speed up derivatives computation\n", " )\n", "\n", "# copy the last layer sigmoid activation function so we can enable/disable it\n", "Sigmoid = copy.copy(model.sigmoid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Train model" ] }, { "cell_type": "code", "execution_count": null, "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", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "------------------------------------------------------------------\n", "0 | loss_fn | CommittorLoss | 0 | ? | ? \n", "1 | nn | FeedForward | 2.6 K | [1, 45] | [1, 1] \n", "2 | sigmoid | Custom_Sigmoid | 0 | [1, 1] | [1, 1] \n", "------------------------------------------------------------------\n", "2.6 K Trainable params\n", "0 Non-trainable params\n", "2.6 K Total params\n", "0.010 Total estimated model params size (MB)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b4338aff1e4345d697f2a7a58ac5186c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Training: | | 0/? [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.trainer import MetricsCallback\n", "from lightning.pytorch.callbacks import ModelCheckpoint\n", "from mlcolvar.utils.plot import plot_metrics\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "checkpoint_callback = ModelCheckpoint(dirpath=\"./modelsave/\", \n", " save_top_k=5, \n", " monitor=\"train_loss_epoch\", \n", " every_n_epochs=50, \n", " save_weights_only=True # this makes it faster but is less generic!\n", " ) \n", "\n", "# initialize trainer, for testing the number of epochs is low, change this to something like 5000/100000\n", "trainer = lightning.Trainer(callbacks=[metrics, checkpoint_callback], \n", " max_epochs=5, \n", " logger=False, \n", " enable_checkpointing=True, # disabling or softening checkpointing could make it faster\n", " limit_val_batches=0, # this to skip validation\n", " num_sanity_val_steps=0 # this to skip validation\n", " )\n", "\n", "# fit model\n", "trainer.fit(model, datamodule)\n", "\n", "# plot metrics\n", "fig, ax = plt.subplots(1,1,figsize=(4,3))\n", "ax = plot_metrics(metrics.metrics,\n", " keys=['train_loss', 'train_loss_var'],\n", " colors=['fessa1', 'fessa5'],\n", " yscale='log',\n", " ax = ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize results\n", "It is better to check what the model is doing on the points we have at hand.\n", "We look at the behaviour of:\n", "- committor CV $z$, deactivating `model.sigmoid=None`\n", "- committor $q$, activating `model.sigmoid=Sigmoid`\n", "- Kolmogorov bias $V_K$, using the `KolmogorovBias` helper class" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.cvs.committor.utils import KolmogorovBias\n", "\n", "fig, axs = plt.subplots(1,3,figsize=(12,3))\n", "\n", "# plot z --> activation off, directly distances as inputs\n", "model.sigmoid = None\n", "\n", "ax = axs[0]\n", "ax.set_title('z model')\n", "ax.set_xlabel('$\\phi$')\n", "ax.set_ylabel('$\\psi$')\n", "aux = model(smart_dataset['data'])\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'], c=aux.cpu().detach().numpy(), s=1, cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "\n", "# plot q --> activation on, directly distances as inputs\n", "model.sigmoid = Sigmoid\n", "\n", "ax = axs[1]\n", "ax.set_title('q model')\n", "ax.set_xlabel('$\\phi$')\n", "ax.set_ylabel('$\\psi$')\n", "aux = model(smart_dataset['data'])\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'],c=aux.cpu().detach().numpy(), s=1, cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "\n", "# plot Kolmogorov bias --> activation on, distances as inputs as we do in PLUMED\n", "model.sigmoid = Sigmoid\n", "\n", "ax = axs[2]\n", "ax.set_title('Bias')\n", "ax.set_xlabel('$\\phi$')\n", "ax.set_ylabel('$\\psi$')\n", "bias_model = KolmogorovBias(model, lambd=2, beta=1)\n", "aux = bias_model((smart_dataset['data']))\n", "cp = ax.hexbin(dataframe['phi'], dataframe['psi'], C=aux.cpu().detach().numpy(), cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Export trained model to torchscript\n", "We can export both the models for $z$ and $q$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/graph_mlcolvar_test_2.5/lib/python3.9/site-packages/torch/jit/_trace.py:687: UserWarning: The input to trace is already a ScriptModule, tracing it is a no-op. Returning the object as is.\n", " warnings.warn(\n" ] } ], "source": [ "iter = 0\n", "\n", "# turn of preprocessing as in PLUMED we precompute the descriptors to make it faster\n", "model.preprocessing = None\n", "\n", "# export z model --> activation off\n", "model.sigmoid = None\n", "model.to_torchscript(f'model_{iter}_z.pt', method='trace')\n", "convert_model(f'model_{iter}_z.pt', 45)\n", "\n", "# export q model --> activation on\n", "model.sigmoid = Sigmoid\n", "model.to_torchscript(f'model_{iter}_q.pt', method='trace')\n", "convert_model(f'model_{iter}_q.pt', 45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Run plumed simulations\n", "Here it is convient to create a submission script that updates the input file depending on the iteration you ar at and launches the simulations.\n", "\n", "One good approach is to have a template simulation folder with all the inputs and then call the models, simulations folder etc. with progressive names based on the iterations. \n", "This way it is easy to write a script that depending on the iteration yuo are it changes the few parts that need to be changed in the input files.\n", "\n", "For example:\n", "\n", "\n", "`RUN_SIMULATION = f\"cd biased_sims && bash generate_and_run_sims.sh {iter}\"`\n", "\n", "`subprocess.run(f\"{RUN_SIMULATION}\", shell=True, executable='/bin/bash')`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize sampling\n", "Having a structure makes it also easier to load the simulation results. Here we load them from GitHub.\n", "\n", "We start to have a few transitions!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.io import load_dataframe\n", "\n", "sampling = load_dataframe([f'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_{iter}/A/COLVAR',\n", " f'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_{iter}/B/COLVAR'], \n", " start=1000)\n", "\n", "fig, axs = plt.subplots(2,2,figsize=(9,6))\n", "\n", "for i,s in enumerate(['A', 'B']):\n", " ax = axs[0, i]\n", " ax.set_title(f'Starting from {s}')\n", " ax.set_xlabel('$\\phi$')\n", " ax.set_ylabel('$\\psi$')\n", "\n", " temp = sampling[sampling['walker'] == i] # we load one simulation per time\n", " cp = ax.scatter(temp['phi'], temp['psi'], c=temp['opes.bias'], cmap='fessa',s=2, alpha=0.6)\n", " cb = plt.colorbar(cp, ax=ax, label='opes.bias')\n", " cb.solids.set(alpha=1)\n", " \n", " ax = axs[1, i]\n", " ax.set_xlabel('Time [ns]')\n", " ax.set_ylabel('z')\n", " cp = ax.scatter(temp['time']/1000, temp['z.node-0'], c=temp['opes.bias'], cmap='fessa',s=2, alpha=0.6)\n", " cb = plt.colorbar(cp, ax=ax, label='opes.bias')\n", " cb.solids.set(alpha=1)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Iter 1 and on\n", "From iteration 1 we can incorporate in our dataset the new data we generated in the previous iterations and obtain a much better estimate for the committor.\n", "\n", "The all code below can be copied and adapted for later iterations! You only need to change:\n", "- The files to be loaded: the first two are always the same as they are for the boundary loss, the other change. At the beginning, when we are far from convergence and the model is still rough, it makes sense to **add** the new data to the previous training set. Later, as the model and the sampling improve, it is better to **replace** the existing data with the new ones.\n", "- number of iteration `iter` if used in an automated fashion (advised)\n", "- eventually the number of training epochs. If the dataset is not good yet, shorter traininings are ok (i.e., 1/20000 epochs). When the dataset looks solid and covers the whole space and you can see multiple tranisitions in the biased simulations, you can set longer trainings and aim for finer optimization (i.e., 2/40000 epochs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load data\n", "Now we need to set `separate_boundary_dataset=True` and to fill the empty entries of the `dataframe['bias']` and `dataframe['opes.bias']` columns associated with the unbiased data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (2000, 91)\n", "Class 1 dataframe shape: (2000, 91)\n", "Class 2 dataframe shape: (9000, 102)\n", "Class 3 dataframe shape: (9000, 102)\n", "\n", " - Loaded dataframe (22000, 102): ['time', 'phi', 'psi', 'theta', 'ene', 'x1', 'x2', 'x3', 'x4', 'x5', 'x6', 'x7', 'x8', 'x9', 'x10', 'x11', 'x12', 'x13', 'x14', 'x15', 'x16', 'x17', 'x18', 'x19', 'x20', 'x21', 'x22', 'x23', 'x24', 'x25', 'x26', 'x27', 'x28', 'x29', 'x30', 'x31', 'x32', 'x33', 'x34', 'x35', 'x36', 'x37', 'x38', 'x39', 'x40', 'x41', 'x42', 'x43', 'x44', 'x45', 'p1.a', 'p1.b', 'p1.c', 'p2.a', 'p2.b', 'p2.c', 'p3.a', 'p3.b', 'p3.c', 'p4.a', 'p4.b', 'p4.c', 'p5.a', 'p5.b', 'p5.c', 'p6.a', 'p6.b', 'p6.c', 'p7.a', 'p7.b', 'p7.c', 'p8.a', 'p8.b', 'p8.c', 'p9.a', 'p9.b', 'p9.c', 'p10.a', 'p10.b', 'p10.c', 'cell.ax', 'cell.ay', 'cell.az', 'cell.bx', 'cell.by', 'cell.bz', 'cell.cx', 'cell.cy', 'cell.cz', 'walker', 'labels', 'z.node-0', 'z.bias-0', 'q', 'bias', '@64.bias', '@64.bias_bias', 'opes.bias', 'opes.rct', 'opes.zed', 'opes.neff', 'opes.nker']\n", " - Descriptors (22000, 30): ['p1.a', 'p1.b', 'p1.c', 'p2.a', 'p2.b', 'p2.c', 'p3.a', 'p3.b', 'p3.c', 'p4.a', 'p4.b', 'p4.c', 'p5.a', 'p5.b', 'p5.c', 'p6.a', 'p6.b', 'p6.c', 'p7.a', 'p7.b', 'p7.c', 'p8.a', 'p8.b', 'p8.c', 'p9.a', 'p9.b', 'p9.c', 'p10.a', 'p10.b', 'p10.c']\n", "Processed all data in 1 batches!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/dev/mlcolvar/mlcolvar/data/datamodule.py:133: UserWarning: A torch.generator was provided but it is not used with random_split=False\n", " warnings.warn(\n" ] } ], "source": [ "filenames = ['https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/unbiased_sims/COLVAR_A',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/unbiased_sims/COLVAR_B',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_0/A/COLVAR',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_0/B/COLVAR',\n", " ]\n", "\n", "load_args = [{'start' : 0, 'stop': 10000, 'stride': 5},\n", " {'start' : 0, 'stop': 10000, 'stride': 5},\n", " {'start' : 1000, 'stop': 10000, 'stride': 1}, # it is wise to discard a first transient part of OPES runs to use converged bias\n", " {'start' : 1000, 'stop': 10000, 'stride': 1}, # it is wise to discard a first transient part of OPES runs to use converged bias\n", " ] \n", "\n", "# load data\n", "dataset, dataframe = create_dataset_from_files(file_names = filenames,\n", " create_labels = True,\n", " filter_args={'regex' : 'p[1-9]\\.[abc]|p[1-2][0-9]\\.[abc]'},\n", " return_dataframe = True,\n", " load_args=load_args,\n", " verbose = True)\n", "\n", "\n", "# get bias\n", "dataframe = dataframe.fillna({'opes.bias': 0, 'bias' : 0})\n", "bias = torch.Tensor(dataframe['opes.bias'].values + dataframe['bias'].values)\n", "\n", "# compute weights\n", "dataset = compute_committor_weights(dataset=dataset, \n", " bias=bias, \n", " data_groups=[0, 1, 2, 3], \n", " beta=beta)\n", "\n", "# This makes the computation much faster and less memory consuming.\n", "# 1. We compute the input descriptors and update the dataset --> smart_dataset\n", "# 2. we precompute their derivatives wrt positions --> smart_derivatives\n", "smart_derivatives = SmartDerivatives()\n", "smart_dataset = smart_derivatives.setup(dataset=dataset,\n", " descriptor_function=ComputeDistances,\n", " n_atoms=n_atoms,\n", " separate_boundary_dataset=True, # here we keep it as false as we only have boundary data\n", " descriptors_batch_size=None # the computation of descriptors and derivatives can also be done in batches\n", " )\n", "\n", "# initialize datamodule\n", "datamodule = DictModule(smart_dataset, lengths=[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize training set" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.plot import paletteFessa\n", "\n", "fig, axs = plt.subplots(1,2,figsize=(8,3))\n", "\n", "# plot labels\n", "ax = axs[0]\n", "ax.set_title('Labels')\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'], c=dataset['labels'], cmap='fessa', s=2, alpha=0.6)\n", "cb = plt.colorbar(cp, ax=ax)\n", "cb.solids.set(alpha=1)\n", "\n", "# plot weights\n", "ax = axs[1]\n", "ax.set_title('Log(Weights)')\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'], c=torch.log(dataset['weights']), cmap='fessa', s=2, alpha=0.6)\n", "cb = plt.colorbar(cp, ax=ax)\n", "cb.solids.set(alpha=1)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Initialize model\n", "Now we need to set `separate_boundary_dataset=True`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/graph_mlcolvar_test_2.5/lib/python3.9/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'descriptors_derivatives' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['descriptors_derivatives'])`.\n" ] } ], "source": [ "# initialize lr scheduler\n", "lr_scheduler = torch.optim.lr_scheduler.ExponentialLR\n", "\n", "# create options dictionary\n", "options = {'optimizer' : {'lr': 1e-3, 'weight_decay': 1e-5}, \n", " 'lr_scheduler' : { 'scheduler' : lr_scheduler, 'gamma' : 0.9999 },\n", " 'nn' : {'activation' : 'tanh'}}\n", "\n", "# initialize model\n", "model = Committor(layers=[45, 32, 32, 1],\n", " atomic_masses=atomic_masses,\n", " alpha=1e1,\n", " options=options, \n", " separate_boundary_dataset=True, # this to separate dataset, by default True\n", " descriptors_derivatives=smart_derivatives # this makes the calculation of the variational loss faster\n", " )\n", "\n", "# copy the last layer sigmoid activation function so we can enable/disable it\n", "Sigmoid = copy.copy(model.sigmoid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Train model" ] }, { "cell_type": "code", "execution_count": null, "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", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "------------------------------------------------------------------\n", "0 | loss_fn | CommittorLoss | 0 | ? | ? \n", "1 | nn | FeedForward | 2.6 K | [1, 45] | [1, 1] \n", "2 | sigmoid | Custom_Sigmoid | 0 | [1, 1] | [1, 1] \n", "------------------------------------------------------------------\n", "2.6 K Trainable params\n", "0 Non-trainable params\n", "2.6 K Total params\n", "0.010 Total estimated model params size (MB)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3e44164cc578491e9c7dec34f0183d70", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Training: | | 0/? [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# define callbacks\n", "metrics = MetricsCallback()\n", "checkpoint_callback = ModelCheckpoint(dirpath=\"./modelsave/\", \n", " save_top_k=5, \n", " monitor=\"train_loss_epoch\", \n", " every_n_epochs=50,\n", " save_weights_only=True # this makes it faster but is less generic!\n", " )\n", "\n", "# initialize trainer, for testing the number of epochs is low, change this to something like 2/400000\n", "trainer = lightning.Trainer(callbacks=[metrics, checkpoint_callback], \n", " max_epochs=5, \n", " logger=False, \n", " enable_checkpointing=True, # disabling or softening checkpointing could make it faster\n", " limit_val_batches=0, # this to skip validation\n", " num_sanity_val_steps=0 # this to skip validation\n", " )\n", "\n", "# fit model\n", "trainer.fit(model, datamodule)\n", "\n", "# plot metrics\n", "fig, ax = plt.subplots(1,1,figsize=(4,3))\n", "ax = plot_metrics(metrics.metrics,\n", " keys=['train_loss', 'train_loss_var'],\n", " colors=['fessa1', 'fessa5'],\n", " yscale='log',\n", " ax = ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize results" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.cvs.committor.utils import KolmogorovBias\n", "\n", "fig, axs = plt.subplots(1,3,figsize=(12,3))\n", "\n", "# plot z --> activation off, directly distances as inputs\n", "model.sigmoid = None\n", "\n", "ax = axs[0]\n", "ax.set_title('z model')\n", "aux = model(smart_dataset['data'])\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'], c=aux.cpu().detach().numpy(), s=1, cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "\n", "# plot q --> activation on, directly distances as inputs\n", "model.sigmoid = Sigmoid\n", "\n", "ax = axs[1]\n", "ax.set_title('q model')\n", "aux = model(smart_dataset['data'])\n", "cp = ax.scatter(dataframe['phi'], dataframe['psi'],c=aux.cpu().detach().numpy(), s=1, cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "\n", "# plot Kolmogorov bias --> activation on, distances as inputs as we do in PLUMED\n", "model.sigmoid = Sigmoid\n", "\n", "ax = axs[2]\n", "ax.set_title('Bias')\n", "bias_model = KolmogorovBias(model, lambd=2, beta=1)\n", "aux = bias_model((smart_dataset['data']))\n", "cp = ax.hexbin(dataframe['phi'], dataframe['psi'], C=aux.cpu().detach().numpy(), cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Export trained model to torchscript" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/graph_mlcolvar_test_2.5/lib/python3.9/site-packages/torch/jit/_trace.py:687: UserWarning: The input to trace is already a ScriptModule, tracing it is a no-op. Returning the object as is.\n", " warnings.warn(\n" ] } ], "source": [ "iter = 1\n", "\n", "# turn of preprocessing as in PLUMED we precompute the descriptors to make it faster\n", "model.preprocessing = None\n", "\n", "# export z model --> activation off\n", "model.sigmoid = None\n", "model.to_torchscript(f'model_{iter}_z.pt', method='trace')\n", "convert_model(f'model_{iter}_z.pt', 45)\n", "\n", "# export q model --> activation on\n", "model.sigmoid = Sigmoid\n", "model.to_torchscript(f'model_{iter}_q.pt', method='trace')\n", "convert_model(f'model_{iter}_q.pt', 45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Check convergence of the model\n", "One quick way to check the convergence of the iterative rpocedure is to compare the prediction of the current committor model with the previous one, at convergence they should be similar.\n", "\n", "Here of course they are completely different! " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (9000, 102)\n", "Class 1 dataframe shape: (9000, 102)\n", "\n", " - Loaded dataframe (18000, 102): ['time', 'phi', 'psi', 'theta', 'ene', 'x1', 'x2', 'x3', 'x4', 'x5', 'x6', 'x7', 'x8', 'x9', 'x10', 'x11', 'x12', 'x13', 'x14', 'x15', 'x16', 'x17', 'x18', 'x19', 'x20', 'x21', 'x22', 'x23', 'x24', 'x25', 'x26', 'x27', 'x28', 'x29', 'x30', 'x31', 'x32', 'x33', 'x34', 'x35', 'x36', 'x37', 'x38', 'x39', 'x40', 'x41', 'x42', 'x43', 'x44', 'x45', 'p1.a', 'p1.b', 'p1.c', 'p2.a', 'p2.b', 'p2.c', 'p3.a', 'p3.b', 'p3.c', 'p4.a', 'p4.b', 'p4.c', 'p5.a', 'p5.b', 'p5.c', 'p6.a', 'p6.b', 'p6.c', 'p7.a', 'p7.b', 'p7.c', 'p8.a', 'p8.b', 'p8.c', 'p9.a', 'p9.b', 'p9.c', 'p10.a', 'p10.b', 'p10.c', 'cell.ax', 'cell.ay', 'cell.az', 'cell.bx', 'cell.by', 'cell.bz', 'cell.cx', 'cell.cy', 'cell.cz', 'z.node-0', 'z.bias-0', 'q', 'bias', '@64.bias', '@64.bias_bias', 'opes.bias', 'opes.rct', 'opes.zed', 'opes.neff', 'opes.nker', 'walker', 'labels']\n", " - Descriptors (18000, 30): ['p1.a', 'p1.b', 'p1.c', 'p2.a', 'p2.b', 'p2.c', 'p3.a', 'p3.b', 'p3.c', 'p4.a', 'p4.b', 'p4.c', 'p5.a', 'p5.b', 'p5.c', 'p6.a', 'p6.b', 'p6.c', 'p7.a', 'p7.b', 'p7.c', 'p8.a', 'p8.b', 'p8.c', 'p9.a', 'p9.b', 'p9.c', 'p10.a', 'p10.b', 'p10.c']\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load models\n", "model_new = torch.jit.load(f'model_{iter}_q.pt').to(torch.float64)\n", "model_old = torch.jit.load(f'model_{iter-1}_q.pt').to(torch.float64)\n", "\n", "filenames = [f'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_{iter-1}/A/COLVAR',\n", " f'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_{iter-1}/B/COLVAR',\n", " ]\n", "\n", "load_args = [{'start' : 1000, 'stop': 10000, 'stride': 1},\n", " {'start' : 1000, 'stop': 10000, 'stride': 1},\n", " ] \n", "\n", "# #######################################################################################\n", "\n", "test_dataset, test_dataframe = create_dataset_from_files(file_names = filenames,\n", " create_labels = True,\n", " filter_args={'regex' : 'p[1-9]\\.[abc]|p[1-2][0-9]\\.[abc]'},\n", " return_dataframe = True,\n", " load_args=load_args,\n", " verbose = True)\n", "\n", "pred_A = model_new(ComputeDistances(test_dataset['data'])).detach()\n", "pred_B = model_old(ComputeDistances(test_dataset['data'])).detach()\n", "\n", "# plot results\n", "plt.figure(figsize=(4,3))\n", "plt.plot(pred_A, pred_B, '.')\n", "plt.xlabel('New model')\n", "plt.ylabel('Old model')\n", "# plot reference line\n", "plt.plot( [0,1], [0, 1], ls='dashed')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Run plumed simulations\n", "Here it is convient to create a submission script that updates the input file depending on the iteration you ar at and launches the simulations.\n", "\n", "One good approach is to have a template simulation folder with all the inputs and then call the models, simulations folder etc. with progressive names based on the iterations. \n", "This way it is easy to write a script that depending on the iteration yuo are it changes the few parts that need to be changed in the input files.\n", "\n", "For example:\n", "\n", "\n", "`RUN_SIMULATION = f\"cd biased_sims && bash generate_and_run_sims.sh {iter}\"`\n", "\n", "`subprocess.run(f\"{RUN_SIMULATION}\", shell=True, executable='/bin/bash')`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize sampling\n", "We can see more transitions!" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sampling = load_dataframe([f'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_{iter}/A/COLVAR',\n", " f'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/alanine/biased_sims/iter_{iter}/B/COLVAR'],\n", " start=1000)\n", "\n", "fig, axs = plt.subplots(2,2,figsize=(9,6))\n", "\n", "for i,s in enumerate(['A', 'B']):\n", " ax = axs[0, i]\n", " ax.set_title(f'Starting from {s}')\n", " ax.set_xlabel('$\\phi$')\n", " ax.set_ylabel('$\\psi$')\n", " temp = sampling[sampling['walker'] == i]\n", " cp = ax.scatter(temp['phi'], temp['psi'], c=temp['opes.bias'], cmap='fessa',s=2, alpha=0.6)\n", " cb = plt.colorbar(cp, ax=ax, label='opes.bias')\n", " cb.solids.set(alpha=1)\n", " \n", " ax = axs[1, i]\n", " ax.set_xlabel('Time [ns]')\n", " ax.set_ylabel('z')\n", " cp = ax.scatter(temp['time']/1000, temp['z.node-0'], c=temp['opes.bias'], cmap='fessa',s=2, alpha=0.6)\n", " cb = plt.colorbar(cp, ax=ax, label='opes.bias')\n", " cb.solids.set(alpha=1)\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "graph_mlcolvar_test_2.5", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 2 }