{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# DeepTICA: Alanine dipeptide from multithermal simulation" ] }, { "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", "Prerequisite: DeepTICA tutorial.\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_DeepTICA.ipynb)" ] }, { "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 EXAMPLE', shell=True, stdout=subprocess.PIPE)\n", " print('Done!')\n", "\n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Alanine dipeptide: OPES Multithermal -> DeepTICA " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this example we illustrate a case of applying DeepTDA to a biased simulation, taken from the [DeepTICA manuscript](https://www.pnas.org/doi/10.1073/pnas.2113533118). In particular, we will use the alanine dipeptide example in which we collect the simulations from the OPES multithermal simulation (which thus do not require to define a trial CV)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we load the COLVAR file(s) containing the weights of the OPES simulation and the input features, in this case they are the 45 interatomic distances between heavy atoms.\n", "\n", "We discard the initial part of the simulation to put ourselves in the quasi-static regime, which is very quickly reached by OPES (it can be monitored by looking at the DELTAFS file for the multicanonical simulation).\n", "\n", "The data is downloaded from the Github [repository](https://github.com/luigibonati/deep-learning-slow-modes) associated with the [manuscript](https://www.pnas.org/doi/10.1073/pnas.2113533118). " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timephipsieneopes.biaswalkerd1d2d3d4...d36d37d38d39d40d41d42d43d44d45
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315003.0-2.531662.657820-23.84770.71587000.15220.2345230.2467250.382103...0.2506990.3174240.3128970.4410960.12290.13350.2469880.2303020.2928240.1449
415004.0-2.157102.39536011.5125-14.23160000.15220.2347930.2511580.383453...0.2628070.3267660.3391870.4793390.12290.13350.2513900.2243430.2928200.1449
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35000 rows × 51 columns

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" ], "text/plain": [ " time phi psi ene opes.bias walker d1 \\\n", "0 15000.0 -1.24937 0.540396 -53.9859 1.725970 0 0.1522 \n", "1 15001.0 -1.50515 1.438650 43.3469 -30.144900 0 0.1522 \n", "2 15002.0 -1.29419 1.730900 -18.3581 -0.562392 0 0.1522 \n", "3 15003.0 -2.53166 2.657820 -23.8477 0.715870 0 0.1522 \n", "4 15004.0 -2.15710 2.395360 11.5125 -14.231600 0 0.1522 \n", "... ... ... ... ... ... ... ... \n", "34995 49995.0 -1.19288 0.532025 -28.4388 1.276180 0 0.1522 \n", "34996 49996.0 -1.31044 -0.023952 -33.1943 1.544550 0 0.1522 \n", "34997 49997.0 -1.66419 2.736990 -32.5060 1.518380 0 0.1522 \n", "34998 49998.0 -1.71317 2.573260 19.0074 -17.968700 0 0.1522 \n", "34999 49999.0 -1.26937 2.127590 7.2590 -12.103300 0 0.1522 \n", "\n", " d2 d3 d4 ... d36 d37 d38 \\\n", "0 0.233868 0.244634 0.382245 ... 0.258908 0.277790 0.379264 \n", "1 0.235165 0.241863 0.375188 ... 0.255153 0.295903 0.367831 \n", "2 0.244679 0.231301 0.370506 ... 0.252451 0.285218 0.363133 \n", "3 0.234523 0.246725 0.382103 ... 0.250699 0.317424 0.312897 \n", "4 0.234793 0.251158 0.383453 ... 0.262807 0.326766 0.339187 \n", "... ... ... ... ... ... ... ... \n", "34995 0.232503 0.245793 0.382845 ... 0.258933 0.285152 0.382687 \n", "34996 0.237438 0.245095 0.377144 ... 0.246469 0.276428 0.354929 \n", "34997 0.240949 0.244720 0.385074 ... 0.253170 0.327638 0.315540 \n", "34998 0.240229 0.247424 0.383137 ... 0.245395 0.310855 0.318514 \n", "34999 0.241292 0.235914 0.373783 ... 0.254010 0.289084 0.355414 \n", "\n", " d39 d40 d41 d42 d43 d44 d45 \n", "0 0.498986 0.1229 0.1335 0.246437 0.225420 0.283532 0.1449 \n", "1 0.502540 0.1229 0.1335 0.252509 0.223947 0.291499 0.1449 \n", "2 0.486784 0.1229 0.1335 0.241549 0.226609 0.276819 0.1449 \n", "3 0.441096 0.1229 0.1335 0.246988 0.230302 0.292824 0.1449 \n", "4 0.479339 0.1229 0.1335 0.251390 0.224343 0.292820 0.1449 \n", "... ... ... ... ... ... ... ... \n", "34995 0.493388 0.1229 0.1335 0.242527 0.216974 0.264171 0.1449 \n", "34996 0.473255 0.1229 0.1335 0.249179 0.221805 0.281781 0.1449 \n", "34997 0.453209 0.1229 0.1335 0.240503 0.223382 0.272337 0.1449 \n", "34998 0.438564 0.1229 0.1335 0.243461 0.226024 0.279091 0.1449 \n", "34999 0.456283 0.1229 0.1335 0.247204 0.220562 0.278850 0.1449 \n", "\n", "[35000 rows x 51 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from mlcolvar.utils.io import load_dataframe\n", "from mlcolvar.utils.timelagged import create_timelagged_dataset\n", "from mlcolvar.data import DictModule\n", "\n", "# load colvar files containing weights of the OPES simulations as well as the driver with the input features\n", "opes = load_dataframe('https://raw.githubusercontent.com/luigibonati/deep-learning-slow-modes/main/data/ala2-multi/1_opes_multi/COLVAR',\n", " start=15000,stop=50000)\n", "feat = load_dataframe('https://raw.githubusercontent.com/luigibonati/deep-learning-slow-modes/main/data/ala2-multi/2_training_cvs/COLVAR_DRIVER',\n", " start=15000,stop=50000)\n", "\n", "# concatenate them\n", "df = pd.concat([opes, feat[[i for i in feat.columns if (i not in opes.columns)]]], axis=1)\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(35000, 45)\n" ] } ], "source": [ "# Select input features \n", "X = df.filter(regex='d').values\n", "n_input = X.shape[1]\n", "\n", "print(X.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create time-lagged dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Compute weights for time rescaling**\n", "\n", "Here we extract the time $t$, the energy $E$ (needed for the multicanonical reweight [1]) and the bias $V$ from the COLVAR file. We then calculate the weights as:\n", "\n", "\\begin{cases}\n", " w = e^{\\beta\\ V + (\\beta_0-\\beta)\\ E} & \\text{if multicanonical}\\\\\n", " w = e^{\\beta\\ V} & \\text{otherwise}\n", "\\end{cases}\n", "\n", "NB: note that if simulation temperature $\\beta_0$ is equal to the reweighting one $\\beta$ the multicanonical reweight coincides with the standard umbrella sampling-like case.\n", "\n", "Once we have computed the weights, we rescale the time at step $k$ by using the instantaneus acceleration:\n", "\n", "$$ dt'_k = w_k\\ dt $$\n", "\n", "and then compute the cumulative rescaled time:\n", "\n", "$$ t'_k = \\sum_{i=0} ^k dt'_i $$\n", "\n", "\n", "\n", "[1] Invernizzi, Piaggi, and Parrinello. \"Unified approach to enhanced sampling.\" _Physical Review X_ 10.4 (2020): 041034.\n", "\n", "\n", "---\n", "\n", "| Parameter | Type | Description |\n", "| :- | :- | :- |\n", "| multicanonical | bool | flag to determine if using a standard reweight (false) or a multicanonical one (true) |\n", "| temp | float | reweighting temperature |\n", "| temp0 | float | simulation temperature (only needed if multicanonical == True) |\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#------------- PARAMETERS -------------\n", "multicanonical = True\n", "temp = 300.\n", "temp0 = 300.\n", "#--------------------------------------\n", "\n", "# Calculate inverse temperature\n", "kb=0.008314\n", "beta=1./(kb*temp)\n", "beta0=1./(kb*temp0)\n", "\n", "# Extract cvs from df\n", "\n", "t = df['time'].values # save time\n", "ene = df['ene'].values.astype(np.float64) # store energy as long double\n", "bias = df.filter(regex='.bias').values.sum(axis=1) # Load *.bias columns and sum them\n", "\n", "# Compute log-weights for time reweighting\n", "logweights = beta*bias\n", "\n", "if multicanonical:\n", " ene -= np.mean(ene) #first shift energy by its mean value\n", " logweights += (beta0-beta)*ene" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to train the Deep-TICA CVs we will need to compute the time-lagged covariance matrices in the rescaled time $t'$. The standard way is to look for configurations which are distant a lag-time $\\tau$ in the time series. However, in the rescaled time the time-series is _exponentially_ unevenly spaced. Hence, a naive search will lead to severe numerical issue. To address this, we use the algorithm proposed in [2]. In a nutshell, this method assume that the observable $O(t'_k)$ have the same value from scaled time $t'_k$ to $t'_{k+1}$. This leads to weighting each pair of configurations based both on the rescaled time around $t'_k$ and $t'_k+\\tau$ (see supp. information of [2] for details). All of this is done under the hood in the function `find_time_lagged_configurations`. To generate the training set we use the function `create_time_lagged_dataset` which searches for the pairs of configurations and the corresponding weight.\n", "\n", "[2] Yang and Parrinello. \"Refining collective coordinates and improving free energy representation in variational enhanced sampling.\" _Journal of chemical theory and computation_ 14.6 (2018): 2889-2894.\n", "\n", "---\n", "\n", "| Parameter | Type | Description |\n", "| :- | :- | :- |\n", "| lag_time | float | lag_time for the calculation of the covariance matrices [in rescaled time] |\n", "| n_train | int | number of training configurations |\n", "| n_valid | int | number of validation configurations |\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 34997/34997 [00:03<00:00, 11180.12it/s]\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", "/home/lbonati@iit.local/work/code/mlcolvar120/mlcolvar/data/datamodule.py:133: UserWarning: A torch.generator was provided but it is not used with random_split=False\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "DictModule(dataset -> DictDataset( \"data\": [66163, 45], \"data_lag\": [66163, 45], \"weights\": [66163], \"weights_lag\": [66163] ),\n", "\t\t train_loader -> DictLoader(length=0.8, batch_size=0, shuffle=False),\n", "\t\t valid_loader -> DictLoader(length=0.2, batch_size=0, shuffle=False))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#------------- PARAMETERS -------------\n", "lag_time = 1.\n", "#--------------------------------------\n", "\n", "# create dataset\n", "dataset = create_timelagged_dataset(X,t,lag_time=lag_time,logweights=logweights,progress_bar=True)\n", "\n", "# create datamodule (split train valid)\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2],random_split=False,shuffle=False)\n", "\n", "datamodule" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeepTICA(\n", " (loss_fn): ReduceEigenvaluesLoss()\n", " (norm_in): Normalization(in_features=45, out_features=45, mode=mean_std)\n", " (nn): FeedForward(\n", " (nn): Sequential(\n", " (0): Linear(in_features=45, out_features=30, bias=True)\n", " (1): Tanh()\n", " (2): Linear(in_features=30, out_features=30, bias=True)\n", " (3): Tanh()\n", " (4): Linear(in_features=30, out_features=2, bias=True)\n", " )\n", " )\n", " (tica): TICA(in_features=2, out_features=2)\n", ")" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mlcolvar.cvs import DeepTICA\n", "\n", "n_components = 2\n", "nn_layers = [n_input, 30, 30, n_components]\n", "options= {'nn': {'activation': 'tanh'}}\n", "\n", "model = DeepTICA(nn_layers, options=options)\n", "model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define Trainer & Fit" ] }, { "cell_type": "code", "execution_count": 7, "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, 45] | [1, 45] \n", "2 | nn | FeedForward | 2.4 K | [1, 45] | [1, 2] \n", "3 | tica | TICA | 0 | [1, 2] | [1, 2] \n", "-------------------------------------------------------------------------\n", "2.4 K Trainable params\n", "0 Non-trainable params\n", "2.4 K Total params\n", "0.009 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[Warning] Normalization: the following features have a range of values < 1e-6: tensor([[ 0],\n", " [ 9],\n", " [10],\n", " [24],\n", " [30],\n", " [31],\n", " [39],\n", " [40],\n", " [44]])\n", " " ] }, { "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 398: 100%|██████████| 1/1 [00:00<00:00, 30.05it/s, v_num=5] \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-3, patience=10)\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": "markdown", "metadata": {}, "source": [ "We can monitor how the individual eigenvalues are optimized during training." ] }, { "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.utils.plot import plot_metrics\n", "\n", "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')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normalize output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For convenience, we standardize the CVs to be between -1 and 1." ] }, { "cell_type": "code", "execution_count": 9, "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute FES" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the free energy profile along the selected CVs. First we compute it in the 2D space, from which we learn that the first TICA refers to the transition between two long-lived metastable states, while the second the faster transitions within the left basin." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Deep-TICA 2')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bo2lmxWfNEBERkWQYRIiIiEgyDCJERGQRHO9BhmAQISIimzasvlLqJpAFMYgQERGRZBhEiIhIMo1v3SX7xCBCRERWwdBB2jCIEBFRs64tHit1E6iNYhAhIiK9GELIkhhEiIhIr65rMqRughpbaw+1DIMIERE1S/KTf4GHbbSDzI5BhIiIJMHBqwQwiBARkRUxfFBTDCJERGRWpj45l1PC2ycGESIiskmPd74idRPIChhEiIjI6niJhhowiBAREZFkGESIiIhIMgwiRERkVbwsQ40xiBAREZFkGESIiIhIMgwiREREJBkGESIiIpIMgwgREZkFJyAjUzCIEBGRxZgybbupU8RT68QgQkRERrl2pPzeDwUeAIBh9ZUStoZaOwYRIiIikgyDCBEREUmGQYSIiIgkwyBCREQG6bomQ+omUBvEIEJERAZjGCFzYxAhIiIiyTCIEBERkWQYRIiISHKmTHxGbQODCBERGeza4rFSN4HaGAYRIiIyCEMIWQKDCBEREUnGKkFk/fr16NmzJ1xdXREaGorc3FydZdPS0iCTydRerq6uamUEQcCyZcvg6+uLdu3aITw8HOfO8SFJRETUdhw+fBhPPvkk/Pz8IJPJsHfvXrXtM2bM0DhfRkZGNluvMedka7B4ENmxYwcSExOxfPlynDx5EoMGDUJERARu3Lihcx+FQoHi4mLxdfnyZbXtq1evxrvvvosNGzYgJycHHTp0QEREBO7cuWPpwyEiIrKKyspKDBo0COvXr9dZJjIyUu18+cknn+it05RzsqVZPIi89dZbmD17NhISEtC3b19s2LAB7du3R2pqqs59ZDIZfHx8xJe3t7e4TRAEvPPOO/j73/+OSZMmYeDAgfjXv/6F69eva6RFIiIyv64j3KRugl0YP348XnnlFUyePFlnGblcrna+7Ny5s946TTknW5pFg0hNTQ3y8vIQHh7++xs6OCA8PBzZ2dk696uoqECPHj3g7++PSZMm4cyZM+K2ixcvQqlUqtXp5uaG0NBQnXVWV1dDpVKpvYiIyHAcqGo+Tc9H1dXVJteVlZWFLl26ICgoCHPnzsWtW7d0ljX1nGxpTpas/ObNm6irq1Pr0QAAb29vnD17Vus+QUFBSE1NxcCBA1FeXo61a9di+PDhOHPmDLp16walUinW0bTOhm1NpaSkYMWKFWY4IiIi+6MzhPQptW5DpBJ0G+hohtNlxV0AgL+/v9rq5cuXIzk52ejqIiMjMWXKFAQEBODChQv429/+hvHjxyM7OxuOjo4a5U05J1uDRYOIKcLCwhAWFiYuDx8+HH369MEHH3yAVatWmVRnUlISEhMTxWWVSqXxi0BERLZnWH2l1E0wuytXrkChUIjLcrncpHqio6PFnwcMGICBAwfi/vvvR1ZWFsaMGdPidlqLRS/NeHp6wtHRESUlJWrrS0pK4OPjY1Adzs7OGDx4MM6fPw8A4n7G1CmXy6FQKNReREREUmh6PjI1iDQVGBgIT09P8XzZlDnOyZZg0SDi4uKCIUOGIDMzU1xXX1+PzMxMtV4Pferq6nDq1Cn4+voCAAICAuDj46NWp0qlQk5OjsF1EhGR4XQ+cbfAw6D9OX27dVy9ehW3bt0Sz5dNmeOcbAkWv2smMTERGzduxJYtW1BQUIC5c+eisrISCQkJAIC4uDgkJSWJ5VeuXIlvvvkGP//8M06ePInp06fj8uXLmDVrFoB7d9QsXLgQr7zyCr744gucOnUKcXFx8PPzQ1RUlKUPh4jILukMIzqM6Mq5nVqqoqIC+fn5yM/PB3DvZo38/HwUFRWhoqICixcvxrFjx3Dp0iVkZmZi0qRJ6NWrFyIiIsQ6xowZg/fee09cbu6cLAWLjxGZNm0afvnlFyxbtgxKpRIhISFIT08XB8sUFRXBweH3PHT79m3Mnj0bSqUSnTt3xpAhQ3D06FH07dtXLPPSSy+hsrISc+bMQVlZGR555BGkp6drTHxGRETUWp04cQKjR48WlxvGOsbHx+P999/Hjz/+iC1btqCsrAx+fn4YN24cVq1apXap58KFC7h586a43Nw5WQoyQRAEyd5dIiqVCm5ubigvL+d4ESIiAzXcPaM2j8j/7pzJdegAADh4+/cbAY5c6y3+XKx01lt348s3Db0pj3e+8vtg1YbLQFGfqu1nye9zse4Tj0JhhrtmVBV34Tb0vzz3NMFnzRARkVGuHSm3WN28pGN/GESIiEhS2gazPt75igQtISkwiBARkUGMHbBKZAgGESIiMhjDCJkbgwgRERlNHCfyv0GkDYNKeUmFjMUgQkRERJJhECEiIiLJMIgQEZHFcZp30oVBhIiITGLJ+UTIfjCIEBFRq8Dg0zYxiBARkVF4Cy+ZE4MIEREZreuaDPVnzpiIY0eIQYSIiGxbwwPvqE1iECEiIiLJMIgQERGRZBhEiIjIaNcWj+VdLGQWDCJERGSUa4vHSt0EakMYRIiIiEgyDCJERGQSc9y+S8QgQkREBmvJZRnOGULaMIgQEZFBJBsb0qdUmvclq2AQISKiZnGAKlmKk9QNICIi26QvfHB6dzIX9ogQEZEGg3tArHHZhFO8t2kMIkREZBTeLUPmxCBCREQ2YUTXc1I3gSTAIEJERBbBYEGGYBAhIiIiyTCIEBGRUVrysDveKUNNMYgQERGRZBhEiIhIQ9c1GYYVNPHWWvaMUANOaEZERFo1DiOcWZUshT0iRETULIN7SIiMxCBCREQGUeshacGAVaLGGESIiMhg7Bkhc2MQISIiIskwiBAREZFkrBJE1q9fj549e8LV1RWhoaHIzc3VWXbjxo149NFH0blzZ3Tu3Bnh4eEa5WfMmAGZTKb2ioyMNFt7ry0eq/dFRERkaYcPH8aTTz4JPz8/yGQy7N27V9xWW1uLl19+GQMGDECHDh3g5+eHuLg4XL9+XW+dycnJGufP4OBgCx+JfhYPIjt27EBiYiKWL1+OkydPYtCgQYiIiMCNGze0ls/KykJMTAy+/fZbZGdnw9/fH+PGjcO1a9fUykVGRqK4uFh8ffLJJ2ZpryFBg2GEiIgsrbKyEoMGDcL69es1tlVVVeHkyZNYunQpTp48id27d6OwsBBPPfVUs/X269dP7fz53XffWaL5BrP4PCJvvfUWZs+ejYSEBADAhg0b8NVXXyE1NRVLlizRKL9161a15Y8++gifffYZMjMzERcXJ66Xy+Xw8fExa1uNCRiGlOWgLiIiMtX48eMxfvx4rdvc3NyQkaF+jnnvvfcwbNgwFBUVoXv37jrrdXJyMvv5syUs2iNSU1ODvLw8hIeH//6GDg4IDw9Hdna2QXVUVVWhtrYWHh7qs/dlZWWhS5cuCAoKwty5c3Hr1i2ddVRXV0OlUqm9mtIVLLqOcDOonURERIZoej6qrq42S73l5eWQyWRwd3fXW+7cuXPw8/NDYGAgYmNjUVRUZJb3N5VFe0Ru3ryJuro6eHt7q6339vbG2bNnDarj5Zdfhp+fn1qYiYyMxJQpUxAQEIALFy7gb3/7G8aPH4/s7Gw4Ojpq1JGSkoIVK1bofA9tIaRxAGn4mffNExG1XGub3v2EQ3t0dHBucT0VDveO29/fX2398uXLkZyc3KK679y5g5dffhkxMTFQKBQ6y4WGhiItLQ1BQUEoLi7GihUr8Oijj+L06dPo1KlTi9pgKpue4v3111/H9u3bkZWVBVdXV3F9dHS0+POAAQMwcOBA3H///cjKysKYMWM06klKSkJiYqK4rFKpxF+E5kJI0/UMI0RE1BJXrlxRCwtyubxF9dXW1uKZZ56BIAh4//339ZZtfKln4MCBCA0NRY8ePbBz507MnDmzRe0wlUWDiKenJxwdHVFSUqK2vqSkpNnrU2vXrsXrr7+OAwcOYODAgXrLBgYGwtPTE+fPn9caRORyudb/0df/Pgmd5OofAS/FEBGRJSkUCr29FsZoCCGXL1/GwYMHja7X3d0dDzzwAM6fP2+W9pjComNEXFxcMGTIEGRmZorr6uvrkZmZibCwMJ37rV69GqtWrUJ6ejqGDh3a7PtcvXoVt27dgq+vb4vaa0gIYVAhIrKOYfWVUjfBpjWEkHPnzuHAgQO47777jK6joqICFy5caPH5syUsfvtuYmIiNm7ciC1btqCgoABz585FZWWleBdNXFwckpKSxPJvvPEGli5ditTUVPTs2RNKpRJKpRIVFRUA7n1oixcvxrFjx3Dp0iVkZmZi0qRJ6NWrFyIiIkxuJwMGERHZkoqKCuTn5yM/Px8AcPHiReTn56OoqAi1tbX4wx/+gBMnTmDr1q2oq6sTz5c1NTViHWPGjMF7770nLr/44os4dOgQLl26hKNHj2Ly5MlwdHRETEyMtQ9PZPExItOmTcMvv/yCZcuWQalUIiQkBOnp6eIA1qKiIjg4/J6H3n//fdTU1OAPf/iDWj0Ng3kcHR3x448/YsuWLSgrK4Ofnx/GjRuHVatWtfg6m6E4VoSIyPJyHTrYda/IiRMnMHr0aHG5YaxjfHw8kpOT8cUXXwAAQkJC1Pb79ttvMWrUKADAhQsXcPPmTXHb1atXERMTg1u3bsHLywuPPPIIjh07Bi8vL8sejB5WGaw6f/58zJ8/X+u2rKwsteVLly7pratdu3bYv3+/mVp2jym9IbyThoiILGnUqFEQBEHndn3bGjQ9p27fvr2lzTI7PmumhbqOcONlHSIiIhMxiBAREZFkbHoeEWtgbwYREZFuDWNRjDF27Fi0a9fOoLJ2H0SIiIhIt6ioKKPKy2QynDt3DoGBgQaV56UZIiIi0kupVKK+vt6gV/v27Y2q2657RPweNs/MdlLcOaPv6b986i8REZlLfHy8wZdZAGD69OlGzfBq10FEpz6l9/5b4KG/nB4MA0TUFun7I8hcHu98xeLvQYbbvHmzUeWbe95NU7w001RDCGn4ufGygRhCiKgtahxCrDHQ354nM7Mn7BFpTFfo6FPaot4RIqI2y4Q/1rQZ0fWcWeoh85syZYrBZXfv3m10/QwiDcz0jwm491cDe0WIiKgtcHOzbO8XgwhgWAjR0yui7dkzDCNERNQWGDtGxFgMImbsCTGVrsFfDDJEZIs4EST98ssvKCwsBAAEBQW16KF59j1YNei2ceX1hBZr/8PsuiZDfDVdT0REZAmVlZX485//DF9fXzz22GN47LHH4Ofnh5kzZ6KqqsqkOu07iJiZucOIobfJNYQPhhAiIrKkxMREHDp0CF9++SXKyspQVlaGzz//HIcOHcKiRYtMqpOXZoxlxTtojAkWDCFE1JZJMXEkafrss8/w6aefYtSoUeK6CRMmoF27dnjmmWeMnkMEYI+IaawwroTBgohsFUOB/aqqqoK3t7fG+i5duvDSTEvlOnQQXwaxYBhhCCEiIlsUFhaG5cuX486dO+K63377DStWrEBYWJhJdfLSDKARPnIdOhg2o58FLtMwhBARka36xz/+gYiICHTr1g2DBg0CAPzwww9wdXXF/v37TaqTQcQGMHwQEVFr0L9/f5w7dw5bt27F2bNnAQAxMTGIjY016sF4jdl9ENF1KcbgXhEiIjtgjYfd6aNt4kiSRvv27TF79myz1Wf3QYSIiPSTOoSQbbl+/Tq+++473LhxA/X19WrbnnvuOaPrs/sgMqy+0vABqkREdkZbCOHMqvYrLS0Nf/nLX+Di4oL77rsPMplM3CaTyRhEzI2XZ4jInrEnhJpaunQpli1bhqSkJDg4mOfGW96+a0a8fklEpG5E13NSN4HMqKqqCtHR0WYLIQCDSLN42YaI6He8LGPfZs6ciV27dpm1Tl6asaBri8fy1lwiajMYQiglJQVPPPEE0tPTMWDAADg7O6ttf+utt4yuk0HEAC0ZK6LvGitDChERtSYpKSnYv38/goKCAEBjsKopGEQkxB4TIiKOI2lN3nzzTaSmpmLGjBlmq9Pux4gYOgbEkHKmdFteWzyWI9OJqHWywgNAG/BmANsgl8sxYsQIs9Zp90HEVjCMEBGRrXv++eexbt06s9bJSzM2pHEY4SUbIiKyNbm5uTh48CD27duHfv36aQxW3b17t9F1skfECC25PNN1hJtRl27YQ0JEUmv6BxEvj5C7uzumTJmCkSNHwtPTE25ubmovU9h1j8gJh/boaIX3aRxAGn425B80e0iISGpd12TwDyNCVVUV2rdvj82bN5u9brsOIpbCe+2JiKgt8fT0xOOPP46nnnoKkyZNgre3t9nq5qUZCbB7k4jahAIPrasf73zFyg0hSzt79iwiIiKwc+dO9OjRA6GhoXj11Vdx6tSpFtfNIGIkjXEiRt6+xhBCRK2JNS7LHLnW2+LvQS3TvXt3LFiwAAcOHEBJSQkWLlyIU6dO4dFHH0VgYCAWLlyIgwcPoq6uzui6GUSsiCGEiIhaOzc3N8TExGD79u345ZdfsGHDBtTV1SEhIQFeXl7YunWrUfUxiFgJQwgRtQWGfJcdvO1vhZaQLXB2dsa4ceOwbt06XL58GZmZmXjggQeMqsMqQWT9+vXo2bMnXF1dERoaitzcXL3ld+3aheDgYLi6umLAgAH4+uuv1bYLgoBly5bB19cX7dq1Q3h4OM6dk3CK4GYuzzCEEFFrxTv2pHP48GE8+eST8PPzg0wmw969e9W2m3ouNPacDAA//vhjs6+ffvoJPXr0wEMPPWTUcVr8rpkdO3YgMTERGzZsQGhoKN555x1ERESgsLAQXbp00Sh/9OhRxMTEiE/427ZtG6KionDy5En0798fALB69Wq8++672LJlCwICArB06VJERETgp59+gqurq6UPyWz0/QPnrbtERPatsrISgwYNwp///GdMmTJFY7sp50Jjz8kNQkJCIJPJIAiC3jbLZDKEhIRgy5Yt4jm7OTKhuVpbKDQ0FA899BDee+89AEB9fT38/f2xYMECLFmyRKP8tGnTUFlZiX379onrHn74YYSEhGDDhg0QBAF+fn5YtGgRXnzxRQBAeXk5vL29kZaWhujoaI06q6urUV1dLS6rVCr4+/sj82QEOnZ01ijfHJ1P4tUyglxfb0hzAYMPxSMiW6BtwKo4TUGjHuGGwfxNL80YMhi18YPvGu66Eb9rCzzE79Km34kqlQpubm4oLy+HQqFo9n2M0VC3qeeKpioqajHmwf24cuWKWlvlcjnkcrnefWUyGfbs2YOoqCgAMOlcCBh/Tm5w+fLlZo+vvr4eJSUlWLNmDW7cuIH//ve/ze4DWLhHpKamBnl5eUhKShLXOTg4IDw8HNnZ2Vr3yc7ORmJiotq6iIgIsUvq4sWLUCqVCA8PF7e7ubkhNDQU2dnZWj/8lJQUrFixQmP90PoqnIXxc37kOnTQHUYMZEjAYAghIltg75OaHb7dDa61Li2u505FDQDA3189qC1fvhzJyclG1WXKudCUc3KDHj16AABqa2s1pnVvcPPmTQQEBOCNN97AoEGDDD4Wi44RuXnzJurq6jQmPvH29oZSqdS6j1Kp1Fu+4b/G1JmUlITy8nLxdeWKhe5xN/BWXgYMImptTP3e4q25mq5cuaJ2TmocDAxlyrnQlHNyU9HR0Vovz5SUlGDUqFEAgICAABw9etSg+gA7uWtGLpdDoVCovaTCEEJEbZEhz+Kie5qej5q7LGNLioqKMGvWLLV1xcXFGDVqFIKDgwEAjo6OttMj4unpCUdHR5SUlKitLykpgY+Pj9Z9fHx89JZv+K8xdVqCKf/oGEKIiMgcTDkXmnJOburrr7/G0aNHxSEU169fx6hRozBgwADs3LnT2MMAYOEg4uLigiFDhiAzM1NcV19fj8zMTISFhWndJywsTK08AGRkZIjlAwIC4OPjo1ZGpVIhJydHZ51ERERtiSnnQlPOyU15eXnhm2++wWeffYbExESMGjUKgwcPxieffAIHB9MihcVv301MTER8fDyGDh2KYcOG4Z133kFlZSUSEhIAAHFxcejatStSUlIAAM8//zxGjhyJN998ExMnTsT27dtx4sQJfPjhhwDujRxeuHAhXnnlFfTu3Vu8ZcnPz08cTUxERNTaVVRU4Pz58+LyxYsXkZ+fDw8PD3Tv3t2gc+GYMWMwefJkzJ8/H0Dz52RD+Pv7IyMjA48++ijGjh2Lf//735DJZCYfp8WDyLRp0/DLL79g2bJlUCqVCAkJQXp6ujhYpqioSC1FDR8+HNu2bcPf//53/O1vf0Pv3r2xd+9etfuRX3rpJVRWVmLOnDkoKyvDI488gvT09FY1hwgREZE+J06cwOjRo8Xlhssh8fHxSEtLM+hceOHCBdy8eVNcbu6crE3nzp21Bo2qqip8+eWXuO+++8R1paXGPX8NsMI8IrZIvO/8xKM4qzD+9t0GWm/hbTKXSON5RDhGhIhaM7WJFpvMI9J43FzjeUQMvWvGlucRWZ45E64dzXP77ooxmyzSVkvasmWLwWXj4+ONrt/iPSJ2p0+pzkdjExERtTamhAtj2MXtu7qccGgvdROIiNqElk7ySLZLpVIZVf7XX381qrxdBxEiIiLSr3Pnzrhx44bB5bt27Yqff/7Z4PK8NGNFfHYMEbU5BR4GzypNrZMgCPjoo4/QsWNHg8rX1tYaVT+DSAvofOZMo3EiXUe46X3wHRFRa3TtSPnvA1apTevevTs2btxocHkfHx+dz6PRhkHEytgrQkSk6ci13mp3zjTFP+qkc+nSJYvWzzEiREREJBkGER0a3wevDx/0RET2oPEcIkTmxEszWjSEkIb/NkyuYy1qkwbxMg4RSYThg6yBPSJW0JIBXfwiICIpNPfdY8j3mq5ZVYuV+gcyNvwRyB5n+8AeEQMcvO1v9V6RxthDQkREbRV7RFoZ9pAQkU0xcg6R5npDyDbdvHkTly9fVlt35swZJCQk4JlnnsG2bdtMrtuug8jQ+iqpm0BEZJOM7X3lZZS2bcGCBXj33XfF5Rs3buDRRx/F8ePHUV1djRkzZuDf//63SXXbdRAxB1Oer8BeDSJqDSx5KZg9I63LsWPH8NRTT4nL//rXv+Dh4YH8/Hx8/vnneO2117B+/XqT6mYQ0aLF40EMePouwwgRtQbGhhFDpz6g1kWpVKJnz57i8sGDBzFlyhQ4Od0bavrUU0/h3DndE9LpwyBiAHMMVNU2wpxhhIhaA3P1jLAXpPVSKBQoKysTl3NzcxEaGiouy2QyVFdXm1Q3g4gO1rpLpmkYYTghIltkjTv2dN3uS9J7+OGH8e6776K+vh6ffvopfv31Vzz++OPi9v/7v/+Dv79pvWEMIno83vmKaYFExyhyXffdN4QPhhAisicG95Dw6b6SW7VqFb744gu0a9cO06ZNw0svvYTOnTuL27dv346RI0eaVLfdzyMyrL7SJkZ7GxpCOI8IEdkrPu1XOgMHDkRBQQGOHDkCHx8ftcsyABAdHY2+ffuaVLfdBxGL6VOqddCqMU+QZOggIlvSdU2GyT23HB/S+nl6emLSpElat02cONHkenlpRgKGpHqGECKyReb+bmJAaR0mTJiA8vLf/4h+/fXX1Qav3rp1y+QeEQYRmDYXiEH0XNdkFyMRtWUceNq27N+/X+2umNdeew2lpb+f4+7evYvCwkKT6mYQaaFmx5eYGEY4cJWIbBG/m+yTIAh6l1uCQeR/LNYr0oyuI9zYO0JErQJDCFmCfQeRws7NlzEHA24944RnRNRWmTIOhDO02haZTAaZTKaxzhx410wjtnIrLxERkS0RBAEzZsyAXC4HANy5cwfPPvssOnS4d840dVZVgEHk3i22jXosLBJGDHj2DGDcrb1ERETWEhcXp9YDMn36dK1lTMEgooUxYUSqsSVERFIx97i2YqUzfH1qzVonmVdaWprF6rbvMSINDOyxICKiRiww9Tpv+7VNP//8s1nvlGnMroPI9WOq3xeahBGz9XQYEXJ4WYaIWiOOrWv7evfujV9++UVcnjZtGkpKSsxSt10HkeY0F0bMeVmGIYSIiGxV096Qr7/+GpWV5jkH2n0QUQsAWnovrDEGhCGEiEg79ra0fRysaoCGMNLwD8Jc4YQBhIjaAk590PZxHhFranI7b2PWvhTDB98REZEtaG4ekQa7d+82um4GEdwLBdacZp0hhIjaBD1/uFHbEh8fr7asbR4RUzGIaCPxPy6GECKyZdb+442kt3nzZovVbfeDVRto9FJINLcIQwgREdkTiwaR0tJSxMbGQqFQwN3dHTNnzkRFRYXe8gsWLEBQUBDatWuH7t2747nnnkN5uXpIaBg00/i1fft28x+AlcMIQwgREQFAz549tZ7r5s2bp7V8WlqaRllXV1crt9o0Fg0isbGxOHPmDDIyMrBv3z4cPnwYc+bM0Vn++vXruH79OtauXYvTp08jLS0N6enpmDlzpkbZzZs3o7i4WHxFRUUZ3T6/Vz5XW9Y6doOzrhIR2Qx7eSr58ePH1c5xGRn3/lCdOnWqzn0UCoXaPpcvX7ZWc1vEYmNECgoKkJ6ejuPHj2Po0KEAgHXr1mHChAlYu3Yt/Pz8NPbp378/PvvsM3H5/vvvx6uvvorp06fj7t27cHL6vbnu7u7w8fExqC3V1dVqTwZUqX6fUbXrmgy1X2yt1z6tNGbk2uKx7BUhImpGa/+ubHwOAgC5XC7ejdLAy8tLbfn111/H/fffj5EjR+qsVyaTGXxetCUWCyLZ2dlwd3cXQwgAhIeHw8HBATk5OZg8ebJB9ZSXl0OhUKiFEACYN28eZs2ahcDAQDz77LNISEjQeU9zSkoKVqxYofM9DAojpupTqtGrou8pu639HxgRtU320hOhzbHi++HcvuWXOWqr7gAA/P391dYvX74cycnJOverqanBxx9/jMTERL1zd1RUVKBHjx6or6/Hgw8+iNdeew39+vVrcbstzWKXZpRKJbp06aK2zsnJCR4eHlAqlQbVcfPmTaxatUrjcs7KlSuxc+dOZGRk4Omnn8Zf//pXrFu3Tmc9SUlJKC8vF19XrlzRKNP05C/l4FV7/gdPRLaH30nmdeXKFbVzUlJSkt7ye/fuRVlZGWbMmKGzTFBQEFJTU/H555/j448/Rn19PYYPH46rV6+aufXmZ3SPyJIlS/DGG2/oLVNQUGBygxqoVCpMnDgRffv21UiKS5cuFX8ePHgwKisrsWbNGjz33HNa69LW7aVN054RDWa8RKOvV4SIyFYwhJifQqGAQqEwuPymTZswfvx4rUMaGoSFhSEsLExcHj58OPr06YMPPvgAq1atalF7Lc3oHpFFixahoKBA7yswMBA+Pj64ceOG2r53795FaWlps9ewfv31V0RGRqJTp07Ys2cPnJ2d9ZYPDQ3F1atX1caBmKpxz4hZBq/qKc/78InIljGESO/y5cs4cOAAZs2aZdR+zs7OGDx4MM6fP2+hlpmP0UHEy8sLwcHBel8uLi4ICwtDWVkZ8vLyxH0PHjyI+vp6hIaG6qxfpVJh3LhxcHFxwRdffGHQ7Uf5+fno3LmzQb0ehjB7GNH3XjrCCL8AiIho8+bN6NKlCyZOnGjUfnV1dTh16hR8fX0t1DLzsdhg1T59+iAyMhKzZ8/Ghg0bUFtbi/nz5yM6OlrsXrp27RrGjBmDf/3rXxg2bJgYQqqqqvDxxx9DpVKJo4u9vLzg6OiIL7/8EiUlJXj44Yfh6uqKjIwMvPbaa3jxxRfN2n6DLtOYgb7LMxy4SkS2iL251lFfX4/NmzcjPj5e44aNuLg4dO3aFSkpKQDujZ18+OGH0atXL5SVlWHNmjW4fPmy0T0pUrDoFO9bt27F/PnzMWbMGDg4OODpp5/Gu+++K26vra1FYWEhqqqqAAAnT55ETk4OAKBXr15qdV28eBE9e/aEs7Mz1q9fjxdeeAGCIKBXr1546623MHv2bIsdh6WmM25ujAhDCBGRJnv5bjxw4ACKiorw5z//WWNbUVERHBx+v6hx+/ZtzJ49G0qlEp07d8aQIUNw9OhR9O3b15pNNolFg4iHhwe2bdumc3vPnj0hCIK4PGrUKLVlbSIjIxEZGWm2NhrKnGGED70jotZMymfN2NN347hx43SeE7OystSW3377bbz99ttWaJX58Vkzemi7pbcld7q0dH8iIqK2hk/fbYa2sSIME0RERObBHhEDWKsrsOuaDPFFRCQ1fheRNTCIGMjS/yD5D56IbJGp300jup4Tf/b1qTVXc6gN4qUZI5j6D1LbbcAMHkTUWjQ7nQFRC7BHxAqahg6GECJqbfi9RZbCHhEr4T9iIiIiTewRISIiIskwiBAREZFkGESIiIhIMgwiREREJBkGESIiIpIMgwgRERFJhkGEiIiIJMMgQkREBuF8SGQJDCJERGQwhhEyNwYRIiIy2rUj5VI3gdoIBhEiIjK7I9d6iz8XK50lbAnZOgYRIiKSHMOK/WIQISIiIskwiBAREZFkGESIiKjVuLZ4rNRNIDNjECEiIpvSeKCrNgwjbQuDCBER2aSDt/2lbgJZAYMIERERSYZBhIiILMZst+X2KTVPPWRzGESIiIhIMgwiRERktK4j3KRuArURDCJERGRVqqM3pW4C2RAGESIiMgtj7nJhGKEGDCJERGRWzc0DQtQYgwgREVmNvp4QPvjOPjGIEBERkWQYRIiIiEgyDCJERNQiuQ4dTNqPA1YJYBAhIiIiCTGIEBERkWQsGkRKS0sRGxsLhUIBd3d3zJw5ExUVFXr3GTVqFGQymdrr2WefVStTVFSEiRMnon379ujSpQsWL16Mu3fvWvJQiIjof0ydVZWXYgyXnJyscS4MDg7Wu8+uXbsQHBwMV1dXDBgwAF9//bWVWtsyTpasPDY2FsXFxcjIyEBtbS0SEhIwZ84cbNu2Te9+s2fPxsqVK8Xl9u3biz/X1dVh4sSJ8PHxwdGjR1FcXIy4uDg4Ozvjtddes9ixEBGRcXg7bsv069cPBw4cEJednHSfso8ePYqYmBikpKTgiSeewLZt2xAVFYWTJ0+if//+1miuySwWRAoKCpCeno7jx49j6NChAIB169ZhwoQJWLt2Lfz8/HTu2759e/j4+Gjd9s033+Cnn37CgQMH4O3tjZCQEKxatQovv/wykpOT4eLiorFPdXU1qqurxWWVStXCoyMiIjJN03OQXC6HXC7XKOfk5KTzXNjUP/7xD0RGRmLx4sUAgFWrViEjIwPvvfceNmzY0PJGW5DFLs1kZ2fD3d1dDCEAEB4eDgcHB+Tk5Ojdd+vWrfD09ET//v2RlJSEqqoqtXoHDBgAb29vcV1ERARUKhXOnDmjtb6UlBS4ubmJL39/w6chJiIi+1ZS4oRipXOLXyUl9/729/f3VzsnpaSkaH3fc+fOwc/PD4GBgYiNjUVRUZHONmZnZyM8PFxtXUREBLKzs833QViIxXpElEolunTpov5mTk7w8PCAUqnUud8f//hH9OjRA35+fvjxxx/x8ssvo7CwELt37xbrbRxCAIjLuupNSkpCYmKiuKxSqRhGiIhaqk9pi6tQHb0JxXBPMzSm9bhy5QoUCoW4rK03JDQ0FGlpaQgKCkJxcTFWrFiBRx99FKdPn0anTp00yus6N+o739oKo4PIkiVL8MYbb+gtU1BQYHKD5syZI/48YMAA+Pr6YsyYMbhw4QLuv/9+k+rU1e1FRERkbQqFQi2IaDN+/Hjx54EDByI0NBQ9evTAzp07MXPmTEs30aqMDiKLFi3CjBkz9JYJDAyEj48Pbty4obb+7t27KC0tNfiaF3AvFQLA+fPncf/998PHxwe5ublqZUpKSgDAqHqJiMh6eMdMy7i7u+OBBx7A+fPntW738fERz4UNSkpKWsV50egxIl5eXggODtb7cnFxQVhYGMrKypCXlyfue/DgQdTX14vhwhD5+fkAAF9fXwBAWFgYTp06pRZyMjIyoFAo0LdvX2MPh4iIyOZVVFTgwoUL4rmwqbCwMGRmZqqty8jIQFhYmDWa1yIWG6zap08fREZGYvbs2cjNzcWRI0cwf/58REdHi3fMXLt2DcHBwWIPx4ULF7Bq1Srk5eXh0qVL+OKLLxAXF4fHHnsMAwcOBACMGzcOffv2xZ/+9Cf88MMP2L9/P/7+979j3rx5vPxCRERtwosvvohDhw7h0qVLOHr0KCZPngxHR0fExMQAAOLi4pCUlCSWf/7555Geno4333wTZ8+eRXJyMk6cOIH58+dLdQgGs+iEZlu3bkVwcDDGjBmDCRMm4JFHHsGHH34obq+trUVhYaF4V4yLiwsOHDiAcePGITg4GIsWLcLTTz+NL7/8UtzH0dER+/btg6OjI8LCwjB9+nTExcWpzTtCRETUml29ehUxMTEICgrCM888g/vuuw/Hjh2Dl5cXgHsTexYXF4vlhw8fjm3btuHDDz/EoEGD8Omnn2Lv3r02P4cIYOEJzTw8PPROXtazZ08IgiAu+/v749ChQ83W26NHj1YzYxwRkT05cq231E1oE7Zv3653e1ZWlsa6qVOnYurUqRZqkeXwWTNEREQkGQYRIiJqsYO3dc/NxDtmSB8GESIiMjs+Z4YMxSBCRESSYo+JfWMQISIiIskwiBAREZFkGESIiIhIMgwiREREJBkGESIiIpIMgwgREdkM3vZrfxhEiIiISDIMIkREZDGcI4SawyBCREREkmEQISIiIskwiBAREZFkGESIiIhIMgwiRETUqnRdkyF1E8iMGESIiKjVYAhpexhEiIjIrDgpGRmDQYSIiGxfgYfULSALYRAhIiIiyTCIEBERkWQYRIiIyCjXjpRL3QRqQxhEiIjIZvj61ErdBLIyBhEiIiKSDIMIERERSYZBhIiIzIqXV8gYDCJEREQkGQYRIiIyDScZIzNgECEiIpv0eOcrUjeBrIBBhIiIjMa5RMhcGESIiEhSiuGeUjeBJMQgQkRELabrMoo5QwZ7YdomBhEiIiKSDIMIERHZlBFdz4k/D6uvlLAlZA0MIkREZJSuazLUlhuHhYYQYcqkZpwIzT4xiBARkdGahhF99I0TMWgMCecradMsGkRKS0sRGxsLhUIBd3d3zJw5ExUVFTrLX7p0CTKZTOtr165dYjlt27dv327JQyEiIm2sFBLsbaBqSkoKHnroIXTq1AldunRBVFQUCgsL9e6TlpamcW50dXW1UotNZ9EgEhsbizNnziAjIwP79u3D4cOHMWfOHJ3l/f39UVxcrPZasWIFOnbsiPHjx6uV3bx5s1q5qKgoSx4KERG1gLaeD329IfY+mdmhQ4cwb948HDt2DBkZGaitrcW4ceNQWal/zIxCoVA7N16+fNlKLTadk6UqLigoQHp6Oo4fP46hQ4cCANatW4cJEyZg7dq18PPz09jH0dERPj4+auv27NmDZ555Bh07dlRb7+7urlFWl+rqalRXV4vLKpXK2MMhIqJmPN75Cg7e9heXfX1qUax0FpcVwz2hOnpT/LmxhvEhjQeq2rP09HS15bS0NHTp0gV5eXl47LHHdO4nk8kMPjfaCov1iGRnZ8Pd3V0MIQAQHh4OBwcH5OTkGFRHXl4e8vPzMXPmTI1t8+bNg6enJ4YNG4bU1FQIgqCznpSUFLi5uYkvf39/nWWJiKhl9IUJxXBPg+cWaat3zKhUKrVX4z+UdSkvv3dpysND/6WwiooK9OjRA/7+/pg0aRLOnDljljZbksV6RJRKJbp06aL+Zk5O8PDwgFKpNKiOTZs2oU+fPhg+fLja+pUrV+Lxxx9H+/bt8c033+Cvf/0rKioq8Nxzz2mtJykpCYmJieKySqViGCEiaqFrR8rRdYQbgHuhIdehg0aZpr0i2ui9W6bRGBRjBsiakyqnFI4u8hbXU1dzL3A0Pf8sX74cycnJOverr6/HwoULMWLECPTv319nuaCgIKSmpmLgwIEoLy/H2rVrMXz4cJw5cwbdunVrcfstxeggsmTJErzxxht6yxQUFJjcoAa//fYbtm3bhqVLl2psa7xu8ODBqKysxJo1a3QGEblcDrm85b9ERESkRYEH0KcUwO+XZ0Z0PYcj13o3u2vjENLQk6JtfIhUIcQSrly5AoVCIS43d36aN28eTp8+je+++05vubCwMISFhYnLw4cPR58+ffDBBx9g1apVLWu0BRkdRBYtWoQZM2boLRMYGAgfHx/cuHFDbf3du3dRWlpq0PWrTz/9FFVVVYiLi2u2bGhoKFatWoXq6moGDiIiK2rcK6KLIb0iTbXVyzLAvQGljYOIPvPnzxdv9jC2V8PZ2RmDBw/G+fPnTWmm1RgdRLy8vODl5dVsubCwMJSVlSEvLw9DhgwBABw8eBD19fUIDQ1tdv9NmzbhqaeeMui98vPz0blzZ4YQIiIJNb0807hXpKHnoyGQNL0co6835NqRcnSNskSLbZcgCFiwYAH27NmDrKwsBAQEGF1HXV0dTp06hQkTJligheZjscGqffr0QWRkJGbPno3c3FwcOXIE8+fPR3R0tHjHzLVr1xAcHIzc3Fy1fc+fP4/Dhw9j1qxZGvV++eWX+Oijj3D69GmcP38e77//Pl577TUsWLDAUodCRERaqF0uaTSWQ9+tt74+tTpDiAY7nshs3rx5+Pjjj7Ft2zZ06tQJSqUSSqUSv/32m1gmLi4OSUlJ4vLKlSvxzTff4Oeff8bJkycxffp0XL58Weu51JZYdB6RrVu3Ijg4GGPGjMGECRPwyCOP4MMPPxS319bWorCwEFVVVWr7paamolu3bhg3bpxGnc7Ozli/fj3CwsIQEhKCDz74AG+99RaWL19uyUMhIiItdE333hBGjLkdt2Gfxpdl7G0iswbvv/8+ysvLMWrUKPj6+oqvHTt2iGWKiopQXFwsLt++fRuzZ89Gnz59MGHCBKhUKhw9ehR9+/aV4hAMJhP03ffaRqlUKri5uaG8vNzg63RERKTdtcVj740T+d+A1YbLM43nFAGgMXi1aUhRCyL/6w25dqRc70BVS36fN9Qd+MwSs9018/PO13nuacJit+8SEZGd+d/dMw1jRZpOcKavd0RbbwjQtu6WIe340DsiImoxXZdQDJmqXaNMo94QavsYRIiIyHz+FyIa92w83vmK1kDSdD3HhtgnBhEiImqRhssnYnjQEkaA34OHtmAilrXjO2XsFYMIERG1mL4wom9yMrXtvCRjlxhEiIjILHSFEeD3wNH0JdISQjhQ1T4wiBARkdnoCyM6aSnDEGI/ePsuERFZVkPQ+N88IxrrwZ4Qe8YgQkREFtEQLsSH4unoHWEIsW+8NENERGbVNEzoG3zKEEIMIkREZHbawkjj0NF0mSHEfjGIEBGRRWgLF00DiK5yZD8YRIiIyGKaCxkMIcQgQkREFqUrbDCEEMC7ZoiIyAoYOkgX9ogQERGRZBhEiIiISDIMIkRERCQZBhEiIiKSDIMIERERSYZBhIiIiCTDIEJERESSYRAhIiIiyTCIEBERkWQYRIiIiEgyDCJEREQkGQYRIiIikgyDCBEREUmGQYSIiIgkwyBCREREkmEQISIiIskwiBAREZFkGESIiIhIMgwiREREJBkGESIiIpIMgwgRERFJhkGEiIiIJGOxIPLqq69i+PDhaN++Pdzd3Q3aRxAELFu2DL6+vmjXrh3Cw8Nx7tw5tTKlpaWIjY2FQqGAu7s7Zs6ciYqKCgscARERkbTWr1+Pnj17wtXVFaGhocjNzdVbfteuXQgODoarqysGDBiAr7/+2kotNZ3FgkhNTQ2mTp2KuXPnGrzP6tWr8e6772LDhg3IyclBhw4dEBERgTt37ohlYmNjcebMGWRkZGDfvn04fPgw5syZY4lDICIiksyOHTuQmJiI5cuX4+TJkxg0aBAiIiJw48YNreWPHj2KmJgYzJw5E99//z2ioqIQFRWF06dPW7nlxpEJgiBY8g3S0tKwcOFClJWV6S0nCAL8/PywaNEivPjiiwCA8vJyeHt7Iy0tDdHR0SgoKEDfvn1x/PhxDB06FACQnp6OCRMm4OrVq/Dz89Nad3V1Naqrq8VllUoFf39/lJeXQ6FQmOdAiYjI6lQqFdzc3Czyfd5Qd+AzS+DoIm9xfXU11fh55+sGtzU0NBQPPfQQ3nvvPQBAfX09/P39sWDBAixZskSj/LRp01BZWYl9+/aJ6x5++GGEhIRgw4YNLW6/pThJ3YAGFy9ehFKpRHh4uLjOzc0NoaGhyM7ORnR0NLKzs+Hu7i6GEAAIDw+Hg4MDcnJyMHnyZK11p6SkYMWKFRrrVSqV+Q+EiIispuF73JJ/U9fXVjdfyIh6mp575HI55HL1oFNTU4O8vDwkJSWJ6xwcHBAeHo7s7Gyt9WdnZyMxMVFtXUREBPbu3WuG1luOzQQRpVIJAPD29lZb7+3tLW5TKpXo0qWL2nYnJyd4eHiIZbRJSkpS+59z8eJFhISEwN/f31zNJyIiCd26dQtubm5mrdPFxQU+Pj64tOdts9XZsWNHjXPP8uXLkZycrLbu5s2bqKur03pOPHv2rNa6lUql3nOorTIqiCxZsgRvvPGG3jIFBQUIDg5uUaPMrWna7NGjBwCgqKjI7L+4pF3D5bArV67wcpiV8DO3Pn7m1ldeXo7u3bvDw8PD7HW7urri4sWLqKmpMVudgiBAJpOprWvaG2JvjAoiixYtwowZM/SWCQwMNKkhPj4+AICSkhL4+vqK60tKShASEiKWaTpI5+7duygtLRX3N4SDw70xum5ubvyysDKFQsHP3Mr4mVsfP3Pra/heNzdXV1e4urpapG59PD094ejoiJKSErX1JSUlOs93Pj4+RpW3FUb9n/Py8kJwcLDel4uLi0kNCQgIgI+PDzIzM8V1KpUKOTk5CAsLAwCEhYWhrKwMeXl5YpmDBw+ivr4eoaGhJr0vERGRrXFxccGQIUPUzon19fXIzMwUz4lNhYWFqZUHgIyMDJ3lbYXFbt8tKipCfn4+ioqKUFdXh/z8fOTn56vN+REcHIw9e/YAAGQyGRYuXIhXXnkFX3zxBU6dOoW4uDj4+fkhKioKANCnTx9ERkZi9uzZyM3NxZEjRzB//nxER0frvGOGiIioNUpMTMTGjRuxZcsWFBQUYO7cuaisrERCQgIAIC4uTm0w6/PPP4/09HS8+eabOHv2LJKTk3HixAnMnz9fqkMwjGAh8fHxAgCN17fffiuWASBs3rxZXK6vrxeWLl0qeHt7C3K5XBgzZoxQWFioVu+tW7eEmJgYoWPHjoJCoRASEhKEX3/91ai23blzR1i+fLlw586dlhwiGYGfufXxM7c+fubW19Y/83Xr1gndu3cXXFxchGHDhgnHjh0Tt40cOVKIj49XK79z507hgQceEFxcXIR+/foJX331lZVbbDyLzyNCREREpAufNUNERESSYRAhIiIiyTCIEBERkWQYRIiIiEgydhNEXn31VQwfPhzt27eHu7u7QfsIgoBly5bB19cX7dq1Q3h4OM6dO2fZhrYhpaWliI2NhUKhgLu7O2bOnKl2+7Y2o0aNgkwmU3s9++yzVmpx62MPjwi3NcZ85mlpaRq/z1JMjtVaHT58GE8++ST8/Pwgk8kMemZKVlYWHnzwQcjlcvTq1QtpaWkWbye1jN0EkZqaGkydOhVz5841eJ/Vq1fj3XffxYYNG5CTk4MOHTogIiICd+7csWBL247Y2FicOXMGGRkZ2LdvHw4fPow5c+Y0u9/s2bNRXFwsvlavXm2F1rY+9vKIcFti7GcO3JtltfHv8+XLl63Y4tatsrISgwYNwvr16w0qf/HiRUycOBGjR49Gfn4+Fi5ciFmzZmH//v0Wbim1iMS3D1vd5s2bBTc3t2bL1dfXCz4+PsKaNWvEdWVlZYJcLhc++eQTC7awbfjpp58EAMLx48fFdf/5z38EmUwmXLt2Ted+I0eOFJ5//nkrtLD1GzZsmDBv3jxxua6uTvDz8xNSUlK0ln/mmWeEiRMnqq0LDQ0V/vKXv1i0nW2JsZ+5od831DwAwp49e/SWeemll4R+/fqprZs2bZoQERFhwZZRS9lNj4ixLl68CKVSifDwcHGdm5sbQkNDdT6CmX6XnZ0Nd3d3DB06VFwXHh4OBwcH5OTk6N1369at8PT0RP/+/ZGUlISqqipLN7fVaXhEeOPfT0MeEd64PHDvEeH8fTaMKZ85AFRUVKBHjx7w9/fHpEmTcObMGWs01y7xd7x1Muqhd/ak4bHJrfGRyrZAqVSiS5cuauucnJzg4eGh9/P74x//iB49esDPzw8//vgjXn75ZRQWFmL37t2WbnKrYk+PCLcVpnzmQUFBSE1NxcCBA1FeXo61a9di+PDhOHPmDLp162aNZtsVXb/jKpUKv/32G9q1aydRy0ifVt0jsmTJEo2BYE1fur4gyDSW/sznzJmDiIgIDBgwALGxsfjXv/6FPXv24MKFC2Y8CiLrCAsLQ1xcHEJCQjBy5Ejs3r0bXl5e+OCDD6RuGpHNaNU9IosWLcKMGTP0lgkMDDSp7obHJpeUlMDX11dcX1JSgpCQEJPqbAsM/cx9fHw0BvDdvXsXpaWlRj2SuuGpyufPn8f9999vdHvbKnt6RLitMOUzb8rZ2RmDBw/G+fPnLdFEu6frd1yhULA3xIa16iDi5eUFLy8vi9QdEBAAHx8fZGZmisFDpVIhJyfHqDtv2hpDP/OwsDCUlZUhLy8PQ4YMAQAcPHgQ9fX1YrgwRH5+PgCohUFSf0R4w9OpGx4RrutJmw2PCF+4cKG4rjU8ItxWmPKZN1VXV4dTp05hwoQJFmyp/QoLC9O4JZ2/462A1KNlreXy5cvC999/L6xYsULo2LGj8P333wvff/+92pN7g4KChN27d4vLr7/+uuDu7i58/vnnwo8//ihMmjRJCAgIEH777TcpDqHViYyMFAYPHizk5OQI3333ndC7d28hJiZG3H716lUhKChIyMnJEQRBEM6fPy+sXLlSOHHihHDx4kXh888/FwIDA4XHHntMqkOwadu3bxfkcrmQlpYm/PTTT8KcOXMEd3d3QalUCoIgCH/605+EJUuWiOWPHDkiODk5CWvXrhUKCgqE5cuXC87OzsKpU6ekOoRWx9jPfMWKFcL+/fuFCxcuCHl5eUJ0dLTg6uoqnDlzRqpDaFV+/fVX8bsagPDWW28J33//vXD58mVBEARhyZIlwp/+9Cex/M8//yy0b99eWLx4sVBQUCCsX79ecHR0FNLT06U6BDKA3QSR+Ph4AYDG69tvvxXLABA2b94sLtfX1wtLly4VvL29BblcLowZM0YoLCy0fuNbqVu3bgkxMTFCx44dBYVCISQkJKgFv4sXL6r9PygqKhIee+wxwcPDQ5DL5UKvXr2ExYsXC+Xl5RIdge2zh0eE2xpjPvOFCxeKZb29vYUJEyYIJ0+elKDVrdO3336r9Xu74TOOj48XRo4cqbFPSEiI4OLiIgQGBqp9p5NtkgmCIEjSFUNERER2r1XfNUNEREStG4MIERERSYZBhIiIiCTDIEJERESSYRAhIiIiyTCIEBERkWQYRIiIiEgyDCJEREQkGQYRIiIikgyDCJGJZsyYAZlMBplMBmdnZ3h7e2Ps2LFITU1FfX29pG0bNWqU2DZtr1GjRgEAevbsiXfeeUdt3++//x5Tp06Ft7c3XF1d0bt3b8yePRv/93//p/E+ERERcHR0xPHjx5ttU1ZWFiZNmgRfX1906NABISEh2Lp1qzkOl4haMQYRohaIjIxEcXExLl26hP/85z8YPXo0nn/+eTzxxBO4e/euZO3avXs3iouLUVxcjNzcXADAgQMHxHW7d+/Wut++ffvw8MMPo7q6Glu3bkVBQQE+/vhjuLm5YenSpWpli4qKcPToUcyfPx+pqanNtuno0aMYOHAgPvvsM/z4449ISEhAXFwc9u3b1/IDJqLWS+qH3RC1VvHx8cKkSZM01mdmZgoAhI0bN4rrbt++LcycOVPw9PQUOnXqJIwePVrIz89X22/v3r3C4MGDBblcLgQEBAjJyclCbW2tuB2A8M9//lOIjIwUXF1dhYCAAGHXrl3NtrPh4YLff/+9xrYePXoIb7/9tiAIglBZWSl4enoKUVFRWuu5ffu22nJycrIQHR0tFBQUCG5ubkJVVVWzbWlqwoQJQkJCgtH7EVHbwR4RIjN7/PHHMWjQILVeh6lTp+LGjRv4z3/+g7y8PDz44IMYM2YMSktLAQD//e9/ERcXh+effx4//fQTPvjgA6SlpeHVV19Vq3vp0qV4+umn8cMPPyA2NhbR0dEoKCgwS7v379+Pmzdv4qWXXtK63d3dXfxZEARs3rwZ06dPR3BwMHr16oVPP/3U6PcsLy+Hh4eHqU0mojaAQYTIAoKDg3Hp0iUAwHfffYfc3Fzs2rULQ4cORe/evbF27Vq4u7uLJ+8VK1ZgyZIliI+PR2BgIMaOHYtVq1bhgw8+UKt36tSpmDVrFh544AGsWrUKQ4cOxbp168zS5nPnzoltb86BAwdQVVWFiIgIAMD06dOxadMmo95v586dOH78OBISEoxvLBG1GQwiRBYgCAJkMhkA4IcffkBFRQXuu+8+dOzYUXxdvHgRFy5cEMusXLlSbfvs2bNRXFyMqqoqsd6wsDC19wkLCxN7RMaPHy/u269fP5PabKjU1FRMmzYNTk5OAICYmBgcOXJEPJ7mfPvtt0hISMDGjRtNaisRtR1OUjeAqC0qKChAQEAAAKCiogK+vr7IysrSKNdwuaOiogIrVqzAlClTNMq4uroa9J4fffQRfvvtNwCAs7Oz0W1+4IEHAABnz57VCDyNlZaWYs+ePaitrcX7778vrq+rq0NqaqrG5aSmDh06hCeffBJvv/024uLijG4nEbUtDCJEZnbw4EGcOnUKL7zwAgDgwQcfhFKphJOTE3r27Kl1nwcffBCFhYXo1auX3rqPHTumdvI+duwYBg8eDADo2rVri9o9btw4eHp6YvXq1dizZ4/G9rKyMri7u2Pr1q3o1q0b9u7dq7b9m2++wZtvvomVK1fC0dFR63tkZWXhiSeewBtvvIE5c+a0qL1E1DYwiBC1QHV1NZRKJerq6lBSUoL09HSkpKTgiSeeEANDeHg4wsLCEBUVhdWrV+OBBx7A9evX8dVXX2Hy5MkYOnQoli1bhieeeALdu3fHH/7wBzg4OOCHH37A6dOn8corr4jv1zDO5JFHHsHWrVuRm5tr9NgMXTp06ICPPvoIU6dOxVNPPYXnnnsOvXr1ws2bN7Fz504UFRVh+/bt2LRpE/7whz+gf//+avv7+/sjKSkJ6enpmDhxokb93377LZ544gk8//zzePrpp6FUKgEALi4uHLBKZM8kvmuHqNWKj48XAAgABCcnJ8HLy0sIDw8XUlNThbq6OrWyKpVKWLBggeDn5yc4OzsL/v7+QmxsrFBUVCSWSU9PF4YPHy60a9dOUCgUwrBhw4QPP/xQ3A5AWL9+vTB27FhBLpcLPXv2FHbs2NFsOw29fbfB8ePHhSlTpgheXl6CXC4XevXqJcyZM0c4d+6ccOLECQGAkJubq/W9xo8fL0yePLnZz6vxa+TIkc0eAxG1XTJBMGKEGhFJRiaTYc+ePYiKipK6KUREZsO7ZoiIiEgyDCJEREQkGQ5WJWoleBWViNoi9ogQERGRZBhEiIiISDIMIkRERCQZBhEiIiKSDIMIERERSYZBhIiIiCTDIEJERESSYRAhIiIiyfw/YCwGg+7dkwgAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.fes import compute_fes\n", "\n", "fig,ax = plt.subplots(1,1,figsize=(6,5),dpi=100)\n", "\n", "# compute cvs\n", "with torch.no_grad():\n", " s = model(torch.Tensor(X)).numpy()\n", "\n", "w = np.exp(logweights)\n", "fes,grid,bounds,error = compute_fes(s,\n", " weights=w,\n", " temp=300,\n", " blocks=1,\n", " bandwidth=0.01, scale_by='range',\n", " plot=True, plot_max_fes=20, ax = ax, eps=1e-10)\n", "\n", "ax.set_xlabel('Deep-TICA 1')\n", "ax.set_xlabel('Deep-TICA 2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the free energy profiles along each component. From the 2D FES above we understand that for the second CV we need to compute the FES only for the points in which the first CV is < 0, in order to describe the barrier between the faster states. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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", "\n", "for i in range(n_components):\n", " w = np.exp(logweights)\n", "\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", " weights=w[mask],\n", " temp=300,\n", " blocks=2,\n", " bandwidth=0.02,\n", " scale_by='range',\n", " plot=True,\n", " plot_max_fes=50,\n", " backend='sklearn', # the default=KDEpy is faster but may be unstable for latest python/numpy builds\n", " ax = axs[i])\n", " axs[i].set_xlabel('Deep-TICA '+str(i+1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the huge uncertainty on the free energy barrier is due to the lack of points between the states in the multithermal simulation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot CVs isolines in $\\phi-\\psi$ space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To understand to what states the CVs refer to, we can visualize them in the Ramachandran plot ($\\phi$ and $\\psi$)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Hexbin plot in physical space \n", "fig,axs = plt.subplots(1,n_components,figsize=(6*n_components,5),dpi=100)\n", "\n", "x = df['phi'].values\n", "y = df['psi'].values\n", "\n", "# compute cvs\n", "with torch.no_grad():\n", " s = model(torch.Tensor(X)).numpy()\n", " \n", "for i,ax in enumerate(axs):\n", " pp = ax.hexbin(x,y,C=s[:,i],gridsize=150,cmap='fessa')\n", " cbar = plt.colorbar(pp,ax=ax)\n", " ax.set_title('Deep-TICA '+str(i+1))\n", " ax.set_xlabel(r'$\\phi$ [rad]')\n", " ax.set_ylabel(r'$\\psi$ [rad]')\n", " cbar.set_label('Deep-TICA '+str(i+1))\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "You can try out also the other examples reported in the paper, such as applying DeepTICA to a simulation biasing a bad CV (the $\\psi$ dihedral angle). " ] } ], "metadata": { "kernelspec": { "display_name": "pytorch13", "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 }, "nbformat": 4, "nbformat_minor": 2 }